FileBase DT3_rLS_rCA1_20151006_1524um_1224um ElecNo 10 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.79 and 1.18 GB. - 8 bytes per element (scalar), 52992250 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.38 and 0.57 GB. - 8 bytes per element (scalar), 25436280 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.09 and 0.14 GB. - 2 bytes per element (data_int), 25436280 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.05 and 0.07 GB. - 1 bytes per element (char), 25436280 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.05 and 0.07 GB. - 1 bytes per element (char), 25436280 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=1059845, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 1.36 and 2.04 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 1059845 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 1059845 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 14 (15975 points): Lose 1867.222105 but Gain 2254.465400 Iteration 0F (24.546368 sec): 19 clusters Score: Raw -122639219.368469 + Penalty 40580.377195 = -122598638.991274 nChanged 1003100 Iteration 1F (37.151642 sec): 19 clusters Score: Raw -125916405.434664 + Penalty 40580.377195 = -125875825.057470 nChanged 448248 Iteration 2F (49.805702 sec): 19 clusters Score: Raw -127490705.595809 + Penalty 40580.377195 = -127450125.218614 nChanged 264683 Iteration 3F (62.678755 sec): 19 clusters Score: Raw -128190048.110659 + Penalty 40580.377195 = -128149467.733464 nChanged 164743 Iteration 4F (75.573004 sec): 19 clusters Score: Raw -128498475.763842 + Penalty 40580.377195 = -128457895.386647 nChanged 112437 Iteration 5F (88.387901 sec): 19 clusters Score: Raw -128653750.773333 + Penalty 40580.377195 = -128613170.396138 nChanged 84434 Iteration 6F (100.987651 sec): 19 clusters Score: Raw -128773525.131086 + Penalty 40580.377195 = -128732944.753891 nChanged 74745 Iteration 7F (113.700803 sec): 19 clusters Score: Raw -128920086.686728 + Penalty 40580.377195 = -128879506.309534 nChanged 65784 Iteration 8F (126.405256 sec): 19 clusters Score: Raw -129051504.247753 + Penalty 40580.377195 = -129010923.870558 nChanged 51713 Deleting Class 7 (1964 points): Lose 2055.980429 but Gain 2254.465400 Iteration 9Q (132.176983 sec): 18 clusters Score: Raw -129119406.081978 + Penalty 38325.911795 = -129081080.170182 nChanged 41963 Iteration 10Q (137.695669 sec): 18 clusters Score: Raw -129170717.946889 + Penalty 38325.911795 = -129132392.035094 nChanged 29188 Iteration 11Q (142.918535 sec): 18 clusters Score: Raw -129204112.536974 + Penalty 38325.911795 = -129165786.625179 nChanged 22491 Iteration 12Q (148.241591 sec): 18 clusters Score: Raw -129217104.082803 + Penalty 38325.911795 = -129178778.171008 nChanged 18945 Iteration 13Q (153.267051 sec): 18 clusters Score: Raw -129226313.124831 + Penalty 38325.911795 = -129187987.213036 nChanged 16651 Iteration 14Q (158.366571 sec): 18 clusters Score: Raw -129233579.718444 + Penalty 38325.911795 = -129195253.806649 nChanged 14187 Iteration 15Q (163.459455 sec): 18 clusters Score: Raw -129239082.517497 + Penalty 38325.911795 = -129200756.605702 nChanged 12367 Iteration 16Q (168.783722 sec): 18 clusters Score: Raw -129243177.852824 + Penalty 38325.911795 = -129204851.941029 nChanged 10540 Iteration 17Q (174.026989 sec): 18 clusters Score: Raw -129246167.616014 + Penalty 38325.911795 = -129207841.704219 nChanged 8978 Iteration 18Q (179.173720 sec): 18 clusters Score: Raw -129248590.785373 + Penalty 38325.911795 = -129210264.873578 nChanged 7915 Iteration 19Q (184.129271 sec): 18 clusters Score: Raw -129250756.129040 + Penalty 38325.911795 = -129212430.217245 nChanged 7136 Writing temp clu file Because OldScore, -129210264.873578, is greater than current (better) Score,-129212430.217245 Compute initial score before splitting: Score: Raw -129250756.129040 + Penalty 38325.911795 = -129212430.217245 Trying to split cluster 1 (13637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.857677 sec): 2 clusters Score: Raw -1529666.931821 + Penalty 1547.088069 = -1528119.843751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.928044 sec): 3 clusters Score: Raw -1521731.953686 + Penalty 3094.176139 = -1518637.777547 nChanged 6129 SP:Iteration 1F (184.998146 sec): 3 clusters Score: Raw -1526866.972152 + Penalty 3094.176139 = -1523772.796013 nChanged 1572 SP:Iteration 2F (185.068082 sec): 3 clusters Score: Raw -1529709.026632 + Penalty 3094.176139 = -1526614.850493 nChanged 1444 SP:Iteration 3F (185.127232 sec): 3 clusters Score: Raw -1531535.380420 + Penalty 3094.176139 = -1528441.204281 nChanged 1147 SP:Iteration 4F (185.207481 sec): 3 clusters Score: Raw -1532781.404733 + Penalty 3094.176139 = -1529687.228594 nChanged 821 SP:Iteration 5F (185.266899 sec): 3 clusters Score: Raw -1533688.816475 + Penalty 3094.176139 = -1530594.640336 nChanged 497 SP:Iteration 6Q (185.334525 sec): 3 clusters Score: Raw -1534213.215252 + Penalty 3094.176139 = -1531119.039113 nChanged 310 SP:Iteration 7Q (185.409709 sec): 3 clusters Score: Raw -1534499.876552 + Penalty 3094.176139 = -1531405.700413 nChanged 224 SP:Iteration 8Q (185.468366 sec): 3 clusters Score: Raw -1534702.389178 + Penalty 3094.176139 = -1531608.213039 nChanged 190 SP:Iteration 9Q (185.537528 sec): 3 clusters Score: Raw -1534882.225116 + Penalty 3094.176139 = -1531788.048977 nChanged 134 SP:Iteration 10Q (185.600061 sec): 3 clusters Score: Raw -1535021.258293 + Penalty 3094.176139 = -1531927.082154 nChanged 102 SP:Iteration 11Q (185.669418 sec): 3 clusters Score: Raw -1535130.486461 + Penalty 3094.176139 = -1532036.310322 nChanged 80 SP:Iteration 12Q (185.723723 sec): 3 clusters Score: Raw -1535189.082789 + Penalty 3094.176139 = -1532094.906650 nChanged 45 SP:Iteration 13Q (185.787002 sec): 3 clusters Score: Raw -1535209.169318 + Penalty 3094.176139 = -1532114.993179 nChanged 29 SP:Iteration 14Q (185.853865 sec): 3 clusters Score: Raw -1535217.166994 + Penalty 3094.176139 = -1532122.990855 nChanged 17 SP:Iteration 15Q (185.927640 sec): 3 clusters Score: Raw -1535222.768902 + Penalty 3094.176139 = -1532128.592763 nChanged 12 SP:Iteration 16Q (185.992560 sec): 3 clusters Score: Raw -1535225.191519 + Penalty 3094.176139 = -1532131.015380 nChanged 11 SP:Iteration 17Q (186.058529 sec): 3 clusters Score: Raw -1535227.793096 + Penalty 3094.176139 = -1532133.616957 nChanged 9 SP:Iteration 18Q (186.122352 sec): 3 clusters Score: Raw -1535229.844842 + Penalty 3094.176139 = -1532135.668703 nChanged 7 SP:Iteration 19Q (186.178063 sec): 3 clusters Score: Raw -1535230.784006 + Penalty 3094.176139 = -1532136.607867 nChanged 4 SP:Iteration 20F (186.241262 sec): 3 clusters Score: Raw -1535231.329539 + Penalty 3094.176139 = -1532137.153400 nChanged 5 SP:Iteration 21Q (186.301220 sec): 3 clusters Score: Raw -1535231.860559 + Penalty 3094.176139 = -1532137.684420 nChanged 2 SP:Iteration 22Q (186.364758 sec): 3 clusters Score: Raw -1535232.068824 + Penalty 3094.176139 = -1532137.892685 nChanged 2 SP:Iteration 23Q (186.418996 sec): 3 clusters Score: Raw -1535232.454729 + Penalty 3094.176139 = -1532138.278590 nChanged 1 SP:Iteration 24Q (186.484947 sec): 3 clusters Score: Raw -1535232.651605 + Penalty 3094.176139 = -1532138.475466 nChanged 0 SP:Iteration 25F (186.555385 sec): 3 clusters Score: Raw -1535232.651605 + Penalty 3094.176139 = -1532138.475466 nChanged 0 Score: Raw -129257293.473377 + Penalty 40580.377195 = -129216713.096182 Splitting cluster 1 changes total score from -129212430.217245 to -129216713.096182 So it's getting split into cluster 7. Trying to split cluster 2 (70608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (198.165847 sec): 2 clusters Score: Raw -8825270.314425 + Penalty 1814.296044 = -8823456.018381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (198.318550 sec): 3 clusters Score: Raw -8779845.111606 + Penalty 3628.592088 = -8776216.519519 nChanged 33438 SP:Iteration 1F (198.463372 sec): 3 clusters Score: Raw -8799280.879222 + Penalty 3628.592088 = -8795652.287135 nChanged 3317 SP:Iteration 2Q (198.620178 sec): 3 clusters Score: Raw -8800755.542694 + Penalty 3628.592088 = -8797126.950607 nChanged 4045 SP:Iteration 3F (198.762867 sec): 3 clusters Score: Raw -8803093.501187 + Penalty 3628.592088 = -8799464.909099 nChanged 5049 SP:Iteration 4F (198.918255 sec): 3 clusters Score: Raw -8806590.673592 + Penalty 3628.592088 = -8802962.081504 nChanged 5809 SP:Iteration 5F (199.072021 sec): 3 clusters Score: Raw -8810930.256838 + Penalty 3628.592088 = -8807301.664750 nChanged 5722 SP:Iteration 6F (199.222186 sec): 3 clusters Score: Raw -8814991.536750 + Penalty 3628.592088 = -8811362.944662 nChanged 4754 SP:Iteration 7F (199.389719 sec): 3 clusters Score: Raw -8817824.514710 + Penalty 3628.592088 = -8814195.922622 nChanged 3552 SP:Iteration 8F (199.542404 sec): 3 clusters Score: Raw -8819403.814133 + Penalty 3628.592088 = -8815775.222046 nChanged 2315 SP:Iteration 9Q (199.702924 sec): 3 clusters Score: Raw -8820143.661096 + Penalty 3628.592088 = -8816515.069008 nChanged 1502 SP:Iteration 10Q (199.874003 sec): 3 clusters Score: Raw -8820531.360095 + Penalty 3628.592088 = -8816902.768008 nChanged 1142 SP:Iteration 11Q (200.039290 sec): 3 clusters Score: Raw -8820808.165694 + Penalty 3628.592088 = -8817179.573606 nChanged 1037 SP:Iteration 12Q (200.209774 sec): 3 clusters Score: Raw -8821059.902977 + Penalty 3628.592088 = -8817431.310889 nChanged 1068 SP:Iteration 13Q (200.370536 sec): 3 clusters Score: Raw -8821326.123217 + Penalty 3628.592088 = -8817697.531129 nChanged 1046 SP:Iteration 14Q (200.511118 sec): 3 clusters Score: Raw -8821599.406046 + Penalty 3628.592088 = -8817970.813958 nChanged 1096 SP:Iteration 15Q (200.681792 sec): 3 clusters Score: Raw -8821903.386762 + Penalty 3628.592088 = -8818274.794674 nChanged 1097 SP:Iteration 16Q (200.852714 sec): 3 clusters Score: Raw -8822226.069870 + Penalty 3628.592088 = -8818597.477782 nChanged 1092 SP:Iteration 17Q (201.014703 sec): 3 clusters Score: Raw -8822587.247192 + Penalty 3628.592088 = -8818958.655104 nChanged 1099 SP:Iteration 18Q (201.181877 sec): 3 clusters Score: Raw -8822972.428714 + Penalty 3628.592088 = -8819343.836626 nChanged 1073 SP:Iteration 19Q (201.344643 sec): 3 clusters Score: Raw -8823388.490572 + Penalty 3628.592088 = -8819759.898485 nChanged 1034 SP:Iteration 20F (201.502842 sec): 3 clusters Score: Raw -8823806.004807 + Penalty 3628.592088 = -8820177.412719 nChanged 941 SP:Iteration 21Q (201.670688 sec): 3 clusters Score: Raw -8824240.754770 + Penalty 3628.592088 = -8820612.162682 nChanged 861 SP:Iteration 22Q (201.841932 sec): 3 clusters Score: Raw -8824677.790456 + Penalty 3628.592088 = -8821049.198368 nChanged 763 SP:Iteration 23Q (202.009585 sec): 3 clusters Score: Raw -8825126.536877 + Penalty 3628.592088 = -8821497.944790 nChanged 653 SP:Iteration 24Q (202.157863 sec): 3 clusters Score: Raw -8825515.550066 + Penalty 3628.592088 = -8821886.957978 nChanged 527 SP:Iteration 25Q (202.303903 sec): 3 clusters Score: Raw -8825862.086712 + Penalty 3628.592088 = -8822233.494624 nChanged 467 SP:Iteration 26Q (202.452144 sec): 3 clusters Score: Raw -8826170.192508 + Penalty 3628.592088 = -8822541.600420 nChanged 415 SP:Iteration 27Q (202.598893 sec): 3 clusters Score: Raw -8826436.248169 + Penalty 3628.592088 = -8822807.656081 nChanged 373 SP:Iteration 28Q (202.733966 sec): 3 clusters Score: Raw -8826689.841727 + Penalty 3628.592088 = -8823061.249639 nChanged 313 SP:Iteration 29Q (202.878417 sec): 3 clusters Score: Raw -8826918.794758 + Penalty 3628.592088 = -8823290.202671 nChanged 276 SP:Iteration 30Q (203.014442 sec): 3 clusters Score: Raw -8827082.150639 + Penalty 3628.592088 = -8823453.558551 nChanged 233 SP:Iteration 31Q (203.159557 sec): 3 clusters Score: Raw -8827205.244304 + Penalty 3628.592088 = -8823576.652216 nChanged 197 SP:Iteration 32Q (203.299172 sec): 3 clusters Score: Raw -8827348.994385 + Penalty 3628.592088 = -8823720.402297 nChanged 215 SP:Iteration 33Q (203.437270 sec): 3 clusters Score: Raw -8827522.373336 + Penalty 3628.592088 = -8823893.781249 nChanged 228 SP:Iteration 34Q (203.577923 sec): 3 clusters Score: Raw -8827668.413117 + Penalty 3628.592088 = -8824039.821030 nChanged 185 SP:Iteration 35Q (203.720395 sec): 3 clusters Score: Raw -8827755.651065 + Penalty 3628.592088 = -8824127.058977 nChanged 163 SP:Iteration 36Q (203.858899 sec): 3 clusters Score: Raw -8827821.204782 + Penalty 3628.592088 = -8824192.612694 nChanged 153 SP:Iteration 37Q (203.997872 sec): 3 clusters Score: Raw -8827893.662840 + Penalty 3628.592088 = -8824265.070752 nChanged 131 SP:Iteration 38Q (204.133048 sec): 3 clusters Score: Raw -8827953.879194 + Penalty 3628.592088 = -8824325.287106 nChanged 123 SP:Iteration 39Q (204.275131 sec): 3 clusters Score: Raw -8828008.487279 + Penalty 3628.592088 = -8824379.895191 nChanged 133 SP:Iteration 40F (204.432278 sec): 3 clusters Score: Raw -8828058.421321 + Penalty 3628.592088 = -8824429.829233 nChanged 125 SP:Iteration 41Q (204.572767 sec): 3 clusters Score: Raw -8828126.070844 + Penalty 3628.592088 = -8824497.478757 nChanged 146 SP:Iteration 42Q (204.720757 sec): 3 clusters Score: Raw -8828231.809323 + Penalty 3628.592088 = -8824603.217235 nChanged 180 SP:Iteration 43Q (204.856085 sec): 3 clusters Score: Raw -8828411.592993 + Penalty 3628.592088 = -8824783.000905 nChanged 206 SP:Iteration 44Q (204.993414 sec): 3 clusters Score: Raw -8828704.193517 + Penalty 3628.592088 = -8825075.601429 nChanged 268 SP:Iteration 45Q (205.137188 sec): 3 clusters Score: Raw -8829045.947851 + Penalty 3628.592088 = -8825417.355763 nChanged 309 SP:Iteration 46Q (205.286810 sec): 3 clusters Score: Raw -8829272.181454 + Penalty 3628.592088 = -8825643.589367 nChanged 281 SP:Iteration 47Q (205.417986 sec): 3 clusters Score: Raw -8829386.212784 + Penalty 3628.592088 = -8825757.620696 nChanged 229 SP:Iteration 48Q (205.567743 sec): 3 clusters Score: Raw -8829474.010873 + Penalty 3628.592088 = -8825845.418785 nChanged 201 SP:Iteration 49Q (205.704466 sec): 3 clusters Score: Raw -8829538.745282 + Penalty 3628.592088 = -8825910.153194 nChanged 183 SP:Iteration 50Q (205.843512 sec): 3 clusters Score: Raw -8829590.646380 + Penalty 3628.592088 = -8825962.054292 nChanged 177 SP:Iteration 51Q (205.987013 sec): 3 clusters Score: Raw -8829637.817159 + Penalty 3628.592088 = -8826009.225071 nChanged 167 SP:Iteration 52Q (206.132581 sec): 3 clusters Score: Raw -8829676.843095 + Penalty 3628.592088 = -8826048.251007 nChanged 153 SP:Iteration 53Q (206.273927 sec): 3 clusters Score: Raw -8829707.399231 + Penalty 3628.592088 = -8826078.807144 nChanged 140 SP:Iteration 54Q (206.415141 sec): 3 clusters Score: Raw -8829733.720336 + Penalty 3628.592088 = -8826105.128249 nChanged 136 SP:Iteration 55Q (206.559466 sec): 3 clusters Score: Raw -8829760.897383 + Penalty 3628.592088 = -8826132.305296 nChanged 125 SP:Iteration 56Q (206.687575 sec): 3 clusters Score: Raw -8829783.017486 + Penalty 3628.592088 = -8826154.425398 nChanged 116 SP:Iteration 57Q (206.816204 sec): 3 clusters Score: Raw -8829800.375494 + Penalty 3628.592088 = -8826171.783406 nChanged 95 SP:Iteration 58Q (206.935083 sec): 3 clusters Score: Raw -8829814.037852 + Penalty 3628.592088 = -8826185.445764 nChanged 101 SP:Iteration 59Q (207.056984 sec): 3 clusters Score: Raw -8829829.962919 + Penalty 3628.592088 = -8826201.370831 nChanged 101 SP:Iteration 60F (207.200852 sec): 3 clusters Score: Raw -8829877.396696 + Penalty 3628.592088 = -8826248.804608 nChanged 169 SP:Iteration 61Q (207.330709 sec): 3 clusters Score: Raw -8829917.661598 + Penalty 3628.592088 = -8826289.069510 nChanged 175 SP:Iteration 62Q (207.475955 sec): 3 clusters Score: Raw -8829958.806285 + Penalty 3628.592088 = -8826330.214198 nChanged 188 SP:Iteration 63Q (207.591704 sec): 3 clusters Score: Raw -8829997.995125 + Penalty 3628.592088 = -8826369.403037 nChanged 187 SP:Iteration 64Q (207.728202 sec): 3 clusters Score: Raw -8830039.860932 + Penalty 3628.592088 = -8826411.268844 nChanged 228 SP:Iteration 65Q (207.868762 sec): 3 clusters Score: Raw -8830087.505014 + Penalty 3628.592088 = -8826458.912927 nChanged 193 SP:Iteration 66Q (208.005285 sec): 3 clusters Score: Raw -8830126.625324 + Penalty 3628.592088 = -8826498.033237 nChanged 198 SP:Iteration 67Q (208.146980 sec): 3 clusters Score: Raw -8830168.080619 + Penalty 3628.592088 = -8826539.488531 nChanged 210 SP:Iteration 68Q (208.288170 sec): 3 clusters Score: Raw -8830209.129902 + Penalty 3628.592088 = -8826580.537814 nChanged 211 SP:Iteration 69Q (208.418851 sec): 3 clusters Score: Raw -8830252.700595 + Penalty 3628.592088 = -8826624.108508 nChanged 226 SP:Iteration 70Q (208.557231 sec): 3 clusters Score: Raw -8830303.899839 + Penalty 3628.592088 = -8826675.307751 nChanged 238 SP:Iteration 71Q (208.706369 sec): 3 clusters Score: Raw -8830355.094925 + Penalty 3628.592088 = -8826726.502837 nChanged 256 SP:Iteration 72Q (208.851560 sec): 3 clusters Score: Raw -8830409.541700 + Penalty 3628.592088 = -8826780.949612 nChanged 263 SP:Iteration 73Q (208.993628 sec): 3 clusters Score: Raw -8830464.838639 + Penalty 3628.592088 = -8826836.246551 nChanged 296 SP:Iteration 74Q (209.133786 sec): 3 clusters Score: Raw -8830532.443299 + Penalty 3628.592088 = -8826903.851212 nChanged 332 SP:Iteration 75Q (209.268176 sec): 3 clusters Score: Raw -8830612.282217 + Penalty 3628.592088 = -8826983.690129 nChanged 331 SP:Iteration 76Q (209.419417 sec): 3 clusters Score: Raw -8830691.439489 + Penalty 3628.592088 = -8827062.847402 nChanged 360 SP:Iteration 77Q (209.566036 sec): 3 clusters Score: Raw -8830784.056528 + Penalty 3628.592088 = -8827155.464440 nChanged 426 SP:Iteration 78Q (209.710640 sec): 3 clusters Score: Raw -8830905.499770 + Penalty 3628.592088 = -8827276.907682 nChanged 477 SP:Iteration 79Q (209.854039 sec): 3 clusters Score: Raw -8831043.410944 + Penalty 3628.592088 = -8827414.818856 nChanged 453 SP:Iteration 80F (210.014101 sec): 3 clusters Score: Raw -8831179.969101 + Penalty 3628.592088 = -8827551.377013 nChanged 477 SP:Iteration 81Q (210.161234 sec): 3 clusters Score: Raw -8831320.315023 + Penalty 3628.592088 = -8827691.722936 nChanged 518 SP:Iteration 82Q (210.306922 sec): 3 clusters Score: Raw -8831471.488726 + Penalty 3628.592088 = -8827842.896638 nChanged 510 SP:Iteration 83Q (210.445664 sec): 3 clusters Score: Raw -8831615.843353 + Penalty 3628.592088 = -8827987.251265 nChanged 488 SP:Iteration 84Q (210.587054 sec): 3 clusters Score: Raw -8831749.546379 + Penalty 3628.592088 = -8828120.954291 nChanged 465 SP:Iteration 85Q (210.739131 sec): 3 clusters Score: Raw -8831869.171787 + Penalty 3628.592088 = -8828240.579699 nChanged 473 SP:Iteration 86Q (210.888849 sec): 3 clusters Score: Raw -8831988.982586 + Penalty 3628.592088 = -8828360.390498 nChanged 449 SP:Iteration 87Q (211.027841 sec): 3 clusters Score: Raw -8832115.366467 + Penalty 3628.592088 = -8828486.774379 nChanged 464 SP:Iteration 88Q (211.167322 sec): 3 clusters Score: Raw -8832245.492141 + Penalty 3628.592088 = -8828616.900054 nChanged 463 SP:Iteration 89Q (211.301902 sec): 3 clusters Score: Raw -8832377.702346 + Penalty 3628.592088 = -8828749.110258 nChanged 486 SP:Iteration 90Q (211.433061 sec): 3 clusters Score: Raw -8832518.422228 + Penalty 3628.592088 = -8828889.830140 nChanged 456 SP:Iteration 91Q (211.556054 sec): 3 clusters Score: Raw -8832649.925911 + Penalty 3628.592088 = -8829021.333823 nChanged 453 SP:Iteration 92Q (211.682238 sec): 3 clusters Score: Raw -8832779.712948 + Penalty 3628.592088 = -8829151.120861 nChanged 419 SP:Iteration 93Q (211.817628 sec): 3 clusters Score: Raw -8832890.755976 + Penalty 3628.592088 = -8829262.163889 nChanged 395 SP:Iteration 94Q (211.963580 sec): 3 clusters Score: Raw -8832983.820350 + Penalty 3628.592088 = -8829355.228262 nChanged 343 SP:Iteration 95Q (212.115504 sec): 3 clusters Score: Raw -8833050.724564 + Penalty 3628.592088 = -8829422.132477 nChanged 309 SP:Iteration 96Q (212.257198 sec): 3 clusters Score: Raw -8833101.397261 + Penalty 3628.592088 = -8829472.805173 nChanged 267 SP:Iteration 97Q (212.398582 sec): 3 clusters Score: Raw -8833137.609825 + Penalty 3628.592088 = -8829509.017737 nChanged 214 SP:Iteration 98Q (212.543041 sec): 3 clusters Score: Raw -8833160.030569 + Penalty 3628.592088 = -8829531.438481 nChanged 194 SP:Iteration 99Q (212.689589 sec): 3 clusters Score: Raw -8833177.806121 + Penalty 3628.592088 = -8829549.214033 nChanged 147 SP:Iteration 100F (212.842741 sec): 3 clusters Score: Raw -8833233.983100 + Penalty 3628.592088 = -8829605.391012 nChanged 189 SP:Iteration 101Q (212.992676 sec): 3 clusters Score: Raw -8833263.681123 + Penalty 3628.592088 = -8829635.089035 nChanged 172 SP:Iteration 102Q (213.127176 sec): 3 clusters Score: Raw -8833284.427186 + Penalty 3628.592088 = -8829655.835098 nChanged 151 SP:Iteration 103Q (213.273391 sec): 3 clusters Score: Raw -8833298.516116 + Penalty 3628.592088 = -8829669.924028 nChanged 133 SP:Iteration 104Q (213.440077 sec): 3 clusters Score: Raw -8833310.293746 + Penalty 3628.592088 = -8829681.701658 nChanged 117 SP:Iteration 105Q (213.587983 sec): 3 clusters Score: Raw -8833319.264908 + Penalty 3628.592088 = -8829690.672820 nChanged 99 SP:Iteration 106Q (213.738925 sec): 3 clusters Score: Raw -8833325.991514 + Penalty 3628.592088 = -8829697.399426 nChanged 96 SP:Iteration 107Q (213.884566 sec): 3 clusters Score: Raw -8833332.232124 + Penalty 3628.592088 = -8829703.640037 nChanged 91 SP:Iteration 108Q (214.026420 sec): 3 clusters Score: Raw -8833337.853379 + Penalty 3628.592088 = -8829709.261292 nChanged 76 SP:Iteration 109Q (214.172187 sec): 3 clusters Score: Raw -8833342.304710 + Penalty 3628.592088 = -8829713.712622 nChanged 63 SP:Iteration 110Q (214.317004 sec): 3 clusters Score: Raw -8833344.909932 + Penalty 3628.592088 = -8829716.317845 nChanged 43 SP:Iteration 111Q (214.469194 sec): 3 clusters Score: Raw -8833346.289304 + Penalty 3628.592088 = -8829717.697216 nChanged 42 SP:Iteration 112Q (214.616457 sec): 3 clusters Score: Raw -8833347.785958 + Penalty 3628.592088 = -8829719.193870 nChanged 38 SP:Iteration 113Q (214.762967 sec): 3 clusters Score: Raw -8833348.816466 + Penalty 3628.592088 = -8829720.224378 nChanged 36 SP:Iteration 114Q (214.917866 sec): 3 clusters Score: Raw -8833350.238752 + Penalty 3628.592088 = -8829721.646664 nChanged 36 SP:Iteration 115Q (215.065558 sec): 3 clusters Score: Raw -8833351.490736 + Penalty 3628.592088 = -8829722.898648 nChanged 31 SP:Iteration 116Q (215.212990 sec): 3 clusters Score: Raw -8833352.350456 + Penalty 3628.592088 = -8829723.758368 nChanged 21 SP:Iteration 117Q (215.354524 sec): 3 clusters Score: Raw -8833353.018222 + Penalty 3628.592088 = -8829724.426134 nChanged 24 SP:Iteration 118Q (215.508688 sec): 3 clusters Score: Raw -8833353.692395 + Penalty 3628.592088 = -8829725.100307 nChanged 22 SP:Iteration 119Q (215.661104 sec): 3 clusters Score: Raw -8833354.268116 + Penalty 3628.592088 = -8829725.676028 nChanged 17 SP:Iteration 120F (215.829851 sec): 3 clusters Score: Raw -8833354.731062 + Penalty 3628.592088 = -8829726.138974 nChanged 23 SP:Iteration 121Q (215.984115 sec): 3 clusters Score: Raw -8833355.417481 + Penalty 3628.592088 = -8829726.825394 nChanged 20 SP:Iteration 122Q (216.130842 sec): 3 clusters Score: Raw -8833355.857475 + Penalty 3628.592088 = -8829727.265388 nChanged 14 SP:Iteration 123Q (216.277196 sec): 3 clusters Score: Raw -8833356.137576 + Penalty 3628.592088 = -8829727.545489 nChanged 10 SP:Iteration 124Q (216.425952 sec): 3 clusters Score: Raw -8833356.322498 + Penalty 3628.592088 = -8829727.730410 nChanged 6 SP:Iteration 125Q (216.576478 sec): 3 clusters Score: Raw -8833356.459712 + Penalty 3628.592088 = -8829727.867624 nChanged 6 SP:Iteration 126Q (216.733583 sec): 3 clusters Score: Raw -8833356.594464 + Penalty 3628.592088 = -8829728.002376 nChanged 8 SP:Iteration 127Q (216.887132 sec): 3 clusters Score: Raw -8833356.803807 + Penalty 3628.592088 = -8829728.211720 nChanged 11 SP:Iteration 128Q (217.026895 sec): 3 clusters Score: Raw -8833357.042269 + Penalty 3628.592088 = -8829728.450181 nChanged 11 SP:Iteration 129Q (217.183587 sec): 3 clusters Score: Raw -8833357.235606 + Penalty 3628.592088 = -8829728.643518 nChanged 6 SP:Iteration 130Q (217.333730 sec): 3 clusters Score: Raw -8833357.347429 + Penalty 3628.592088 = -8829728.755341 nChanged 5 SP:Iteration 131Q (217.486117 sec): 3 clusters Score: Raw -8833357.472956 + Penalty 3628.592088 = -8829728.880868 nChanged 1 SP:Iteration 132Q (217.634954 sec): 3 clusters Score: Raw -8833357.496483 + Penalty 3628.592088 = -8829728.904395 nChanged 2 SP:Iteration 133Q (217.791961 sec): 3 clusters Score: Raw -8833357.508011 + Penalty 3628.592088 = -8829728.915923 nChanged 0 SP:Iteration 134F (217.958972 sec): 3 clusters Score: Raw -8833357.508011 + Penalty 3628.592088 = -8829728.915923 nChanged 0 Score: Raw -129265380.666961 + Penalty 42834.842594 = -129222545.824366 Splitting cluster 2 changes total score from -129212430.217245 to -129222545.824366 So it's getting split into cluster 14. Trying to split cluster 3 (37743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (230.268025 sec): 2 clusters Score: Raw -4621562.218981 + Penalty 1712.515237 = -4619849.703744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (230.373614 sec): 3 clusters Score: Raw -4597997.375157 + Penalty 3425.030475 = -4594572.344682 nChanged 17446 SP:Iteration 1F (230.468654 sec): 3 clusters Score: Raw -4608968.217604 + Penalty 3425.030475 = -4605543.187129 nChanged 2707 SP:Iteration 2F (230.577064 sec): 3 clusters Score: Raw -4611375.444275 + Penalty 3425.030475 = -4607950.413801 nChanged 3402 SP:Iteration 3F (230.685785 sec): 3 clusters Score: Raw -4614857.437552 + Penalty 3425.030475 = -4611432.407077 nChanged 3634 SP:Iteration 4F (230.786924 sec): 3 clusters Score: Raw -4618247.797091 + Penalty 3425.030475 = -4614822.766616 nChanged 2999 SP:Iteration 5F (230.894924 sec): 3 clusters Score: Raw -4620421.360119 + Penalty 3425.030475 = -4616996.329645 nChanged 2127 SP:Iteration 6F (231.004756 sec): 3 clusters Score: Raw -4621601.983213 + Penalty 3425.030475 = -4618176.952738 nChanged 1432 SP:Iteration 7Q (231.118222 sec): 3 clusters Score: Raw -4622241.755787 + Penalty 3425.030475 = -4618816.725313 nChanged 999 SP:Iteration 8Q (231.232203 sec): 3 clusters Score: Raw -4622612.895293 + Penalty 3425.030475 = -4619187.864818 nChanged 749 SP:Iteration 9Q (231.330469 sec): 3 clusters Score: Raw -4622896.894598 + Penalty 3425.030475 = -4619471.864123 nChanged 653 SP:Iteration 10Q (231.422342 sec): 3 clusters Score: Raw -4623152.021195 + Penalty 3425.030475 = -4619726.990720 nChanged 584 SP:Iteration 11Q (231.524572 sec): 3 clusters Score: Raw -4623376.009158 + Penalty 3425.030475 = -4619950.978684 nChanged 498 SP:Iteration 12Q (231.632357 sec): 3 clusters Score: Raw -4623559.988102 + Penalty 3425.030475 = -4620134.957627 nChanged 443 SP:Iteration 13Q (231.735574 sec): 3 clusters Score: Raw -4623715.670391 + Penalty 3425.030475 = -4620290.639916 nChanged 376 SP:Iteration 14Q (231.838023 sec): 3 clusters Score: Raw -4623845.057220 + Penalty 3425.030475 = -4620420.026745 nChanged 332 SP:Iteration 15Q (231.936315 sec): 3 clusters Score: Raw -4623954.329357 + Penalty 3425.030475 = -4620529.298882 nChanged 287 SP:Iteration 16Q (232.036051 sec): 3 clusters Score: Raw -4624051.052592 + Penalty 3425.030475 = -4620626.022117 nChanged 268 SP:Iteration 17Q (232.141549 sec): 3 clusters Score: Raw -4624132.709727 + Penalty 3425.030475 = -4620707.679252 nChanged 237 SP:Iteration 18Q (232.240826 sec): 3 clusters Score: Raw -4624195.348285 + Penalty 3425.030475 = -4620770.317810 nChanged 218 SP:Iteration 19Q (232.344644 sec): 3 clusters Score: Raw -4624244.756545 + Penalty 3425.030475 = -4620819.726070 nChanged 192 SP:Iteration 20F (232.442508 sec): 3 clusters Score: Raw -4624288.150742 + Penalty 3425.030475 = -4620863.120267 nChanged 165 SP:Iteration 21Q (232.538847 sec): 3 clusters Score: Raw -4624318.934197 + Penalty 3425.030475 = -4620893.903722 nChanged 118 SP:Iteration 22Q (232.641728 sec): 3 clusters Score: Raw -4624336.936028 + Penalty 3425.030475 = -4620911.905553 nChanged 109 SP:Iteration 23Q (232.741042 sec): 3 clusters Score: Raw -4624351.692474 + Penalty 3425.030475 = -4620926.661999 nChanged 100 SP:Iteration 24Q (232.852396 sec): 3 clusters Score: Raw -4624365.473810 + Penalty 3425.030475 = -4620940.443336 nChanged 96 SP:Iteration 25Q (232.966164 sec): 3 clusters Score: Raw -4624377.471618 + Penalty 3425.030475 = -4620952.441143 nChanged 70 SP:Iteration 26Q (233.065961 sec): 3 clusters Score: Raw -4624384.749870 + Penalty 3425.030475 = -4620959.719395 nChanged 58 SP:Iteration 27Q (233.184227 sec): 3 clusters Score: Raw -4624390.487302 + Penalty 3425.030475 = -4620965.456828 nChanged 50 SP:Iteration 28Q (233.275958 sec): 3 clusters Score: Raw -4624396.046588 + Penalty 3425.030475 = -4620971.016113 nChanged 45 SP:Iteration 29Q (233.373668 sec): 3 clusters Score: Raw -4624399.476567 + Penalty 3425.030475 = -4620974.446092 nChanged 32 SP:Iteration 30Q (233.476545 sec): 3 clusters Score: Raw -4624402.211586 + Penalty 3425.030475 = -4620977.181111 nChanged 40 SP:Iteration 31Q (233.585464 sec): 3 clusters Score: Raw -4624405.675983 + Penalty 3425.030475 = -4620980.645508 nChanged 34 SP:Iteration 32Q (233.685747 sec): 3 clusters Score: Raw -4624408.158516 + Penalty 3425.030475 = -4620983.128041 nChanged 27 SP:Iteration 33Q (233.793850 sec): 3 clusters Score: Raw -4624409.685453 + Penalty 3425.030475 = -4620984.654978 nChanged 16 SP:Iteration 34Q (233.904050 sec): 3 clusters Score: Raw -4624410.615774 + Penalty 3425.030475 = -4620985.585299 nChanged 17 SP:Iteration 35Q (234.009150 sec): 3 clusters Score: Raw -4624411.410530 + Penalty 3425.030475 = -4620986.380055 nChanged 17 SP:Iteration 36Q (234.118820 sec): 3 clusters Score: Raw -4624412.242983 + Penalty 3425.030475 = -4620987.212509 nChanged 15 SP:Iteration 37Q (234.215692 sec): 3 clusters Score: Raw -4624413.133800 + Penalty 3425.030475 = -4620988.103325 nChanged 17 SP:Iteration 38Q (234.325872 sec): 3 clusters Score: Raw -4624414.443958 + Penalty 3425.030475 = -4620989.413483 nChanged 14 SP:Iteration 39Q (234.434317 sec): 3 clusters Score: Raw -4624415.203550 + Penalty 3425.030475 = -4620990.173076 nChanged 7 SP:Iteration 40F (234.544864 sec): 3 clusters Score: Raw -4624415.692193 + Penalty 3425.030475 = -4620990.661719 nChanged 6 SP:Iteration 41Q (234.638857 sec): 3 clusters Score: Raw -4624415.896208 + Penalty 3425.030475 = -4620990.865734 nChanged 6 SP:Iteration 42Q (234.742546 sec): 3 clusters Score: Raw -4624416.173783 + Penalty 3425.030475 = -4620991.143308 nChanged 8 SP:Iteration 43Q (234.849194 sec): 3 clusters Score: Raw -4624416.658769 + Penalty 3425.030475 = -4620991.628295 nChanged 7 SP:Iteration 44Q (234.955961 sec): 3 clusters Score: Raw -4624416.921574 + Penalty 3425.030475 = -4620991.891099 nChanged 5 SP:Iteration 45Q (235.060578 sec): 3 clusters Score: Raw -4624417.066192 + Penalty 3425.030475 = -4620992.035717 nChanged 6 SP:Iteration 46Q (235.165852 sec): 3 clusters Score: Raw -4624417.242745 + Penalty 3425.030475 = -4620992.212270 nChanged 7 SP:Iteration 47Q (235.253887 sec): 3 clusters Score: Raw -4624417.451774 + Penalty 3425.030475 = -4620992.421299 nChanged 3 SP:Iteration 48Q (235.352586 sec): 3 clusters Score: Raw -4624417.527293 + Penalty 3425.030475 = -4620992.496819 nChanged 3 SP:Iteration 49Q (235.465374 sec): 3 clusters Score: Raw -4624417.620162 + Penalty 3425.030475 = -4620992.589687 nChanged 6 SP:Iteration 50Q (235.573280 sec): 3 clusters Score: Raw -4624417.863034 + Penalty 3425.030475 = -4620992.832559 nChanged 8 SP:Iteration 51Q (235.678397 sec): 3 clusters Score: Raw -4624418.265123 + Penalty 3425.030475 = -4620993.234649 nChanged 11 SP:Iteration 52Q (235.788334 sec): 3 clusters Score: Raw -4624418.824434 + Penalty 3425.030475 = -4620993.793959 nChanged 9 SP:Iteration 53Q (235.896974 sec): 3 clusters Score: Raw -4624419.262204 + Penalty 3425.030475 = -4620994.231729 nChanged 8 SP:Iteration 54Q (235.996107 sec): 3 clusters Score: Raw -4624419.649174 + Penalty 3425.030475 = -4620994.618699 nChanged 7 SP:Iteration 55Q (236.091918 sec): 3 clusters Score: Raw -4624419.978589 + Penalty 3425.030475 = -4620994.948114 nChanged 5 SP:Iteration 56Q (236.195537 sec): 3 clusters Score: Raw -4624420.152765 + Penalty 3425.030475 = -4620995.122290 nChanged 3 SP:Iteration 57Q (236.308564 sec): 3 clusters Score: Raw -4624420.238732 + Penalty 3425.030475 = -4620995.208257 nChanged 2 SP:Iteration 58Q (236.418298 sec): 3 clusters Score: Raw -4624420.299202 + Penalty 3425.030475 = -4620995.268728 nChanged 1 SP:Iteration 59Q (236.528282 sec): 3 clusters Score: Raw -4624420.330486 + Penalty 3425.030475 = -4620995.300011 nChanged 0 SP:Iteration 60F (236.633201 sec): 3 clusters Score: Raw -4624420.330486 + Penalty 3425.030475 = -4620995.300011 nChanged 0 Score: Raw -129268238.778465 + Penalty 45089.307994 = -129223149.470471 Splitting cluster 3 changes total score from -129212430.217245 to -129223149.470471 So it's getting split into cluster 20. Trying to split cluster 4 (27497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (249.556096 sec): 2 clusters Score: Raw -3431809.912769 + Penalty 1661.047730 = -3430148.865039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (249.650013 sec): 3 clusters Score: Raw -3414944.044206 + Penalty 3322.095461 = -3411621.948746 nChanged 12560 SP:Iteration 1F (249.742057 sec): 3 clusters Score: Raw -3421968.866689 + Penalty 3322.095461 = -3418646.771228 nChanged 1235 SP:Iteration 2Q (249.835283 sec): 3 clusters Score: Raw -3422408.446269 + Penalty 3322.095461 = -3419086.350808 nChanged 1294 SP:Iteration 3Q (249.928972 sec): 3 clusters Score: Raw -3422922.862945 + Penalty 3322.095461 = -3419600.767484 nChanged 1300 SP:Iteration 4Q (250.025586 sec): 3 clusters Score: Raw -3423517.539486 + Penalty 3322.095461 = -3420195.444026 nChanged 1410 SP:Iteration 5F (250.112478 sec): 3 clusters Score: Raw -3424299.554301 + Penalty 3322.095461 = -3420977.458841 nChanged 1503 SP:Iteration 6F (250.202743 sec): 3 clusters Score: Raw -3425228.724482 + Penalty 3322.095461 = -3421906.629021 nChanged 1588 SP:Iteration 7F (250.293487 sec): 3 clusters Score: Raw -3426316.908021 + Penalty 3322.095461 = -3422994.812560 nChanged 1643 SP:Iteration 8F (250.368713 sec): 3 clusters Score: Raw -3427565.122176 + Penalty 3322.095461 = -3424243.026715 nChanged 1715 SP:Iteration 9F (250.461995 sec): 3 clusters Score: Raw -3429171.806792 + Penalty 3322.095461 = -3425849.711332 nChanged 1839 SP:Iteration 10F (250.558287 sec): 3 clusters Score: Raw -3431806.045880 + Penalty 3322.095461 = -3428483.950419 nChanged 2018 SP:Iteration 11F (250.651366 sec): 3 clusters Score: Raw -3436839.787671 + Penalty 3322.095461 = -3433517.692210 nChanged 1942 SP:Iteration 12F (250.753775 sec): 3 clusters Score: Raw -3441531.973300 + Penalty 3322.095461 = -3438209.877839 nChanged 1460 SP:Iteration 13F (250.848230 sec): 3 clusters Score: Raw -3445028.238511 + Penalty 3322.095461 = -3441706.143050 nChanged 812 SP:Iteration 14Q (250.936278 sec): 3 clusters Score: Raw -3448015.040357 + Penalty 3322.095461 = -3444692.944896 nChanged 397 SP:Iteration 15Q (251.018911 sec): 3 clusters Score: Raw -3448985.960362 + Penalty 3322.095461 = -3445663.864901 nChanged 141 SP:Iteration 16Q (251.101610 sec): 3 clusters Score: Raw -3449145.726214 + Penalty 3322.095461 = -3445823.630754 nChanged 55 SP:Iteration 17Q (251.182488 sec): 3 clusters Score: Raw -3449174.722341 + Penalty 3322.095461 = -3445852.626880 nChanged 16 SP:Iteration 18Q (251.274426 sec): 3 clusters Score: Raw -3449178.894039 + Penalty 3322.095461 = -3445856.798579 nChanged 7 SP:Iteration 19Q (251.360459 sec): 3 clusters Score: Raw -3449179.792237 + Penalty 3322.095461 = -3445857.696777 nChanged 2 SP:Iteration 20F (251.450962 sec): 3 clusters Score: Raw -3449179.949814 + Penalty 3322.095461 = -3445857.854354 nChanged 0 Score: Raw -129285608.815510 + Penalty 47343.773394 = -129238265.042116 Splitting cluster 4 changes total score from -129212430.217245 to -129238265.042116 So it's getting split into cluster 21. Trying to split cluster 5 (71785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (265.202128 sec): 2 clusters Score: Raw -8883063.585458 + Penalty 1816.982508 = -8881246.602950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (265.359131 sec): 3 clusters Score: Raw -8837080.788355 + Penalty 3633.965016 = -8833446.823339 nChanged 34049 SP:Iteration 1F (265.512731 sec): 3 clusters Score: Raw -8857681.462598 + Penalty 3633.965016 = -8854047.497582 nChanged 3364 SP:Iteration 2Q (265.667676 sec): 3 clusters Score: Raw -8859508.190930 + Penalty 3633.965016 = -8855874.225914 nChanged 3848 SP:Iteration 3F (265.818311 sec): 3 clusters Score: Raw -8862890.578707 + Penalty 3633.965016 = -8859256.613691 nChanged 4782 SP:Iteration 4F (265.976758 sec): 3 clusters Score: Raw -8868318.052359 + Penalty 3633.965016 = -8864684.087343 nChanged 5978 SP:Iteration 5F (266.130820 sec): 3 clusters Score: Raw -8875000.687123 + Penalty 3633.965016 = -8871366.722107 nChanged 6568 SP:Iteration 6F (266.287169 sec): 3 clusters Score: Raw -8880887.208345 + Penalty 3633.965016 = -8877253.243329 nChanged 5427 SP:Iteration 7F (266.441137 sec): 3 clusters Score: Raw -8884645.002653 + Penalty 3633.965016 = -8881011.037636 nChanged 3980 SP:Iteration 8F (266.600615 sec): 3 clusters Score: Raw -8886858.568166 + Penalty 3633.965016 = -8883224.603150 nChanged 3014 SP:Iteration 9Q (266.758221 sec): 3 clusters Score: Raw -8888445.431536 + Penalty 3633.965016 = -8884811.466520 nChanged 2480 SP:Iteration 10Q (266.911690 sec): 3 clusters Score: Raw -8889741.659480 + Penalty 3633.965016 = -8886107.694463 nChanged 2205 SP:Iteration 11Q (267.074283 sec): 3 clusters Score: Raw -8890820.112362 + Penalty 3633.965016 = -8887186.147346 nChanged 1909 SP:Iteration 12Q (267.220145 sec): 3 clusters Score: Raw -8891715.890045 + Penalty 3633.965016 = -8888081.925029 nChanged 1745 SP:Iteration 13Q (267.373308 sec): 3 clusters Score: Raw -8892510.182368 + Penalty 3633.965016 = -8888876.217351 nChanged 1489 SP:Iteration 14Q (267.523900 sec): 3 clusters Score: Raw -8893117.993503 + Penalty 3633.965016 = -8889484.028487 nChanged 1238 SP:Iteration 15Q (267.689749 sec): 3 clusters Score: Raw -8893602.172160 + Penalty 3633.965016 = -8889968.207143 nChanged 1074 SP:Iteration 16Q (267.846849 sec): 3 clusters Score: Raw -8894005.496018 + Penalty 3633.965016 = -8890371.531002 nChanged 952 SP:Iteration 17Q (267.996216 sec): 3 clusters Score: Raw -8894343.820016 + Penalty 3633.965016 = -8890709.854999 nChanged 779 SP:Iteration 18Q (268.159599 sec): 3 clusters Score: Raw -8894592.873334 + Penalty 3633.965016 = -8890958.908318 nChanged 626 SP:Iteration 19Q (268.319161 sec): 3 clusters Score: Raw -8894772.480310 + Penalty 3633.965016 = -8891138.515294 nChanged 542 SP:Iteration 20F (268.474286 sec): 3 clusters Score: Raw -8894929.727506 + Penalty 3633.965016 = -8891295.762490 nChanged 477 SP:Iteration 21Q (268.645080 sec): 3 clusters Score: Raw -8895044.328165 + Penalty 3633.965016 = -8891410.363148 nChanged 410 SP:Iteration 22Q (268.805299 sec): 3 clusters Score: Raw -8895127.937984 + Penalty 3633.965016 = -8891493.972968 nChanged 366 SP:Iteration 23Q (268.962400 sec): 3 clusters Score: Raw -8895193.701439 + Penalty 3633.965016 = -8891559.736423 nChanged 322 SP:Iteration 24Q (269.128238 sec): 3 clusters Score: Raw -8895243.116718 + Penalty 3633.965016 = -8891609.151702 nChanged 285 SP:Iteration 25Q (269.290326 sec): 3 clusters Score: Raw -8895286.190188 + Penalty 3633.965016 = -8891652.225172 nChanged 254 SP:Iteration 26Q (269.447832 sec): 3 clusters Score: Raw -8895320.470782 + Penalty 3633.965016 = -8891686.505766 nChanged 221 SP:Iteration 27Q (269.616522 sec): 3 clusters Score: Raw -8895346.330987 + Penalty 3633.965016 = -8891712.365971 nChanged 190 SP:Iteration 28Q (269.768293 sec): 3 clusters Score: Raw -8895366.469249 + Penalty 3633.965016 = -8891732.504232 nChanged 172 SP:Iteration 29Q (269.929566 sec): 3 clusters Score: Raw -8895385.368490 + Penalty 3633.965016 = -8891751.403474 nChanged 151 SP:Iteration 30Q (270.081875 sec): 3 clusters Score: Raw -8895399.409214 + Penalty 3633.965016 = -8891765.444198 nChanged 117 SP:Iteration 31Q (270.237595 sec): 3 clusters Score: Raw -8895408.283742 + Penalty 3633.965016 = -8891774.318725 nChanged 111 SP:Iteration 32Q (270.384447 sec): 3 clusters Score: Raw -8895415.865548 + Penalty 3633.965016 = -8891781.900531 nChanged 91 SP:Iteration 33Q (270.540041 sec): 3 clusters Score: Raw -8895421.224688 + Penalty 3633.965016 = -8891787.259672 nChanged 64 SP:Iteration 34Q (270.693684 sec): 3 clusters Score: Raw -8895425.240521 + Penalty 3633.965016 = -8891791.275505 nChanged 54 SP:Iteration 35Q (270.840994 sec): 3 clusters Score: Raw -8895428.165675 + Penalty 3633.965016 = -8891794.200659 nChanged 44 SP:Iteration 36Q (271.001944 sec): 3 clusters Score: Raw -8895430.244000 + Penalty 3633.965016 = -8891796.278983 nChanged 41 SP:Iteration 37Q (271.159534 sec): 3 clusters Score: Raw -8895432.335955 + Penalty 3633.965016 = -8891798.370938 nChanged 42 SP:Iteration 38Q (271.318650 sec): 3 clusters Score: Raw -8895434.121205 + Penalty 3633.965016 = -8891800.156188 nChanged 24 SP:Iteration 39Q (271.465158 sec): 3 clusters Score: Raw -8895434.911732 + Penalty 3633.965016 = -8891800.946716 nChanged 20 SP:Iteration 40F (271.628055 sec): 3 clusters Score: Raw -8895435.529223 + Penalty 3633.965016 = -8891801.564207 nChanged 16 SP:Iteration 41Q (271.790350 sec): 3 clusters Score: Raw -8895435.903990 + Penalty 3633.965016 = -8891801.938973 nChanged 12 SP:Iteration 42Q (271.946057 sec): 3 clusters Score: Raw -8895436.307378 + Penalty 3633.965016 = -8891802.342361 nChanged 10 SP:Iteration 43Q (272.094928 sec): 3 clusters Score: Raw -8895436.533269 + Penalty 3633.965016 = -8891802.568253 nChanged 6 SP:Iteration 44Q (272.253914 sec): 3 clusters Score: Raw -8895436.628414 + Penalty 3633.965016 = -8891802.663397 nChanged 3 SP:Iteration 45Q (272.406848 sec): 3 clusters Score: Raw -8895436.687296 + Penalty 3633.965016 = -8891802.722280 nChanged 5 SP:Iteration 46Q (272.562060 sec): 3 clusters Score: Raw -8895436.827160 + Penalty 3633.965016 = -8891802.862144 nChanged 3 SP:Iteration 47Q (272.720191 sec): 3 clusters Score: Raw -8895436.891695 + Penalty 3633.965016 = -8891802.926679 nChanged 0 SP:Iteration 48F (272.865296 sec): 3 clusters Score: Raw -8895436.891695 + Penalty 3633.965016 = -8891802.926679 nChanged 0 Score: Raw -129297982.121748 + Penalty 49598.238794 = -129248383.882954 Splitting cluster 5 changes total score from -129212430.217245 to -129248383.882954 So it's getting split into cluster 22. Trying to split cluster 6 (38864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.870208 sec): 2 clusters Score: Raw -4857984.659553 + Penalty 1717.271343 = -4856267.388210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.980632 sec): 3 clusters Score: Raw -4833654.381927 + Penalty 3434.542687 = -4830219.839240 nChanged 18231 SP:Iteration 1F (287.091320 sec): 3 clusters Score: Raw -4844282.946782 + Penalty 3434.542687 = -4840848.404096 nChanged 2527 SP:Iteration 2F (287.193916 sec): 3 clusters Score: Raw -4845911.109709 + Penalty 3434.542687 = -4842476.567022 nChanged 3260 SP:Iteration 3F (287.299272 sec): 3 clusters Score: Raw -4848934.494552 + Penalty 3434.542687 = -4845499.951866 nChanged 3850 SP:Iteration 4F (287.406465 sec): 3 clusters Score: Raw -4853066.550964 + Penalty 3434.542687 = -4849632.008278 nChanged 3556 SP:Iteration 5F (287.500802 sec): 3 clusters Score: Raw -4856210.076092 + Penalty 3434.542687 = -4852775.533405 nChanged 2435 SP:Iteration 6F (287.596382 sec): 3 clusters Score: Raw -4857644.410391 + Penalty 3434.542687 = -4854209.867704 nChanged 1376 SP:Iteration 7Q (287.697600 sec): 3 clusters Score: Raw -4858180.448426 + Penalty 3434.542687 = -4854745.905739 nChanged 773 SP:Iteration 8Q (287.801808 sec): 3 clusters Score: Raw -4858369.041061 + Penalty 3434.542687 = -4854934.498374 nChanged 424 SP:Iteration 9Q (287.916553 sec): 3 clusters Score: Raw -4858447.435482 + Penalty 3434.542687 = -4855012.892795 nChanged 284 SP:Iteration 10Q (288.021332 sec): 3 clusters Score: Raw -4858492.927351 + Penalty 3434.542687 = -4855058.384664 nChanged 195 SP:Iteration 11Q (288.124796 sec): 3 clusters Score: Raw -4858518.709007 + Penalty 3434.542687 = -4855084.166320 nChanged 162 SP:Iteration 12Q (288.229348 sec): 3 clusters Score: Raw -4858542.049423 + Penalty 3434.542687 = -4855107.506736 nChanged 171 SP:Iteration 13Q (288.334799 sec): 3 clusters Score: Raw -4858561.687134 + Penalty 3434.542687 = -4855127.144448 nChanged 137 SP:Iteration 14Q (288.440927 sec): 3 clusters Score: Raw -4858575.231545 + Penalty 3434.542687 = -4855140.688859 nChanged 117 SP:Iteration 15Q (288.532915 sec): 3 clusters Score: Raw -4858585.651125 + Penalty 3434.542687 = -4855151.108439 nChanged 92 SP:Iteration 16Q (288.662708 sec): 3 clusters Score: Raw -4858592.815312 + Penalty 3434.542687 = -4855158.272625 nChanged 79 SP:Iteration 17Q (288.767675 sec): 3 clusters Score: Raw -4858599.025150 + Penalty 3434.542687 = -4855164.482463 nChanged 78 SP:Iteration 18Q (288.891750 sec): 3 clusters Score: Raw -4858606.033299 + Penalty 3434.542687 = -4855171.490612 nChanged 86 SP:Iteration 19Q (289.008690 sec): 3 clusters Score: Raw -4858613.591529 + Penalty 3434.542687 = -4855179.048843 nChanged 90 SP:Iteration 20F (289.111980 sec): 3 clusters Score: Raw -4858621.388481 + Penalty 3434.542687 = -4855186.845794 nChanged 84 SP:Iteration 21Q (289.225272 sec): 3 clusters Score: Raw -4858629.480551 + Penalty 3434.542687 = -4855194.937864 nChanged 67 SP:Iteration 22Q (289.328071 sec): 3 clusters Score: Raw -4858636.276399 + Penalty 3434.542687 = -4855201.733713 nChanged 76 SP:Iteration 23Q (289.438920 sec): 3 clusters Score: Raw -4858643.224968 + Penalty 3434.542687 = -4855208.682281 nChanged 82 SP:Iteration 24Q (289.564635 sec): 3 clusters Score: Raw -4858651.055791 + Penalty 3434.542687 = -4855216.513105 nChanged 75 SP:Iteration 25Q (289.669003 sec): 3 clusters Score: Raw -4858656.933662 + Penalty 3434.542687 = -4855222.390975 nChanged 70 SP:Iteration 26Q (289.782174 sec): 3 clusters Score: Raw -4858662.868691 + Penalty 3434.542687 = -4855228.326005 nChanged 66 SP:Iteration 27Q (289.893012 sec): 3 clusters Score: Raw -4858667.891491 + Penalty 3434.542687 = -4855233.348804 nChanged 57 SP:Iteration 28Q (290.009748 sec): 3 clusters Score: Raw -4858671.747602 + Penalty 3434.542687 = -4855237.204916 nChanged 48 SP:Iteration 29Q (290.119256 sec): 3 clusters Score: Raw -4858674.787084 + Penalty 3434.542687 = -4855240.244397 nChanged 40 SP:Iteration 30Q (290.234528 sec): 3 clusters Score: Raw -4858677.694254 + Penalty 3434.542687 = -4855243.151568 nChanged 50 SP:Iteration 31Q (290.337386 sec): 3 clusters Score: Raw -4858681.379211 + Penalty 3434.542687 = -4855246.836525 nChanged 51 SP:Iteration 32Q (290.440493 sec): 3 clusters Score: Raw -4858685.065748 + Penalty 3434.542687 = -4855250.523062 nChanged 58 SP:Iteration 33Q (290.554960 sec): 3 clusters Score: Raw -4858689.196107 + Penalty 3434.542687 = -4855254.653420 nChanged 52 SP:Iteration 34Q (290.675999 sec): 3 clusters Score: Raw -4858692.698169 + Penalty 3434.542687 = -4855258.155483 nChanged 59 SP:Iteration 35Q (290.785397 sec): 3 clusters Score: Raw -4858697.767088 + Penalty 3434.542687 = -4855263.224401 nChanged 80 SP:Iteration 36Q (290.900199 sec): 3 clusters Score: Raw -4858704.998716 + Penalty 3434.542687 = -4855270.456029 nChanged 76 SP:Iteration 37Q (291.008082 sec): 3 clusters Score: Raw -4858711.849167 + Penalty 3434.542687 = -4855277.306480 nChanged 76 SP:Iteration 38Q (291.133579 sec): 3 clusters Score: Raw -4858718.148884 + Penalty 3434.542687 = -4855283.606197 nChanged 73 SP:Iteration 39Q (291.251296 sec): 3 clusters Score: Raw -4858724.718142 + Penalty 3434.542687 = -4855290.175455 nChanged 78 SP:Iteration 40F (291.362947 sec): 3 clusters Score: Raw -4858731.926575 + Penalty 3434.542687 = -4855297.383889 nChanged 67 SP:Iteration 41Q (291.469460 sec): 3 clusters Score: Raw -4858738.569260 + Penalty 3434.542687 = -4855304.026574 nChanged 88 SP:Iteration 42Q (291.586648 sec): 3 clusters Score: Raw -4858747.021143 + Penalty 3434.542687 = -4855312.478456 nChanged 83 SP:Iteration 43Q (291.693384 sec): 3 clusters Score: Raw -4858756.085898 + Penalty 3434.542687 = -4855321.543211 nChanged 98 SP:Iteration 44Q (291.809714 sec): 3 clusters Score: Raw -4858766.219491 + Penalty 3434.542687 = -4855331.676804 nChanged 92 SP:Iteration 45Q (291.913925 sec): 3 clusters Score: Raw -4858774.948379 + Penalty 3434.542687 = -4855340.405692 nChanged 72 SP:Iteration 46Q (292.032244 sec): 3 clusters Score: Raw -4858780.820070 + Penalty 3434.542687 = -4855346.277383 nChanged 78 SP:Iteration 47Q (292.148438 sec): 3 clusters Score: Raw -4858786.143428 + Penalty 3434.542687 = -4855351.600741 nChanged 63 SP:Iteration 48Q (292.258532 sec): 3 clusters Score: Raw -4858790.973278 + Penalty 3434.542687 = -4855356.430591 nChanged 60 SP:Iteration 49Q (292.362475 sec): 3 clusters Score: Raw -4858796.312875 + Penalty 3434.542687 = -4855361.770188 nChanged 65 SP:Iteration 50Q (292.484784 sec): 3 clusters Score: Raw -4858802.552065 + Penalty 3434.542687 = -4855368.009378 nChanged 70 SP:Iteration 51Q (292.596301 sec): 3 clusters Score: Raw -4858809.759088 + Penalty 3434.542687 = -4855375.216401 nChanged 73 SP:Iteration 52Q (292.710695 sec): 3 clusters Score: Raw -4858817.403915 + Penalty 3434.542687 = -4855382.861228 nChanged 76 SP:Iteration 53Q (292.808492 sec): 3 clusters Score: Raw -4858825.554267 + Penalty 3434.542687 = -4855391.011581 nChanged 67 SP:Iteration 54Q (292.929666 sec): 3 clusters Score: Raw -4858831.274460 + Penalty 3434.542687 = -4855396.731773 nChanged 69 SP:Iteration 55Q (293.044757 sec): 3 clusters Score: Raw -4858837.674098 + Penalty 3434.542687 = -4855403.131412 nChanged 56 SP:Iteration 56Q (293.161078 sec): 3 clusters Score: Raw -4858842.881881 + Penalty 3434.542687 = -4855408.339194 nChanged 54 SP:Iteration 57Q (293.268408 sec): 3 clusters Score: Raw -4858848.185767 + Penalty 3434.542687 = -4855413.643081 nChanged 65 SP:Iteration 58Q (293.379244 sec): 3 clusters Score: Raw -4858854.892448 + Penalty 3434.542687 = -4855420.349761 nChanged 69 SP:Iteration 59Q (293.494266 sec): 3 clusters Score: Raw -4858862.556863 + Penalty 3434.542687 = -4855428.014176 nChanged 72 SP:Iteration 60F (293.593424 sec): 3 clusters Score: Raw -4858870.748288 + Penalty 3434.542687 = -4855436.205602 nChanged 72 SP:Iteration 61Q (293.695769 sec): 3 clusters Score: Raw -4858879.184000 + Penalty 3434.542687 = -4855444.641314 nChanged 72 SP:Iteration 62Q (293.807018 sec): 3 clusters Score: Raw -4858887.423951 + Penalty 3434.542687 = -4855452.881264 nChanged 66 SP:Iteration 63Q (293.930032 sec): 3 clusters Score: Raw -4858894.036984 + Penalty 3434.542687 = -4855459.494297 nChanged 57 SP:Iteration 64Q (294.032503 sec): 3 clusters Score: Raw -4858899.785050 + Penalty 3434.542687 = -4855465.242363 nChanged 56 SP:Iteration 65Q (294.155822 sec): 3 clusters Score: Raw -4858904.897431 + Penalty 3434.542687 = -4855470.354744 nChanged 45 SP:Iteration 66Q (294.249915 sec): 3 clusters Score: Raw -4858909.369610 + Penalty 3434.542687 = -4855474.826924 nChanged 42 SP:Iteration 67Q (294.360256 sec): 3 clusters Score: Raw -4858913.683287 + Penalty 3434.542687 = -4855479.140600 nChanged 47 SP:Iteration 68Q (294.467875 sec): 3 clusters Score: Raw -4858918.996381 + Penalty 3434.542687 = -4855484.453695 nChanged 43 SP:Iteration 69Q (294.578355 sec): 3 clusters Score: Raw -4858923.705374 + Penalty 3434.542687 = -4855489.162688 nChanged 31 SP:Iteration 70Q (294.689742 sec): 3 clusters Score: Raw -4858926.357039 + Penalty 3434.542687 = -4855491.814352 nChanged 24 SP:Iteration 71Q (294.779195 sec): 3 clusters Score: Raw -4858928.460041 + Penalty 3434.542687 = -4855493.917354 nChanged 23 SP:Iteration 72Q (294.884477 sec): 3 clusters Score: Raw -4858930.553930 + Penalty 3434.542687 = -4855496.011243 nChanged 19 SP:Iteration 73Q (294.991659 sec): 3 clusters Score: Raw -4858932.107309 + Penalty 3434.542687 = -4855497.564623 nChanged 16 SP:Iteration 74Q (295.106264 sec): 3 clusters Score: Raw -4858933.608711 + Penalty 3434.542687 = -4855499.066024 nChanged 24 SP:Iteration 75Q (295.209732 sec): 3 clusters Score: Raw -4858935.267745 + Penalty 3434.542687 = -4855500.725059 nChanged 20 SP:Iteration 76Q (295.328371 sec): 3 clusters Score: Raw -4858936.875355 + Penalty 3434.542687 = -4855502.332668 nChanged 18 SP:Iteration 77Q (295.427771 sec): 3 clusters Score: Raw -4858938.630321 + Penalty 3434.542687 = -4855504.087634 nChanged 22 SP:Iteration 78Q (295.540297 sec): 3 clusters Score: Raw -4858940.280102 + Penalty 3434.542687 = -4855505.737415 nChanged 18 SP:Iteration 79Q (295.647928 sec): 3 clusters Score: Raw -4858941.849706 + Penalty 3434.542687 = -4855507.307019 nChanged 15 SP:Iteration 80F (295.765074 sec): 3 clusters Score: Raw -4858943.244214 + Penalty 3434.542687 = -4855508.701527 nChanged 16 SP:Iteration 81Q (295.870123 sec): 3 clusters Score: Raw -4858944.659288 + Penalty 3434.542687 = -4855510.116601 nChanged 15 SP:Iteration 82Q (295.970155 sec): 3 clusters Score: Raw -4858945.828643 + Penalty 3434.542687 = -4855511.285956 nChanged 16 SP:Iteration 83Q (296.080935 sec): 3 clusters Score: Raw -4858947.220853 + Penalty 3434.542687 = -4855512.678167 nChanged 11 SP:Iteration 84Q (296.197423 sec): 3 clusters Score: Raw -4858948.151958 + Penalty 3434.542687 = -4855513.609271 nChanged 9 SP:Iteration 85Q (296.299365 sec): 3 clusters Score: Raw -4858948.868455 + Penalty 3434.542687 = -4855514.325769 nChanged 9 SP:Iteration 86Q (296.406553 sec): 3 clusters Score: Raw -4858949.563869 + Penalty 3434.542687 = -4855515.021182 nChanged 10 SP:Iteration 87Q (296.510664 sec): 3 clusters Score: Raw -4858950.284884 + Penalty 3434.542687 = -4855515.742197 nChanged 9 SP:Iteration 88Q (296.613135 sec): 3 clusters Score: Raw -4858950.934231 + Penalty 3434.542687 = -4855516.391544 nChanged 5 SP:Iteration 89Q (296.729048 sec): 3 clusters Score: Raw -4858951.331532 + Penalty 3434.542687 = -4855516.788846 nChanged 5 SP:Iteration 90Q (296.821341 sec): 3 clusters Score: Raw -4858951.701709 + Penalty 3434.542687 = -4855517.159022 nChanged 1 SP:Iteration 91Q (296.925044 sec): 3 clusters Score: Raw -4858951.749238 + Penalty 3434.542687 = -4855517.206552 nChanged 0 SP:Iteration 92F (297.019809 sec): 3 clusters Score: Raw -4858951.749238 + Penalty 3434.542687 = -4855517.206552 nChanged 0 Trying to split cluster 8 (37411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (297.099691 sec): 2 clusters Score: Raw -4470307.021858 + Penalty 1711.079509 = -4468595.942349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (297.206512 sec): 3 clusters Score: Raw -4447112.632962 + Penalty 3422.159019 = -4443690.473943 nChanged 17416 SP:Iteration 1F (297.306703 sec): 3 clusters Score: Raw -4457504.343785 + Penalty 3422.159019 = -4454082.184766 nChanged 2344 SP:Iteration 2F (297.410576 sec): 3 clusters Score: Raw -4459028.785550 + Penalty 3422.159019 = -4455606.626531 nChanged 2705 SP:Iteration 3F (297.507882 sec): 3 clusters Score: Raw -4461159.358182 + Penalty 3422.159019 = -4457737.199163 nChanged 3079 SP:Iteration 4F (297.623623 sec): 3 clusters Score: Raw -4463740.813119 + Penalty 3422.159019 = -4460318.654101 nChanged 3087 SP:Iteration 5F (297.722719 sec): 3 clusters Score: Raw -4466285.192833 + Penalty 3422.159019 = -4462863.033814 nChanged 2697 SP:Iteration 6F (297.821295 sec): 3 clusters Score: Raw -4468307.069831 + Penalty 3422.159019 = -4464884.910813 nChanged 2104 SP:Iteration 7F (297.921201 sec): 3 clusters Score: Raw -4469690.931991 + Penalty 3422.159019 = -4466268.772972 nChanged 1694 SP:Iteration 8Q (298.021281 sec): 3 clusters Score: Raw -4470780.878869 + Penalty 3422.159019 = -4467358.719850 nChanged 1370 SP:Iteration 9Q (298.138483 sec): 3 clusters Score: Raw -4471678.225341 + Penalty 3422.159019 = -4468256.066322 nChanged 1187 SP:Iteration 10Q (298.237377 sec): 3 clusters Score: Raw -4472476.871742 + Penalty 3422.159019 = -4469054.712723 nChanged 967 SP:Iteration 11Q (298.333108 sec): 3 clusters Score: Raw -4473128.444956 + Penalty 3422.159019 = -4469706.285937 nChanged 798 SP:Iteration 12Q (298.447028 sec): 3 clusters Score: Raw -4473712.533609 + Penalty 3422.159019 = -4470290.374590 nChanged 669 SP:Iteration 13Q (298.545005 sec): 3 clusters Score: Raw -4474149.129687 + Penalty 3422.159019 = -4470726.970668 nChanged 524 SP:Iteration 14Q (298.643672 sec): 3 clusters Score: Raw -4474425.950803 + Penalty 3422.159019 = -4471003.791784 nChanged 413 SP:Iteration 15Q (298.746390 sec): 3 clusters Score: Raw -4474575.573853 + Penalty 3422.159019 = -4471153.414835 nChanged 323 SP:Iteration 16Q (298.845730 sec): 3 clusters Score: Raw -4474673.325929 + Penalty 3422.159019 = -4471251.166911 nChanged 225 SP:Iteration 17Q (298.950637 sec): 3 clusters Score: Raw -4474723.868569 + Penalty 3422.159019 = -4471301.709550 nChanged 191 SP:Iteration 18Q (299.054793 sec): 3 clusters Score: Raw -4474762.444943 + Penalty 3422.159019 = -4471340.285924 nChanged 171 SP:Iteration 19Q (299.157478 sec): 3 clusters Score: Raw -4474792.095030 + Penalty 3422.159019 = -4471369.936011 nChanged 151 SP:Iteration 20F (299.245286 sec): 3 clusters Score: Raw -4474819.672237 + Penalty 3422.159019 = -4471397.513218 nChanged 126 SP:Iteration 21Q (299.339393 sec): 3 clusters Score: Raw -4474839.447908 + Penalty 3422.159019 = -4471417.288890 nChanged 124 SP:Iteration 22Q (299.444810 sec): 3 clusters Score: Raw -4474858.205338 + Penalty 3422.159019 = -4471436.046319 nChanged 106 SP:Iteration 23Q (299.557537 sec): 3 clusters Score: Raw -4474872.124099 + Penalty 3422.159019 = -4471449.965080 nChanged 80 SP:Iteration 24Q (299.658901 sec): 3 clusters Score: Raw -4474879.368360 + Penalty 3422.159019 = -4471457.209341 nChanged 54 SP:Iteration 25Q (299.755736 sec): 3 clusters Score: Raw -4474884.687622 + Penalty 3422.159019 = -4471462.528604 nChanged 52 SP:Iteration 26Q (299.872499 sec): 3 clusters Score: Raw -4474889.974766 + Penalty 3422.159019 = -4471467.815747 nChanged 43 SP:Iteration 27Q (299.961363 sec): 3 clusters Score: Raw -4474893.592540 + Penalty 3422.159019 = -4471471.433521 nChanged 44 SP:Iteration 28Q (300.065496 sec): 3 clusters Score: Raw -4474896.378803 + Penalty 3422.159019 = -4471474.219784 nChanged 18 SP:Iteration 29Q (300.163152 sec): 3 clusters Score: Raw -4474897.436585 + Penalty 3422.159019 = -4471475.277566 nChanged 18 SP:Iteration 30Q (300.262654 sec): 3 clusters Score: Raw -4474898.177006 + Penalty 3422.159019 = -4471476.017987 nChanged 9 SP:Iteration 31Q (300.366258 sec): 3 clusters Score: Raw -4474898.559009 + Penalty 3422.159019 = -4471476.399990 nChanged 10 SP:Iteration 32Q (300.467368 sec): 3 clusters Score: Raw -4474898.948566 + Penalty 3422.159019 = -4471476.789547 nChanged 10 SP:Iteration 33Q (300.575616 sec): 3 clusters Score: Raw -4474899.283644 + Penalty 3422.159019 = -4471477.124625 nChanged 4 SP:Iteration 34Q (300.674709 sec): 3 clusters Score: Raw -4474899.396473 + Penalty 3422.159019 = -4471477.237454 nChanged 2 SP:Iteration 35Q (300.783774 sec): 3 clusters Score: Raw -4474899.426300 + Penalty 3422.159019 = -4471477.267282 nChanged 4 SP:Iteration 36Q (300.887003 sec): 3 clusters Score: Raw -4474899.565135 + Penalty 3422.159019 = -4471477.406116 nChanged 5 SP:Iteration 37Q (300.976906 sec): 3 clusters Score: Raw -4474899.714526 + Penalty 3422.159019 = -4471477.555507 nChanged 2 SP:Iteration 38Q (301.081823 sec): 3 clusters Score: Raw -4474899.849314 + Penalty 3422.159019 = -4471477.690295 nChanged 4 SP:Iteration 39Q (301.176542 sec): 3 clusters Score: Raw -4474900.009374 + Penalty 3422.159019 = -4471477.850355 nChanged 1 SP:Iteration 40F (301.275509 sec): 3 clusters Score: Raw -4474900.069793 + Penalty 3422.159019 = -4471477.910774 nChanged 3 SP:Iteration 41Q (301.378736 sec): 3 clusters Score: Raw -4474900.216902 + Penalty 3422.159019 = -4471478.057883 nChanged 5 SP:Iteration 42Q (301.480809 sec): 3 clusters Score: Raw -4474900.380888 + Penalty 3422.159019 = -4471478.221869 nChanged 3 SP:Iteration 43Q (301.585437 sec): 3 clusters Score: Raw -4474900.544465 + Penalty 3422.159019 = -4471478.385446 nChanged 4 SP:Iteration 44Q (301.680395 sec): 3 clusters Score: Raw -4474900.660585 + Penalty 3422.159019 = -4471478.501566 nChanged 2 SP:Iteration 45Q (301.776854 sec): 3 clusters Score: Raw -4474900.743638 + Penalty 3422.159019 = -4471478.584620 nChanged 2 SP:Iteration 46Q (301.859555 sec): 3 clusters Score: Raw -4474900.828225 + Penalty 3422.159019 = -4471478.669206 nChanged 1 SP:Iteration 47Q (301.956882 sec): 3 clusters Score: Raw -4474900.849840 + Penalty 3422.159019 = -4471478.690822 nChanged 1 SP:Iteration 48Q (302.045787 sec): 3 clusters Score: Raw -4474900.919256 + Penalty 3422.159019 = -4471478.760237 nChanged 2 SP:Iteration 49Q (302.145556 sec): 3 clusters Score: Raw -4474901.001552 + Penalty 3422.159019 = -4471478.842533 nChanged 1 SP:Iteration 50Q (302.249942 sec): 3 clusters Score: Raw -4474901.036754 + Penalty 3422.159019 = -4471478.877735 nChanged 0 SP:Iteration 51F (302.358038 sec): 3 clusters Score: Raw -4474901.036754 + Penalty 3422.159019 = -4471478.877735 nChanged 0 Score: Raw -129302576.136645 + Penalty 51852.704193 = -129250723.432452 Splitting cluster 8 changes total score from -129212430.217245 to -129250723.432452 So it's getting split into cluster 23. Trying to split cluster 9 (41043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (317.128508 sec): 2 clusters Score: Raw -5040361.473175 + Penalty 1726.136031 = -5038635.337144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (317.239003 sec): 3 clusters Score: Raw -5014804.416746 + Penalty 3452.272062 = -5011352.144684 nChanged 19023 SP:Iteration 1F (317.348572 sec): 3 clusters Score: Raw -5026655.428289 + Penalty 3452.272062 = -5023203.156226 nChanged 2878 SP:Iteration 2F (317.453347 sec): 3 clusters Score: Raw -5029177.101282 + Penalty 3452.272062 = -5025724.829219 nChanged 3669 SP:Iteration 3F (317.550416 sec): 3 clusters Score: Raw -5033129.279030 + Penalty 3452.272062 = -5029677.006968 nChanged 4125 SP:Iteration 4F (317.668669 sec): 3 clusters Score: Raw -5037198.075516 + Penalty 3452.272062 = -5033745.803454 nChanged 3521 SP:Iteration 5F (317.778034 sec): 3 clusters Score: Raw -5039985.890351 + Penalty 3452.272062 = -5036533.618289 nChanged 2483 SP:Iteration 6F (317.886119 sec): 3 clusters Score: Raw -5041449.931818 + Penalty 3452.272062 = -5037997.659755 nChanged 1602 SP:Iteration 7Q (318.003503 sec): 3 clusters Score: Raw -5042216.899849 + Penalty 3452.272062 = -5038764.627787 nChanged 1056 SP:Iteration 8Q (318.121873 sec): 3 clusters Score: Raw -5042646.254985 + Penalty 3452.272062 = -5039193.982923 nChanged 707 SP:Iteration 9Q (318.230769 sec): 3 clusters Score: Raw -5042925.269730 + Penalty 3452.272062 = -5039472.997668 nChanged 563 SP:Iteration 10Q (318.347783 sec): 3 clusters Score: Raw -5043142.628482 + Penalty 3452.272062 = -5039690.356420 nChanged 484 SP:Iteration 11Q (318.449022 sec): 3 clusters Score: Raw -5043306.085200 + Penalty 3452.272062 = -5039853.813137 nChanged 412 SP:Iteration 12Q (318.559905 sec): 3 clusters Score: Raw -5043407.408301 + Penalty 3452.272062 = -5039955.136239 nChanged 354 SP:Iteration 13Q (318.683401 sec): 3 clusters Score: Raw -5043474.976344 + Penalty 3452.272062 = -5040022.704281 nChanged 333 SP:Iteration 14Q (318.791008 sec): 3 clusters Score: Raw -5043538.930197 + Penalty 3452.272062 = -5040086.658134 nChanged 310 SP:Iteration 15Q (318.910190 sec): 3 clusters Score: Raw -5043601.319216 + Penalty 3452.272062 = -5040149.047154 nChanged 307 SP:Iteration 16Q (319.028651 sec): 3 clusters Score: Raw -5043662.849047 + Penalty 3452.272062 = -5040210.576985 nChanged 303 SP:Iteration 17Q (319.152121 sec): 3 clusters Score: Raw -5043724.899876 + Penalty 3452.272062 = -5040272.627813 nChanged 300 SP:Iteration 18Q (319.259914 sec): 3 clusters Score: Raw -5043783.791570 + Penalty 3452.272062 = -5040331.519508 nChanged 295 SP:Iteration 19Q (319.371956 sec): 3 clusters Score: Raw -5043844.999541 + Penalty 3452.272062 = -5040392.727478 nChanged 301 SP:Iteration 20F (319.488044 sec): 3 clusters Score: Raw -5043904.167318 + Penalty 3452.272062 = -5040451.895255 nChanged 310 SP:Iteration 21Q (319.607123 sec): 3 clusters Score: Raw -5043973.907614 + Penalty 3452.272062 = -5040521.635551 nChanged 309 SP:Iteration 22Q (319.716449 sec): 3 clusters Score: Raw -5044046.874701 + Penalty 3452.272062 = -5040594.602638 nChanged 324 SP:Iteration 23Q (319.828565 sec): 3 clusters Score: Raw -5044129.609178 + Penalty 3452.272062 = -5040677.337116 nChanged 323 SP:Iteration 24Q (319.940197 sec): 3 clusters Score: Raw -5044213.591976 + Penalty 3452.272062 = -5040761.319914 nChanged 326 SP:Iteration 25Q (320.043690 sec): 3 clusters Score: Raw -5044302.689711 + Penalty 3452.272062 = -5040850.417649 nChanged 310 SP:Iteration 26Q (320.145769 sec): 3 clusters Score: Raw -5044398.643798 + Penalty 3452.272062 = -5040946.371735 nChanged 308 SP:Iteration 27Q (320.262401 sec): 3 clusters Score: Raw -5044501.589136 + Penalty 3452.272062 = -5041049.317074 nChanged 319 SP:Iteration 28Q (320.373418 sec): 3 clusters Score: Raw -5044613.537922 + Penalty 3452.272062 = -5041161.265859 nChanged 254 SP:Iteration 29Q (320.474101 sec): 3 clusters Score: Raw -5044694.393840 + Penalty 3452.272062 = -5041242.121778 nChanged 237 SP:Iteration 30Q (320.580109 sec): 3 clusters Score: Raw -5044763.982146 + Penalty 3452.272062 = -5041311.710084 nChanged 194 SP:Iteration 31Q (320.691495 sec): 3 clusters Score: Raw -5044814.219852 + Penalty 3452.272062 = -5041361.947790 nChanged 180 SP:Iteration 32Q (320.806033 sec): 3 clusters Score: Raw -5044859.207499 + Penalty 3452.272062 = -5041406.935437 nChanged 160 SP:Iteration 33Q (320.913413 sec): 3 clusters Score: Raw -5044899.755840 + Penalty 3452.272062 = -5041447.483778 nChanged 139 SP:Iteration 34Q (321.031532 sec): 3 clusters Score: Raw -5044934.566657 + Penalty 3452.272062 = -5041482.294595 nChanged 119 SP:Iteration 35Q (321.136971 sec): 3 clusters Score: Raw -5044956.118098 + Penalty 3452.272062 = -5041503.846035 nChanged 85 SP:Iteration 36Q (321.229217 sec): 3 clusters Score: Raw -5044968.426236 + Penalty 3452.272062 = -5041516.154173 nChanged 70 SP:Iteration 37Q (321.342706 sec): 3 clusters Score: Raw -5044978.803384 + Penalty 3452.272062 = -5041526.531322 nChanged 69 SP:Iteration 38Q (321.454849 sec): 3 clusters Score: Raw -5044987.627349 + Penalty 3452.272062 = -5041535.355287 nChanged 45 SP:Iteration 39Q (321.576796 sec): 3 clusters Score: Raw -5044992.807476 + Penalty 3452.272062 = -5041540.535413 nChanged 39 SP:Iteration 40F (321.697860 sec): 3 clusters Score: Raw -5044997.079865 + Penalty 3452.272062 = -5041544.807803 nChanged 24 SP:Iteration 41Q (321.802991 sec): 3 clusters Score: Raw -5044999.436455 + Penalty 3452.272062 = -5041547.164393 nChanged 27 SP:Iteration 42Q (321.925597 sec): 3 clusters Score: Raw -5045001.482576 + Penalty 3452.272062 = -5041549.210514 nChanged 18 SP:Iteration 43Q (322.039124 sec): 3 clusters Score: Raw -5045002.583500 + Penalty 3452.272062 = -5041550.311437 nChanged 11 SP:Iteration 44Q (322.152293 sec): 3 clusters Score: Raw -5045003.468451 + Penalty 3452.272062 = -5041551.196389 nChanged 11 SP:Iteration 45Q (322.269076 sec): 3 clusters Score: Raw -5045004.446851 + Penalty 3452.272062 = -5041552.174788 nChanged 12 SP:Iteration 46Q (322.382517 sec): 3 clusters Score: Raw -5045005.235501 + Penalty 3452.272062 = -5041552.963438 nChanged 9 SP:Iteration 47Q (322.495044 sec): 3 clusters Score: Raw -5045005.704515 + Penalty 3452.272062 = -5041553.432452 nChanged 9 SP:Iteration 48Q (322.610347 sec): 3 clusters Score: Raw -5045006.194387 + Penalty 3452.272062 = -5041553.922325 nChanged 5 SP:Iteration 49Q (322.712202 sec): 3 clusters Score: Raw -5045006.393612 + Penalty 3452.272062 = -5041554.121550 nChanged 2 SP:Iteration 50Q (322.834948 sec): 3 clusters Score: Raw -5045006.452007 + Penalty 3452.272062 = -5041554.179944 nChanged 2 SP:Iteration 51Q (322.941453 sec): 3 clusters Score: Raw -5045006.502805 + Penalty 3452.272062 = -5041554.230743 nChanged 1 SP:Iteration 52Q (323.065567 sec): 3 clusters Score: Raw -5045006.561563 + Penalty 3452.272062 = -5041554.289501 nChanged 1 SP:Iteration 53Q (323.179979 sec): 3 clusters Score: Raw -5045006.581414 + Penalty 3452.272062 = -5041554.309351 nChanged 1 SP:Iteration 54Q (323.293434 sec): 3 clusters Score: Raw -5045006.595633 + Penalty 3452.272062 = -5041554.323571 nChanged 0 SP:Iteration 55F (323.402831 sec): 3 clusters Score: Raw -5045006.595633 + Penalty 3452.272062 = -5041554.323571 nChanged 0 Score: Raw -129307221.259103 + Penalty 54107.169593 = -129253114.089510 Splitting cluster 9 changes total score from -129212430.217245 to -129253114.089510 So it's getting split into cluster 24. Trying to split cluster 10 (5648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (338.762897 sec): 2 clusters Score: Raw -687108.594138 + Penalty 1403.846727 = -685704.747411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (338.832862 sec): 3 clusters Score: Raw -684150.068180 + Penalty 2807.693453 = -681342.374727 nChanged 2346 SP:Iteration 1F (338.887226 sec): 3 clusters Score: Raw -685541.240006 + Penalty 2807.693453 = -682733.546552 nChanged 450 SP:Iteration 2F (338.931568 sec): 3 clusters Score: Raw -685845.843716 + Penalty 2807.693453 = -683038.150263 nChanged 362 SP:Iteration 3F (338.991527 sec): 3 clusters Score: Raw -686154.286561 + Penalty 2807.693453 = -683346.593108 nChanged 359 SP:Iteration 4F (339.036437 sec): 3 clusters Score: Raw -686530.962836 + Penalty 2807.693453 = -683723.269383 nChanged 370 SP:Iteration 5F (339.086161 sec): 3 clusters Score: Raw -687013.475497 + Penalty 2807.693453 = -684205.782044 nChanged 383 SP:Iteration 6F (339.145175 sec): 3 clusters Score: Raw -687460.708670 + Penalty 2807.693453 = -684653.015217 nChanged 324 SP:Iteration 7F (339.201244 sec): 3 clusters Score: Raw -687742.910929 + Penalty 2807.693453 = -684935.217476 nChanged 229 SP:Iteration 8Q (339.248584 sec): 3 clusters Score: Raw -687902.759198 + Penalty 2807.693453 = -685095.065745 nChanged 148 SP:Iteration 9Q (339.302647 sec): 3 clusters Score: Raw -687983.908027 + Penalty 2807.693453 = -685176.214573 nChanged 102 SP:Iteration 10Q (339.356699 sec): 3 clusters Score: Raw -688030.596517 + Penalty 2807.693453 = -685222.903064 nChanged 76 SP:Iteration 11Q (339.402917 sec): 3 clusters Score: Raw -688056.051855 + Penalty 2807.693453 = -685248.358402 nChanged 52 SP:Iteration 12Q (339.457737 sec): 3 clusters Score: Raw -688072.881996 + Penalty 2807.693453 = -685265.188543 nChanged 54 SP:Iteration 13Q (339.505982 sec): 3 clusters Score: Raw -688092.802027 + Penalty 2807.693453 = -685285.108574 nChanged 53 SP:Iteration 14Q (339.566621 sec): 3 clusters Score: Raw -688107.823912 + Penalty 2807.693453 = -685300.130459 nChanged 38 SP:Iteration 15Q (339.621314 sec): 3 clusters Score: Raw -688118.440536 + Penalty 2807.693453 = -685310.747083 nChanged 37 SP:Iteration 16Q (339.664844 sec): 3 clusters Score: Raw -688130.825056 + Penalty 2807.693453 = -685323.131602 nChanged 45 SP:Iteration 17Q (339.727117 sec): 3 clusters Score: Raw -688147.009006 + Penalty 2807.693453 = -685339.315553 nChanged 53 SP:Iteration 18Q (339.766702 sec): 3 clusters Score: Raw -688165.906425 + Penalty 2807.693453 = -685358.212971 nChanged 45 SP:Iteration 19Q (339.822285 sec): 3 clusters Score: Raw -688182.583158 + Penalty 2807.693453 = -685374.889705 nChanged 41 SP:Iteration 20F (339.875229 sec): 3 clusters Score: Raw -688199.153808 + Penalty 2807.693453 = -685391.460354 nChanged 43 SP:Iteration 21Q (339.927413 sec): 3 clusters Score: Raw -688217.060327 + Penalty 2807.693453 = -685409.366874 nChanged 46 SP:Iteration 22Q (339.979445 sec): 3 clusters Score: Raw -688238.632999 + Penalty 2807.693453 = -685430.939545 nChanged 53 SP:Iteration 23Q (340.025882 sec): 3 clusters Score: Raw -688263.544879 + Penalty 2807.693453 = -685455.851426 nChanged 42 SP:Iteration 24Q (340.075698 sec): 3 clusters Score: Raw -688279.983238 + Penalty 2807.693453 = -685472.289785 nChanged 38 SP:Iteration 25Q (340.122442 sec): 3 clusters Score: Raw -688292.964741 + Penalty 2807.693453 = -685485.271288 nChanged 34 SP:Iteration 26Q (340.175452 sec): 3 clusters Score: Raw -688304.666185 + Penalty 2807.693453 = -685496.972732 nChanged 25 SP:Iteration 27Q (340.228858 sec): 3 clusters Score: Raw -688311.874316 + Penalty 2807.693453 = -685504.180863 nChanged 18 SP:Iteration 28Q (340.280547 sec): 3 clusters Score: Raw -688317.207072 + Penalty 2807.693453 = -685509.513619 nChanged 13 SP:Iteration 29Q (340.324978 sec): 3 clusters Score: Raw -688320.283436 + Penalty 2807.693453 = -685512.589983 nChanged 12 SP:Iteration 30Q (340.372108 sec): 3 clusters Score: Raw -688322.764001 + Penalty 2807.693453 = -685515.070548 nChanged 8 SP:Iteration 31Q (340.425468 sec): 3 clusters Score: Raw -688324.385329 + Penalty 2807.693453 = -685516.691876 nChanged 10 SP:Iteration 32Q (340.479088 sec): 3 clusters Score: Raw -688326.266070 + Penalty 2807.693453 = -685518.572617 nChanged 7 SP:Iteration 33Q (340.530670 sec): 3 clusters Score: Raw -688327.882056 + Penalty 2807.693453 = -685520.188603 nChanged 4 SP:Iteration 34Q (340.578090 sec): 3 clusters Score: Raw -688328.503816 + Penalty 2807.693453 = -685520.810362 nChanged 1 SP:Iteration 35Q (340.632895 sec): 3 clusters Score: Raw -688328.913389 + Penalty 2807.693453 = -685521.219936 nChanged 1 SP:Iteration 36Q (340.689260 sec): 3 clusters Score: Raw -688329.097466 + Penalty 2807.693453 = -685521.404013 nChanged 2 SP:Iteration 37Q (340.743450 sec): 3 clusters Score: Raw -688329.910055 + Penalty 2807.693453 = -685522.216602 nChanged 4 SP:Iteration 38Q (340.794416 sec): 3 clusters Score: Raw -688330.843542 + Penalty 2807.693453 = -685523.150089 nChanged 4 SP:Iteration 39Q (340.852264 sec): 3 clusters Score: Raw -688331.750626 + Penalty 2807.693453 = -685524.057173 nChanged 6 SP:Iteration 40F (340.891242 sec): 3 clusters Score: Raw -688333.074208 + Penalty 2807.693453 = -685525.380755 nChanged 4 SP:Iteration 41Q (340.937695 sec): 3 clusters Score: Raw -688333.528901 + Penalty 2807.693453 = -685525.835448 nChanged 2 SP:Iteration 42Q (340.997605 sec): 3 clusters Score: Raw -688333.854974 + Penalty 2807.693453 = -685526.161521 nChanged 1 SP:Iteration 43Q (341.050503 sec): 3 clusters Score: Raw -688333.934388 + Penalty 2807.693453 = -685526.240934 nChanged 0 SP:Iteration 44F (341.091476 sec): 3 clusters Score: Raw -688333.934388 + Penalty 2807.693453 = -685526.240934 nChanged 0 Trying to split cluster 11 (17094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (341.134835 sec): 2 clusters Score: Raw -1977537.958980 + Penalty 1583.803456 = -1975954.155524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (341.211992 sec): 3 clusters Score: Raw -1967548.964032 + Penalty 3167.606911 = -1964381.357121 nChanged 7648 SP:Iteration 1F (341.283659 sec): 3 clusters Score: Raw -1973778.824476 + Penalty 3167.606911 = -1970611.217565 nChanged 2317 SP:Iteration 2F (341.346738 sec): 3 clusters Score: Raw -1979340.977833 + Penalty 3167.606911 = -1976173.370921 nChanged 2506 SP:Iteration 3F (341.421506 sec): 3 clusters Score: Raw -1986855.053154 + Penalty 3167.606911 = -1983687.446242 nChanged 1654 SP:Iteration 4F (341.491562 sec): 3 clusters Score: Raw -1990957.202815 + Penalty 3167.606911 = -1987789.595904 nChanged 860 SP:Iteration 5F (341.567421 sec): 3 clusters Score: Raw -1992813.331910 + Penalty 3167.606911 = -1989645.724999 nChanged 695 SP:Iteration 6Q (341.636836 sec): 3 clusters Score: Raw -1995534.256149 + Penalty 3167.606911 = -1992366.649237 nChanged 464 SP:Iteration 7Q (341.695241 sec): 3 clusters Score: Raw -2000103.165985 + Penalty 3167.606911 = -1996935.559074 nChanged 192 SP:Iteration 8Q (341.765140 sec): 3 clusters Score: Raw -2000240.940888 + Penalty 3167.606911 = -1997073.333977 nChanged 65 SP:Iteration 9Q (341.827569 sec): 3 clusters Score: Raw -2000265.822902 + Penalty 3167.606911 = -1997098.215991 nChanged 40 SP:Iteration 10Q (341.895147 sec): 3 clusters Score: Raw -2000275.211837 + Penalty 3167.606911 = -1997107.604926 nChanged 27 SP:Iteration 11Q (341.966409 sec): 3 clusters Score: Raw -2000279.471649 + Penalty 3167.606911 = -1997111.864738 nChanged 15 SP:Iteration 12Q (342.017914 sec): 3 clusters Score: Raw -2000280.867871 + Penalty 3167.606911 = -1997113.260959 nChanged 5 SP:Iteration 13Q (342.079098 sec): 3 clusters Score: Raw -2000281.238250 + Penalty 3167.606911 = -1997113.631339 nChanged 3 SP:Iteration 14Q (342.146339 sec): 3 clusters Score: Raw -2000281.402087 + Penalty 3167.606911 = -1997113.795176 nChanged 3 SP:Iteration 15Q (342.223021 sec): 3 clusters Score: Raw -2000281.559570 + Penalty 3167.606911 = -1997113.952659 nChanged 0 SP:Iteration 16F (342.291739 sec): 3 clusters Score: Raw -2000281.559570 + Penalty 3167.606911 = -1997113.952659 nChanged 0 Score: Raw -129329964.859693 + Penalty 56361.634993 = -129273603.224700 Splitting cluster 11 changes total score from -129212430.217245 to -129273603.224700 So it's getting split into cluster 25. Trying to split cluster 12 (161767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.353298 sec): 2 clusters Score: Raw -19944252.655436 + Penalty 1949.010750 = -19942303.644686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.653737 sec): 3 clusters Score: Raw -19837591.728744 + Penalty 3898.021500 = -19833693.707244 nChanged 78326 SP:Iteration 1F (358.960234 sec): 3 clusters Score: Raw -19886505.817064 + Penalty 3898.021500 = -19882607.795564 nChanged 8093 SP:Iteration 2F (359.259974 sec): 3 clusters Score: Raw -19890578.482249 + Penalty 3898.021500 = -19886680.460749 nChanged 9473 SP:Iteration 3F (359.573649 sec): 3 clusters Score: Raw -19896881.462017 + Penalty 3898.021500 = -19892983.440517 nChanged 11144 SP:Iteration 4F (359.868989 sec): 3 clusters Score: Raw -19905477.371660 + Penalty 3898.021500 = -19901579.350161 nChanged 11887 SP:Iteration 5F (360.150223 sec): 3 clusters Score: Raw -19914922.110716 + Penalty 3898.021500 = -19911024.089216 nChanged 11157 SP:Iteration 6F (360.441769 sec): 3 clusters Score: Raw -19923000.825556 + Penalty 3898.021500 = -19919102.804056 nChanged 9228 SP:Iteration 7F (360.729614 sec): 3 clusters Score: Raw -19928543.192042 + Penalty 3898.021500 = -19924645.170542 nChanged 6831 SP:Iteration 8Q (361.029997 sec): 3 clusters Score: Raw -19931832.743218 + Penalty 3898.021500 = -19927934.721719 nChanged 4969 SP:Iteration 9Q (361.327517 sec): 3 clusters Score: Raw -19933903.752098 + Penalty 3898.021500 = -19930005.730598 nChanged 3881 SP:Iteration 10Q (361.633041 sec): 3 clusters Score: Raw -19935480.621039 + Penalty 3898.021500 = -19931582.599539 nChanged 3210 SP:Iteration 11Q (361.928511 sec): 3 clusters Score: Raw -19936710.523423 + Penalty 3898.021500 = -19932812.501923 nChanged 2708 SP:Iteration 12Q (362.203432 sec): 3 clusters Score: Raw -19937638.180582 + Penalty 3898.021500 = -19933740.159082 nChanged 2389 SP:Iteration 13Q (362.503931 sec): 3 clusters Score: Raw -19938331.586540 + Penalty 3898.021500 = -19934433.565040 nChanged 2086 SP:Iteration 14Q (362.788290 sec): 3 clusters Score: Raw -19938826.146233 + Penalty 3898.021500 = -19934928.124733 nChanged 1750 SP:Iteration 15Q (363.103119 sec): 3 clusters Score: Raw -19939164.864034 + Penalty 3898.021500 = -19935266.842534 nChanged 1530 SP:Iteration 16Q (363.393249 sec): 3 clusters Score: Raw -19939423.082656 + Penalty 3898.021500 = -19935525.061156 nChanged 1421 SP:Iteration 17Q (363.684735 sec): 3 clusters Score: Raw -19939638.353045 + Penalty 3898.021500 = -19935740.331545 nChanged 1309 SP:Iteration 18Q (363.991237 sec): 3 clusters Score: Raw -19939824.116797 + Penalty 3898.021500 = -19935926.095297 nChanged 1223 SP:Iteration 19Q (364.279375 sec): 3 clusters Score: Raw -19939987.580890 + Penalty 3898.021500 = -19936089.559391 nChanged 1202 SP:Iteration 20F (364.585658 sec): 3 clusters Score: Raw -19940144.238801 + Penalty 3898.021500 = -19936246.217301 nChanged 1172 SP:Iteration 21Q (364.866845 sec): 3 clusters Score: Raw -19940289.283188 + Penalty 3898.021500 = -19936391.261688 nChanged 1091 SP:Iteration 22Q (365.144400 sec): 3 clusters Score: Raw -19940416.044496 + Penalty 3898.021500 = -19936518.022996 nChanged 1066 SP:Iteration 23Q (365.428547 sec): 3 clusters Score: Raw -19940534.676828 + Penalty 3898.021500 = -19936636.655328 nChanged 1002 SP:Iteration 24Q (365.709132 sec): 3 clusters Score: Raw -19940644.807248 + Penalty 3898.021500 = -19936746.785748 nChanged 973 SP:Iteration 25Q (365.996370 sec): 3 clusters Score: Raw -19940754.116735 + Penalty 3898.021500 = -19936856.095235 nChanged 952 SP:Iteration 26Q (366.280244 sec): 3 clusters Score: Raw -19940860.587480 + Penalty 3898.021500 = -19936962.565980 nChanged 957 SP:Iteration 27Q (366.549625 sec): 3 clusters Score: Raw -19940968.891491 + Penalty 3898.021500 = -19937070.869991 nChanged 947 SP:Iteration 28Q (366.831546 sec): 3 clusters Score: Raw -19941076.941501 + Penalty 3898.021500 = -19937178.920002 nChanged 978 SP:Iteration 29Q (367.117696 sec): 3 clusters Score: Raw -19941185.597125 + Penalty 3898.021500 = -19937287.575625 nChanged 877 SP:Iteration 30Q (367.406492 sec): 3 clusters Score: Raw -19941274.894100 + Penalty 3898.021500 = -19937376.872600 nChanged 861 SP:Iteration 31Q (367.688739 sec): 3 clusters Score: Raw -19941367.640259 + Penalty 3898.021500 = -19937469.618759 nChanged 849 SP:Iteration 32Q (367.968724 sec): 3 clusters Score: Raw -19941457.073582 + Penalty 3898.021500 = -19937559.052082 nChanged 783 SP:Iteration 33Q (368.242346 sec): 3 clusters Score: Raw -19941533.187300 + Penalty 3898.021500 = -19937635.165800 nChanged 719 SP:Iteration 34Q (368.523420 sec): 3 clusters Score: Raw -19941599.365038 + Penalty 3898.021500 = -19937701.343538 nChanged 695 SP:Iteration 35Q (368.775912 sec): 3 clusters Score: Raw -19941661.322910 + Penalty 3898.021500 = -19937763.301410 nChanged 685 SP:Iteration 36Q (369.033843 sec): 3 clusters Score: Raw -19941723.438194 + Penalty 3898.021500 = -19937825.416694 nChanged 643 SP:Iteration 37Q (369.310595 sec): 3 clusters Score: Raw -19941778.358152 + Penalty 3898.021500 = -19937880.336653 nChanged 623 SP:Iteration 38Q (369.591598 sec): 3 clusters Score: Raw -19941832.323646 + Penalty 3898.021500 = -19937934.302146 nChanged 604 SP:Iteration 39Q (369.880227 sec): 3 clusters Score: Raw -19941885.170696 + Penalty 3898.021500 = -19937987.149196 nChanged 608 SP:Iteration 40F (370.172152 sec): 3 clusters Score: Raw -19941939.793332 + Penalty 3898.021500 = -19938041.771832 nChanged 582 SP:Iteration 41Q (370.425911 sec): 3 clusters Score: Raw -19941988.975982 + Penalty 3898.021500 = -19938090.954482 nChanged 551 SP:Iteration 42Q (370.690307 sec): 3 clusters Score: Raw -19942034.723919 + Penalty 3898.021500 = -19938136.702419 nChanged 546 SP:Iteration 43Q (370.961739 sec): 3 clusters Score: Raw -19942079.245215 + Penalty 3898.021500 = -19938181.223715 nChanged 531 SP:Iteration 44Q (371.249755 sec): 3 clusters Score: Raw -19942122.524292 + Penalty 3898.021500 = -19938224.502792 nChanged 533 SP:Iteration 45Q (371.510944 sec): 3 clusters Score: Raw -19942166.462249 + Penalty 3898.021500 = -19938268.440749 nChanged 584 SP:Iteration 46Q (371.785218 sec): 3 clusters Score: Raw -19942216.789604 + Penalty 3898.021500 = -19938318.768104 nChanged 591 SP:Iteration 47Q (372.074211 sec): 3 clusters Score: Raw -19942268.775116 + Penalty 3898.021500 = -19938370.753616 nChanged 542 SP:Iteration 48Q (372.351838 sec): 3 clusters Score: Raw -19942314.955458 + Penalty 3898.021500 = -19938416.933958 nChanged 555 SP:Iteration 49Q (372.625666 sec): 3 clusters Score: Raw -19942361.548097 + Penalty 3898.021500 = -19938463.526597 nChanged 510 SP:Iteration 50Q (372.904460 sec): 3 clusters Score: Raw -19942405.726758 + Penalty 3898.021500 = -19938507.705258 nChanged 521 SP:Iteration 51Q (373.179628 sec): 3 clusters Score: Raw -19942453.602204 + Penalty 3898.021500 = -19938555.580704 nChanged 517 SP:Iteration 52Q (373.448621 sec): 3 clusters Score: Raw -19942502.888520 + Penalty 3898.021500 = -19938604.867020 nChanged 524 SP:Iteration 53Q (373.738631 sec): 3 clusters Score: Raw -19942550.318386 + Penalty 3898.021500 = -19938652.296886 nChanged 506 SP:Iteration 54Q (374.050886 sec): 3 clusters Score: Raw -19942595.418320 + Penalty 3898.021500 = -19938697.396821 nChanged 533 SP:Iteration 55Q (374.331811 sec): 3 clusters Score: Raw -19942646.102483 + Penalty 3898.021500 = -19938748.080983 nChanged 519 SP:Iteration 56Q (374.620584 sec): 3 clusters Score: Raw -19942693.088200 + Penalty 3898.021500 = -19938795.066700 nChanged 488 SP:Iteration 57Q (374.907006 sec): 3 clusters Score: Raw -19942739.207519 + Penalty 3898.021500 = -19938841.186019 nChanged 517 SP:Iteration 58Q (375.175800 sec): 3 clusters Score: Raw -19942787.780934 + Penalty 3898.021500 = -19938889.759434 nChanged 479 SP:Iteration 59Q (375.439075 sec): 3 clusters Score: Raw -19942834.193353 + Penalty 3898.021500 = -19938936.171853 nChanged 487 SP:Iteration 60F (375.729702 sec): 3 clusters Score: Raw -19942887.877615 + Penalty 3898.021500 = -19938989.856115 nChanged 547 SP:Iteration 61Q (375.996634 sec): 3 clusters Score: Raw -19942951.995079 + Penalty 3898.021500 = -19939053.973579 nChanged 577 SP:Iteration 62Q (376.276457 sec): 3 clusters Score: Raw -19943024.679831 + Penalty 3898.021500 = -19939126.658331 nChanged 592 SP:Iteration 63Q (376.545490 sec): 3 clusters Score: Raw -19943098.905992 + Penalty 3898.021500 = -19939200.884492 nChanged 598 SP:Iteration 64Q (376.809148 sec): 3 clusters Score: Raw -19943175.687425 + Penalty 3898.021500 = -19939277.665925 nChanged 575 SP:Iteration 65Q (377.082011 sec): 3 clusters Score: Raw -19943253.709496 + Penalty 3898.021500 = -19939355.687996 nChanged 617 SP:Iteration 66Q (377.358462 sec): 3 clusters Score: Raw -19943338.535584 + Penalty 3898.021500 = -19939440.514084 nChanged 603 SP:Iteration 67Q (377.640967 sec): 3 clusters Score: Raw -19943419.255594 + Penalty 3898.021500 = -19939521.234095 nChanged 599 SP:Iteration 68Q (377.901866 sec): 3 clusters Score: Raw -19943500.694103 + Penalty 3898.021500 = -19939602.672603 nChanged 592 SP:Iteration 69Q (378.181277 sec): 3 clusters Score: Raw -19943582.691522 + Penalty 3898.021500 = -19939684.670022 nChanged 584 SP:Iteration 70Q (378.447072 sec): 3 clusters Score: Raw -19943670.689201 + Penalty 3898.021500 = -19939772.667702 nChanged 599 SP:Iteration 71Q (378.712668 sec): 3 clusters Score: Raw -19943758.442654 + Penalty 3898.021500 = -19939860.421154 nChanged 580 SP:Iteration 72Q (378.972746 sec): 3 clusters Score: Raw -19943843.374869 + Penalty 3898.021500 = -19939945.353369 nChanged 577 SP:Iteration 73Q (379.232877 sec): 3 clusters Score: Raw -19943926.585996 + Penalty 3898.021500 = -19940028.564496 nChanged 551 SP:Iteration 74Q (379.500300 sec): 3 clusters Score: Raw -19944006.613620 + Penalty 3898.021500 = -19940108.592120 nChanged 544 SP:Iteration 75Q (379.769159 sec): 3 clusters Score: Raw -19944089.526322 + Penalty 3898.021500 = -19940191.504822 nChanged 573 SP:Iteration 76Q (380.025750 sec): 3 clusters Score: Raw -19944179.003064 + Penalty 3898.021500 = -19940280.981564 nChanged 524 SP:Iteration 77Q (380.293885 sec): 3 clusters Score: Raw -19944263.156719 + Penalty 3898.021500 = -19940365.135219 nChanged 543 SP:Iteration 78Q (380.556722 sec): 3 clusters Score: Raw -19944354.268810 + Penalty 3898.021500 = -19940456.247310 nChanged 543 SP:Iteration 79Q (380.806451 sec): 3 clusters Score: Raw -19944448.881388 + Penalty 3898.021500 = -19940550.859888 nChanged 535 SP:Iteration 80F (381.091663 sec): 3 clusters Score: Raw -19944544.328103 + Penalty 3898.021500 = -19940646.306604 nChanged 500 SP:Iteration 81Q (381.354501 sec): 3 clusters Score: Raw -19944631.802207 + Penalty 3898.021500 = -19940733.780707 nChanged 496 SP:Iteration 82Q (381.610646 sec): 3 clusters Score: Raw -19944722.549060 + Penalty 3898.021500 = -19940824.527560 nChanged 462 SP:Iteration 83Q (381.871318 sec): 3 clusters Score: Raw -19944798.923318 + Penalty 3898.021500 = -19940900.901818 nChanged 419 SP:Iteration 84Q (382.130674 sec): 3 clusters Score: Raw -19944864.691329 + Penalty 3898.021500 = -19940966.669829 nChanged 387 SP:Iteration 85Q (382.393480 sec): 3 clusters Score: Raw -19944924.306187 + Penalty 3898.021500 = -19941026.284687 nChanged 367 SP:Iteration 86Q (382.654450 sec): 3 clusters Score: Raw -19944977.426492 + Penalty 3898.021500 = -19941079.404992 nChanged 368 SP:Iteration 87Q (382.914426 sec): 3 clusters Score: Raw -19945031.237014 + Penalty 3898.021500 = -19941133.215514 nChanged 344 SP:Iteration 88Q (383.190079 sec): 3 clusters Score: Raw -19945079.593244 + Penalty 3898.021500 = -19941181.571744 nChanged 312 SP:Iteration 89Q (383.439565 sec): 3 clusters Score: Raw -19945120.014183 + Penalty 3898.021500 = -19941221.992683 nChanged 278 SP:Iteration 90Q (383.700492 sec): 3 clusters Score: Raw -19945157.444106 + Penalty 3898.021500 = -19941259.422606 nChanged 274 SP:Iteration 91Q (383.960583 sec): 3 clusters Score: Raw -19945197.186764 + Penalty 3898.021500 = -19941299.165264 nChanged 246 SP:Iteration 92Q (384.212910 sec): 3 clusters Score: Raw -19945234.367908 + Penalty 3898.021500 = -19941336.346408 nChanged 255 SP:Iteration 93Q (384.480123 sec): 3 clusters Score: Raw -19945272.192320 + Penalty 3898.021500 = -19941374.170820 nChanged 247 SP:Iteration 94Q (384.750657 sec): 3 clusters Score: Raw -19945311.229320 + Penalty 3898.021500 = -19941413.207820 nChanged 241 SP:Iteration 95Q (385.016286 sec): 3 clusters Score: Raw -19945346.542901 + Penalty 3898.021500 = -19941448.521401 nChanged 225 SP:Iteration 96Q (385.267818 sec): 3 clusters Score: Raw -19945378.269922 + Penalty 3898.021500 = -19941480.248422 nChanged 229 SP:Iteration 97Q (385.508222 sec): 3 clusters Score: Raw -19945413.280284 + Penalty 3898.021500 = -19941515.258784 nChanged 222 SP:Iteration 98Q (385.777623 sec): 3 clusters Score: Raw -19945447.809939 + Penalty 3898.021500 = -19941549.788439 nChanged 218 SP:Iteration 99Q (386.013130 sec): 3 clusters Score: Raw -19945477.083732 + Penalty 3898.021500 = -19941579.062232 nChanged 163 SP:Iteration 100F (386.300871 sec): 3 clusters Score: Raw -19945495.762997 + Penalty 3898.021500 = -19941597.741497 nChanged 171 SP:Iteration 101Q (386.550088 sec): 3 clusters Score: Raw -19945518.006249 + Penalty 3898.021500 = -19941619.984749 nChanged 172 SP:Iteration 102Q (386.802345 sec): 3 clusters Score: Raw -19945541.569936 + Penalty 3898.021500 = -19941643.548437 nChanged 165 SP:Iteration 103Q (387.053949 sec): 3 clusters Score: Raw -19945562.648630 + Penalty 3898.021500 = -19941664.627130 nChanged 155 SP:Iteration 104Q (387.311033 sec): 3 clusters Score: Raw -19945582.101745 + Penalty 3898.021500 = -19941684.080245 nChanged 142 SP:Iteration 105Q (387.574212 sec): 3 clusters Score: Raw -19945598.052893 + Penalty 3898.021500 = -19941700.031393 nChanged 121 SP:Iteration 106Q (387.827617 sec): 3 clusters Score: Raw -19945610.151841 + Penalty 3898.021500 = -19941712.130341 nChanged 118 SP:Iteration 107Q (388.077160 sec): 3 clusters Score: Raw -19945622.261302 + Penalty 3898.021500 = -19941724.239802 nChanged 102 SP:Iteration 108Q (388.321250 sec): 3 clusters Score: Raw -19945633.955541 + Penalty 3898.021500 = -19941735.934041 nChanged 108 SP:Iteration 109Q (388.591664 sec): 3 clusters Score: Raw -19945644.355002 + Penalty 3898.021500 = -19941746.333503 nChanged 93 SP:Iteration 110Q (388.843158 sec): 3 clusters Score: Raw -19945653.494060 + Penalty 3898.021500 = -19941755.472560 nChanged 96 SP:Iteration 111Q (389.099989 sec): 3 clusters Score: Raw -19945663.167603 + Penalty 3898.021500 = -19941765.146103 nChanged 86 SP:Iteration 112Q (389.363315 sec): 3 clusters Score: Raw -19945670.634383 + Penalty 3898.021500 = -19941772.612883 nChanged 71 SP:Iteration 113Q (389.619931 sec): 3 clusters Score: Raw -19945677.844724 + Penalty 3898.021500 = -19941779.823224 nChanged 67 SP:Iteration 114Q (389.878809 sec): 3 clusters Score: Raw -19945683.554461 + Penalty 3898.021500 = -19941785.532961 nChanged 60 SP:Iteration 115Q (390.124282 sec): 3 clusters Score: Raw -19945688.120279 + Penalty 3898.021500 = -19941790.098779 nChanged 45 SP:Iteration 116Q (390.371916 sec): 3 clusters Score: Raw -19945691.379993 + Penalty 3898.021500 = -19941793.358494 nChanged 37 SP:Iteration 117Q (390.636484 sec): 3 clusters Score: Raw -19945693.844532 + Penalty 3898.021500 = -19941795.823032 nChanged 37 SP:Iteration 118Q (390.888638 sec): 3 clusters Score: Raw -19945696.463484 + Penalty 3898.021500 = -19941798.441984 nChanged 29 SP:Iteration 119Q (391.137122 sec): 3 clusters Score: Raw -19945698.632338 + Penalty 3898.021500 = -19941800.610838 nChanged 31 SP:Iteration 120F (391.438637 sec): 3 clusters Score: Raw -19945700.770670 + Penalty 3898.021500 = -19941802.749170 nChanged 34 SP:Iteration 121Q (391.707744 sec): 3 clusters Score: Raw -19945703.097740 + Penalty 3898.021500 = -19941805.076240 nChanged 33 SP:Iteration 122Q (391.971172 sec): 3 clusters Score: Raw -19945705.136391 + Penalty 3898.021500 = -19941807.114891 nChanged 22 SP:Iteration 123Q (392.239770 sec): 3 clusters Score: Raw -19945706.357013 + Penalty 3898.021500 = -19941808.335513 nChanged 19 SP:Iteration 124Q (392.489164 sec): 3 clusters Score: Raw -19945707.428139 + Penalty 3898.021500 = -19941809.406639 nChanged 22 SP:Iteration 125Q (392.755067 sec): 3 clusters Score: Raw -19945708.656912 + Penalty 3898.021500 = -19941810.635412 nChanged 16 SP:Iteration 126Q (393.011450 sec): 3 clusters Score: Raw -19945709.602831 + Penalty 3898.021500 = -19941811.581331 nChanged 17 SP:Iteration 127Q (393.260794 sec): 3 clusters Score: Raw -19945710.815327 + Penalty 3898.021500 = -19941812.793827 nChanged 20 SP:Iteration 128Q (393.506283 sec): 3 clusters Score: Raw -19945712.049688 + Penalty 3898.021500 = -19941814.028188 nChanged 17 SP:Iteration 129Q (393.752459 sec): 3 clusters Score: Raw -19945712.964894 + Penalty 3898.021500 = -19941814.943394 nChanged 16 SP:Iteration 130Q (394.012408 sec): 3 clusters Score: Raw -19945713.882291 + Penalty 3898.021500 = -19941815.860791 nChanged 14 SP:Iteration 131Q (394.259422 sec): 3 clusters Score: Raw -19945714.870758 + Penalty 3898.021500 = -19941816.849259 nChanged 18 SP:Iteration 132Q (394.516953 sec): 3 clusters Score: Raw -19945715.805784 + Penalty 3898.021500 = -19941817.784285 nChanged 16 SP:Iteration 133Q (394.775333 sec): 3 clusters Score: Raw -19945716.806544 + Penalty 3898.021500 = -19941818.785044 nChanged 16 SP:Iteration 134Q (395.030180 sec): 3 clusters Score: Raw -19945718.187442 + Penalty 3898.021500 = -19941820.165942 nChanged 19 SP:Iteration 135Q (395.293995 sec): 3 clusters Score: Raw -19945719.458595 + Penalty 3898.021500 = -19941821.437096 nChanged 15 SP:Iteration 136Q (395.543719 sec): 3 clusters Score: Raw -19945720.277035 + Penalty 3898.021500 = -19941822.255535 nChanged 11 SP:Iteration 137Q (395.789415 sec): 3 clusters Score: Raw -19945720.894220 + Penalty 3898.021500 = -19941822.872720 nChanged 9 SP:Iteration 138Q (396.041387 sec): 3 clusters Score: Raw -19945721.613610 + Penalty 3898.021500 = -19941823.592110 nChanged 11 SP:Iteration 139Q (396.294513 sec): 3 clusters Score: Raw -19945722.309983 + Penalty 3898.021500 = -19941824.288483 nChanged 11 SP:Iteration 140F (396.579758 sec): 3 clusters Score: Raw -19945722.783652 + Penalty 3898.021500 = -19941824.762152 nChanged 5 SP:Iteration 141Q (396.818281 sec): 3 clusters Score: Raw -19945723.116275 + Penalty 3898.021500 = -19941825.094775 nChanged 4 SP:Iteration 142Q (397.059152 sec): 3 clusters Score: Raw -19945723.362511 + Penalty 3898.021500 = -19941825.341012 nChanged 3 SP:Iteration 143Q (397.306345 sec): 3 clusters Score: Raw -19945723.583328 + Penalty 3898.021500 = -19941825.561828 nChanged 4 SP:Iteration 144Q (397.552019 sec): 3 clusters Score: Raw -19945724.025015 + Penalty 3898.021500 = -19941826.003515 nChanged 10 SP:Iteration 145Q (397.805058 sec): 3 clusters Score: Raw -19945724.669867 + Penalty 3898.021500 = -19941826.648367 nChanged 7 SP:Iteration 146Q (398.053077 sec): 3 clusters Score: Raw -19945724.951265 + Penalty 3898.021500 = -19941826.929765 nChanged 4 SP:Iteration 147Q (398.301090 sec): 3 clusters Score: Raw -19945725.066363 + Penalty 3898.021500 = -19941827.044863 nChanged 4 SP:Iteration 148Q (398.548895 sec): 3 clusters Score: Raw -19945725.158521 + Penalty 3898.021500 = -19941827.137021 nChanged 2 SP:Iteration 149Q (398.780470 sec): 3 clusters Score: Raw -19945725.227020 + Penalty 3898.021500 = -19941827.205520 nChanged 2 SP:Iteration 150Q (399.024117 sec): 3 clusters Score: Raw -19945725.349562 + Penalty 3898.021500 = -19941827.328062 nChanged 5 SP:Iteration 151Q (399.280335 sec): 3 clusters Score: Raw -19945725.489370 + Penalty 3898.021500 = -19941827.467870 nChanged 2 SP:Iteration 152Q (399.521678 sec): 3 clusters Score: Raw -19945725.541362 + Penalty 3898.021500 = -19941827.519862 nChanged 0 SP:Iteration 153F (399.792904 sec): 3 clusters Score: Raw -19945725.541362 + Penalty 3898.021500 = -19941827.519862 nChanged 0 Trying to split cluster 13 (396585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (400.471018 sec): 2 clusters Score: Raw -50610384.444955 + Penalty 2094.729922 = -50608289.715034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (401.152719 sec): 3 clusters Score: Raw -50343802.838425 + Penalty 4189.459844 = -50339613.378581 nChanged 193712 SP:Iteration 1F (401.844739 sec): 3 clusters Score: Raw -50461325.276827 + Penalty 4189.459844 = -50457135.816983 nChanged 12276 SP:Iteration 2Q (402.544981 sec): 3 clusters Score: Raw -50464602.810841 + Penalty 4189.459844 = -50460413.350998 nChanged 14075 SP:Iteration 3Q (403.236636 sec): 3 clusters Score: Raw -50469537.506610 + Penalty 4189.459844 = -50465348.046766 nChanged 17001 SP:Iteration 4Q (403.919573 sec): 3 clusters Score: Raw -50477616.698137 + Penalty 4189.459844 = -50473427.238293 nChanged 20957 SP:Iteration 5F (404.569805 sec): 3 clusters Score: Raw -50489940.683528 + Penalty 4189.459844 = -50485751.223684 nChanged 25121 SP:Iteration 6F (405.273206 sec): 3 clusters Score: Raw -50506442.126514 + Penalty 4189.459844 = -50502252.666670 nChanged 26990 SP:Iteration 7F (405.911210 sec): 3 clusters Score: Raw -50523847.855474 + Penalty 4189.459844 = -50519658.395630 nChanged 25017 SP:Iteration 8F (406.563852 sec): 3 clusters Score: Raw -50538089.924620 + Penalty 4189.459844 = -50533900.464777 nChanged 20504 SP:Iteration 9F (407.199691 sec): 3 clusters Score: Raw -50547556.396185 + Penalty 4189.459844 = -50543366.936341 nChanged 15654 SP:Iteration 10Q (407.906406 sec): 3 clusters Score: Raw -50553694.100240 + Penalty 4189.459844 = -50549504.640396 nChanged 12244 SP:Iteration 11Q (408.617403 sec): 3 clusters Score: Raw -50558000.047839 + Penalty 4189.459844 = -50553810.587995 nChanged 9689 SP:Iteration 12Q (409.317508 sec): 3 clusters Score: Raw -50561241.766657 + Penalty 4189.459844 = -50557052.306814 nChanged 8273 SP:Iteration 13Q (410.026476 sec): 3 clusters Score: Raw -50563986.951859 + Penalty 4189.459844 = -50559797.492015 nChanged 7303 SP:Iteration 14Q (410.742353 sec): 3 clusters Score: Raw -50566395.616383 + Penalty 4189.459844 = -50562206.156540 nChanged 6607 SP:Iteration 15Q (411.439639 sec): 3 clusters Score: Raw -50568518.822006 + Penalty 4189.459844 = -50564329.362162 nChanged 6216 SP:Iteration 16Q (412.152324 sec): 3 clusters Score: Raw -50570333.329734 + Penalty 4189.459844 = -50566143.869890 nChanged 6055 SP:Iteration 17Q (412.843566 sec): 3 clusters Score: Raw -50571980.087457 + Penalty 4189.459844 = -50567790.627613 nChanged 5861 SP:Iteration 18Q (413.515834 sec): 3 clusters Score: Raw -50573514.667389 + Penalty 4189.459844 = -50569325.207545 nChanged 5863 SP:Iteration 19Q (414.207556 sec): 3 clusters Score: Raw -50575028.351763 + Penalty 4189.459844 = -50570838.891919 nChanged 5671 SP:Iteration 20F (414.864407 sec): 3 clusters Score: Raw -50576477.872558 + Penalty 4189.459844 = -50572288.412714 nChanged 5748 SP:Iteration 21Q (415.554360 sec): 3 clusters Score: Raw -50577919.977038 + Penalty 4189.459844 = -50573730.517195 nChanged 5634 SP:Iteration 22Q (416.253866 sec): 3 clusters Score: Raw -50579328.026994 + Penalty 4189.459844 = -50575138.567150 nChanged 5624 SP:Iteration 23Q (416.898215 sec): 3 clusters Score: Raw -50580751.730944 + Penalty 4189.459844 = -50576562.271100 nChanged 5511 SP:Iteration 24Q (417.590234 sec): 3 clusters Score: Raw -50582162.151122 + Penalty 4189.459844 = -50577972.691278 nChanged 5468 SP:Iteration 25Q (418.272149 sec): 3 clusters Score: Raw -50583502.473769 + Penalty 4189.459844 = -50579313.013926 nChanged 5352 SP:Iteration 26Q (418.927321 sec): 3 clusters Score: Raw -50584805.765198 + Penalty 4189.459844 = -50580616.305354 nChanged 5351 SP:Iteration 27Q (419.588144 sec): 3 clusters Score: Raw -50586099.580409 + Penalty 4189.459844 = -50581910.120565 nChanged 5288 SP:Iteration 28Q (420.236745 sec): 3 clusters Score: Raw -50587381.628267 + Penalty 4189.459844 = -50583192.168424 nChanged 5300 SP:Iteration 29Q (420.849860 sec): 3 clusters Score: Raw -50588674.385084 + Penalty 4189.459844 = -50584484.925240 nChanged 5229 SP:Iteration 30Q (421.503525 sec): 3 clusters Score: Raw -50589964.290245 + Penalty 4189.459844 = -50585774.830402 nChanged 5140 SP:Iteration 31Q (422.144574 sec): 3 clusters Score: Raw -50591232.365616 + Penalty 4189.459844 = -50587042.905772 nChanged 5081 SP:Iteration 32Q (422.795030 sec): 3 clusters Score: Raw -50592483.205822 + Penalty 4189.459844 = -50588293.745978 nChanged 4877 SP:Iteration 33Q (423.420771 sec): 3 clusters Score: Raw -50593651.038458 + Penalty 4189.459844 = -50589461.578614 nChanged 4713 SP:Iteration 34Q (424.077032 sec): 3 clusters Score: Raw -50594789.925349 + Penalty 4189.459844 = -50590600.465505 nChanged 4554 SP:Iteration 35Q (424.753247 sec): 3 clusters Score: Raw -50595888.066386 + Penalty 4189.459844 = -50591698.606542 nChanged 4314 SP:Iteration 36Q (425.421987 sec): 3 clusters Score: Raw -50596920.108999 + Penalty 4189.459844 = -50592730.649155 nChanged 4106 SP:Iteration 37Q (426.079154 sec): 3 clusters Score: Raw -50597902.913016 + Penalty 4189.459844 = -50593713.453172 nChanged 3974 SP:Iteration 38Q (426.738322 sec): 3 clusters Score: Raw -50598871.296308 + Penalty 4189.459844 = -50594681.836464 nChanged 3850 SP:Iteration 39Q (427.388353 sec): 3 clusters Score: Raw -50599864.287882 + Penalty 4189.459844 = -50595674.828039 nChanged 3889 SP:Iteration 40F (428.087480 sec): 3 clusters Score: Raw -50600910.245118 + Penalty 4189.459844 = -50596720.785275 nChanged 3712 SP:Iteration 41Q (428.729282 sec): 3 clusters Score: Raw -50601890.214960 + Penalty 4189.459844 = -50597700.755116 nChanged 3540 SP:Iteration 42Q (429.317359 sec): 3 clusters Score: Raw -50602804.828640 + Penalty 4189.459844 = -50598615.368797 nChanged 3313 SP:Iteration 43Q (429.977157 sec): 3 clusters Score: Raw -50603663.639724 + Penalty 4189.459844 = -50599474.179880 nChanged 3210 SP:Iteration 44Q (430.624403 sec): 3 clusters Score: Raw -50604488.446458 + Penalty 4189.459844 = -50600298.986614 nChanged 3018 SP:Iteration 45Q (431.273865 sec): 3 clusters Score: Raw -50605229.514943 + Penalty 4189.459844 = -50601040.055099 nChanged 2829 SP:Iteration 46Q (431.911491 sec): 3 clusters Score: Raw -50605908.761308 + Penalty 4189.459844 = -50601719.301465 nChanged 2574 SP:Iteration 47Q (432.539635 sec): 3 clusters Score: Raw -50606493.736149 + Penalty 4189.459844 = -50602304.276305 nChanged 2443 SP:Iteration 48Q (433.099387 sec): 3 clusters Score: Raw -50607038.188193 + Penalty 4189.459844 = -50602848.728350 nChanged 2306 SP:Iteration 49Q (433.767271 sec): 3 clusters Score: Raw -50607534.354996 + Penalty 4189.459844 = -50603344.895153 nChanged 2156 SP:Iteration 50Q (434.385110 sec): 3 clusters Score: Raw -50607977.140251 + Penalty 4189.459844 = -50603787.680407 nChanged 1950 SP:Iteration 51Q (434.993924 sec): 3 clusters Score: Raw -50608358.582665 + Penalty 4189.459844 = -50604169.122822 nChanged 1851 SP:Iteration 52Q (435.591291 sec): 3 clusters Score: Raw -50608712.171959 + Penalty 4189.459844 = -50604522.712116 nChanged 1747 SP:Iteration 53Q (436.204494 sec): 3 clusters Score: Raw -50609037.146560 + Penalty 4189.459844 = -50604847.686717 nChanged 1675 SP:Iteration 54Q (436.785973 sec): 3 clusters Score: Raw -50609347.015638 + Penalty 4189.459844 = -50605157.555794 nChanged 1567 SP:Iteration 55Q (437.390578 sec): 3 clusters Score: Raw -50609629.793209 + Penalty 4189.459844 = -50605440.333365 nChanged 1465 SP:Iteration 56Q (437.989895 sec): 3 clusters Score: Raw -50609887.309651 + Penalty 4189.459844 = -50605697.849808 nChanged 1394 SP:Iteration 57Q (438.551844 sec): 3 clusters Score: Raw -50610128.923174 + Penalty 4189.459844 = -50605939.463330 nChanged 1319 SP:Iteration 58Q (439.108306 sec): 3 clusters Score: Raw -50610350.363985 + Penalty 4189.459844 = -50606160.904141 nChanged 1216 SP:Iteration 59Q (439.656511 sec): 3 clusters Score: Raw -50610550.805652 + Penalty 4189.459844 = -50606361.345808 nChanged 1168 SP:Iteration 60F (440.352900 sec): 3 clusters Score: Raw -50610742.808532 + Penalty 4189.459844 = -50606553.348689 nChanged 1128 SP:Iteration 61Q (440.949000 sec): 3 clusters Score: Raw -50610923.978493 + Penalty 4189.459844 = -50606734.518649 nChanged 1025 SP:Iteration 62Q (441.543608 sec): 3 clusters Score: Raw -50611078.905701 + Penalty 4189.459844 = -50606889.445858 nChanged 984 SP:Iteration 63Q (442.138830 sec): 3 clusters Score: Raw -50611221.324519 + Penalty 4189.459844 = -50607031.864675 nChanged 897 SP:Iteration 64Q (442.748514 sec): 3 clusters Score: Raw -50611348.598923 + Penalty 4189.459844 = -50607159.139079 nChanged 835 SP:Iteration 65Q (443.295465 sec): 3 clusters Score: Raw -50611463.572613 + Penalty 4189.459844 = -50607274.112770 nChanged 765 SP:Iteration 66Q (443.879445 sec): 3 clusters Score: Raw -50611562.438661 + Penalty 4189.459844 = -50607372.978817 nChanged 746 SP:Iteration 67Q (444.464758 sec): 3 clusters Score: Raw -50611662.608364 + Penalty 4189.459844 = -50607473.148521 nChanged 747 SP:Iteration 68Q (445.064188 sec): 3 clusters Score: Raw -50611764.166947 + Penalty 4189.459844 = -50607574.707104 nChanged 721 SP:Iteration 69Q (445.643558 sec): 3 clusters Score: Raw -50611858.917958 + Penalty 4189.459844 = -50607669.458115 nChanged 669 SP:Iteration 70Q (446.233798 sec): 3 clusters Score: Raw -50611945.782791 + Penalty 4189.459844 = -50607756.322947 nChanged 626 SP:Iteration 71Q (446.815465 sec): 3 clusters Score: Raw -50612024.845777 + Penalty 4189.459844 = -50607835.385933 nChanged 576 SP:Iteration 72Q (447.386345 sec): 3 clusters Score: Raw -50612095.021697 + Penalty 4189.459844 = -50607905.561853 nChanged 557 SP:Iteration 73Q (447.977273 sec): 3 clusters Score: Raw -50612162.706379 + Penalty 4189.459844 = -50607973.246535 nChanged 535 SP:Iteration 74Q (448.522258 sec): 3 clusters Score: Raw -50612224.762073 + Penalty 4189.459844 = -50608035.302230 nChanged 490 SP:Iteration 75Q (449.104575 sec): 3 clusters Score: Raw -50612281.194994 + Penalty 4189.459844 = -50608091.735150 nChanged 470 SP:Iteration 76Q (449.670400 sec): 3 clusters Score: Raw -50612333.326310 + Penalty 4189.459844 = -50608143.866466 nChanged 465 SP:Iteration 77Q (450.227686 sec): 3 clusters Score: Raw -50612383.219139 + Penalty 4189.459844 = -50608193.759296 nChanged 444 SP:Iteration 78Q (450.793448 sec): 3 clusters Score: Raw -50612431.527170 + Penalty 4189.459844 = -50608242.067326 nChanged 432 SP:Iteration 79Q (451.367648 sec): 3 clusters Score: Raw -50612478.211697 + Penalty 4189.459844 = -50608288.751853 nChanged 392 SP:Iteration 80F (452.019319 sec): 3 clusters Score: Raw -50612521.753418 + Penalty 4189.459844 = -50608332.293574 nChanged 352 SP:Iteration 81Q (452.563638 sec): 3 clusters Score: Raw -50612558.497723 + Penalty 4189.459844 = -50608369.037879 nChanged 325 SP:Iteration 82Q (453.139365 sec): 3 clusters Score: Raw -50612591.740401 + Penalty 4189.459844 = -50608402.280557 nChanged 315 SP:Iteration 83Q (453.677454 sec): 3 clusters Score: Raw -50612623.202356 + Penalty 4189.459844 = -50608433.742512 nChanged 278 SP:Iteration 84Q (454.237228 sec): 3 clusters Score: Raw -50612649.793007 + Penalty 4189.459844 = -50608460.333163 nChanged 258 SP:Iteration 85Q (454.752775 sec): 3 clusters Score: Raw -50612673.536979 + Penalty 4189.459844 = -50608484.077135 nChanged 259 SP:Iteration 86Q (455.298411 sec): 3 clusters Score: Raw -50612696.718733 + Penalty 4189.459844 = -50608507.258890 nChanged 258 SP:Iteration 87Q (455.852275 sec): 3 clusters Score: Raw -50612718.741356 + Penalty 4189.459844 = -50608529.281512 nChanged 228 SP:Iteration 88Q (456.418946 sec): 3 clusters Score: Raw -50612736.484552 + Penalty 4189.459844 = -50608547.024708 nChanged 201 SP:Iteration 89Q (456.989565 sec): 3 clusters Score: Raw -50612752.784363 + Penalty 4189.459844 = -50608563.324519 nChanged 197 SP:Iteration 90Q (457.538389 sec): 3 clusters Score: Raw -50612768.355557 + Penalty 4189.459844 = -50608578.895714 nChanged 208 SP:Iteration 91Q (458.118819 sec): 3 clusters Score: Raw -50612782.766582 + Penalty 4189.459844 = -50608593.306738 nChanged 164 SP:Iteration 92Q (458.696853 sec): 3 clusters Score: Raw -50612793.069914 + Penalty 4189.459844 = -50608603.610070 nChanged 156 SP:Iteration 93Q (459.259753 sec): 3 clusters Score: Raw -50612803.124364 + Penalty 4189.459844 = -50608613.664520 nChanged 161 SP:Iteration 94Q (459.839390 sec): 3 clusters Score: Raw -50612814.130785 + Penalty 4189.459844 = -50608624.670941 nChanged 139 SP:Iteration 95Q (460.399736 sec): 3 clusters Score: Raw -50612823.585471 + Penalty 4189.459844 = -50608634.125627 nChanged 135 SP:Iteration 96Q (460.905473 sec): 3 clusters Score: Raw -50612833.882895 + Penalty 4189.459844 = -50608644.423052 nChanged 156 SP:Iteration 97Q (461.456236 sec): 3 clusters Score: Raw -50612845.254711 + Penalty 4189.459844 = -50608655.794867 nChanged 157 SP:Iteration 98Q (462.015115 sec): 3 clusters Score: Raw -50612856.420698 + Penalty 4189.459844 = -50608666.960855 nChanged 133 SP:Iteration 99Q (462.585619 sec): 3 clusters Score: Raw -50612864.938853 + Penalty 4189.459844 = -50608675.479009 nChanged 123 SP:Iteration 100F (463.253619 sec): 3 clusters Score: Raw -50612872.372070 + Penalty 4189.459844 = -50608682.912226 nChanged 112 SP:Iteration 101Q (463.793810 sec): 3 clusters Score: Raw -50612879.557227 + Penalty 4189.459844 = -50608690.097384 nChanged 111 SP:Iteration 102Q (464.353839 sec): 3 clusters Score: Raw -50612886.151102 + Penalty 4189.459844 = -50608696.691258 nChanged 99 SP:Iteration 103Q (464.872830 sec): 3 clusters Score: Raw -50612892.310458 + Penalty 4189.459844 = -50608702.850615 nChanged 87 SP:Iteration 104Q (465.404974 sec): 3 clusters Score: Raw -50612898.176308 + Penalty 4189.459844 = -50608708.716464 nChanged 91 SP:Iteration 105Q (465.946871 sec): 3 clusters Score: Raw -50612903.307896 + Penalty 4189.459844 = -50608713.848052 nChanged 77 SP:Iteration 106Q (466.483572 sec): 3 clusters Score: Raw -50612907.396213 + Penalty 4189.459844 = -50608717.936369 nChanged 64 SP:Iteration 107Q (467.014226 sec): 3 clusters Score: Raw -50612910.716590 + Penalty 4189.459844 = -50608721.256746 nChanged 61 SP:Iteration 108Q (467.561587 sec): 3 clusters Score: Raw -50612913.458977 + Penalty 4189.459844 = -50608723.999133 nChanged 46 SP:Iteration 109Q (468.085359 sec): 3 clusters Score: Raw -50612915.664315 + Penalty 4189.459844 = -50608726.204472 nChanged 52 SP:Iteration 110Q (468.656636 sec): 3 clusters Score: Raw -50612917.677317 + Penalty 4189.459844 = -50608728.217473 nChanged 40 SP:Iteration 111Q (469.158359 sec): 3 clusters Score: Raw -50612919.359798 + Penalty 4189.459844 = -50608729.899954 nChanged 40 SP:Iteration 112Q (469.696243 sec): 3 clusters Score: Raw -50612921.150549 + Penalty 4189.459844 = -50608731.690706 nChanged 41 SP:Iteration 113Q (470.196021 sec): 3 clusters Score: Raw -50612922.894726 + Penalty 4189.459844 = -50608733.434883 nChanged 30 SP:Iteration 114Q (470.747278 sec): 3 clusters Score: Raw -50612923.855762 + Penalty 4189.459844 = -50608734.395919 nChanged 30 SP:Iteration 115Q (471.252494 sec): 3 clusters Score: Raw -50612924.793517 + Penalty 4189.459844 = -50608735.333673 nChanged 31 SP:Iteration 116Q (471.770570 sec): 3 clusters Score: Raw -50612925.628168 + Penalty 4189.459844 = -50608736.168324 nChanged 28 SP:Iteration 117Q (472.313039 sec): 3 clusters Score: Raw -50612926.522383 + Penalty 4189.459844 = -50608737.062539 nChanged 31 SP:Iteration 118Q (472.845046 sec): 3 clusters Score: Raw -50612927.517504 + Penalty 4189.459844 = -50608738.057660 nChanged 25 SP:Iteration 119Q (473.373238 sec): 3 clusters Score: Raw -50612928.268592 + Penalty 4189.459844 = -50608738.808749 nChanged 21 SP:Iteration 120F (474.022098 sec): 3 clusters Score: Raw -50612928.894540 + Penalty 4189.459844 = -50608739.434696 nChanged 15 SP:Iteration 121Q (474.556415 sec): 3 clusters Score: Raw -50612929.337644 + Penalty 4189.459844 = -50608739.877801 nChanged 16 SP:Iteration 122Q (475.092610 sec): 3 clusters Score: Raw -50612929.782070 + Penalty 4189.459844 = -50608740.322227 nChanged 9 SP:Iteration 123Q (475.630005 sec): 3 clusters Score: Raw -50612930.072451 + Penalty 4189.459844 = -50608740.612607 nChanged 16 SP:Iteration 124Q (476.171787 sec): 3 clusters Score: Raw -50612930.576288 + Penalty 4189.459844 = -50608741.116444 nChanged 20 SP:Iteration 125Q (476.713207 sec): 3 clusters Score: Raw -50612931.250213 + Penalty 4189.459844 = -50608741.790369 nChanged 21 SP:Iteration 126Q (477.255165 sec): 3 clusters Score: Raw -50612931.993143 + Penalty 4189.459844 = -50608742.533299 nChanged 22 SP:Iteration 127Q (477.793917 sec): 3 clusters Score: Raw -50612932.827450 + Penalty 4189.459844 = -50608743.367606 nChanged 26 SP:Iteration 128Q (478.332401 sec): 3 clusters Score: Raw -50612933.808332 + Penalty 4189.459844 = -50608744.348488 nChanged 27 SP:Iteration 129Q (478.867094 sec): 3 clusters Score: Raw -50612935.173842 + Penalty 4189.459844 = -50608745.713998 nChanged 42 SP:Iteration 130Q (479.428340 sec): 3 clusters Score: Raw -50612936.730644 + Penalty 4189.459844 = -50608747.270800 nChanged 42 SP:Iteration 131Q (479.969409 sec): 3 clusters Score: Raw -50612938.589038 + Penalty 4189.459844 = -50608749.129194 nChanged 45 SP:Iteration 132Q (480.504838 sec): 3 clusters Score: Raw -50612940.613700 + Penalty 4189.459844 = -50608751.153857 nChanged 56 SP:Iteration 133Q (481.036328 sec): 3 clusters Score: Raw -50612943.760771 + Penalty 4189.459844 = -50608754.300927 nChanged 72 SP:Iteration 134Q (481.587372 sec): 3 clusters Score: Raw -50612947.666301 + Penalty 4189.459844 = -50608758.206457 nChanged 60 SP:Iteration 135Q (482.115922 sec): 3 clusters Score: Raw -50612951.050267 + Penalty 4189.459844 = -50608761.590423 nChanged 50 SP:Iteration 136Q (482.673343 sec): 3 clusters Score: Raw -50612953.732891 + Penalty 4189.459844 = -50608764.273047 nChanged 49 SP:Iteration 137Q (483.227455 sec): 3 clusters Score: Raw -50612956.092954 + Penalty 4189.459844 = -50608766.633110 nChanged 43 SP:Iteration 138Q (483.759081 sec): 3 clusters Score: Raw -50612958.240847 + Penalty 4189.459844 = -50608768.781003 nChanged 40 SP:Iteration 139Q (484.309197 sec): 3 clusters Score: Raw -50612959.868098 + Penalty 4189.459844 = -50608770.408255 nChanged 29 SP:Iteration 140F (484.969393 sec): 3 clusters Score: Raw -50612961.028256 + Penalty 4189.459844 = -50608771.568412 nChanged 29 SP:Iteration 141Q (485.524466 sec): 3 clusters Score: Raw -50612962.228748 + Penalty 4189.459844 = -50608772.768904 nChanged 23 SP:Iteration 142Q (486.075950 sec): 3 clusters Score: Raw -50612963.064917 + Penalty 4189.459844 = -50608773.605074 nChanged 24 SP:Iteration 143Q (486.604284 sec): 3 clusters Score: Raw -50612964.196299 + Penalty 4189.459844 = -50608774.736455 nChanged 28 SP:Iteration 144Q (487.180974 sec): 3 clusters Score: Raw -50612965.465383 + Penalty 4189.459844 = -50608776.005540 nChanged 23 SP:Iteration 145Q (487.780476 sec): 3 clusters Score: Raw -50612966.305499 + Penalty 4189.459844 = -50608776.845655 nChanged 16 SP:Iteration 146Q (488.287008 sec): 3 clusters Score: Raw -50612967.177689 + Penalty 4189.459844 = -50608777.717846 nChanged 22 SP:Iteration 147Q (488.846984 sec): 3 clusters Score: Raw -50612968.106670 + Penalty 4189.459844 = -50608778.646826 nChanged 16 SP:Iteration 148Q (489.373857 sec): 3 clusters Score: Raw -50612968.793667 + Penalty 4189.459844 = -50608779.333823 nChanged 19 SP:Iteration 149Q (489.916631 sec): 3 clusters Score: Raw -50612969.467082 + Penalty 4189.459844 = -50608780.007238 nChanged 20 SP:Iteration 150Q (490.443548 sec): 3 clusters Score: Raw -50612970.159605 + Penalty 4189.459844 = -50608780.699761 nChanged 20 SP:Iteration 151Q (490.983341 sec): 3 clusters Score: Raw -50612970.706786 + Penalty 4189.459844 = -50608781.246942 nChanged 15 SP:Iteration 152Q (491.533548 sec): 3 clusters Score: Raw -50612971.210262 + Penalty 4189.459844 = -50608781.750419 nChanged 13 SP:Iteration 153Q (492.084097 sec): 3 clusters Score: Raw -50612971.577938 + Penalty 4189.459844 = -50608782.118094 nChanged 10 SP:Iteration 154Q (492.644452 sec): 3 clusters Score: Raw -50612971.948458 + Penalty 4189.459844 = -50608782.488614 nChanged 10 SP:Iteration 155Q (493.162174 sec): 3 clusters Score: Raw -50612972.267728 + Penalty 4189.459844 = -50608782.807884 nChanged 5 SP:Iteration 156Q (493.708090 sec): 3 clusters Score: Raw -50612972.390375 + Penalty 4189.459844 = -50608782.930532 nChanged 2 SP:Iteration 157Q (494.281449 sec): 3 clusters Score: Raw -50612972.435286 + Penalty 4189.459844 = -50608782.975442 nChanged 4 SP:Iteration 158Q (494.841156 sec): 3 clusters Score: Raw -50612972.526097 + Penalty 4189.459844 = -50608783.066253 nChanged 2 SP:Iteration 159Q (495.418142 sec): 3 clusters Score: Raw -50612972.579617 + Penalty 4189.459844 = -50608783.119773 nChanged 2 SP:Iteration 160F (496.103656 sec): 3 clusters Score: Raw -50612972.651268 + Penalty 4189.459844 = -50608783.191424 nChanged 4 SP:Iteration 161Q (496.679627 sec): 3 clusters Score: Raw -50612972.722743 + Penalty 4189.459844 = -50608783.262899 nChanged 2 SP:Iteration 162Q (497.249409 sec): 3 clusters Score: Raw -50612972.758254 + Penalty 4189.459844 = -50608783.298410 nChanged 3 SP:Iteration 163Q (497.797196 sec): 3 clusters Score: Raw -50612972.832165 + Penalty 4189.459844 = -50608783.372321 nChanged 2 SP:Iteration 164Q (498.350442 sec): 3 clusters Score: Raw -50612972.881002 + Penalty 4189.459844 = -50608783.421158 nChanged 2 SP:Iteration 165Q (498.899439 sec): 3 clusters Score: Raw -50612972.909432 + Penalty 4189.459844 = -50608783.449588 nChanged 2 SP:Iteration 166Q (499.431471 sec): 3 clusters Score: Raw -50612972.952215 + Penalty 4189.459844 = -50608783.492371 nChanged 1 SP:Iteration 167Q (499.959775 sec): 3 clusters Score: Raw -50612972.990845 + Penalty 4189.459844 = -50608783.531001 nChanged 2 SP:Iteration 168Q (500.481158 sec): 3 clusters Score: Raw -50612973.045971 + Penalty 4189.459844 = -50608783.586127 nChanged 2 SP:Iteration 169Q (500.980612 sec): 3 clusters Score: Raw -50612973.073994 + Penalty 4189.459844 = -50608783.614151 nChanged 1 SP:Iteration 170Q (501.522562 sec): 3 clusters Score: Raw -50612973.091235 + Penalty 4189.459844 = -50608783.631392 nChanged 1 SP:Iteration 171Q (502.088126 sec): 3 clusters Score: Raw -50612973.113050 + Penalty 4189.459844 = -50608783.653206 nChanged 1 SP:Iteration 172Q (502.637568 sec): 3 clusters Score: Raw -50612973.141469 + Penalty 4189.459844 = -50608783.681625 nChanged 1 SP:Iteration 173Q (503.155887 sec): 3 clusters Score: Raw -50612973.154994 + Penalty 4189.459844 = -50608783.695150 nChanged 0 SP:Iteration 174F (503.787222 sec): 3 clusters Score: Raw -50612973.154994 + Penalty 4189.459844 = -50608783.695150 nChanged 0 Score: Raw -129332553.569729 + Penalty 58616.100392 = -129273937.469336 Splitting cluster 13 changes total score from -129212430.217245 to -129273937.469336 So it's getting split into cluster 26. Trying to split cluster 15 (21700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.261949 sec): 2 clusters Score: Raw -2528583.282192 + Penalty 1622.573475 = -2526960.708717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.340367 sec): 3 clusters Score: Raw -2515778.241962 + Penalty 3245.146950 = -2512533.095012 nChanged 9792 SP:Iteration 1F (520.419677 sec): 3 clusters Score: Raw -2525872.082645 + Penalty 3245.146950 = -2522626.935695 nChanged 3093 SP:Iteration 2F (520.497279 sec): 3 clusters Score: Raw -2534395.339479 + Penalty 3245.146950 = -2531150.192529 nChanged 3295 SP:Iteration 3F (520.576714 sec): 3 clusters Score: Raw -2540976.396445 + Penalty 3245.146950 = -2537731.249495 nChanged 1750 SP:Iteration 4F (520.652657 sec): 3 clusters Score: Raw -2542895.918492 + Penalty 3245.146950 = -2539650.771542 nChanged 670 SP:Iteration 5Q (520.719232 sec): 3 clusters Score: Raw -2543298.553957 + Penalty 3245.146950 = -2540053.407007 nChanged 317 SP:Iteration 6Q (520.795563 sec): 3 clusters Score: Raw -2543428.395501 + Penalty 3245.146950 = -2540183.248551 nChanged 159 SP:Iteration 7Q (520.878793 sec): 3 clusters Score: Raw -2543458.218125 + Penalty 3245.146950 = -2540213.071175 nChanged 81 SP:Iteration 8Q (520.947407 sec): 3 clusters Score: Raw -2543468.077645 + Penalty 3245.146950 = -2540222.930695 nChanged 46 SP:Iteration 9Q (521.026999 sec): 3 clusters Score: Raw -2543474.412109 + Penalty 3245.146950 = -2540229.265158 nChanged 38 SP:Iteration 10Q (521.102271 sec): 3 clusters Score: Raw -2543480.384958 + Penalty 3245.146950 = -2540235.238007 nChanged 35 SP:Iteration 11Q (521.181838 sec): 3 clusters Score: Raw -2543487.215215 + Penalty 3245.146950 = -2540242.068265 nChanged 36 SP:Iteration 12Q (521.257782 sec): 3 clusters Score: Raw -2543494.931292 + Penalty 3245.146950 = -2540249.784342 nChanged 41 SP:Iteration 13Q (521.323702 sec): 3 clusters Score: Raw -2543503.845886 + Penalty 3245.146950 = -2540258.698935 nChanged 36 SP:Iteration 14Q (521.398105 sec): 3 clusters Score: Raw -2543510.629622 + Penalty 3245.146950 = -2540265.482672 nChanged 46 SP:Iteration 15Q (521.476557 sec): 3 clusters Score: Raw -2543522.776691 + Penalty 3245.146950 = -2540277.629741 nChanged 57 SP:Iteration 16Q (521.553179 sec): 3 clusters Score: Raw -2543534.861150 + Penalty 3245.146950 = -2540289.714200 nChanged 55 SP:Iteration 17Q (521.629250 sec): 3 clusters Score: Raw -2543547.133054 + Penalty 3245.146950 = -2540301.986104 nChanged 47 SP:Iteration 18Q (521.700354 sec): 3 clusters Score: Raw -2543555.983530 + Penalty 3245.146950 = -2540310.836580 nChanged 33 SP:Iteration 19Q (521.788354 sec): 3 clusters Score: Raw -2543562.907490 + Penalty 3245.146950 = -2540317.760540 nChanged 39 SP:Iteration 20F (521.868221 sec): 3 clusters Score: Raw -2543572.243542 + Penalty 3245.146950 = -2540327.096591 nChanged 45 SP:Iteration 21Q (521.934637 sec): 3 clusters Score: Raw -2543581.987432 + Penalty 3245.146950 = -2540336.840481 nChanged 44 SP:Iteration 22Q (522.011352 sec): 3 clusters Score: Raw -2543592.249663 + Penalty 3245.146950 = -2540347.102712 nChanged 38 SP:Iteration 23Q (522.088546 sec): 3 clusters Score: Raw -2543600.278894 + Penalty 3245.146950 = -2540355.131943 nChanged 45 SP:Iteration 24Q (522.172166 sec): 3 clusters Score: Raw -2543608.174817 + Penalty 3245.146950 = -2540363.027866 nChanged 36 SP:Iteration 25Q (522.248832 sec): 3 clusters Score: Raw -2543614.039146 + Penalty 3245.146950 = -2540368.892196 nChanged 36 SP:Iteration 26Q (522.327864 sec): 3 clusters Score: Raw -2543619.594046 + Penalty 3245.146950 = -2540374.447095 nChanged 29 SP:Iteration 27Q (522.389648 sec): 3 clusters Score: Raw -2543623.492824 + Penalty 3245.146950 = -2540378.345873 nChanged 25 SP:Iteration 28Q (522.466980 sec): 3 clusters Score: Raw -2543626.315356 + Penalty 3245.146950 = -2540381.168405 nChanged 15 SP:Iteration 29Q (522.532472 sec): 3 clusters Score: Raw -2543627.972707 + Penalty 3245.146950 = -2540382.825756 nChanged 11 SP:Iteration 30Q (522.609953 sec): 3 clusters Score: Raw -2543628.451362 + Penalty 3245.146950 = -2540383.304412 nChanged 2 SP:Iteration 31Q (522.690471 sec): 3 clusters Score: Raw -2543628.529624 + Penalty 3245.146950 = -2540383.382674 nChanged 1 SP:Iteration 32Q (522.755715 sec): 3 clusters Score: Raw -2543628.593959 + Penalty 3245.146950 = -2540383.447009 nChanged 1 SP:Iteration 33Q (522.822832 sec): 3 clusters Score: Raw -2543628.660293 + Penalty 3245.146950 = -2540383.513342 nChanged 1 SP:Iteration 34Q (522.873894 sec): 3 clusters Score: Raw -2543628.716120 + Penalty 3245.146950 = -2540383.569169 nChanged 1 SP:Iteration 35Q (522.945181 sec): 3 clusters Score: Raw -2543628.745014 + Penalty 3245.146950 = -2540383.598064 nChanged 0 SP:Iteration 36F (523.031194 sec): 3 clusters Score: Raw -2543628.745014 + Penalty 3245.146950 = -2540383.598064 nChanged 0 Score: Raw -129347599.032552 + Penalty 60870.565792 = -129286728.466760 Splitting cluster 15 changes total score from -129212430.217245 to -129286728.466760 So it's getting split into cluster 27. Trying to split cluster 16 (4499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (540.198199 sec): 2 clusters Score: Raw -544831.059396 + Penalty 1366.886695 = -543464.172701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (540.237027 sec): 3 clusters Score: Raw -542542.787853 + Penalty 2733.773389 = -539809.014463 nChanged 1801 SP:Iteration 1F (540.285583 sec): 3 clusters Score: Raw -544126.294765 + Penalty 2733.773389 = -541392.521375 nChanged 621 SP:Iteration 2F (540.334932 sec): 3 clusters Score: Raw -547028.812399 + Penalty 2733.773389 = -544295.039009 nChanged 722 SP:Iteration 3F (540.395972 sec): 3 clusters Score: Raw -549210.686550 + Penalty 2733.773389 = -546476.913160 nChanged 390 SP:Iteration 4F (540.450889 sec): 3 clusters Score: Raw -549843.984149 + Penalty 2733.773389 = -547110.210759 nChanged 130 SP:Iteration 5Q (540.497677 sec): 3 clusters Score: Raw -549986.450119 + Penalty 2733.773389 = -547252.676729 nChanged 60 SP:Iteration 6Q (540.545334 sec): 3 clusters Score: Raw -550049.794530 + Penalty 2733.773389 = -547316.021141 nChanged 55 SP:Iteration 7Q (540.587891 sec): 3 clusters Score: Raw -550116.006118 + Penalty 2733.773389 = -547382.232728 nChanged 29 SP:Iteration 8Q (540.631754 sec): 3 clusters Score: Raw -550158.651154 + Penalty 2733.773389 = -547424.877765 nChanged 32 SP:Iteration 9Q (540.676553 sec): 3 clusters Score: Raw -550202.195388 + Penalty 2733.773389 = -547468.421999 nChanged 30 SP:Iteration 10Q (540.723136 sec): 3 clusters Score: Raw -550249.464075 + Penalty 2733.773389 = -547515.690685 nChanged 29 SP:Iteration 11Q (540.772986 sec): 3 clusters Score: Raw -550286.441682 + Penalty 2733.773389 = -547552.668292 nChanged 24 SP:Iteration 12Q (540.823250 sec): 3 clusters Score: Raw -550317.246331 + Penalty 2733.773389 = -547583.472941 nChanged 16 SP:Iteration 13Q (540.874369 sec): 3 clusters Score: Raw -550338.315219 + Penalty 2733.773389 = -547604.541830 nChanged 15 SP:Iteration 14Q (540.925366 sec): 3 clusters Score: Raw -550364.147825 + Penalty 2733.773389 = -547630.374436 nChanged 16 SP:Iteration 15Q (540.968998 sec): 3 clusters Score: Raw -550393.827481 + Penalty 2733.773389 = -547660.054092 nChanged 15 SP:Iteration 16Q (541.026266 sec): 3 clusters Score: Raw -550458.521461 + Penalty 2733.773389 = -547724.748072 nChanged 16 SP:Iteration 17Q (541.068458 sec): 3 clusters Score: Raw -550553.855789 + Penalty 2733.773389 = -547820.082400 nChanged 15 SP:Iteration 18Q (541.110810 sec): 3 clusters Score: Raw -550736.719197 + Penalty 2733.773389 = -548002.945807 nChanged 7 SP:Iteration 19Q (541.165171 sec): 3 clusters Score: Raw -550892.600173 + Penalty 2733.773389 = -548158.826784 nChanged 2 SP:Iteration 20F (541.210838 sec): 3 clusters Score: Raw -550904.421476 + Penalty 2733.773389 = -548170.648087 nChanged 0 Score: Raw -129353672.394632 + Penalty 63125.031192 = -129290547.363440 Splitting cluster 16 changes total score from -129212430.217245 to -129290547.363440 So it's getting split into cluster 28. Trying to split cluster 17 (7130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (558.952501 sec): 2 clusters Score: Raw -761470.818042 + Penalty 1441.710808 = -760029.107233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (558.999532 sec): 3 clusters Score: Raw -757830.097546 + Penalty 2883.421617 = -754946.675929 nChanged 3036 SP:Iteration 1F (559.055411 sec): 3 clusters Score: Raw -761659.156364 + Penalty 2883.421617 = -758775.734747 nChanged 979 SP:Iteration 2F (559.094226 sec): 3 clusters Score: Raw -763675.416566 + Penalty 2883.421617 = -760791.994949 nChanged 856 SP:Iteration 3F (559.150857 sec): 3 clusters Score: Raw -766070.453840 + Penalty 2883.421617 = -763187.032223 nChanged 802 SP:Iteration 4F (559.214922 sec): 3 clusters Score: Raw -769679.432242 + Penalty 2883.421617 = -766796.010625 nChanged 899 SP:Iteration 5F (559.270314 sec): 3 clusters Score: Raw -771928.169133 + Penalty 2883.421617 = -769044.747517 nChanged 445 SP:Iteration 6F (559.318043 sec): 3 clusters Score: Raw -772602.796751 + Penalty 2883.421617 = -769719.375134 nChanged 177 SP:Iteration 7Q (559.384161 sec): 3 clusters Score: Raw -772842.555880 + Penalty 2883.421617 = -769959.134263 nChanged 99 SP:Iteration 8Q (559.434560 sec): 3 clusters Score: Raw -773003.680664 + Penalty 2883.421617 = -770120.259047 nChanged 57 SP:Iteration 9Q (559.474208 sec): 3 clusters Score: Raw -773081.225631 + Penalty 2883.421617 = -770197.804015 nChanged 34 SP:Iteration 10Q (559.510863 sec): 3 clusters Score: Raw -773116.371266 + Penalty 2883.421617 = -770232.949649 nChanged 20 SP:Iteration 11Q (559.566756 sec): 3 clusters Score: Raw -773129.597872 + Penalty 2883.421617 = -770246.176256 nChanged 11 SP:Iteration 12Q (559.623669 sec): 3 clusters Score: Raw -773133.526303 + Penalty 2883.421617 = -770250.104686 nChanged 7 SP:Iteration 13Q (559.669081 sec): 3 clusters Score: Raw -773136.687582 + Penalty 2883.421617 = -770253.265965 nChanged 6 SP:Iteration 14Q (559.722126 sec): 3 clusters Score: Raw -773137.857111 + Penalty 2883.421617 = -770254.435494 nChanged 4 SP:Iteration 15Q (559.790019 sec): 3 clusters Score: Raw -773138.425768 + Penalty 2883.421617 = -770255.004151 nChanged 1 SP:Iteration 16Q (559.838911 sec): 3 clusters Score: Raw -773138.593706 + Penalty 2883.421617 = -770255.172089 nChanged 2 SP:Iteration 17Q (559.887945 sec): 3 clusters Score: Raw -773138.870849 + Penalty 2883.421617 = -770255.449232 nChanged 0 SP:Iteration 18F (559.943642 sec): 3 clusters Score: Raw -773138.870849 + Penalty 2883.421617 = -770255.449232 nChanged 0 Score: Raw -129365340.447440 + Penalty 65379.496592 = -129299960.950848 Splitting cluster 17 changes total score from -129212430.217245 to -129299960.950848 So it's getting split into cluster 29. Trying to split cluster 18 (66249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (578.060164 sec): 2 clusters Score: Raw -8050987.496265 + Penalty 1803.941043 = -8049183.555222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (578.221266 sec): 3 clusters Score: Raw -8008246.191082 + Penalty 3607.882086 = -8004638.308996 nChanged 31347 SP:Iteration 1F (578.372946 sec): 3 clusters Score: Raw -8027727.795683 + Penalty 3607.882086 = -8024119.913597 nChanged 4080 SP:Iteration 2F (578.508159 sec): 3 clusters Score: Raw -8030307.725722 + Penalty 3607.882086 = -8026699.843636 nChanged 4782 SP:Iteration 3F (578.659914 sec): 3 clusters Score: Raw -8033938.927879 + Penalty 3607.882086 = -8030331.045793 nChanged 5266 SP:Iteration 4F (578.809887 sec): 3 clusters Score: Raw -8038346.779993 + Penalty 3607.882086 = -8034738.897907 nChanged 4942 SP:Iteration 5F (578.959102 sec): 3 clusters Score: Raw -8042266.500243 + Penalty 3607.882086 = -8038658.618157 nChanged 4155 SP:Iteration 6F (579.101940 sec): 3 clusters Score: Raw -8045000.355017 + Penalty 3607.882086 = -8041392.472931 nChanged 3103 SP:Iteration 7Q (579.252996 sec): 3 clusters Score: Raw -8046524.792145 + Penalty 3607.882086 = -8042916.910059 nChanged 2079 SP:Iteration 8Q (579.407517 sec): 3 clusters Score: Raw -8047338.280674 + Penalty 3607.882086 = -8043730.398588 nChanged 1502 SP:Iteration 9Q (579.558983 sec): 3 clusters Score: Raw -8047856.745337 + Penalty 3607.882086 = -8044248.863251 nChanged 1233 SP:Iteration 10Q (579.704790 sec): 3 clusters Score: Raw -8048284.818902 + Penalty 3607.882086 = -8044676.936816 nChanged 1149 SP:Iteration 11Q (579.847030 sec): 3 clusters Score: Raw -8048688.006175 + Penalty 3607.882086 = -8045080.124089 nChanged 1118 SP:Iteration 12Q (579.995639 sec): 3 clusters Score: Raw -8049099.247547 + Penalty 3607.882086 = -8045491.365461 nChanged 1100 SP:Iteration 13Q (580.127878 sec): 3 clusters Score: Raw -8049507.644446 + Penalty 3607.882086 = -8045899.762360 nChanged 1084 SP:Iteration 14Q (580.269008 sec): 3 clusters Score: Raw -8049918.456394 + Penalty 3607.882086 = -8046310.574308 nChanged 1080 SP:Iteration 15Q (580.411004 sec): 3 clusters Score: Raw -8050313.591444 + Penalty 3607.882086 = -8046705.709358 nChanged 1006 SP:Iteration 16Q (580.548660 sec): 3 clusters Score: Raw -8050654.026439 + Penalty 3607.882086 = -8047046.144353 nChanged 941 SP:Iteration 17Q (580.684268 sec): 3 clusters Score: Raw -8050970.765753 + Penalty 3607.882086 = -8047362.883667 nChanged 880 SP:Iteration 18Q (580.825281 sec): 3 clusters Score: Raw -8051261.781909 + Penalty 3607.882086 = -8047653.899823 nChanged 849 SP:Iteration 19Q (580.972202 sec): 3 clusters Score: Raw -8051534.187131 + Penalty 3607.882086 = -8047926.305045 nChanged 750 SP:Iteration 20F (581.124403 sec): 3 clusters Score: Raw -8051777.004045 + Penalty 3607.882086 = -8048169.121958 nChanged 666 SP:Iteration 21Q (581.258705 sec): 3 clusters Score: Raw -8051996.854034 + Penalty 3607.882086 = -8048388.971948 nChanged 583 SP:Iteration 22Q (581.403362 sec): 3 clusters Score: Raw -8052192.372609 + Penalty 3607.882086 = -8048584.490523 nChanged 550 SP:Iteration 23Q (581.544772 sec): 3 clusters Score: Raw -8052373.815280 + Penalty 3607.882086 = -8048765.933194 nChanged 525 SP:Iteration 24Q (581.692034 sec): 3 clusters Score: Raw -8052544.246456 + Penalty 3607.882086 = -8048936.364370 nChanged 448 SP:Iteration 25Q (581.842026 sec): 3 clusters Score: Raw -8052677.030662 + Penalty 3607.882086 = -8049069.148576 nChanged 389 SP:Iteration 26Q (581.977443 sec): 3 clusters Score: Raw -8052773.765470 + Penalty 3607.882086 = -8049165.883384 nChanged 316 SP:Iteration 27Q (582.138787 sec): 3 clusters Score: Raw -8052846.608910 + Penalty 3607.882086 = -8049238.726823 nChanged 297 SP:Iteration 28Q (582.279326 sec): 3 clusters Score: Raw -8052907.677866 + Penalty 3607.882086 = -8049299.795780 nChanged 266 SP:Iteration 29Q (582.438554 sec): 3 clusters Score: Raw -8052963.495974 + Penalty 3607.882086 = -8049355.613888 nChanged 242 SP:Iteration 30Q (582.577121 sec): 3 clusters Score: Raw -8053015.964391 + Penalty 3607.882086 = -8049408.082304 nChanged 218 SP:Iteration 31Q (582.724895 sec): 3 clusters Score: Raw -8053060.683392 + Penalty 3607.882086 = -8049452.801306 nChanged 210 SP:Iteration 32Q (582.856786 sec): 3 clusters Score: Raw -8053104.857119 + Penalty 3607.882086 = -8049496.975033 nChanged 195 SP:Iteration 33Q (583.013551 sec): 3 clusters Score: Raw -8053142.557969 + Penalty 3607.882086 = -8049534.675883 nChanged 184 SP:Iteration 34Q (583.156364 sec): 3 clusters Score: Raw -8053178.972424 + Penalty 3607.882086 = -8049571.090338 nChanged 163 SP:Iteration 35Q (583.270190 sec): 3 clusters Score: Raw -8053218.098561 + Penalty 3607.882086 = -8049610.216475 nChanged 180 SP:Iteration 36Q (583.408181 sec): 3 clusters Score: Raw -8053264.471080 + Penalty 3607.882086 = -8049656.588993 nChanged 171 SP:Iteration 37Q (583.555137 sec): 3 clusters Score: Raw -8053317.343720 + Penalty 3607.882086 = -8049709.461633 nChanged 176 SP:Iteration 38Q (583.701340 sec): 3 clusters Score: Raw -8053380.262085 + Penalty 3607.882086 = -8049772.379999 nChanged 197 SP:Iteration 39Q (583.850683 sec): 3 clusters Score: Raw -8053460.537794 + Penalty 3607.882086 = -8049852.655708 nChanged 218 SP:Iteration 40F (583.999265 sec): 3 clusters Score: Raw -8053539.904387 + Penalty 3607.882086 = -8049932.022301 nChanged 211 SP:Iteration 41Q (584.142834 sec): 3 clusters Score: Raw -8053612.026024 + Penalty 3607.882086 = -8050004.143938 nChanged 215 SP:Iteration 42Q (584.293804 sec): 3 clusters Score: Raw -8053678.863921 + Penalty 3607.882086 = -8050070.981835 nChanged 200 SP:Iteration 43Q (584.424443 sec): 3 clusters Score: Raw -8053739.536681 + Penalty 3607.882086 = -8050131.654595 nChanged 182 SP:Iteration 44Q (584.565426 sec): 3 clusters Score: Raw -8053783.695985 + Penalty 3607.882086 = -8050175.813899 nChanged 181 SP:Iteration 45Q (584.716849 sec): 3 clusters Score: Raw -8053818.096253 + Penalty 3607.882086 = -8050210.214167 nChanged 168 SP:Iteration 46Q (584.862918 sec): 3 clusters Score: Raw -8053854.727028 + Penalty 3607.882086 = -8050246.844942 nChanged 166 SP:Iteration 47Q (585.004706 sec): 3 clusters Score: Raw -8053884.776661 + Penalty 3607.882086 = -8050276.894575 nChanged 148 SP:Iteration 48Q (585.158085 sec): 3 clusters Score: Raw -8053905.855754 + Penalty 3607.882086 = -8050297.973668 nChanged 116 SP:Iteration 49Q (585.305531 sec): 3 clusters Score: Raw -8053921.613270 + Penalty 3607.882086 = -8050313.731184 nChanged 100 SP:Iteration 50Q (585.443101 sec): 3 clusters Score: Raw -8053933.216958 + Penalty 3607.882086 = -8050325.334872 nChanged 94 SP:Iteration 51Q (585.579798 sec): 3 clusters Score: Raw -8053943.568769 + Penalty 3607.882086 = -8050335.686683 nChanged 80 SP:Iteration 52Q (585.727748 sec): 3 clusters Score: Raw -8053950.470349 + Penalty 3607.882086 = -8050342.588263 nChanged 60 SP:Iteration 53Q (585.872631 sec): 3 clusters Score: Raw -8053954.956327 + Penalty 3607.882086 = -8050347.074241 nChanged 47 SP:Iteration 54Q (586.016710 sec): 3 clusters Score: Raw -8053957.513188 + Penalty 3607.882086 = -8050349.631102 nChanged 27 SP:Iteration 55Q (586.156408 sec): 3 clusters Score: Raw -8053958.870100 + Penalty 3607.882086 = -8050350.988014 nChanged 17 SP:Iteration 56Q (586.290275 sec): 3 clusters Score: Raw -8053959.594625 + Penalty 3607.882086 = -8050351.712539 nChanged 12 SP:Iteration 57Q (586.415552 sec): 3 clusters Score: Raw -8053960.118048 + Penalty 3607.882086 = -8050352.235962 nChanged 12 SP:Iteration 58Q (586.535438 sec): 3 clusters Score: Raw -8053960.839368 + Penalty 3607.882086 = -8050352.957282 nChanged 13 SP:Iteration 59Q (586.657905 sec): 3 clusters Score: Raw -8053961.370144 + Penalty 3607.882086 = -8050353.488058 nChanged 9 SP:Iteration 60F (586.796594 sec): 3 clusters Score: Raw -8053961.734802 + Penalty 3607.882086 = -8050353.852716 nChanged 10 SP:Iteration 61Q (586.927078 sec): 3 clusters Score: Raw -8053962.145617 + Penalty 3607.882086 = -8050354.263531 nChanged 10 SP:Iteration 62Q (587.050554 sec): 3 clusters Score: Raw -8053962.663633 + Penalty 3607.882086 = -8050354.781547 nChanged 10 SP:Iteration 63Q (587.188287 sec): 3 clusters Score: Raw -8053963.176845 + Penalty 3607.882086 = -8050355.294759 nChanged 9 SP:Iteration 64Q (587.318994 sec): 3 clusters Score: Raw -8053963.506068 + Penalty 3607.882086 = -8050355.623982 nChanged 8 SP:Iteration 65Q (587.451101 sec): 3 clusters Score: Raw -8053963.731543 + Penalty 3607.882086 = -8050355.849457 nChanged 2 SP:Iteration 66Q (587.582460 sec): 3 clusters Score: Raw -8053963.893244 + Penalty 3607.882086 = -8050356.011158 nChanged 6 SP:Iteration 67Q (587.715934 sec): 3 clusters Score: Raw -8053964.416800 + Penalty 3607.882086 = -8050356.534714 nChanged 9 SP:Iteration 68Q (587.845400 sec): 3 clusters Score: Raw -8053964.943987 + Penalty 3607.882086 = -8050357.061901 nChanged 8 SP:Iteration 69Q (587.973633 sec): 3 clusters Score: Raw -8053965.334533 + Penalty 3607.882086 = -8050357.452447 nChanged 7 SP:Iteration 70Q (588.104048 sec): 3 clusters Score: Raw -8053965.963970 + Penalty 3607.882086 = -8050358.081884 nChanged 6 SP:Iteration 71Q (588.229816 sec): 3 clusters Score: Raw -8053966.163113 + Penalty 3607.882086 = -8050358.281027 nChanged 2 SP:Iteration 72Q (588.361002 sec): 3 clusters Score: Raw -8053966.218395 + Penalty 3607.882086 = -8050358.336309 nChanged 1 SP:Iteration 73Q (588.488046 sec): 3 clusters Score: Raw -8053966.241500 + Penalty 3607.882086 = -8050358.359414 nChanged 0 SP:Iteration 74F (588.642739 sec): 3 clusters Score: Raw -8053966.241500 + Penalty 3607.882086 = -8050358.359414 nChanged 0 Score: Raw -129368319.192676 + Penalty 67633.961991 = -129300685.230685 Splitting cluster 18 changes total score from -129212430.217245 to -129300685.230685 So it's getting split into cluster 30. Trying to split cluster 19 (40423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (607.966304 sec): 2 clusters Score: Raw -4799499.196582 + Penalty 1723.662559 = -4797775.534023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (608.073813 sec): 3 clusters Score: Raw -4774077.582911 + Penalty 3447.325118 = -4770630.257793 nChanged 18927 SP:Iteration 1F (608.194397 sec): 3 clusters Score: Raw -4785362.890917 + Penalty 3447.325118 = -4781915.565799 nChanged 2443 SP:Iteration 2F (608.304299 sec): 3 clusters Score: Raw -4787284.939814 + Penalty 3447.325118 = -4783837.614696 nChanged 3144 SP:Iteration 3F (608.404031 sec): 3 clusters Score: Raw -4790599.373151 + Penalty 3447.325118 = -4787152.048034 nChanged 4010 SP:Iteration 4F (608.512439 sec): 3 clusters Score: Raw -4794254.081669 + Penalty 3447.325118 = -4790806.756551 nChanged 3766 SP:Iteration 5F (608.614713 sec): 3 clusters Score: Raw -4797744.310216 + Penalty 3447.325118 = -4794296.985098 nChanged 2991 SP:Iteration 6F (608.716907 sec): 3 clusters Score: Raw -4800649.446954 + Penalty 3447.325118 = -4797202.121836 nChanged 2044 SP:Iteration 7F (608.818935 sec): 3 clusters Score: Raw -4802552.021529 + Penalty 3447.325118 = -4799104.696411 nChanged 1235 SP:Iteration 8Q (608.928547 sec): 3 clusters Score: Raw -4803661.491287 + Penalty 3447.325118 = -4800214.166169 nChanged 678 SP:Iteration 9Q (609.031089 sec): 3 clusters Score: Raw -4804268.750401 + Penalty 3447.325118 = -4800821.425283 nChanged 382 SP:Iteration 10Q (609.128006 sec): 3 clusters Score: Raw -4804661.573380 + Penalty 3447.325118 = -4801214.248263 nChanged 259 SP:Iteration 11Q (609.249775 sec): 3 clusters Score: Raw -4805009.023161 + Penalty 3447.325118 = -4801561.698043 nChanged 183 SP:Iteration 12Q (609.356602 sec): 3 clusters Score: Raw -4805203.565810 + Penalty 3447.325118 = -4801756.240692 nChanged 122 SP:Iteration 13Q (609.462150 sec): 3 clusters Score: Raw -4805298.871668 + Penalty 3447.325118 = -4801851.546550 nChanged 97 SP:Iteration 14Q (609.557237 sec): 3 clusters Score: Raw -4805361.501040 + Penalty 3447.325118 = -4801914.175922 nChanged 59 SP:Iteration 15Q (609.657508 sec): 3 clusters Score: Raw -4805395.795311 + Penalty 3447.325118 = -4801948.470193 nChanged 43 SP:Iteration 16Q (609.752876 sec): 3 clusters Score: Raw -4805415.814255 + Penalty 3447.325118 = -4801968.489137 nChanged 25 SP:Iteration 17Q (609.846943 sec): 3 clusters Score: Raw -4805422.995035 + Penalty 3447.325118 = -4801975.669918 nChanged 14 SP:Iteration 18Q (609.948037 sec): 3 clusters Score: Raw -4805427.672730 + Penalty 3447.325118 = -4801980.347612 nChanged 16 SP:Iteration 19Q (610.046138 sec): 3 clusters Score: Raw -4805432.289534 + Penalty 3447.325118 = -4801984.964416 nChanged 11 SP:Iteration 20F (610.161417 sec): 3 clusters Score: Raw -4805434.845763 + Penalty 3447.325118 = -4801987.520645 nChanged 6 SP:Iteration 21Q (610.260707 sec): 3 clusters Score: Raw -4805436.003008 + Penalty 3447.325118 = -4801988.677890 nChanged 3 SP:Iteration 22Q (610.375543 sec): 3 clusters Score: Raw -4805436.652049 + Penalty 3447.325118 = -4801989.326931 nChanged 4 SP:Iteration 23Q (610.475646 sec): 3 clusters Score: Raw -4805437.144459 + Penalty 3447.325118 = -4801989.819341 nChanged 2 SP:Iteration 24Q (610.564538 sec): 3 clusters Score: Raw -4805437.420437 + Penalty 3447.325118 = -4801990.095319 nChanged 0 SP:Iteration 25F (610.686641 sec): 3 clusters Score: Raw -4805437.420437 + Penalty 3447.325118 = -4801990.095319 nChanged 0 Score: Raw -129374257.416529 + Penalty 69888.427391 = -129304368.989138 Splitting cluster 19 changes total score from -129212430.217245 to -129304368.989138 So it's getting split into cluster 31. Iteration 20F (650.647615 sec): 32 clusters Score: Raw -129404148.209558 + Penalty 69888.427391 = -129334259.782167 nChanged 37468 Iteration 21Q (659.500354 sec): 32 clusters Score: Raw -129421448.848910 + Penalty 69888.427391 = -129351560.421519 nChanged 18917 Iteration 22Q (668.331316 sec): 32 clusters Score: Raw -129428842.528911 + Penalty 69888.427391 = -129358954.101520 nChanged 14186 Iteration 23Q (677.245330 sec): 32 clusters Score: Raw -129433808.493181 + Penalty 69888.427391 = -129363920.065790 nChanged 11679 Iteration 24Q (686.141657 sec): 32 clusters Score: Raw -129437595.148702 + Penalty 69888.427391 = -129367706.721311 nChanged 10071 Iteration 25Q (694.993470 sec): 32 clusters Score: Raw -129440576.241213 + Penalty 69888.427391 = -129370687.813822 nChanged 8898 Iteration 26Q (703.125464 sec): 32 clusters Score: Raw -129443094.582699 + Penalty 69888.427391 = -129373206.155308 nChanged 7934 Iteration 27Q (711.578073 sec): 32 clusters Score: Raw -129445409.684924 + Penalty 69888.427391 = -129375521.257533 nChanged 7232 Iteration 28Q (720.038156 sec): 32 clusters Score: Raw -129447553.368805 + Penalty 69888.427391 = -129377664.941414 nChanged 6703 Iteration 29Q (728.595946 sec): 32 clusters Score: Raw -129449460.538191 + Penalty 69888.427391 = -129379572.110800 nChanged 6063 Iteration 30Q (737.482618 sec): 32 clusters Score: Raw -129451091.377552 + Penalty 69888.427391 = -129381202.950161 nChanged 5609 Iteration 31Q (746.395714 sec): 32 clusters Score: Raw -129452456.698349 + Penalty 69888.427391 = -129382568.270958 nChanged 5004 Iteration 32Q (755.438452 sec): 32 clusters Score: Raw -129453601.510223 + Penalty 69888.427391 = -129383713.082832 nChanged 4485 Iteration 33Q (764.084618 sec): 32 clusters Score: Raw -129454585.691542 + Penalty 69888.427391 = -129384697.264151 nChanged 4024 Iteration 34Q (772.795889 sec): 32 clusters Score: Raw -129455621.114658 + Penalty 69888.427391 = -129385732.687267 nChanged 3818 Iteration 35Q (781.086594 sec): 32 clusters Score: Raw -129456873.479361 + Penalty 69888.427391 = -129386985.051970 nChanged 3637 Iteration 36Q (789.485927 sec): 32 clusters Score: Raw -129457704.677276 + Penalty 69888.427391 = -129387816.249885 nChanged 3341 Iteration 37Q (798.106469 sec): 32 clusters Score: Raw -129458223.719683 + Penalty 69888.427391 = -129388335.292292 nChanged 2971 Iteration 38Q (806.650779 sec): 32 clusters Score: Raw -129458628.070093 + Penalty 69888.427391 = -129388739.642702 nChanged 2569 Iteration 39Q (815.043774 sec): 32 clusters Score: Raw -129458962.793158 + Penalty 69888.427391 = -129389074.365767 nChanged 2382 Iteration 40F (834.812123 sec): 32 clusters Score: Raw -129461539.939788 + Penalty 69888.427391 = -129391651.512397 nChanged 3907 Iteration 41Q (843.833150 sec): 32 clusters Score: Raw -129464356.092259 + Penalty 69888.427391 = -129394467.664868 nChanged 3770 Iteration 42Q (852.257192 sec): 32 clusters Score: Raw -129465591.119209 + Penalty 69888.427391 = -129395702.691818 nChanged 3599 Iteration 43Q (860.697313 sec): 32 clusters Score: Raw -129466606.315598 + Penalty 69888.427391 = -129396717.888207 nChanged 3317 Iteration 44Q (868.809311 sec): 32 clusters Score: Raw -129467437.726785 + Penalty 69888.427391 = -129397549.299394 nChanged 2956 Iteration 45Q (877.365824 sec): 32 clusters Score: Raw -129468097.317451 + Penalty 69888.427391 = -129398208.890060 nChanged 2794 Iteration 46Q (885.993653 sec): 32 clusters Score: Raw -129468643.161166 + Penalty 69888.427391 = -129398754.733775 nChanged 2521 Iteration 47Q (894.660992 sec): 32 clusters Score: Raw -129469082.171537 + Penalty 69888.427391 = -129399193.744146 nChanged 2320 Iteration 48Q (903.071135 sec): 32 clusters Score: Raw -129469464.824629 + Penalty 69888.427391 = -129399576.397238 nChanged 2139 Iteration 49Q (911.349313 sec): 32 clusters Score: Raw -129469801.218467 + Penalty 69888.427391 = -129399912.791076 nChanged 2020 Iteration 50Q (920.214404 sec): 32 clusters Score: Raw -129470089.899464 + Penalty 69888.427391 = -129400201.472073 nChanged 1873 Iteration 51Q (928.586785 sec): 32 clusters Score: Raw -129470358.777541 + Penalty 69888.427391 = -129400470.350150 nChanged 1742 Iteration 52Q (937.386785 sec): 32 clusters Score: Raw -129470593.255594 + Penalty 69888.427391 = -129400704.828203 nChanged 1699 Iteration 53Q (946.075389 sec): 32 clusters Score: Raw -129470805.985005 + Penalty 69888.427391 = -129400917.557614 nChanged 1599 Iteration 54Q (954.313284 sec): 32 clusters Score: Raw -129471004.363554 + Penalty 69888.427391 = -129401115.936163 nChanged 1462 Iteration 55Q (962.433994 sec): 32 clusters Score: Raw -129471190.625815 + Penalty 69888.427391 = -129401302.198424 nChanged 1469 Iteration 56Q (970.776102 sec): 32 clusters Score: Raw -129471367.505093 + Penalty 69888.427391 = -129401479.077702 nChanged 1403 Iteration 57Q (979.115031 sec): 32 clusters Score: Raw -129471525.094982 + Penalty 69888.427391 = -129401636.667591 nChanged 1386 Iteration 58Q (987.669520 sec): 32 clusters Score: Raw -129471664.505277 + Penalty 69888.427391 = -129401776.077886 nChanged 1371 Writing temp clu file Because OldScore, -129401636.667591, is greater than current (better) Score,-129401776.077886 Compute initial score before splitting: Score: Raw -129471664.505277 + Penalty 69888.427391 = -129401776.077886 Trying to split cluster 1 (10076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (988.053656 sec): 2 clusters Score: Raw -1131563.785523 + Penalty 1497.910641 = -1130065.874882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (988.121273 sec): 3 clusters Score: Raw -1125861.489227 + Penalty 2995.821282 = -1122865.667944 nChanged 4357 SP:Iteration 1F (988.191373 sec): 3 clusters Score: Raw -1128559.391940 + Penalty 2995.821282 = -1125563.570658 nChanged 927 SP:Iteration 2F (988.260000 sec): 3 clusters Score: Raw -1129603.415782 + Penalty 2995.821282 = -1126607.594500 nChanged 944 SP:Iteration 3F (988.316590 sec): 3 clusters Score: Raw -1130612.898690 + Penalty 2995.821282 = -1127617.077408 nChanged 821 SP:Iteration 4F (988.385624 sec): 3 clusters Score: Raw -1131322.115216 + Penalty 2995.821282 = -1128326.293934 nChanged 675 SP:Iteration 5F (988.461984 sec): 3 clusters Score: Raw -1131797.743204 + Penalty 2995.821282 = -1128801.921922 nChanged 495 SP:Iteration 6Q (988.515426 sec): 3 clusters Score: Raw -1132051.696066 + Penalty 2995.821282 = -1129055.874784 nChanged 366 SP:Iteration 7Q (988.579011 sec): 3 clusters Score: Raw -1132197.726140 + Penalty 2995.821282 = -1129201.904857 nChanged 240 SP:Iteration 8Q (988.642873 sec): 3 clusters Score: Raw -1132271.251652 + Penalty 2995.821282 = -1129275.430369 nChanged 172 SP:Iteration 9Q (988.705353 sec): 3 clusters Score: Raw -1132320.174020 + Penalty 2995.821282 = -1129324.352738 nChanged 137 SP:Iteration 10Q (988.772254 sec): 3 clusters Score: Raw -1132354.384304 + Penalty 2995.821282 = -1129358.563022 nChanged 114 SP:Iteration 11Q (988.827636 sec): 3 clusters Score: Raw -1132385.005941 + Penalty 2995.821282 = -1129389.184659 nChanged 107 SP:Iteration 12Q (988.898366 sec): 3 clusters Score: Raw -1132412.466093 + Penalty 2995.821282 = -1129416.644810 nChanged 100 SP:Iteration 13Q (988.960290 sec): 3 clusters Score: Raw -1132433.134988 + Penalty 2995.821282 = -1129437.313706 nChanged 86 SP:Iteration 14Q (989.013225 sec): 3 clusters Score: Raw -1132451.368606 + Penalty 2995.821282 = -1129455.547324 nChanged 80 SP:Iteration 15Q (989.076991 sec): 3 clusters Score: Raw -1132467.607957 + Penalty 2995.821282 = -1129471.786675 nChanged 71 SP:Iteration 16Q (989.147064 sec): 3 clusters Score: Raw -1132479.878578 + Penalty 2995.821282 = -1129484.057296 nChanged 58 SP:Iteration 17Q (989.202584 sec): 3 clusters Score: Raw -1132491.857511 + Penalty 2995.821282 = -1129496.036228 nChanged 72 SP:Iteration 18Q (989.275455 sec): 3 clusters Score: Raw -1132507.035457 + Penalty 2995.821282 = -1129511.214175 nChanged 60 SP:Iteration 19Q (989.336139 sec): 3 clusters Score: Raw -1132518.994013 + Penalty 2995.821282 = -1129523.172730 nChanged 59 SP:Iteration 20F (989.389078 sec): 3 clusters Score: Raw -1132530.671457 + Penalty 2995.821282 = -1129534.850175 nChanged 44 SP:Iteration 21Q (989.451018 sec): 3 clusters Score: Raw -1132539.219783 + Penalty 2995.821282 = -1129543.398501 nChanged 49 SP:Iteration 22Q (989.521427 sec): 3 clusters Score: Raw -1132548.928771 + Penalty 2995.821282 = -1129553.107489 nChanged 48 SP:Iteration 23Q (989.585685 sec): 3 clusters Score: Raw -1132557.268738 + Penalty 2995.821282 = -1129561.447456 nChanged 46 SP:Iteration 24Q (989.650102 sec): 3 clusters Score: Raw -1132564.329908 + Penalty 2995.821282 = -1129568.508626 nChanged 49 SP:Iteration 25Q (989.708075 sec): 3 clusters Score: Raw -1132572.100682 + Penalty 2995.821282 = -1129576.279399 nChanged 45 SP:Iteration 26Q (989.756135 sec): 3 clusters Score: Raw -1132580.454705 + Penalty 2995.821282 = -1129584.633423 nChanged 54 SP:Iteration 27Q (989.823991 sec): 3 clusters Score: Raw -1132590.670845 + Penalty 2995.821282 = -1129594.849563 nChanged 49 SP:Iteration 28Q (989.874676 sec): 3 clusters Score: Raw -1132600.611035 + Penalty 2995.821282 = -1129604.789753 nChanged 43 SP:Iteration 29Q (989.945258 sec): 3 clusters Score: Raw -1132608.188913 + Penalty 2995.821282 = -1129612.367631 nChanged 43 SP:Iteration 30Q (989.996602 sec): 3 clusters Score: Raw -1132615.496292 + Penalty 2995.821282 = -1129619.675010 nChanged 35 SP:Iteration 31Q (990.061857 sec): 3 clusters Score: Raw -1132622.127591 + Penalty 2995.821282 = -1129626.306309 nChanged 40 SP:Iteration 32Q (990.112841 sec): 3 clusters Score: Raw -1132629.057516 + Penalty 2995.821282 = -1129633.236234 nChanged 50 SP:Iteration 33Q (990.173652 sec): 3 clusters Score: Raw -1132638.277336 + Penalty 2995.821282 = -1129642.456054 nChanged 47 SP:Iteration 34Q (990.243169 sec): 3 clusters Score: Raw -1132646.335649 + Penalty 2995.821282 = -1129650.514367 nChanged 37 SP:Iteration 35Q (990.295302 sec): 3 clusters Score: Raw -1132653.234525 + Penalty 2995.821282 = -1129657.413243 nChanged 39 SP:Iteration 36Q (990.354944 sec): 3 clusters Score: Raw -1132660.601786 + Penalty 2995.821282 = -1129664.780504 nChanged 33 SP:Iteration 37Q (990.405177 sec): 3 clusters Score: Raw -1132665.977299 + Penalty 2995.821282 = -1129670.156017 nChanged 20 SP:Iteration 38Q (990.472049 sec): 3 clusters Score: Raw -1132669.622094 + Penalty 2995.821282 = -1129673.800812 nChanged 19 SP:Iteration 39Q (990.530915 sec): 3 clusters Score: Raw -1132672.690546 + Penalty 2995.821282 = -1129676.869263 nChanged 21 SP:Iteration 40F (990.567524 sec): 3 clusters Score: Raw -1132675.739108 + Penalty 2995.821282 = -1129679.917826 nChanged 19 SP:Iteration 41Q (990.627538 sec): 3 clusters Score: Raw -1132679.063775 + Penalty 2995.821282 = -1129683.242492 nChanged 15 SP:Iteration 42Q (990.687937 sec): 3 clusters Score: Raw -1132680.992995 + Penalty 2995.821282 = -1129685.171713 nChanged 14 SP:Iteration 43Q (990.755512 sec): 3 clusters Score: Raw -1132683.711436 + Penalty 2995.821282 = -1129687.890154 nChanged 19 SP:Iteration 44Q (990.804222 sec): 3 clusters Score: Raw -1132690.422183 + Penalty 2995.821282 = -1129694.600901 nChanged 22 SP:Iteration 45Q (990.873679 sec): 3 clusters Score: Raw -1132696.362774 + Penalty 2995.821282 = -1129700.541492 nChanged 27 SP:Iteration 46Q (990.924152 sec): 3 clusters Score: Raw -1132702.536787 + Penalty 2995.821282 = -1129706.715505 nChanged 21 SP:Iteration 47Q (991.000055 sec): 3 clusters Score: Raw -1132706.640506 + Penalty 2995.821282 = -1129710.819224 nChanged 10 SP:Iteration 48Q (991.054576 sec): 3 clusters Score: Raw -1132708.246315 + Penalty 2995.821282 = -1129712.425033 nChanged 15 SP:Iteration 49Q (991.103558 sec): 3 clusters Score: Raw -1132710.811033 + Penalty 2995.821282 = -1129714.989751 nChanged 9 SP:Iteration 50Q (991.132636 sec): 3 clusters Score: Raw -1132712.358531 + Penalty 2995.821282 = -1129716.537249 nChanged 8 SP:Iteration 51Q (991.161655 sec): 3 clusters Score: Raw -1132714.170603 + Penalty 2995.821282 = -1129718.349321 nChanged 9 SP:Iteration 52Q (991.194366 sec): 3 clusters Score: Raw -1132716.172356 + Penalty 2995.821282 = -1129720.351074 nChanged 9 SP:Iteration 53Q (991.270412 sec): 3 clusters Score: Raw -1132717.365734 + Penalty 2995.821282 = -1129721.544452 nChanged 10 SP:Iteration 54Q (991.334952 sec): 3 clusters Score: Raw -1132719.613779 + Penalty 2995.821282 = -1129723.792497 nChanged 6 SP:Iteration 55Q (991.398225 sec): 3 clusters Score: Raw -1132720.255375 + Penalty 2995.821282 = -1129724.434093 nChanged 2 SP:Iteration 56Q (991.451413 sec): 3 clusters Score: Raw -1132720.476088 + Penalty 2995.821282 = -1129724.654806 nChanged 2 SP:Iteration 57Q (991.526278 sec): 3 clusters Score: Raw -1132720.717120 + Penalty 2995.821282 = -1129724.895838 nChanged 1 SP:Iteration 58Q (991.589876 sec): 3 clusters Score: Raw -1132720.907446 + Penalty 2995.821282 = -1129725.086164 nChanged 2 SP:Iteration 59Q (991.653197 sec): 3 clusters Score: Raw -1132721.500019 + Penalty 2995.821282 = -1129725.678737 nChanged 3 SP:Iteration 60F (991.715821 sec): 3 clusters Score: Raw -1132721.813121 + Penalty 2995.821282 = -1129725.991839 nChanged 4 SP:Iteration 61Q (991.770573 sec): 3 clusters Score: Raw -1132722.304913 + Penalty 2995.821282 = -1129726.483631 nChanged 5 SP:Iteration 62Q (991.844696 sec): 3 clusters Score: Raw -1132722.756255 + Penalty 2995.821282 = -1129726.934973 nChanged 2 SP:Iteration 63Q (991.905254 sec): 3 clusters Score: Raw -1132722.984780 + Penalty 2995.821282 = -1129727.163498 nChanged 3 SP:Iteration 64Q (991.966449 sec): 3 clusters Score: Raw -1132723.350039 + Penalty 2995.821282 = -1129727.528757 nChanged 3 SP:Iteration 65Q (992.041393 sec): 3 clusters Score: Raw -1132723.624153 + Penalty 2995.821282 = -1129727.802871 nChanged 4 SP:Iteration 66Q (992.106683 sec): 3 clusters Score: Raw -1132724.007313 + Penalty 2995.821282 = -1129728.186031 nChanged 1 SP:Iteration 67Q (992.160570 sec): 3 clusters Score: Raw -1132724.109915 + Penalty 2995.821282 = -1129728.288633 nChanged 0 SP:Iteration 68F (992.234463 sec): 3 clusters Score: Raw -1132724.109915 + Penalty 2995.821282 = -1129728.288633 nChanged 0 Trying to split cluster 2 (19075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (992.290787 sec): 2 clusters Score: Raw -2407735.297190 + Penalty 1601.621752 = -2406133.675438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (992.375438 sec): 3 clusters Score: Raw -2396253.911967 + Penalty 3203.243503 = -2393050.668463 nChanged 8644 SP:Iteration 1F (992.456351 sec): 3 clusters Score: Raw -2401412.608522 + Penalty 3203.243503 = -2398209.365019 nChanged 1185 SP:Iteration 2F (992.535271 sec): 3 clusters Score: Raw -2402028.875972 + Penalty 3203.243503 = -2398825.632469 nChanged 1116 SP:Iteration 3F (992.608091 sec): 3 clusters Score: Raw -2402655.862354 + Penalty 3203.243503 = -2399452.618850 nChanged 1012 SP:Iteration 4F (992.691748 sec): 3 clusters Score: Raw -2403253.921161 + Penalty 3203.243503 = -2400050.677658 nChanged 998 SP:Iteration 5F (992.766715 sec): 3 clusters Score: Raw -2403843.775210 + Penalty 3203.243503 = -2400640.531707 nChanged 924 SP:Iteration 6Q (992.846369 sec): 3 clusters Score: Raw -2404376.308018 + Penalty 3203.243503 = -2401173.064515 nChanged 867 SP:Iteration 7Q (992.924077 sec): 3 clusters Score: Raw -2404895.625609 + Penalty 3203.243503 = -2401692.382105 nChanged 813 SP:Iteration 8Q (992.984823 sec): 3 clusters Score: Raw -2405351.800123 + Penalty 3203.243503 = -2402148.556620 nChanged 679 SP:Iteration 9Q (993.072614 sec): 3 clusters Score: Raw -2405718.694324 + Penalty 3203.243503 = -2402515.450821 nChanged 598 SP:Iteration 10Q (993.154495 sec): 3 clusters Score: Raw -2406038.045843 + Penalty 3203.243503 = -2402834.802340 nChanged 537 SP:Iteration 11Q (993.235625 sec): 3 clusters Score: Raw -2406319.347391 + Penalty 3203.243503 = -2403116.103888 nChanged 467 SP:Iteration 12Q (993.316496 sec): 3 clusters Score: Raw -2406581.672995 + Penalty 3203.243503 = -2403378.429492 nChanged 444 SP:Iteration 13Q (993.397120 sec): 3 clusters Score: Raw -2406853.140706 + Penalty 3203.243503 = -2403649.897203 nChanged 408 SP:Iteration 14Q (993.473035 sec): 3 clusters Score: Raw -2407127.389631 + Penalty 3203.243503 = -2403924.146127 nChanged 398 SP:Iteration 15Q (993.554548 sec): 3 clusters Score: Raw -2407404.788313 + Penalty 3203.243503 = -2404201.544809 nChanged 325 SP:Iteration 16Q (993.633173 sec): 3 clusters Score: Raw -2407651.720302 + Penalty 3203.243503 = -2404448.476799 nChanged 292 SP:Iteration 17Q (993.710011 sec): 3 clusters Score: Raw -2407908.429151 + Penalty 3203.243503 = -2404705.185647 nChanged 235 SP:Iteration 18Q (993.785020 sec): 3 clusters Score: Raw -2408079.059474 + Penalty 3203.243503 = -2404875.815970 nChanged 183 SP:Iteration 19Q (993.861212 sec): 3 clusters Score: Raw -2408197.984314 + Penalty 3203.243503 = -2404994.740811 nChanged 147 SP:Iteration 20F (993.942678 sec): 3 clusters Score: Raw -2408295.112338 + Penalty 3203.243503 = -2405091.868835 nChanged 150 SP:Iteration 21Q (994.018826 sec): 3 clusters Score: Raw -2408381.555828 + Penalty 3203.243503 = -2405178.312325 nChanged 117 SP:Iteration 22Q (994.077080 sec): 3 clusters Score: Raw -2408440.888520 + Penalty 3203.243503 = -2405237.645017 nChanged 91 SP:Iteration 23Q (994.155308 sec): 3 clusters Score: Raw -2408478.152901 + Penalty 3203.243503 = -2405274.909398 nChanged 72 SP:Iteration 24Q (994.217879 sec): 3 clusters Score: Raw -2408502.042741 + Penalty 3203.243503 = -2405298.799238 nChanged 42 SP:Iteration 25Q (994.291678 sec): 3 clusters Score: Raw -2408514.618526 + Penalty 3203.243503 = -2405311.375023 nChanged 34 SP:Iteration 26Q (994.362908 sec): 3 clusters Score: Raw -2408524.331767 + Penalty 3203.243503 = -2405321.088264 nChanged 32 SP:Iteration 27Q (994.431578 sec): 3 clusters Score: Raw -2408533.038609 + Penalty 3203.243503 = -2405329.795106 nChanged 22 SP:Iteration 28Q (994.501247 sec): 3 clusters Score: Raw -2408539.015023 + Penalty 3203.243503 = -2405335.771520 nChanged 19 SP:Iteration 29Q (994.568600 sec): 3 clusters Score: Raw -2408543.111412 + Penalty 3203.243503 = -2405339.867909 nChanged 8 SP:Iteration 30Q (994.642940 sec): 3 clusters Score: Raw -2408544.668983 + Penalty 3203.243503 = -2405341.425480 nChanged 5 SP:Iteration 31Q (994.718202 sec): 3 clusters Score: Raw -2408546.095679 + Penalty 3203.243503 = -2405342.852176 nChanged 6 SP:Iteration 32Q (994.786496 sec): 3 clusters Score: Raw -2408547.292602 + Penalty 3203.243503 = -2405344.049099 nChanged 3 SP:Iteration 33Q (994.836266 sec): 3 clusters Score: Raw -2408548.069350 + Penalty 3203.243503 = -2405344.825847 nChanged 6 SP:Iteration 34Q (994.915124 sec): 3 clusters Score: Raw -2408549.507897 + Penalty 3203.243503 = -2405346.264394 nChanged 5 SP:Iteration 35Q (994.981275 sec): 3 clusters Score: Raw -2408550.700075 + Penalty 3203.243503 = -2405347.456571 nChanged 3 SP:Iteration 36Q (995.046728 sec): 3 clusters Score: Raw -2408551.079207 + Penalty 3203.243503 = -2405347.835704 nChanged 2 SP:Iteration 37Q (995.114083 sec): 3 clusters Score: Raw -2408551.423381 + Penalty 3203.243503 = -2405348.179878 nChanged 0 SP:Iteration 38F (995.191417 sec): 3 clusters Score: Raw -2408551.423381 + Penalty 3203.243503 = -2405348.179878 nChanged 0 Trying to split cluster 3 (12034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (995.228765 sec): 2 clusters Score: Raw -1482061.171017 + Penalty 1526.767329 = -1480534.403688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (995.295970 sec): 3 clusters Score: Raw -1475101.690079 + Penalty 3053.534658 = -1472048.155421 nChanged 5355 SP:Iteration 1F (995.361416 sec): 3 clusters Score: Raw -1478170.306308 + Penalty 3053.534658 = -1475116.771650 nChanged 806 SP:Iteration 2F (995.427232 sec): 3 clusters Score: Raw -1478608.209028 + Penalty 3053.534658 = -1475554.674370 nChanged 717 SP:Iteration 3F (995.488664 sec): 3 clusters Score: Raw -1478996.979883 + Penalty 3053.534658 = -1475943.445225 nChanged 671 SP:Iteration 4F (995.554603 sec): 3 clusters Score: Raw -1479400.091274 + Penalty 3053.534658 = -1476346.556616 nChanged 662 SP:Iteration 5F (995.621803 sec): 3 clusters Score: Raw -1479809.291344 + Penalty 3053.534658 = -1476755.756686 nChanged 684 SP:Iteration 6F (995.678912 sec): 3 clusters Score: Raw -1480256.661351 + Penalty 3053.534658 = -1477203.126693 nChanged 645 SP:Iteration 7F (995.745291 sec): 3 clusters Score: Raw -1480692.786679 + Penalty 3053.534658 = -1477639.252021 nChanged 585 SP:Iteration 8Q (995.814633 sec): 3 clusters Score: Raw -1481051.511764 + Penalty 3053.534658 = -1477997.977106 nChanged 451 SP:Iteration 9Q (995.869462 sec): 3 clusters Score: Raw -1481329.536743 + Penalty 3053.534658 = -1478276.002085 nChanged 377 SP:Iteration 10Q (995.937549 sec): 3 clusters Score: Raw -1481544.487444 + Penalty 3053.534658 = -1478490.952785 nChanged 273 SP:Iteration 11Q (996.007134 sec): 3 clusters Score: Raw -1481684.209097 + Penalty 3053.534658 = -1478630.674439 nChanged 234 SP:Iteration 12Q (996.077649 sec): 3 clusters Score: Raw -1481794.815219 + Penalty 3053.534658 = -1478741.280561 nChanged 203 SP:Iteration 13Q (996.145169 sec): 3 clusters Score: Raw -1481886.159118 + Penalty 3053.534658 = -1478832.624459 nChanged 153 SP:Iteration 14Q (996.213483 sec): 3 clusters Score: Raw -1481940.314397 + Penalty 3053.534658 = -1478886.779738 nChanged 109 SP:Iteration 15Q (996.281979 sec): 3 clusters Score: Raw -1481979.325397 + Penalty 3053.534658 = -1478925.790738 nChanged 108 SP:Iteration 16Q (996.340626 sec): 3 clusters Score: Raw -1482014.292375 + Penalty 3053.534658 = -1478960.757717 nChanged 104 SP:Iteration 17Q (996.416433 sec): 3 clusters Score: Raw -1482047.655937 + Penalty 3053.534658 = -1478994.121279 nChanged 85 SP:Iteration 18Q (996.486397 sec): 3 clusters Score: Raw -1482073.221754 + Penalty 3053.534658 = -1479019.687096 nChanged 64 SP:Iteration 19Q (996.552098 sec): 3 clusters Score: Raw -1482091.906742 + Penalty 3053.534658 = -1479038.372083 nChanged 55 SP:Iteration 20F (996.619093 sec): 3 clusters Score: Raw -1482108.881388 + Penalty 3053.534658 = -1479055.346730 nChanged 57 SP:Iteration 21Q (996.670507 sec): 3 clusters Score: Raw -1482125.972452 + Penalty 3053.534658 = -1479072.437794 nChanged 63 SP:Iteration 22Q (996.747745 sec): 3 clusters Score: Raw -1482143.438368 + Penalty 3053.534658 = -1479089.903710 nChanged 64 SP:Iteration 23Q (996.804036 sec): 3 clusters Score: Raw -1482164.642187 + Penalty 3053.534658 = -1479111.107529 nChanged 80 SP:Iteration 24Q (996.867222 sec): 3 clusters Score: Raw -1482195.370887 + Penalty 3053.534658 = -1479141.836229 nChanged 76 SP:Iteration 25Q (996.938690 sec): 3 clusters Score: Raw -1482223.901460 + Penalty 3053.534658 = -1479170.366802 nChanged 80 SP:Iteration 26Q (996.994831 sec): 3 clusters Score: Raw -1482250.640064 + Penalty 3053.534658 = -1479197.105406 nChanged 61 SP:Iteration 27Q (997.068229 sec): 3 clusters Score: Raw -1482268.127662 + Penalty 3053.534658 = -1479214.593004 nChanged 60 SP:Iteration 28Q (997.127710 sec): 3 clusters Score: Raw -1482290.388104 + Penalty 3053.534658 = -1479236.853446 nChanged 56 SP:Iteration 29Q (997.188192 sec): 3 clusters Score: Raw -1482312.741049 + Penalty 3053.534658 = -1479259.206391 nChanged 63 SP:Iteration 30Q (997.246903 sec): 3 clusters Score: Raw -1482337.644453 + Penalty 3053.534658 = -1479284.109795 nChanged 61 SP:Iteration 31Q (997.322309 sec): 3 clusters Score: Raw -1482360.426494 + Penalty 3053.534658 = -1479306.891836 nChanged 53 SP:Iteration 32Q (997.378768 sec): 3 clusters Score: Raw -1482377.411571 + Penalty 3053.534658 = -1479323.876913 nChanged 42 SP:Iteration 33Q (997.451658 sec): 3 clusters Score: Raw -1482390.637947 + Penalty 3053.534658 = -1479337.103289 nChanged 41 SP:Iteration 34Q (997.519348 sec): 3 clusters Score: Raw -1482405.938442 + Penalty 3053.534658 = -1479352.403784 nChanged 47 SP:Iteration 35Q (997.574149 sec): 3 clusters Score: Raw -1482424.203982 + Penalty 3053.534658 = -1479370.669324 nChanged 39 SP:Iteration 36Q (997.638150 sec): 3 clusters Score: Raw -1482441.534960 + Penalty 3053.534658 = -1479388.000302 nChanged 32 SP:Iteration 37Q (997.708763 sec): 3 clusters Score: Raw -1482456.050662 + Penalty 3053.534658 = -1479402.516004 nChanged 39 SP:Iteration 38Q (997.772236 sec): 3 clusters Score: Raw -1482471.998563 + Penalty 3053.534658 = -1479418.463904 nChanged 31 SP:Iteration 39Q (997.838844 sec): 3 clusters Score: Raw -1482484.597462 + Penalty 3053.534658 = -1479431.062804 nChanged 28 SP:Iteration 40F (997.908159 sec): 3 clusters Score: Raw -1482496.987830 + Penalty 3053.534658 = -1479443.453172 nChanged 34 SP:Iteration 41Q (997.963088 sec): 3 clusters Score: Raw -1482511.483573 + Penalty 3053.534658 = -1479457.948915 nChanged 24 SP:Iteration 42Q (998.026997 sec): 3 clusters Score: Raw -1482520.817103 + Penalty 3053.534658 = -1479467.282445 nChanged 20 SP:Iteration 43Q (998.092914 sec): 3 clusters Score: Raw -1482526.277406 + Penalty 3053.534658 = -1479472.742748 nChanged 16 SP:Iteration 44Q (998.156164 sec): 3 clusters Score: Raw -1482531.590024 + Penalty 3053.534658 = -1479478.055366 nChanged 15 SP:Iteration 45Q (998.218091 sec): 3 clusters Score: Raw -1482535.908110 + Penalty 3053.534658 = -1479482.373452 nChanged 15 SP:Iteration 46Q (998.284651 sec): 3 clusters Score: Raw -1482541.242131 + Penalty 3053.534658 = -1479487.707473 nChanged 13 SP:Iteration 47Q (998.344000 sec): 3 clusters Score: Raw -1482545.795003 + Penalty 3053.534658 = -1479492.260345 nChanged 14 SP:Iteration 48Q (998.418618 sec): 3 clusters Score: Raw -1482551.265588 + Penalty 3053.534658 = -1479497.730930 nChanged 17 SP:Iteration 49Q (998.467808 sec): 3 clusters Score: Raw -1482554.863896 + Penalty 3053.534658 = -1479501.329237 nChanged 6 SP:Iteration 50Q (998.540495 sec): 3 clusters Score: Raw -1482556.404475 + Penalty 3053.534658 = -1479502.869816 nChanged 6 SP:Iteration 51Q (998.585099 sec): 3 clusters Score: Raw -1482558.035962 + Penalty 3053.534658 = -1479504.501304 nChanged 7 SP:Iteration 52Q (998.646419 sec): 3 clusters Score: Raw -1482560.120645 + Penalty 3053.534658 = -1479506.585987 nChanged 7 SP:Iteration 53Q (998.696182 sec): 3 clusters Score: Raw -1482562.538911 + Penalty 3053.534658 = -1479509.004253 nChanged 5 SP:Iteration 54Q (998.761173 sec): 3 clusters Score: Raw -1482563.903814 + Penalty 3053.534658 = -1479510.369156 nChanged 6 SP:Iteration 55Q (998.809355 sec): 3 clusters Score: Raw -1482565.459155 + Penalty 3053.534658 = -1479511.924497 nChanged 3 SP:Iteration 56Q (998.865747 sec): 3 clusters Score: Raw -1482566.052662 + Penalty 3053.534658 = -1479512.518004 nChanged 3 SP:Iteration 57Q (998.929530 sec): 3 clusters Score: Raw -1482566.696158 + Penalty 3053.534658 = -1479513.161500 nChanged 5 SP:Iteration 58Q (998.987312 sec): 3 clusters Score: Raw -1482567.513629 + Penalty 3053.534658 = -1479513.978971 nChanged 4 SP:Iteration 59Q (999.045044 sec): 3 clusters Score: Raw -1482568.463096 + Penalty 3053.534658 = -1479514.928438 nChanged 6 SP:Iteration 60F (999.123628 sec): 3 clusters Score: Raw -1482570.797703 + Penalty 3053.534658 = -1479517.263044 nChanged 4 SP:Iteration 61Q (999.183952 sec): 3 clusters Score: Raw -1482572.009544 + Penalty 3053.534658 = -1479518.474885 nChanged 8 SP:Iteration 62Q (999.238762 sec): 3 clusters Score: Raw -1482574.917157 + Penalty 3053.534658 = -1479521.382499 nChanged 8 SP:Iteration 63Q (999.309560 sec): 3 clusters Score: Raw -1482578.441605 + Penalty 3053.534658 = -1479524.906947 nChanged 9 SP:Iteration 64Q (999.373263 sec): 3 clusters Score: Raw -1482580.855649 + Penalty 3053.534658 = -1479527.320991 nChanged 4 SP:Iteration 65Q (999.424444 sec): 3 clusters Score: Raw -1482582.296852 + Penalty 3053.534658 = -1479528.762194 nChanged 6 SP:Iteration 66Q (999.485340 sec): 3 clusters Score: Raw -1482583.645111 + Penalty 3053.534658 = -1479530.110453 nChanged 5 SP:Iteration 67Q (999.540253 sec): 3 clusters Score: Raw -1482585.077764 + Penalty 3053.534658 = -1479531.543105 nChanged 4 SP:Iteration 68Q (999.598970 sec): 3 clusters Score: Raw -1482586.024867 + Penalty 3053.534658 = -1479532.490209 nChanged 5 SP:Iteration 69Q (999.633978 sec): 3 clusters Score: Raw -1482587.836967 + Penalty 3053.534658 = -1479534.302308 nChanged 5 SP:Iteration 70Q (999.686385 sec): 3 clusters Score: Raw -1482589.029432 + Penalty 3053.534658 = -1479535.494774 nChanged 1 SP:Iteration 71Q (999.750621 sec): 3 clusters Score: Raw -1482589.380155 + Penalty 3053.534658 = -1479535.845497 nChanged 0 SP:Iteration 72F (999.819075 sec): 3 clusters Score: Raw -1482589.380155 + Penalty 3053.534658 = -1479535.845497 nChanged 0 Trying to split cluster 4 (16929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (999.869672 sec): 2 clusters Score: Raw -2128574.063808 + Penalty 1582.227304 = -2126991.836505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (999.939730 sec): 3 clusters Score: Raw -2118537.398983 + Penalty 3164.454607 = -2115372.944376 nChanged 7605 SP:Iteration 1F (1000.013045 sec): 3 clusters Score: Raw -2122820.405919 + Penalty 3164.454607 = -2119655.951312 nChanged 1090 SP:Iteration 2F (1000.086641 sec): 3 clusters Score: Raw -2123570.559959 + Penalty 3164.454607 = -2120406.105352 nChanged 1279 SP:Iteration 3F (1000.143778 sec): 3 clusters Score: Raw -2124682.132842 + Penalty 3164.454607 = -2121517.678235 nChanged 1461 SP:Iteration 4F (1000.225720 sec): 3 clusters Score: Raw -2126024.931827 + Penalty 3164.454607 = -2122860.477220 nChanged 1457 SP:Iteration 5F (1000.295285 sec): 3 clusters Score: Raw -2127322.488248 + Penalty 3164.454607 = -2124158.033640 nChanged 1133 SP:Iteration 6F (1000.372668 sec): 3 clusters Score: Raw -2128291.174455 + Penalty 3164.454607 = -2125126.719848 nChanged 796 SP:Iteration 7Q (1000.439301 sec): 3 clusters Score: Raw -2128869.788347 + Penalty 3164.454607 = -2125705.333740 nChanged 555 SP:Iteration 8Q (1000.516023 sec): 3 clusters Score: Raw -2129341.026382 + Penalty 3164.454607 = -2126176.571775 nChanged 437 SP:Iteration 9Q (1000.596375 sec): 3 clusters Score: Raw -2129688.648908 + Penalty 3164.454607 = -2126524.194301 nChanged 291 SP:Iteration 10Q (1000.668796 sec): 3 clusters Score: Raw -2129889.534834 + Penalty 3164.454607 = -2126725.080227 nChanged 236 SP:Iteration 11Q (1000.745726 sec): 3 clusters Score: Raw -2130004.087689 + Penalty 3164.454607 = -2126839.633081 nChanged 158 SP:Iteration 12Q (1000.808358 sec): 3 clusters Score: Raw -2130068.806489 + Penalty 3164.454607 = -2126904.351881 nChanged 127 SP:Iteration 13Q (1000.895366 sec): 3 clusters Score: Raw -2130122.403440 + Penalty 3164.454607 = -2126957.948833 nChanged 119 SP:Iteration 14Q (1000.961939 sec): 3 clusters Score: Raw -2130164.820818 + Penalty 3164.454607 = -2127000.366210 nChanged 92 SP:Iteration 15Q (1001.036936 sec): 3 clusters Score: Raw -2130190.361495 + Penalty 3164.454607 = -2127025.906888 nChanged 73 SP:Iteration 16Q (1001.121662 sec): 3 clusters Score: Raw -2130210.380287 + Penalty 3164.454607 = -2127045.925680 nChanged 60 SP:Iteration 17Q (1001.194779 sec): 3 clusters Score: Raw -2130227.326893 + Penalty 3164.454607 = -2127062.872286 nChanged 57 SP:Iteration 18Q (1001.271367 sec): 3 clusters Score: Raw -2130242.976148 + Penalty 3164.454607 = -2127078.521540 nChanged 67 SP:Iteration 19Q (1001.341563 sec): 3 clusters Score: Raw -2130268.299862 + Penalty 3164.454607 = -2127103.845255 nChanged 65 SP:Iteration 20F (1001.408924 sec): 3 clusters Score: Raw -2130299.108398 + Penalty 3164.454607 = -2127134.653791 nChanged 79 SP:Iteration 21Q (1001.491691 sec): 3 clusters Score: Raw -2130338.031605 + Penalty 3164.454607 = -2127173.576997 nChanged 99 SP:Iteration 22Q (1001.564456 sec): 3 clusters Score: Raw -2130403.309818 + Penalty 3164.454607 = -2127238.855211 nChanged 114 SP:Iteration 23Q (1001.639189 sec): 3 clusters Score: Raw -2130480.989581 + Penalty 3164.454607 = -2127316.534973 nChanged 90 SP:Iteration 24Q (1001.713782 sec): 3 clusters Score: Raw -2130536.320071 + Penalty 3164.454607 = -2127371.865464 nChanged 70 SP:Iteration 25Q (1001.787494 sec): 3 clusters Score: Raw -2130582.612216 + Penalty 3164.454607 = -2127418.157609 nChanged 59 SP:Iteration 26Q (1001.860469 sec): 3 clusters Score: Raw -2130622.448836 + Penalty 3164.454607 = -2127457.994229 nChanged 60 SP:Iteration 27Q (1001.934351 sec): 3 clusters Score: Raw -2130649.778221 + Penalty 3164.454607 = -2127485.323613 nChanged 50 SP:Iteration 28Q (1001.990055 sec): 3 clusters Score: Raw -2130665.701062 + Penalty 3164.454607 = -2127501.246455 nChanged 30 SP:Iteration 29Q (1002.064846 sec): 3 clusters Score: Raw -2130673.959461 + Penalty 3164.454607 = -2127509.504854 nChanged 21 SP:Iteration 30Q (1002.122867 sec): 3 clusters Score: Raw -2130679.267763 + Penalty 3164.454607 = -2127514.813155 nChanged 10 SP:Iteration 31Q (1002.199635 sec): 3 clusters Score: Raw -2130682.083828 + Penalty 3164.454607 = -2127517.629221 nChanged 12 SP:Iteration 32Q (1002.263820 sec): 3 clusters Score: Raw -2130684.220929 + Penalty 3164.454607 = -2127519.766322 nChanged 5 SP:Iteration 33Q (1002.343015 sec): 3 clusters Score: Raw -2130684.848556 + Penalty 3164.454607 = -2127520.393949 nChanged 3 SP:Iteration 34Q (1002.417170 sec): 3 clusters Score: Raw -2130685.002517 + Penalty 3164.454607 = -2127520.547910 nChanged 0 SP:Iteration 35F (1002.493335 sec): 3 clusters Score: Raw -2130685.002517 + Penalty 3164.454607 = -2127520.547910 nChanged 0 Score: Raw -129473843.424051 + Penalty 72142.892791 = -129401700.531260 Splitting cluster 4 changes total score from -129401776.077886 to -129401700.531260 So it's not getting split. Trying to split cluster 5 (62439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1022.806032 sec): 2 clusters Score: Raw -7777936.721611 + Penalty 1794.316121 = -7776142.405490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1022.961417 sec): 3 clusters Score: Raw -7738104.105957 + Penalty 3588.632242 = -7734515.473715 nChanged 29413 SP:Iteration 1F (1023.110778 sec): 3 clusters Score: Raw -7755203.074368 + Penalty 3588.632242 = -7751614.442126 nChanged 2989 SP:Iteration 2Q (1023.255923 sec): 3 clusters Score: Raw -7756255.081986 + Penalty 3588.632242 = -7752666.449744 nChanged 3108 SP:Iteration 3Q (1023.404363 sec): 3 clusters Score: Raw -7757559.355532 + Penalty 3588.632242 = -7753970.723290 nChanged 3389 SP:Iteration 4F (1023.541988 sec): 3 clusters Score: Raw -7759226.685873 + Penalty 3588.632242 = -7755638.053631 nChanged 3755 SP:Iteration 5F (1023.686004 sec): 3 clusters Score: Raw -7761299.588622 + Penalty 3588.632242 = -7757710.956381 nChanged 3860 SP:Iteration 6F (1023.824977 sec): 3 clusters Score: Raw -7763785.270927 + Penalty 3588.632242 = -7760196.638685 nChanged 4049 SP:Iteration 7F (1023.963990 sec): 3 clusters Score: Raw -7766799.311484 + Penalty 3588.632242 = -7763210.679242 nChanged 3800 SP:Iteration 8F (1024.109036 sec): 3 clusters Score: Raw -7770001.724480 + Penalty 3588.632242 = -7766413.092238 nChanged 3270 SP:Iteration 9F (1024.261309 sec): 3 clusters Score: Raw -7773017.024136 + Penalty 3588.632242 = -7769428.391894 nChanged 2340 SP:Iteration 10Q (1024.410363 sec): 3 clusters Score: Raw -7775150.286188 + Penalty 3588.632242 = -7771561.653946 nChanged 1516 SP:Iteration 11Q (1024.538081 sec): 3 clusters Score: Raw -7776375.989319 + Penalty 3588.632242 = -7772787.357077 nChanged 991 SP:Iteration 12Q (1024.684993 sec): 3 clusters Score: Raw -7777101.402108 + Penalty 3588.632242 = -7773512.769866 nChanged 701 SP:Iteration 13Q (1024.819004 sec): 3 clusters Score: Raw -7777550.038267 + Penalty 3588.632242 = -7773961.406026 nChanged 520 SP:Iteration 14Q (1024.950457 sec): 3 clusters Score: Raw -7777861.880774 + Penalty 3588.632242 = -7774273.248532 nChanged 407 SP:Iteration 15Q (1025.082386 sec): 3 clusters Score: Raw -7778082.058082 + Penalty 3588.632242 = -7774493.425841 nChanged 310 SP:Iteration 16Q (1025.217868 sec): 3 clusters Score: Raw -7778235.626807 + Penalty 3588.632242 = -7774646.994565 nChanged 249 SP:Iteration 17Q (1025.333766 sec): 3 clusters Score: Raw -7778339.492997 + Penalty 3588.632242 = -7774750.860756 nChanged 188 SP:Iteration 18Q (1025.462218 sec): 3 clusters Score: Raw -7778418.490365 + Penalty 3588.632242 = -7774829.858123 nChanged 166 SP:Iteration 19Q (1025.583035 sec): 3 clusters Score: Raw -7778474.757322 + Penalty 3588.632242 = -7774886.125080 nChanged 129 SP:Iteration 20F (1025.711336 sec): 3 clusters Score: Raw -7778518.776197 + Penalty 3588.632242 = -7774930.143956 nChanged 91 SP:Iteration 21Q (1025.837365 sec): 3 clusters Score: Raw -7778544.283384 + Penalty 3588.632242 = -7774955.651143 nChanged 67 SP:Iteration 22Q (1025.959625 sec): 3 clusters Score: Raw -7778560.927312 + Penalty 3588.632242 = -7774972.295070 nChanged 52 SP:Iteration 23Q (1026.078735 sec): 3 clusters Score: Raw -7778573.341248 + Penalty 3588.632242 = -7774984.709006 nChanged 39 SP:Iteration 24Q (1026.201989 sec): 3 clusters Score: Raw -7778581.559119 + Penalty 3588.632242 = -7774992.926877 nChanged 41 SP:Iteration 25Q (1026.328112 sec): 3 clusters Score: Raw -7778590.047143 + Penalty 3588.632242 = -7775001.414901 nChanged 43 SP:Iteration 26Q (1026.461498 sec): 3 clusters Score: Raw -7778598.699684 + Penalty 3588.632242 = -7775010.067442 nChanged 35 SP:Iteration 27Q (1026.589464 sec): 3 clusters Score: Raw -7778605.685886 + Penalty 3588.632242 = -7775017.053644 nChanged 29 SP:Iteration 28Q (1026.716658 sec): 3 clusters Score: Raw -7778611.574106 + Penalty 3588.632242 = -7775022.941865 nChanged 25 SP:Iteration 29Q (1026.835623 sec): 3 clusters Score: Raw -7778616.655237 + Penalty 3588.632242 = -7775028.022995 nChanged 21 SP:Iteration 30Q (1026.955908 sec): 3 clusters Score: Raw -7778620.890813 + Penalty 3588.632242 = -7775032.258571 nChanged 26 SP:Iteration 31Q (1027.068431 sec): 3 clusters Score: Raw -7778626.002065 + Penalty 3588.632242 = -7775037.369824 nChanged 28 SP:Iteration 32Q (1027.203085 sec): 3 clusters Score: Raw -7778633.514495 + Penalty 3588.632242 = -7775044.882254 nChanged 30 SP:Iteration 33Q (1027.324440 sec): 3 clusters Score: Raw -7778640.091036 + Penalty 3588.632242 = -7775051.458794 nChanged 29 SP:Iteration 34Q (1027.458050 sec): 3 clusters Score: Raw -7778645.007907 + Penalty 3588.632242 = -7775056.375665 nChanged 20 SP:Iteration 35Q (1027.589764 sec): 3 clusters Score: Raw -7778649.384527 + Penalty 3588.632242 = -7775060.752285 nChanged 17 SP:Iteration 36Q (1027.723476 sec): 3 clusters Score: Raw -7778652.474579 + Penalty 3588.632242 = -7775063.842337 nChanged 14 SP:Iteration 37Q (1027.856916 sec): 3 clusters Score: Raw -7778654.696257 + Penalty 3588.632242 = -7775066.064015 nChanged 8 SP:Iteration 38Q (1027.988876 sec): 3 clusters Score: Raw -7778655.721721 + Penalty 3588.632242 = -7775067.089479 nChanged 8 SP:Iteration 39Q (1028.111689 sec): 3 clusters Score: Raw -7778656.955775 + Penalty 3588.632242 = -7775068.323534 nChanged 6 SP:Iteration 40F (1028.254589 sec): 3 clusters Score: Raw -7778657.778443 + Penalty 3588.632242 = -7775069.146201 nChanged 6 SP:Iteration 41Q (1028.389420 sec): 3 clusters Score: Raw -7778659.169755 + Penalty 3588.632242 = -7775070.537513 nChanged 5 SP:Iteration 42Q (1028.510753 sec): 3 clusters Score: Raw -7778660.262022 + Penalty 3588.632242 = -7775071.629781 nChanged 6 SP:Iteration 43Q (1028.643299 sec): 3 clusters Score: Raw -7778660.976455 + Penalty 3588.632242 = -7775072.344213 nChanged 5 SP:Iteration 44Q (1028.775842 sec): 3 clusters Score: Raw -7778662.004706 + Penalty 3588.632242 = -7775073.372464 nChanged 7 SP:Iteration 45Q (1028.897650 sec): 3 clusters Score: Raw -7778664.123778 + Penalty 3588.632242 = -7775075.491537 nChanged 7 SP:Iteration 46Q (1029.022580 sec): 3 clusters Score: Raw -7778666.280247 + Penalty 3588.632242 = -7775077.648005 nChanged 16 SP:Iteration 47Q (1029.158509 sec): 3 clusters Score: Raw -7778670.128756 + Penalty 3588.632242 = -7775081.496514 nChanged 11 SP:Iteration 48Q (1029.291121 sec): 3 clusters Score: Raw -7778671.971921 + Penalty 3588.632242 = -7775083.339680 nChanged 5 SP:Iteration 49Q (1029.426948 sec): 3 clusters Score: Raw -7778673.376639 + Penalty 3588.632242 = -7775084.744397 nChanged 6 SP:Iteration 50Q (1029.554951 sec): 3 clusters Score: Raw -7778674.263973 + Penalty 3588.632242 = -7775085.631732 nChanged 6 SP:Iteration 51Q (1029.680725 sec): 3 clusters Score: Raw -7778675.309555 + Penalty 3588.632242 = -7775086.677314 nChanged 5 SP:Iteration 52Q (1029.807853 sec): 3 clusters Score: Raw -7778676.160962 + Penalty 3588.632242 = -7775087.528720 nChanged 4 SP:Iteration 53Q (1029.940510 sec): 3 clusters Score: Raw -7778677.347312 + Penalty 3588.632242 = -7775088.715070 nChanged 3 SP:Iteration 54Q (1030.073283 sec): 3 clusters Score: Raw -7778677.714826 + Penalty 3588.632242 = -7775089.082584 nChanged 1 SP:Iteration 55Q (1030.208698 sec): 3 clusters Score: Raw -7778677.841820 + Penalty 3588.632242 = -7775089.209579 nChanged 1 SP:Iteration 56Q (1030.346156 sec): 3 clusters Score: Raw -7778677.944548 + Penalty 3588.632242 = -7775089.312307 nChanged 2 SP:Iteration 57Q (1030.480767 sec): 3 clusters Score: Raw -7778678.088744 + Penalty 3588.632242 = -7775089.456502 nChanged 1 SP:Iteration 58Q (1030.639877 sec): 3 clusters Score: Raw -7778678.316045 + Penalty 3588.632242 = -7775089.683803 nChanged 0 SP:Iteration 59F (1030.786501 sec): 3 clusters Score: Raw -7778678.316045 + Penalty 3588.632242 = -7775089.683803 nChanged 0 Trying to split cluster 6 (36219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1030.861813 sec): 2 clusters Score: Raw -4565830.944777 + Penalty 1705.817607 = -4564125.127170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1030.969622 sec): 3 clusters Score: Raw -4543398.519886 + Penalty 3411.635215 = -4539986.884671 nChanged 16764 SP:Iteration 1F (1031.069340 sec): 3 clusters Score: Raw -4553075.880140 + Penalty 3411.635215 = -4549664.244926 nChanged 1951 SP:Iteration 2F (1031.170947 sec): 3 clusters Score: Raw -4553966.078891 + Penalty 3411.635215 = -4550554.443676 nChanged 2180 SP:Iteration 3F (1031.279939 sec): 3 clusters Score: Raw -4555160.210741 + Penalty 3411.635215 = -4551748.575526 nChanged 2477 SP:Iteration 4F (1031.391170 sec): 3 clusters Score: Raw -4556676.853474 + Penalty 3411.635215 = -4553265.218260 nChanged 2631 SP:Iteration 5F (1031.496659 sec): 3 clusters Score: Raw -4558348.600894 + Penalty 3411.635215 = -4554936.965679 nChanged 2489 SP:Iteration 6F (1031.605283 sec): 3 clusters Score: Raw -4559880.790324 + Penalty 3411.635215 = -4556469.155109 nChanged 1959 SP:Iteration 7F (1031.700301 sec): 3 clusters Score: Raw -4560936.962357 + Penalty 3411.635215 = -4557525.327143 nChanged 1488 SP:Iteration 8Q (1031.809455 sec): 3 clusters Score: Raw -4561709.522949 + Penalty 3411.635215 = -4558297.887734 nChanged 1217 SP:Iteration 9Q (1031.921128 sec): 3 clusters Score: Raw -4562338.452718 + Penalty 3411.635215 = -4558926.817504 nChanged 1043 SP:Iteration 10Q (1032.026099 sec): 3 clusters Score: Raw -4562891.090907 + Penalty 3411.635215 = -4559479.455692 nChanged 936 SP:Iteration 11Q (1032.137965 sec): 3 clusters Score: Raw -4563423.075538 + Penalty 3411.635215 = -4560011.440323 nChanged 911 SP:Iteration 12Q (1032.248724 sec): 3 clusters Score: Raw -4563987.791079 + Penalty 3411.635215 = -4560576.155864 nChanged 828 SP:Iteration 13Q (1032.362677 sec): 3 clusters Score: Raw -4564552.644015 + Penalty 3411.635215 = -4561141.008800 nChanged 647 SP:Iteration 14Q (1032.469270 sec): 3 clusters Score: Raw -4565040.860691 + Penalty 3411.635215 = -4561629.225476 nChanged 498 SP:Iteration 15Q (1032.575563 sec): 3 clusters Score: Raw -4565425.459834 + Penalty 3411.635215 = -4562013.824619 nChanged 325 SP:Iteration 16Q (1032.685535 sec): 3 clusters Score: Raw -4565712.054718 + Penalty 3411.635215 = -4562300.419503 nChanged 218 SP:Iteration 17Q (1032.796026 sec): 3 clusters Score: Raw -4565956.340673 + Penalty 3411.635215 = -4562544.705458 nChanged 103 SP:Iteration 18Q (1032.888783 sec): 3 clusters Score: Raw -4566114.957399 + Penalty 3411.635215 = -4562703.322184 nChanged 71 SP:Iteration 19Q (1032.985726 sec): 3 clusters Score: Raw -4566187.357380 + Penalty 3411.635215 = -4562775.722165 nChanged 51 SP:Iteration 20F (1033.085131 sec): 3 clusters Score: Raw -4566242.744870 + Penalty 3411.635215 = -4562831.109656 nChanged 44 SP:Iteration 21Q (1033.173668 sec): 3 clusters Score: Raw -4566265.798904 + Penalty 3411.635215 = -4562854.163689 nChanged 25 SP:Iteration 22Q (1033.261465 sec): 3 clusters Score: Raw -4566280.207096 + Penalty 3411.635215 = -4562868.571882 nChanged 14 SP:Iteration 23Q (1033.359774 sec): 3 clusters Score: Raw -4566289.681970 + Penalty 3411.635215 = -4562878.046755 nChanged 17 SP:Iteration 24Q (1033.439293 sec): 3 clusters Score: Raw -4566296.510854 + Penalty 3411.635215 = -4562884.875639 nChanged 11 SP:Iteration 25Q (1033.537384 sec): 3 clusters Score: Raw -4566300.251074 + Penalty 3411.635215 = -4562888.615859 nChanged 6 SP:Iteration 26Q (1033.622751 sec): 3 clusters Score: Raw -4566302.612064 + Penalty 3411.635215 = -4562890.976850 nChanged 7 SP:Iteration 27Q (1033.713984 sec): 3 clusters Score: Raw -4566305.391310 + Penalty 3411.635215 = -4562893.756095 nChanged 5 SP:Iteration 28Q (1033.796524 sec): 3 clusters Score: Raw -4566307.995289 + Penalty 3411.635215 = -4562896.360074 nChanged 6 SP:Iteration 29Q (1033.880909 sec): 3 clusters Score: Raw -4566310.977082 + Penalty 3411.635215 = -4562899.341867 nChanged 5 SP:Iteration 30Q (1033.978345 sec): 3 clusters Score: Raw -4566313.236777 + Penalty 3411.635215 = -4562901.601562 nChanged 2 SP:Iteration 31Q (1034.055167 sec): 3 clusters Score: Raw -4566314.421299 + Penalty 3411.635215 = -4562902.786085 nChanged 1 SP:Iteration 32Q (1034.151629 sec): 3 clusters Score: Raw -4566314.532331 + Penalty 3411.635215 = -4562902.897116 nChanged 3 SP:Iteration 33Q (1034.251028 sec): 3 clusters Score: Raw -4566315.623772 + Penalty 3411.635215 = -4562903.988558 nChanged 1 SP:Iteration 34Q (1034.330645 sec): 3 clusters Score: Raw -4566315.891812 + Penalty 3411.635215 = -4562904.256598 nChanged 1 SP:Iteration 35Q (1034.433959 sec): 3 clusters Score: Raw -4566316.112663 + Penalty 3411.635215 = -4562904.477449 nChanged 2 SP:Iteration 36Q (1034.518512 sec): 3 clusters Score: Raw -4566316.954454 + Penalty 3411.635215 = -4562905.319240 nChanged 1 SP:Iteration 37Q (1034.616235 sec): 3 clusters Score: Raw -4566317.304608 + Penalty 3411.635215 = -4562905.669394 nChanged 0 SP:Iteration 38F (1034.723717 sec): 3 clusters Score: Raw -4566317.304608 + Penalty 3411.635215 = -4562905.669394 nChanged 0 Trying to split cluster 7 (3043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1034.751461 sec): 2 clusters Score: Raw -337468.827282 + Penalty 1303.347362 = -336165.479920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1034.802668 sec): 3 clusters Score: Raw -336028.870224 + Penalty 2606.694724 = -333422.175500 nChanged 1194 SP:Iteration 1F (1034.853190 sec): 3 clusters Score: Raw -336855.810215 + Penalty 2606.694724 = -334249.115492 nChanged 293 SP:Iteration 2F (1034.900567 sec): 3 clusters Score: Raw -337202.663290 + Penalty 2606.694724 = -334595.968566 nChanged 284 SP:Iteration 3F (1034.940801 sec): 3 clusters Score: Raw -337553.034838 + Penalty 2606.694724 = -334946.340114 nChanged 226 SP:Iteration 4F (1034.996960 sec): 3 clusters Score: Raw -337868.352137 + Penalty 2606.694724 = -335261.657413 nChanged 182 SP:Iteration 5F (1035.037070 sec): 3 clusters Score: Raw -338050.590030 + Penalty 2606.694724 = -335443.895306 nChanged 125 SP:Iteration 6Q (1035.086529 sec): 3 clusters Score: Raw -338172.094498 + Penalty 2606.694724 = -335565.399775 nChanged 84 SP:Iteration 7Q (1035.131183 sec): 3 clusters Score: Raw -338258.000430 + Penalty 2606.694724 = -335651.305706 nChanged 70 SP:Iteration 8Q (1035.177292 sec): 3 clusters Score: Raw -338321.240751 + Penalty 2606.694724 = -335714.546028 nChanged 57 SP:Iteration 9Q (1035.230428 sec): 3 clusters Score: Raw -338356.645260 + Penalty 2606.694724 = -335749.950536 nChanged 31 SP:Iteration 10Q (1035.271565 sec): 3 clusters Score: Raw -338376.389948 + Penalty 2606.694724 = -335769.695225 nChanged 23 SP:Iteration 11Q (1035.327922 sec): 3 clusters Score: Raw -338392.653621 + Penalty 2606.694724 = -335785.958898 nChanged 21 SP:Iteration 12Q (1035.372218 sec): 3 clusters Score: Raw -338404.222333 + Penalty 2606.694724 = -335797.527609 nChanged 19 SP:Iteration 13Q (1035.413308 sec): 3 clusters Score: Raw -338411.423825 + Penalty 2606.694724 = -335804.729101 nChanged 12 SP:Iteration 14Q (1035.467673 sec): 3 clusters Score: Raw -338417.153300 + Penalty 2606.694724 = -335810.458577 nChanged 7 SP:Iteration 15Q (1035.510459 sec): 3 clusters Score: Raw -338420.529618 + Penalty 2606.694724 = -335813.834894 nChanged 5 SP:Iteration 16Q (1035.558221 sec): 3 clusters Score: Raw -338423.134049 + Penalty 2606.694724 = -335816.439326 nChanged 6 SP:Iteration 17Q (1035.618815 sec): 3 clusters Score: Raw -338425.997351 + Penalty 2606.694724 = -335819.302627 nChanged 2 SP:Iteration 18Q (1035.672982 sec): 3 clusters Score: Raw -338426.490116 + Penalty 2606.694724 = -335819.795392 nChanged 2 SP:Iteration 19Q (1035.722045 sec): 3 clusters Score: Raw -338427.344234 + Penalty 2606.694724 = -335820.649510 nChanged 2 SP:Iteration 20F (1035.772392 sec): 3 clusters Score: Raw -338427.979941 + Penalty 2606.694724 = -335821.285217 nChanged 1 SP:Iteration 21Q (1035.822773 sec): 3 clusters Score: Raw -338428.124334 + Penalty 2606.694724 = -335821.429610 nChanged 1 SP:Iteration 22Q (1035.867133 sec): 3 clusters Score: Raw -338428.328414 + Penalty 2606.694724 = -335821.633690 nChanged 1 SP:Iteration 23Q (1035.915713 sec): 3 clusters Score: Raw -338428.658580 + Penalty 2606.694724 = -335821.963856 nChanged 1 SP:Iteration 24Q (1035.969287 sec): 3 clusters Score: Raw -338429.183743 + Penalty 2606.694724 = -335822.489019 nChanged 5 SP:Iteration 25Q (1036.019177 sec): 3 clusters Score: Raw -338430.814506 + Penalty 2606.694724 = -335824.119782 nChanged 5 SP:Iteration 26Q (1036.064394 sec): 3 clusters Score: Raw -338432.274609 + Penalty 2606.694724 = -335825.579885 nChanged 1 SP:Iteration 27Q (1036.101099 sec): 3 clusters Score: Raw -338432.551971 + Penalty 2606.694724 = -335825.857247 nChanged 0 SP:Iteration 28F (1036.147347 sec): 3 clusters Score: Raw -338432.551971 + Penalty 2606.694724 = -335825.857247 nChanged 0 Trying to split cluster 8 (14115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1036.201920 sec): 2 clusters Score: Raw -1667137.514295 + Penalty 1552.686418 = -1665584.827878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1036.268720 sec): 3 clusters Score: Raw -1658973.241405 + Penalty 3105.372836 = -1655867.868569 nChanged 6267 SP:Iteration 1F (1036.339782 sec): 3 clusters Score: Raw -1662613.793438 + Penalty 3105.372836 = -1659508.420602 nChanged 937 SP:Iteration 2F (1036.406419 sec): 3 clusters Score: Raw -1663198.965679 + Penalty 3105.372836 = -1660093.592844 nChanged 974 SP:Iteration 3F (1036.468669 sec): 3 clusters Score: Raw -1663910.129204 + Penalty 3105.372836 = -1660804.756369 nChanged 1003 SP:Iteration 4F (1036.529239 sec): 3 clusters Score: Raw -1664713.268593 + Penalty 3105.372836 = -1661607.895757 nChanged 912 SP:Iteration 5F (1036.589803 sec): 3 clusters Score: Raw -1665479.430837 + Penalty 3105.372836 = -1662374.058001 nChanged 759 SP:Iteration 6F (1036.652887 sec): 3 clusters Score: Raw -1666072.213208 + Penalty 3105.372836 = -1662966.840373 nChanged 598 SP:Iteration 7Q (1036.710594 sec): 3 clusters Score: Raw -1666504.429273 + Penalty 3105.372836 = -1663399.056437 nChanged 434 SP:Iteration 8Q (1036.776043 sec): 3 clusters Score: Raw -1666799.959412 + Penalty 3105.372836 = -1663694.586576 nChanged 340 SP:Iteration 9Q (1036.845841 sec): 3 clusters Score: Raw -1667048.509856 + Penalty 3105.372836 = -1663943.137020 nChanged 266 SP:Iteration 10Q (1036.912856 sec): 3 clusters Score: Raw -1667258.378521 + Penalty 3105.372836 = -1664153.005685 nChanged 217 SP:Iteration 11Q (1036.982471 sec): 3 clusters Score: Raw -1667413.015274 + Penalty 3105.372836 = -1664307.642438 nChanged 181 SP:Iteration 12Q (1037.051608 sec): 3 clusters Score: Raw -1667537.139723 + Penalty 3105.372836 = -1664431.766887 nChanged 155 SP:Iteration 13Q (1037.099976 sec): 3 clusters Score: Raw -1667672.373376 + Penalty 3105.372836 = -1664567.000540 nChanged 156 SP:Iteration 14Q (1037.166499 sec): 3 clusters Score: Raw -1667789.475453 + Penalty 3105.372836 = -1664684.102618 nChanged 144 SP:Iteration 15Q (1037.232742 sec): 3 clusters Score: Raw -1667897.439388 + Penalty 3105.372836 = -1664792.066553 nChanged 101 SP:Iteration 16Q (1037.293575 sec): 3 clusters Score: Raw -1667958.112011 + Penalty 3105.372836 = -1664852.739176 nChanged 92 SP:Iteration 17Q (1037.354758 sec): 3 clusters Score: Raw -1668008.820529 + Penalty 3105.372836 = -1664903.447694 nChanged 74 SP:Iteration 18Q (1037.421922 sec): 3 clusters Score: Raw -1668054.195959 + Penalty 3105.372836 = -1664948.823124 nChanged 64 SP:Iteration 19Q (1037.475752 sec): 3 clusters Score: Raw -1668087.624489 + Penalty 3105.372836 = -1664982.251653 nChanged 58 SP:Iteration 20F (1037.544114 sec): 3 clusters Score: Raw -1668109.096162 + Penalty 3105.372836 = -1665003.723326 nChanged 35 SP:Iteration 21Q (1037.617692 sec): 3 clusters Score: Raw -1668122.166069 + Penalty 3105.372836 = -1665016.793233 nChanged 28 SP:Iteration 22Q (1037.673366 sec): 3 clusters Score: Raw -1668131.772980 + Penalty 3105.372836 = -1665026.400144 nChanged 14 SP:Iteration 23Q (1037.740601 sec): 3 clusters Score: Raw -1668136.507278 + Penalty 3105.372836 = -1665031.134443 nChanged 13 SP:Iteration 24Q (1037.799518 sec): 3 clusters Score: Raw -1668139.989674 + Penalty 3105.372836 = -1665034.616838 nChanged 5 SP:Iteration 25Q (1037.873758 sec): 3 clusters Score: Raw -1668141.471065 + Penalty 3105.372836 = -1665036.098229 nChanged 3 SP:Iteration 26Q (1037.931513 sec): 3 clusters Score: Raw -1668142.369290 + Penalty 3105.372836 = -1665036.996454 nChanged 4 SP:Iteration 27Q (1037.998996 sec): 3 clusters Score: Raw -1668143.798295 + Penalty 3105.372836 = -1665038.425459 nChanged 8 SP:Iteration 28Q (1038.070315 sec): 3 clusters Score: Raw -1668146.535158 + Penalty 3105.372836 = -1665041.162323 nChanged 8 SP:Iteration 29Q (1038.128615 sec): 3 clusters Score: Raw -1668148.441291 + Penalty 3105.372836 = -1665043.068456 nChanged 9 SP:Iteration 30Q (1038.197760 sec): 3 clusters Score: Raw -1668151.721886 + Penalty 3105.372836 = -1665046.349050 nChanged 11 SP:Iteration 31Q (1038.260610 sec): 3 clusters Score: Raw -1668155.892678 + Penalty 3105.372836 = -1665050.519843 nChanged 10 SP:Iteration 32Q (1038.327308 sec): 3 clusters Score: Raw -1668157.975612 + Penalty 3105.372836 = -1665052.602776 nChanged 6 SP:Iteration 33Q (1038.391956 sec): 3 clusters Score: Raw -1668160.112064 + Penalty 3105.372836 = -1665054.739228 nChanged 7 SP:Iteration 34Q (1038.451569 sec): 3 clusters Score: Raw -1668162.142875 + Penalty 3105.372836 = -1665056.770040 nChanged 7 SP:Iteration 35Q (1038.521204 sec): 3 clusters Score: Raw -1668165.353258 + Penalty 3105.372836 = -1665059.980422 nChanged 9 SP:Iteration 36Q (1038.594594 sec): 3 clusters Score: Raw -1668171.059253 + Penalty 3105.372836 = -1665065.686417 nChanged 15 SP:Iteration 37Q (1038.663995 sec): 3 clusters Score: Raw -1668175.782866 + Penalty 3105.372836 = -1665070.410030 nChanged 14 SP:Iteration 38Q (1038.733536 sec): 3 clusters Score: Raw -1668180.618023 + Penalty 3105.372836 = -1665075.245188 nChanged 17 SP:Iteration 39Q (1038.800094 sec): 3 clusters Score: Raw -1668187.454756 + Penalty 3105.372836 = -1665082.081921 nChanged 11 SP:Iteration 40F (1038.869143 sec): 3 clusters Score: Raw -1668191.492301 + Penalty 3105.372836 = -1665086.119465 nChanged 13 SP:Iteration 41Q (1038.937673 sec): 3 clusters Score: Raw -1668195.616729 + Penalty 3105.372836 = -1665090.243893 nChanged 13 SP:Iteration 42Q (1039.004282 sec): 3 clusters Score: Raw -1668202.653313 + Penalty 3105.372836 = -1665097.280477 nChanged 10 SP:Iteration 43Q (1039.072263 sec): 3 clusters Score: Raw -1668205.698986 + Penalty 3105.372836 = -1665100.326150 nChanged 7 SP:Iteration 44Q (1039.140249 sec): 3 clusters Score: Raw -1668208.609730 + Penalty 3105.372836 = -1665103.236895 nChanged 6 SP:Iteration 45Q (1039.204516 sec): 3 clusters Score: Raw -1668210.313725 + Penalty 3105.372836 = -1665104.940889 nChanged 4 SP:Iteration 46Q (1039.265147 sec): 3 clusters Score: Raw -1668211.414406 + Penalty 3105.372836 = -1665106.041570 nChanged 6 SP:Iteration 47Q (1039.334855 sec): 3 clusters Score: Raw -1668213.985576 + Penalty 3105.372836 = -1665108.612740 nChanged 8 SP:Iteration 48Q (1039.412381 sec): 3 clusters Score: Raw -1668216.366514 + Penalty 3105.372836 = -1665110.993678 nChanged 7 SP:Iteration 49Q (1039.481471 sec): 3 clusters Score: Raw -1668218.194402 + Penalty 3105.372836 = -1665112.821566 nChanged 5 SP:Iteration 50Q (1039.539272 sec): 3 clusters Score: Raw -1668219.621742 + Penalty 3105.372836 = -1665114.248906 nChanged 8 SP:Iteration 51Q (1039.612040 sec): 3 clusters Score: Raw -1668221.844879 + Penalty 3105.372836 = -1665116.472043 nChanged 5 SP:Iteration 52Q (1039.683907 sec): 3 clusters Score: Raw -1668223.007620 + Penalty 3105.372836 = -1665117.634785 nChanged 3 SP:Iteration 53Q (1039.752246 sec): 3 clusters Score: Raw -1668223.744008 + Penalty 3105.372836 = -1665118.371172 nChanged 4 SP:Iteration 54Q (1039.818735 sec): 3 clusters Score: Raw -1668224.962409 + Penalty 3105.372836 = -1665119.589573 nChanged 4 SP:Iteration 55Q (1039.864771 sec): 3 clusters Score: Raw -1668225.699124 + Penalty 3105.372836 = -1665120.326288 nChanged 1 SP:Iteration 56Q (1039.927512 sec): 3 clusters Score: Raw -1668226.077619 + Penalty 3105.372836 = -1665120.704783 nChanged 2 SP:Iteration 57Q (1039.998007 sec): 3 clusters Score: Raw -1668227.245820 + Penalty 3105.372836 = -1665121.872984 nChanged 5 SP:Iteration 58Q (1040.066782 sec): 3 clusters Score: Raw -1668229.257441 + Penalty 3105.372836 = -1665123.884606 nChanged 3 SP:Iteration 59Q (1040.123488 sec): 3 clusters Score: Raw -1668230.257320 + Penalty 3105.372836 = -1665124.884484 nChanged 2 SP:Iteration 60F (1040.191717 sec): 3 clusters Score: Raw -1668230.746348 + Penalty 3105.372836 = -1665125.373512 nChanged 1 SP:Iteration 61Q (1040.258498 sec): 3 clusters Score: Raw -1668231.036763 + Penalty 3105.372836 = -1665125.663927 nChanged 3 SP:Iteration 62Q (1040.325814 sec): 3 clusters Score: Raw -1668231.641918 + Penalty 3105.372836 = -1665126.269083 nChanged 0 SP:Iteration 63F (1040.397427 sec): 3 clusters Score: Raw -1668231.641918 + Penalty 3105.372836 = -1665126.269083 nChanged 0 Trying to split cluster 9 (45569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1040.495457 sec): 2 clusters Score: Raw -5676178.861968 + Penalty 1743.134728 = -5674435.727240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1040.611477 sec): 3 clusters Score: Raw -5647414.413711 + Penalty 3486.269455 = -5643928.144256 nChanged 21413 SP:Iteration 1F (1040.729832 sec): 3 clusters Score: Raw -5659772.712143 + Penalty 3486.269455 = -5656286.442688 nChanged 1997 SP:Iteration 2Q (1040.848101 sec): 3 clusters Score: Raw -5660455.918117 + Penalty 3486.269455 = -5656969.648662 nChanged 2073 SP:Iteration 3Q (1040.967742 sec): 3 clusters Score: Raw -5661322.460542 + Penalty 3486.269455 = -5657836.191087 nChanged 2311 SP:Iteration 4F (1041.088603 sec): 3 clusters Score: Raw -5662441.821207 + Penalty 3486.269455 = -5658955.551751 nChanged 2493 SP:Iteration 5F (1041.204358 sec): 3 clusters Score: Raw -5663883.465585 + Penalty 3486.269455 = -5660397.196129 nChanged 2720 SP:Iteration 6F (1041.311216 sec): 3 clusters Score: Raw -5665526.841206 + Penalty 3486.269455 = -5662040.571751 nChanged 2685 SP:Iteration 7F (1041.422468 sec): 3 clusters Score: Raw -5667238.785036 + Penalty 3486.269455 = -5663752.515581 nChanged 2472 SP:Iteration 8F (1041.535067 sec): 3 clusters Score: Raw -5668717.747712 + Penalty 3486.269455 = -5665231.478257 nChanged 1988 SP:Iteration 9Q (1041.650057 sec): 3 clusters Score: Raw -5669602.340664 + Penalty 3486.269455 = -5666116.071209 nChanged 1329 SP:Iteration 10Q (1041.779059 sec): 3 clusters Score: Raw -5669985.280990 + Penalty 3486.269455 = -5666499.011535 nChanged 854 SP:Iteration 11Q (1041.901683 sec): 3 clusters Score: Raw -5670176.897816 + Penalty 3486.269455 = -5666690.628360 nChanged 589 SP:Iteration 12Q (1042.000802 sec): 3 clusters Score: Raw -5670282.926489 + Penalty 3486.269455 = -5666796.657033 nChanged 448 SP:Iteration 13Q (1042.126631 sec): 3 clusters Score: Raw -5670360.761344 + Penalty 3486.269455 = -5666874.491888 nChanged 415 SP:Iteration 14Q (1042.248832 sec): 3 clusters Score: Raw -5670437.143284 + Penalty 3486.269455 = -5666950.873829 nChanged 411 SP:Iteration 15Q (1042.355929 sec): 3 clusters Score: Raw -5670508.125806 + Penalty 3486.269455 = -5667021.856350 nChanged 401 SP:Iteration 16Q (1042.468065 sec): 3 clusters Score: Raw -5670578.879165 + Penalty 3486.269455 = -5667092.609710 nChanged 416 SP:Iteration 17Q (1042.586947 sec): 3 clusters Score: Raw -5670658.378508 + Penalty 3486.269455 = -5667172.109052 nChanged 443 SP:Iteration 18Q (1042.712856 sec): 3 clusters Score: Raw -5670748.863263 + Penalty 3486.269455 = -5667262.593807 nChanged 466 SP:Iteration 19Q (1042.842346 sec): 3 clusters Score: Raw -5670858.091967 + Penalty 3486.269455 = -5667371.822511 nChanged 552 SP:Iteration 20F (1042.943556 sec): 3 clusters Score: Raw -5670993.760592 + Penalty 3486.269455 = -5667507.491136 nChanged 616 SP:Iteration 21Q (1043.033117 sec): 3 clusters Score: Raw -5671150.227373 + Penalty 3486.269455 = -5667663.957918 nChanged 613 SP:Iteration 22Q (1043.147682 sec): 3 clusters Score: Raw -5671305.514330 + Penalty 3486.269455 = -5667819.244875 nChanged 581 SP:Iteration 23Q (1043.273943 sec): 3 clusters Score: Raw -5671464.302446 + Penalty 3486.269455 = -5667978.032991 nChanged 600 SP:Iteration 24Q (1043.401770 sec): 3 clusters Score: Raw -5671625.632433 + Penalty 3486.269455 = -5668139.362977 nChanged 640 SP:Iteration 25Q (1043.528260 sec): 3 clusters Score: Raw -5671798.393951 + Penalty 3486.269455 = -5668312.124496 nChanged 618 SP:Iteration 26Q (1043.649962 sec): 3 clusters Score: Raw -5671965.892579 + Penalty 3486.269455 = -5668479.623123 nChanged 637 SP:Iteration 27Q (1043.765913 sec): 3 clusters Score: Raw -5672134.590538 + Penalty 3486.269455 = -5668648.321082 nChanged 629 SP:Iteration 28Q (1043.892515 sec): 3 clusters Score: Raw -5672297.734949 + Penalty 3486.269455 = -5668811.465494 nChanged 613 SP:Iteration 29Q (1044.006091 sec): 3 clusters Score: Raw -5672462.173631 + Penalty 3486.269455 = -5668975.904175 nChanged 615 SP:Iteration 30Q (1044.135957 sec): 3 clusters Score: Raw -5672622.895844 + Penalty 3486.269455 = -5669136.626388 nChanged 588 SP:Iteration 31Q (1044.257626 sec): 3 clusters Score: Raw -5672780.106720 + Penalty 3486.269455 = -5669293.837265 nChanged 558 SP:Iteration 32Q (1044.376331 sec): 3 clusters Score: Raw -5672921.718868 + Penalty 3486.269455 = -5669435.449412 nChanged 507 SP:Iteration 33Q (1044.489715 sec): 3 clusters Score: Raw -5673042.465131 + Penalty 3486.269455 = -5669556.195676 nChanged 479 SP:Iteration 34Q (1044.605324 sec): 3 clusters Score: Raw -5673150.449098 + Penalty 3486.269455 = -5669664.179642 nChanged 465 SP:Iteration 35Q (1044.726733 sec): 3 clusters Score: Raw -5673247.715403 + Penalty 3486.269455 = -5669761.445947 nChanged 429 SP:Iteration 36Q (1044.835541 sec): 3 clusters Score: Raw -5673333.990163 + Penalty 3486.269455 = -5669847.720707 nChanged 415 SP:Iteration 37Q (1044.948874 sec): 3 clusters Score: Raw -5673422.975174 + Penalty 3486.269455 = -5669936.705718 nChanged 386 SP:Iteration 38Q (1045.061186 sec): 3 clusters Score: Raw -5673501.445151 + Penalty 3486.269455 = -5670015.175695 nChanged 367 SP:Iteration 39Q (1045.171939 sec): 3 clusters Score: Raw -5673580.626500 + Penalty 3486.269455 = -5670094.357045 nChanged 374 SP:Iteration 40F (1045.288460 sec): 3 clusters Score: Raw -5673677.046280 + Penalty 3486.269455 = -5670190.776825 nChanged 416 SP:Iteration 41Q (1045.406002 sec): 3 clusters Score: Raw -5673788.735091 + Penalty 3486.269455 = -5670302.465635 nChanged 421 SP:Iteration 42Q (1045.521028 sec): 3 clusters Score: Raw -5673903.327393 + Penalty 3486.269455 = -5670417.057938 nChanged 441 SP:Iteration 43Q (1045.638501 sec): 3 clusters Score: Raw -5674031.868669 + Penalty 3486.269455 = -5670545.599213 nChanged 443 SP:Iteration 44Q (1045.767666 sec): 3 clusters Score: Raw -5674171.379388 + Penalty 3486.269455 = -5670685.109933 nChanged 439 SP:Iteration 45Q (1045.882614 sec): 3 clusters Score: Raw -5674305.056271 + Penalty 3486.269455 = -5670818.786815 nChanged 461 SP:Iteration 46Q (1046.009476 sec): 3 clusters Score: Raw -5674444.902895 + Penalty 3486.269455 = -5670958.633439 nChanged 483 SP:Iteration 47Q (1046.130927 sec): 3 clusters Score: Raw -5674598.899437 + Penalty 3486.269455 = -5671112.629982 nChanged 468 SP:Iteration 48Q (1046.244144 sec): 3 clusters Score: Raw -5674738.847324 + Penalty 3486.269455 = -5671252.577868 nChanged 453 SP:Iteration 49Q (1046.372138 sec): 3 clusters Score: Raw -5674865.072205 + Penalty 3486.269455 = -5671378.802749 nChanged 413 SP:Iteration 50Q (1046.475345 sec): 3 clusters Score: Raw -5674988.939761 + Penalty 3486.269455 = -5671502.670306 nChanged 447 SP:Iteration 51Q (1046.593719 sec): 3 clusters Score: Raw -5675142.226566 + Penalty 3486.269455 = -5671655.957110 nChanged 435 SP:Iteration 52Q (1046.719170 sec): 3 clusters Score: Raw -5675294.453526 + Penalty 3486.269455 = -5671808.184071 nChanged 428 SP:Iteration 53Q (1046.842609 sec): 3 clusters Score: Raw -5675462.696964 + Penalty 3486.269455 = -5671976.427508 nChanged 415 SP:Iteration 54Q (1046.953260 sec): 3 clusters Score: Raw -5675622.869574 + Penalty 3486.269455 = -5672136.600118 nChanged 389 SP:Iteration 55Q (1047.075146 sec): 3 clusters Score: Raw -5675755.573363 + Penalty 3486.269455 = -5672269.303908 nChanged 382 SP:Iteration 56Q (1047.195139 sec): 3 clusters Score: Raw -5675874.813554 + Penalty 3486.269455 = -5672388.544098 nChanged 332 SP:Iteration 57Q (1047.314317 sec): 3 clusters Score: Raw -5675961.033092 + Penalty 3486.269455 = -5672474.763637 nChanged 292 SP:Iteration 58Q (1047.418101 sec): 3 clusters Score: Raw -5676033.691797 + Penalty 3486.269455 = -5672547.422341 nChanged 267 SP:Iteration 59Q (1047.532413 sec): 3 clusters Score: Raw -5676099.271616 + Penalty 3486.269455 = -5672613.002160 nChanged 262 SP:Iteration 60F (1047.649356 sec): 3 clusters Score: Raw -5676161.005144 + Penalty 3486.269455 = -5672674.735689 nChanged 206 SP:Iteration 61Q (1047.765929 sec): 3 clusters Score: Raw -5676203.256207 + Penalty 3486.269455 = -5672716.986752 nChanged 180 SP:Iteration 62Q (1047.873725 sec): 3 clusters Score: Raw -5676238.121289 + Penalty 3486.269455 = -5672751.851833 nChanged 170 SP:Iteration 63Q (1047.975891 sec): 3 clusters Score: Raw -5676269.680885 + Penalty 3486.269455 = -5672783.411430 nChanged 169 SP:Iteration 64Q (1048.086533 sec): 3 clusters Score: Raw -5676301.643551 + Penalty 3486.269455 = -5672815.374096 nChanged 164 SP:Iteration 65Q (1048.202438 sec): 3 clusters Score: Raw -5676334.072962 + Penalty 3486.269455 = -5672847.803507 nChanged 136 SP:Iteration 66Q (1048.312060 sec): 3 clusters Score: Raw -5676359.794672 + Penalty 3486.269455 = -5672873.525216 nChanged 136 SP:Iteration 67Q (1048.423041 sec): 3 clusters Score: Raw -5676383.490778 + Penalty 3486.269455 = -5672897.221323 nChanged 121 SP:Iteration 68Q (1048.534947 sec): 3 clusters Score: Raw -5676403.023624 + Penalty 3486.269455 = -5672916.754168 nChanged 120 SP:Iteration 69Q (1048.641222 sec): 3 clusters Score: Raw -5676422.514704 + Penalty 3486.269455 = -5672936.245249 nChanged 99 SP:Iteration 70Q (1048.751012 sec): 3 clusters Score: Raw -5676436.780524 + Penalty 3486.269455 = -5672950.511069 nChanged 92 SP:Iteration 71Q (1048.854739 sec): 3 clusters Score: Raw -5676450.538364 + Penalty 3486.269455 = -5672964.268909 nChanged 103 SP:Iteration 72Q (1048.959278 sec): 3 clusters Score: Raw -5676466.868514 + Penalty 3486.269455 = -5672980.599058 nChanged 93 SP:Iteration 73Q (1049.053693 sec): 3 clusters Score: Raw -5676482.843910 + Penalty 3486.269455 = -5672996.574455 nChanged 95 SP:Iteration 74Q (1049.161173 sec): 3 clusters Score: Raw -5676500.755026 + Penalty 3486.269455 = -5673014.485571 nChanged 106 SP:Iteration 75Q (1049.277803 sec): 3 clusters Score: Raw -5676520.695884 + Penalty 3486.269455 = -5673034.426429 nChanged 95 SP:Iteration 76Q (1049.390959 sec): 3 clusters Score: Raw -5676538.987802 + Penalty 3486.269455 = -5673052.718346 nChanged 99 SP:Iteration 77Q (1049.503612 sec): 3 clusters Score: Raw -5676556.490227 + Penalty 3486.269455 = -5673070.220771 nChanged 92 SP:Iteration 78Q (1049.611546 sec): 3 clusters Score: Raw -5676572.557539 + Penalty 3486.269455 = -5673086.288084 nChanged 84 SP:Iteration 79Q (1049.723883 sec): 3 clusters Score: Raw -5676586.319237 + Penalty 3486.269455 = -5673100.049781 nChanged 91 SP:Iteration 80F (1049.853356 sec): 3 clusters Score: Raw -5676602.407505 + Penalty 3486.269455 = -5673116.138050 nChanged 74 SP:Iteration 81Q (1049.969441 sec): 3 clusters Score: Raw -5676614.290110 + Penalty 3486.269455 = -5673128.020655 nChanged 86 SP:Iteration 82Q (1050.076838 sec): 3 clusters Score: Raw -5676628.456439 + Penalty 3486.269455 = -5673142.186983 nChanged 79 SP:Iteration 83Q (1050.180678 sec): 3 clusters Score: Raw -5676642.012390 + Penalty 3486.269455 = -5673155.742934 nChanged 76 SP:Iteration 84Q (1050.287182 sec): 3 clusters Score: Raw -5676654.181950 + Penalty 3486.269455 = -5673167.912495 nChanged 65 SP:Iteration 85Q (1050.396975 sec): 3 clusters Score: Raw -5676664.454592 + Penalty 3486.269455 = -5673178.185137 nChanged 70 SP:Iteration 86Q (1050.508070 sec): 3 clusters Score: Raw -5676675.374415 + Penalty 3486.269455 = -5673189.104960 nChanged 56 SP:Iteration 87Q (1050.623316 sec): 3 clusters Score: Raw -5676684.577920 + Penalty 3486.269455 = -5673198.308465 nChanged 63 SP:Iteration 88Q (1050.733718 sec): 3 clusters Score: Raw -5676694.195186 + Penalty 3486.269455 = -5673207.925731 nChanged 64 SP:Iteration 89Q (1050.846143 sec): 3 clusters Score: Raw -5676703.950038 + Penalty 3486.269455 = -5673217.680583 nChanged 53 SP:Iteration 90Q (1050.953753 sec): 3 clusters Score: Raw -5676712.562779 + Penalty 3486.269455 = -5673226.293323 nChanged 63 SP:Iteration 91Q (1051.060342 sec): 3 clusters Score: Raw -5676722.813976 + Penalty 3486.269455 = -5673236.544520 nChanged 65 SP:Iteration 92Q (1051.173983 sec): 3 clusters Score: Raw -5676732.132933 + Penalty 3486.269455 = -5673245.863478 nChanged 67 SP:Iteration 93Q (1051.278993 sec): 3 clusters Score: Raw -5676744.251541 + Penalty 3486.269455 = -5673257.982086 nChanged 60 SP:Iteration 94Q (1051.384958 sec): 3 clusters Score: Raw -5676756.724516 + Penalty 3486.269455 = -5673270.455061 nChanged 70 SP:Iteration 95Q (1051.481776 sec): 3 clusters Score: Raw -5676769.741822 + Penalty 3486.269455 = -5673283.472366 nChanged 63 SP:Iteration 96Q (1051.594409 sec): 3 clusters Score: Raw -5676780.667869 + Penalty 3486.269455 = -5673294.398414 nChanged 42 SP:Iteration 97Q (1051.700149 sec): 3 clusters Score: Raw -5676787.058819 + Penalty 3486.269455 = -5673300.789364 nChanged 31 SP:Iteration 98Q (1051.799212 sec): 3 clusters Score: Raw -5676791.940620 + Penalty 3486.269455 = -5673305.671165 nChanged 29 SP:Iteration 99Q (1051.898789 sec): 3 clusters Score: Raw -5676796.456076 + Penalty 3486.269455 = -5673310.186621 nChanged 30 SP:Iteration 100F (1052.019573 sec): 3 clusters Score: Raw -5676801.637802 + Penalty 3486.269455 = -5673315.368346 nChanged 33 SP:Iteration 101Q (1052.127244 sec): 3 clusters Score: Raw -5676806.330008 + Penalty 3486.269455 = -5673320.060552 nChanged 24 SP:Iteration 102Q (1052.233370 sec): 3 clusters Score: Raw -5676809.331974 + Penalty 3486.269455 = -5673323.062519 nChanged 23 SP:Iteration 103Q (1052.337519 sec): 3 clusters Score: Raw -5676811.789797 + Penalty 3486.269455 = -5673325.520342 nChanged 18 SP:Iteration 104Q (1052.449163 sec): 3 clusters Score: Raw -5676814.096863 + Penalty 3486.269455 = -5673327.827408 nChanged 20 SP:Iteration 105Q (1052.554253 sec): 3 clusters Score: Raw -5676816.392026 + Penalty 3486.269455 = -5673330.122570 nChanged 20 SP:Iteration 106Q (1052.662890 sec): 3 clusters Score: Raw -5676819.003195 + Penalty 3486.269455 = -5673332.733740 nChanged 19 SP:Iteration 107Q (1052.772998 sec): 3 clusters Score: Raw -5676821.181792 + Penalty 3486.269455 = -5673334.912336 nChanged 15 SP:Iteration 108Q (1052.874203 sec): 3 clusters Score: Raw -5676822.819556 + Penalty 3486.269455 = -5673336.550100 nChanged 19 SP:Iteration 109Q (1052.989587 sec): 3 clusters Score: Raw -5676824.717437 + Penalty 3486.269455 = -5673338.447982 nChanged 20 SP:Iteration 110Q (1053.095446 sec): 3 clusters Score: Raw -5676827.356172 + Penalty 3486.269455 = -5673341.086717 nChanged 25 SP:Iteration 111Q (1053.200125 sec): 3 clusters Score: Raw -5676830.804015 + Penalty 3486.269455 = -5673344.534559 nChanged 22 SP:Iteration 112Q (1053.313410 sec): 3 clusters Score: Raw -5676833.739459 + Penalty 3486.269455 = -5673347.470003 nChanged 19 SP:Iteration 113Q (1053.425489 sec): 3 clusters Score: Raw -5676835.837225 + Penalty 3486.269455 = -5673349.567770 nChanged 20 SP:Iteration 114Q (1053.538229 sec): 3 clusters Score: Raw -5676837.958058 + Penalty 3486.269455 = -5673351.688603 nChanged 14 SP:Iteration 115Q (1053.648734 sec): 3 clusters Score: Raw -5676839.695992 + Penalty 3486.269455 = -5673353.426536 nChanged 10 SP:Iteration 116Q (1053.754608 sec): 3 clusters Score: Raw -5676841.043361 + Penalty 3486.269455 = -5673354.773905 nChanged 10 SP:Iteration 117Q (1053.866241 sec): 3 clusters Score: Raw -5676842.147059 + Penalty 3486.269455 = -5673355.877604 nChanged 5 SP:Iteration 118Q (1053.975277 sec): 3 clusters Score: Raw -5676842.753109 + Penalty 3486.269455 = -5673356.483654 nChanged 7 SP:Iteration 119Q (1054.087756 sec): 3 clusters Score: Raw -5676843.510942 + Penalty 3486.269455 = -5673357.241487 nChanged 3 SP:Iteration 120F (1054.206863 sec): 3 clusters Score: Raw -5676843.688059 + Penalty 3486.269455 = -5673357.418603 nChanged 6 SP:Iteration 121Q (1054.329184 sec): 3 clusters Score: Raw -5676844.022880 + Penalty 3486.269455 = -5673357.753424 nChanged 3 SP:Iteration 122Q (1054.443247 sec): 3 clusters Score: Raw -5676844.231259 + Penalty 3486.269455 = -5673357.961804 nChanged 2 SP:Iteration 123Q (1054.557033 sec): 3 clusters Score: Raw -5676844.391878 + Penalty 3486.269455 = -5673358.122422 nChanged 0 SP:Iteration 124F (1054.673144 sec): 3 clusters Score: Raw -5676844.391878 + Penalty 3486.269455 = -5673358.122422 nChanged 0 Trying to split cluster 10 (4170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1054.716461 sec): 2 clusters Score: Raw -507729.855969 + Penalty 1354.546589 = -506375.309380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1054.772276 sec): 3 clusters Score: Raw -505599.897688 + Penalty 2709.093177 = -502890.804511 nChanged 1655 SP:Iteration 1F (1054.828024 sec): 3 clusters Score: Raw -506488.704418 + Penalty 2709.093177 = -503779.611241 nChanged 309 SP:Iteration 2F (1054.881979 sec): 3 clusters Score: Raw -506670.698159 + Penalty 2709.093177 = -503961.604982 nChanged 234 SP:Iteration 3F (1054.932676 sec): 3 clusters Score: Raw -506806.517529 + Penalty 2709.093177 = -504097.424352 nChanged 192 SP:Iteration 4Q (1054.984739 sec): 3 clusters Score: Raw -506899.980492 + Penalty 2709.093177 = -504190.887315 nChanged 143 SP:Iteration 5Q (1055.024410 sec): 3 clusters Score: Raw -506963.622153 + Penalty 2709.093177 = -504254.528976 nChanged 117 SP:Iteration 6Q (1055.082195 sec): 3 clusters Score: Raw -507013.138830 + Penalty 2709.093177 = -504304.045653 nChanged 92 SP:Iteration 7Q (1055.130778 sec): 3 clusters Score: Raw -507051.108567 + Penalty 2709.093177 = -504342.015390 nChanged 87 SP:Iteration 8Q (1055.187416 sec): 3 clusters Score: Raw -507092.774527 + Penalty 2709.093177 = -504383.681350 nChanged 97 SP:Iteration 9Q (1055.239399 sec): 3 clusters Score: Raw -507139.499680 + Penalty 2709.093177 = -504430.406503 nChanged 92 SP:Iteration 10Q (1055.293915 sec): 3 clusters Score: Raw -507187.786275 + Penalty 2709.093177 = -504478.693097 nChanged 108 SP:Iteration 11Q (1055.343583 sec): 3 clusters Score: Raw -507241.640043 + Penalty 2709.093177 = -504532.546865 nChanged 105 SP:Iteration 12Q (1055.399981 sec): 3 clusters Score: Raw -507307.070669 + Penalty 2709.093177 = -504597.977492 nChanged 124 SP:Iteration 13Q (1055.446535 sec): 3 clusters Score: Raw -507389.063045 + Penalty 2709.093177 = -504679.969868 nChanged 119 SP:Iteration 14Q (1055.505921 sec): 3 clusters Score: Raw -507457.746186 + Penalty 2709.093177 = -504748.653009 nChanged 101 SP:Iteration 15Q (1055.559746 sec): 3 clusters Score: Raw -507520.232209 + Penalty 2709.093177 = -504811.139032 nChanged 97 SP:Iteration 16Q (1055.624710 sec): 3 clusters Score: Raw -507580.467102 + Penalty 2709.093177 = -504871.373925 nChanged 88 SP:Iteration 17Q (1055.675556 sec): 3 clusters Score: Raw -507642.070778 + Penalty 2709.093177 = -504932.977600 nChanged 79 SP:Iteration 18Q (1055.722566 sec): 3 clusters Score: Raw -507699.724009 + Penalty 2709.093177 = -504990.630832 nChanged 71 SP:Iteration 19Q (1055.772248 sec): 3 clusters Score: Raw -507747.225253 + Penalty 2709.093177 = -505038.132075 nChanged 52 SP:Iteration 20F (1055.826794 sec): 3 clusters Score: Raw -507783.853942 + Penalty 2709.093177 = -505074.760765 nChanged 42 SP:Iteration 21Q (1055.885867 sec): 3 clusters Score: Raw -507816.865832 + Penalty 2709.093177 = -505107.772655 nChanged 33 SP:Iteration 22Q (1055.924345 sec): 3 clusters Score: Raw -507837.877612 + Penalty 2709.093177 = -505128.784435 nChanged 25 SP:Iteration 23Q (1055.972814 sec): 3 clusters Score: Raw -507853.496964 + Penalty 2709.093177 = -505144.403786 nChanged 18 SP:Iteration 24Q (1056.025979 sec): 3 clusters Score: Raw -507865.490544 + Penalty 2709.093177 = -505156.397367 nChanged 14 SP:Iteration 25Q (1056.073340 sec): 3 clusters Score: Raw -507873.502338 + Penalty 2709.093177 = -505164.409161 nChanged 7 SP:Iteration 26Q (1056.123527 sec): 3 clusters Score: Raw -507877.325523 + Penalty 2709.093177 = -505168.232346 nChanged 5 SP:Iteration 27Q (1056.172664 sec): 3 clusters Score: Raw -507880.505321 + Penalty 2709.093177 = -505171.412143 nChanged 6 SP:Iteration 28Q (1056.217715 sec): 3 clusters Score: Raw -507884.311721 + Penalty 2709.093177 = -505175.218544 nChanged 7 SP:Iteration 29Q (1056.275825 sec): 3 clusters Score: Raw -507889.143277 + Penalty 2709.093177 = -505180.050100 nChanged 8 SP:Iteration 30Q (1056.317926 sec): 3 clusters Score: Raw -507896.505651 + Penalty 2709.093177 = -505187.412473 nChanged 9 SP:Iteration 31Q (1056.376052 sec): 3 clusters Score: Raw -507906.586218 + Penalty 2709.093177 = -505197.493041 nChanged 11 SP:Iteration 32Q (1056.408819 sec): 3 clusters Score: Raw -507915.548871 + Penalty 2709.093177 = -505206.455693 nChanged 17 SP:Iteration 33Q (1056.463419 sec): 3 clusters Score: Raw -507927.461817 + Penalty 2709.093177 = -505218.368640 nChanged 14 SP:Iteration 34Q (1056.507834 sec): 3 clusters Score: Raw -507941.069528 + Penalty 2709.093177 = -505231.976351 nChanged 15 SP:Iteration 35Q (1056.550289 sec): 3 clusters Score: Raw -507954.463031 + Penalty 2709.093177 = -505245.369854 nChanged 14 SP:Iteration 36Q (1056.594704 sec): 3 clusters Score: Raw -507967.351642 + Penalty 2709.093177 = -505258.258464 nChanged 11 SP:Iteration 37Q (1056.628962 sec): 3 clusters Score: Raw -507976.569988 + Penalty 2709.093177 = -505267.476811 nChanged 7 SP:Iteration 38Q (1056.682857 sec): 3 clusters Score: Raw -507981.591649 + Penalty 2709.093177 = -505272.498472 nChanged 4 SP:Iteration 39Q (1056.721355 sec): 3 clusters Score: Raw -507984.772525 + Penalty 2709.093177 = -505275.679348 nChanged 1 SP:Iteration 40F (1056.769443 sec): 3 clusters Score: Raw -507985.240863 + Penalty 2709.093177 = -505276.147686 nChanged 0 Trying to split cluster 11 (7808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1056.801136 sec): 2 clusters Score: Raw -940053.029262 + Penalty 1456.471921 = -938596.557341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1056.856580 sec): 3 clusters Score: Raw -935806.087807 + Penalty 2912.943842 = -932893.143966 nChanged 3361 SP:Iteration 1F (1056.924573 sec): 3 clusters Score: Raw -938307.644120 + Penalty 2912.943842 = -935394.700278 nChanged 791 SP:Iteration 2F (1056.974884 sec): 3 clusters Score: Raw -939416.341576 + Penalty 2912.943842 = -936503.397734 nChanged 659 SP:Iteration 3F (1057.037008 sec): 3 clusters Score: Raw -940100.829108 + Penalty 2912.943842 = -937187.885266 nChanged 606 SP:Iteration 4F (1057.098658 sec): 3 clusters Score: Raw -940655.731063 + Penalty 2912.943842 = -937742.787221 nChanged 555 SP:Iteration 5F (1057.167180 sec): 3 clusters Score: Raw -941222.681566 + Penalty 2912.943842 = -938309.737724 nChanged 520 SP:Iteration 6F (1057.214438 sec): 3 clusters Score: Raw -941872.279546 + Penalty 2912.943842 = -938959.335704 nChanged 506 SP:Iteration 7F (1057.273582 sec): 3 clusters Score: Raw -942556.155791 + Penalty 2912.943842 = -939643.211950 nChanged 394 SP:Iteration 8F (1057.329447 sec): 3 clusters Score: Raw -943117.921474 + Penalty 2912.943842 = -940204.977633 nChanged 321 SP:Iteration 9Q (1057.384353 sec): 3 clusters Score: Raw -943618.047147 + Penalty 2912.943842 = -940705.103306 nChanged 269 SP:Iteration 10Q (1057.444486 sec): 3 clusters Score: Raw -944045.774180 + Penalty 2912.943842 = -941132.830339 nChanged 207 SP:Iteration 11Q (1057.489798 sec): 3 clusters Score: Raw -944455.035446 + Penalty 2912.943842 = -941542.091605 nChanged 214 SP:Iteration 12Q (1057.554058 sec): 3 clusters Score: Raw -945089.630957 + Penalty 2912.943842 = -942176.687116 nChanged 229 SP:Iteration 13Q (1057.602394 sec): 3 clusters Score: Raw -946309.681677 + Penalty 2912.943842 = -943396.737835 nChanged 174 SP:Iteration 14Q (1057.655427 sec): 3 clusters Score: Raw -947500.932055 + Penalty 2912.943842 = -944587.988213 nChanged 81 SP:Iteration 15Q (1057.720170 sec): 3 clusters Score: Raw -947768.387018 + Penalty 2912.943842 = -944855.443176 nChanged 23 SP:Iteration 16Q (1057.761741 sec): 3 clusters Score: Raw -947789.469870 + Penalty 2912.943842 = -944876.526029 nChanged 3 SP:Iteration 17Q (1057.824419 sec): 3 clusters Score: Raw -947789.932849 + Penalty 2912.943842 = -944876.989007 nChanged 0 SP:Iteration 18F (1057.883923 sec): 3 clusters Score: Raw -947794.120868 + Penalty 2912.943842 = -944881.177027 nChanged 1 SP:Iteration 19Q (1057.937759 sec): 3 clusters Score: Raw -947795.103264 + Penalty 2912.943842 = -944882.159423 nChanged 0 SP:Iteration 20F (1057.998933 sec): 3 clusters Score: Raw -947795.103264 + Penalty 2912.943842 = -944882.159423 nChanged 0 Score: Raw -129479474.559344 + Penalty 72142.892791 = -129407331.666553 Splitting cluster 11 changes total score from -129401776.077886 to -129407331.666553 So it's getting split into cluster 32. Trying to split cluster 12 (141639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1078.724162 sec): 2 clusters Score: Raw -17511412.946103 + Penalty 1927.418487 = -17509485.527615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1078.999036 sec): 3 clusters Score: Raw -17418325.475157 + Penalty 3854.836975 = -17414470.638182 nChanged 68323 SP:Iteration 1F (1079.255308 sec): 3 clusters Score: Raw -17460577.994141 + Penalty 3854.836975 = -17456723.157166 nChanged 7561 SP:Iteration 2F (1079.513336 sec): 3 clusters Score: Raw -17464136.794113 + Penalty 3854.836975 = -17460281.957138 nChanged 9402 SP:Iteration 3F (1079.768590 sec): 3 clusters Score: Raw -17469852.502997 + Penalty 3854.836975 = -17465997.666022 nChanged 11085 SP:Iteration 4F (1080.021999 sec): 3 clusters Score: Raw -17478196.033111 + Penalty 3854.836975 = -17474341.196136 nChanged 11327 SP:Iteration 5F (1080.305102 sec): 3 clusters Score: Raw -17488030.480581 + Penalty 3854.836975 = -17484175.643606 nChanged 9661 SP:Iteration 6F (1080.568288 sec): 3 clusters Score: Raw -17496849.940529 + Penalty 3854.836975 = -17492995.103554 nChanged 6741 SP:Iteration 7Q (1080.839368 sec): 3 clusters Score: Raw -17503310.625849 + Penalty 3854.836975 = -17499455.788874 nChanged 4156 SP:Iteration 8Q (1081.089174 sec): 3 clusters Score: Raw -17507633.417227 + Penalty 3854.836975 = -17503778.580252 nChanged 2784 SP:Iteration 9Q (1081.340358 sec): 3 clusters Score: Raw -17510116.302913 + Penalty 3854.836975 = -17506261.465938 nChanged 2106 SP:Iteration 10Q (1081.597226 sec): 3 clusters Score: Raw -17511384.435911 + Penalty 3854.836975 = -17507529.598936 nChanged 1447 SP:Iteration 11Q (1081.842928 sec): 3 clusters Score: Raw -17511977.604676 + Penalty 3854.836975 = -17508122.767701 nChanged 986 SP:Iteration 12Q (1082.091514 sec): 3 clusters Score: Raw -17512333.982698 + Penalty 3854.836975 = -17508479.145723 nChanged 830 SP:Iteration 13Q (1082.332625 sec): 3 clusters Score: Raw -17512604.725813 + Penalty 3854.836975 = -17508749.888838 nChanged 695 SP:Iteration 14Q (1082.564774 sec): 3 clusters Score: Raw -17512825.619235 + Penalty 3854.836975 = -17508970.782260 nChanged 639 SP:Iteration 15Q (1082.796231 sec): 3 clusters Score: Raw -17513032.461955 + Penalty 3854.836975 = -17509177.624980 nChanged 612 SP:Iteration 16Q (1083.041653 sec): 3 clusters Score: Raw -17513234.011607 + Penalty 3854.836975 = -17509379.174632 nChanged 616 SP:Iteration 17Q (1083.277072 sec): 3 clusters Score: Raw -17513442.166617 + Penalty 3854.836975 = -17509587.329642 nChanged 621 SP:Iteration 18Q (1083.513057 sec): 3 clusters Score: Raw -17513668.778380 + Penalty 3854.836975 = -17509813.941405 nChanged 659 SP:Iteration 19Q (1083.737837 sec): 3 clusters Score: Raw -17513930.523758 + Penalty 3854.836975 = -17510075.686783 nChanged 644 SP:Iteration 20F (1083.998187 sec): 3 clusters Score: Raw -17514195.994121 + Penalty 3854.836975 = -17510341.157146 nChanged 642 SP:Iteration 21Q (1084.245813 sec): 3 clusters Score: Raw -17514477.954208 + Penalty 3854.836975 = -17510623.117233 nChanged 680 SP:Iteration 22Q (1084.487291 sec): 3 clusters Score: Raw -17514785.088313 + Penalty 3854.836975 = -17510930.251338 nChanged 711 SP:Iteration 23Q (1084.720582 sec): 3 clusters Score: Raw -17515142.172133 + Penalty 3854.836975 = -17511287.335158 nChanged 740 SP:Iteration 24Q (1084.963337 sec): 3 clusters Score: Raw -17515504.041060 + Penalty 3854.836975 = -17511649.204085 nChanged 714 SP:Iteration 25Q (1085.208675 sec): 3 clusters Score: Raw -17515805.626546 + Penalty 3854.836975 = -17511950.789571 nChanged 633 SP:Iteration 26Q (1085.455643 sec): 3 clusters Score: Raw -17516019.274366 + Penalty 3854.836975 = -17512164.437391 nChanged 503 SP:Iteration 27Q (1085.687556 sec): 3 clusters Score: Raw -17516155.771161 + Penalty 3854.836975 = -17512300.934186 nChanged 410 SP:Iteration 28Q (1085.909770 sec): 3 clusters Score: Raw -17516249.849626 + Penalty 3854.836975 = -17512395.012651 nChanged 339 SP:Iteration 29Q (1086.133125 sec): 3 clusters Score: Raw -17516312.158148 + Penalty 3854.836975 = -17512457.321173 nChanged 249 SP:Iteration 30Q (1086.376576 sec): 3 clusters Score: Raw -17516348.043733 + Penalty 3854.836975 = -17512493.206758 nChanged 182 SP:Iteration 31Q (1086.595483 sec): 3 clusters Score: Raw -17516369.577510 + Penalty 3854.836975 = -17512514.740535 nChanged 135 SP:Iteration 32Q (1086.832454 sec): 3 clusters Score: Raw -17516384.404618 + Penalty 3854.836975 = -17512529.567643 nChanged 116 SP:Iteration 33Q (1087.069101 sec): 3 clusters Score: Raw -17516394.494655 + Penalty 3854.836975 = -17512539.657680 nChanged 84 SP:Iteration 34Q (1087.315335 sec): 3 clusters Score: Raw -17516399.583309 + Penalty 3854.836975 = -17512544.746334 nChanged 51 SP:Iteration 35Q (1087.558912 sec): 3 clusters Score: Raw -17516402.334657 + Penalty 3854.836975 = -17512547.497682 nChanged 45 SP:Iteration 36Q (1087.800661 sec): 3 clusters Score: Raw -17516404.301991 + Penalty 3854.836975 = -17512549.465016 nChanged 34 SP:Iteration 37Q (1088.032765 sec): 3 clusters Score: Raw -17516405.317096 + Penalty 3854.836975 = -17512550.480121 nChanged 28 SP:Iteration 38Q (1088.273016 sec): 3 clusters Score: Raw -17516406.182731 + Penalty 3854.836975 = -17512551.345756 nChanged 24 SP:Iteration 39Q (1088.499248 sec): 3 clusters Score: Raw -17516406.899059 + Penalty 3854.836975 = -17512552.062084 nChanged 12 SP:Iteration 40F (1088.776896 sec): 3 clusters Score: Raw -17516411.428174 + Penalty 3854.836975 = -17512556.591199 nChanged 16 SP:Iteration 41Q (1089.023759 sec): 3 clusters Score: Raw -17516412.448198 + Penalty 3854.836975 = -17512557.611223 nChanged 17 SP:Iteration 42Q (1089.262657 sec): 3 clusters Score: Raw -17516413.146258 + Penalty 3854.836975 = -17512558.309283 nChanged 14 SP:Iteration 43Q (1089.511732 sec): 3 clusters Score: Raw -17516413.696892 + Penalty 3854.836975 = -17512558.859917 nChanged 19 SP:Iteration 44Q (1089.766137 sec): 3 clusters Score: Raw -17516414.352017 + Penalty 3854.836975 = -17512559.515043 nChanged 17 SP:Iteration 45Q (1090.013174 sec): 3 clusters Score: Raw -17516415.018472 + Penalty 3854.836975 = -17512560.181497 nChanged 12 SP:Iteration 46Q (1090.263672 sec): 3 clusters Score: Raw -17516415.397733 + Penalty 3854.836975 = -17512560.560758 nChanged 8 SP:Iteration 47Q (1090.500089 sec): 3 clusters Score: Raw -17516415.607569 + Penalty 3854.836975 = -17512560.770594 nChanged 6 SP:Iteration 48Q (1090.736800 sec): 3 clusters Score: Raw -17516415.699055 + Penalty 3854.836975 = -17512560.862080 nChanged 3 SP:Iteration 49Q (1090.979158 sec): 3 clusters Score: Raw -17516415.767944 + Penalty 3854.836975 = -17512560.930969 nChanged 3 SP:Iteration 50Q (1091.226637 sec): 3 clusters Score: Raw -17516415.836268 + Penalty 3854.836975 = -17512560.999293 nChanged 1 SP:Iteration 51Q (1091.458238 sec): 3 clusters Score: Raw -17516415.904653 + Penalty 3854.836975 = -17512561.067678 nChanged 1 SP:Iteration 52Q (1091.678698 sec): 3 clusters Score: Raw -17516415.929062 + Penalty 3854.836975 = -17512561.092087 nChanged 1 SP:Iteration 53Q (1091.903903 sec): 3 clusters Score: Raw -17516415.952633 + Penalty 3854.836975 = -17512561.115658 nChanged 0 SP:Iteration 54F (1092.176277 sec): 3 clusters Score: Raw -17516415.952633 + Penalty 3854.836975 = -17512561.115658 nChanged 0 Score: Raw -129484477.565875 + Penalty 74397.358190 = -129410080.207685 Splitting cluster 12 changes total score from -129401776.077886 to -129410080.207685 So it's getting split into cluster 33. Trying to split cluster 13 (14607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1113.418453 sec): 2 clusters Score: Raw -1888274.463600 + Penalty 1558.254124 = -1886716.209477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1113.492775 sec): 3 clusters Score: Raw -1879727.955485 + Penalty 3116.508247 = -1876611.447238 nChanged 6443 SP:Iteration 1F (1113.553517 sec): 3 clusters Score: Raw -1883170.720514 + Penalty 3116.508247 = -1880054.212267 nChanged 726 SP:Iteration 2Q (1113.627839 sec): 3 clusters Score: Raw -1883406.494325 + Penalty 3116.508247 = -1880289.986078 nChanged 590 SP:Iteration 3Q (1113.698596 sec): 3 clusters Score: Raw -1883574.678011 + Penalty 3116.508247 = -1880458.169764 nChanged 479 SP:Iteration 4Q (1113.768820 sec): 3 clusters Score: Raw -1883709.245183 + Penalty 3116.508247 = -1880592.736936 nChanged 416 SP:Iteration 5Q (1113.843017 sec): 3 clusters Score: Raw -1883829.055746 + Penalty 3116.508247 = -1880712.547499 nChanged 404 SP:Iteration 6Q (1113.917470 sec): 3 clusters Score: Raw -1883960.646397 + Penalty 3116.508247 = -1880844.138150 nChanged 414 SP:Iteration 7Q (1114.000668 sec): 3 clusters Score: Raw -1884126.117689 + Penalty 3116.508247 = -1881009.609442 nChanged 424 SP:Iteration 8Q (1114.068928 sec): 3 clusters Score: Raw -1884317.432647 + Penalty 3116.508247 = -1881200.924400 nChanged 492 SP:Iteration 9Q (1114.138614 sec): 3 clusters Score: Raw -1884584.173937 + Penalty 3116.508247 = -1881467.665690 nChanged 564 SP:Iteration 10Q (1114.199075 sec): 3 clusters Score: Raw -1884937.728087 + Penalty 3116.508247 = -1881821.219840 nChanged 643 SP:Iteration 11Q (1114.268643 sec): 3 clusters Score: Raw -1885387.118848 + Penalty 3116.508247 = -1882270.610601 nChanged 651 SP:Iteration 12Q (1114.341378 sec): 3 clusters Score: Raw -1885878.144810 + Penalty 3116.508247 = -1882761.636563 nChanged 664 SP:Iteration 13Q (1114.411961 sec): 3 clusters Score: Raw -1886391.159945 + Penalty 3116.508247 = -1883274.651698 nChanged 603 SP:Iteration 14Q (1114.485867 sec): 3 clusters Score: Raw -1886834.802514 + Penalty 3116.508247 = -1883718.294267 nChanged 502 SP:Iteration 15Q (1114.552505 sec): 3 clusters Score: Raw -1887166.439554 + Penalty 3116.508247 = -1884049.931307 nChanged 409 SP:Iteration 16Q (1114.622788 sec): 3 clusters Score: Raw -1887437.470914 + Penalty 3116.508247 = -1884320.962667 nChanged 368 SP:Iteration 17Q (1114.677461 sec): 3 clusters Score: Raw -1887681.706683 + Penalty 3116.508247 = -1884565.198436 nChanged 295 SP:Iteration 18Q (1114.743768 sec): 3 clusters Score: Raw -1887870.081180 + Penalty 3116.508247 = -1884753.572933 nChanged 237 SP:Iteration 19Q (1114.814762 sec): 3 clusters Score: Raw -1888020.577805 + Penalty 3116.508247 = -1884904.069558 nChanged 146 SP:Iteration 20F (1114.874952 sec): 3 clusters Score: Raw -1888112.383116 + Penalty 3116.508247 = -1884995.874869 nChanged 116 SP:Iteration 21Q (1114.949324 sec): 3 clusters Score: Raw -1888189.955398 + Penalty 3116.508247 = -1885073.447150 nChanged 92 SP:Iteration 22Q (1115.008104 sec): 3 clusters Score: Raw -1888247.674053 + Penalty 3116.508247 = -1885131.165806 nChanged 71 SP:Iteration 23Q (1115.075074 sec): 3 clusters Score: Raw -1888302.650730 + Penalty 3116.508247 = -1885186.142483 nChanged 63 SP:Iteration 24Q (1115.140825 sec): 3 clusters Score: Raw -1888342.711070 + Penalty 3116.508247 = -1885226.202823 nChanged 37 SP:Iteration 25Q (1115.214667 sec): 3 clusters Score: Raw -1888373.712890 + Penalty 3116.508247 = -1885257.204643 nChanged 38 SP:Iteration 26Q (1115.260183 sec): 3 clusters Score: Raw -1888400.419132 + Penalty 3116.508247 = -1885283.910885 nChanged 31 SP:Iteration 27Q (1115.325686 sec): 3 clusters Score: Raw -1888422.882807 + Penalty 3116.508247 = -1885306.374560 nChanged 20 SP:Iteration 28Q (1115.383246 sec): 3 clusters Score: Raw -1888437.401094 + Penalty 3116.508247 = -1885320.892847 nChanged 20 SP:Iteration 29Q (1115.447441 sec): 3 clusters Score: Raw -1888451.769155 + Penalty 3116.508247 = -1885335.260907 nChanged 12 SP:Iteration 30Q (1115.511607 sec): 3 clusters Score: Raw -1888459.873444 + Penalty 3116.508247 = -1885343.365196 nChanged 6 SP:Iteration 31Q (1115.575592 sec): 3 clusters Score: Raw -1888464.587186 + Penalty 3116.508247 = -1885348.078939 nChanged 6 SP:Iteration 32Q (1115.640407 sec): 3 clusters Score: Raw -1888468.317003 + Penalty 3116.508247 = -1885351.808756 nChanged 7 SP:Iteration 33Q (1115.708791 sec): 3 clusters Score: Raw -1888473.208158 + Penalty 3116.508247 = -1885356.699911 nChanged 13 SP:Iteration 34Q (1115.770053 sec): 3 clusters Score: Raw -1888483.359703 + Penalty 3116.508247 = -1885366.851456 nChanged 18 SP:Iteration 35Q (1115.840755 sec): 3 clusters Score: Raw -1888498.322325 + Penalty 3116.508247 = -1885381.814078 nChanged 12 SP:Iteration 36Q (1115.897522 sec): 3 clusters Score: Raw -1888505.863904 + Penalty 3116.508247 = -1885389.355657 nChanged 8 SP:Iteration 37Q (1115.958754 sec): 3 clusters Score: Raw -1888511.716367 + Penalty 3116.508247 = -1885395.208120 nChanged 10 SP:Iteration 38Q (1116.022779 sec): 3 clusters Score: Raw -1888519.846772 + Penalty 3116.508247 = -1885403.338525 nChanged 8 SP:Iteration 39Q (1116.088142 sec): 3 clusters Score: Raw -1888523.478445 + Penalty 3116.508247 = -1885406.970198 nChanged 4 SP:Iteration 40F (1116.158605 sec): 3 clusters Score: Raw -1888525.858206 + Penalty 3116.508247 = -1885409.349959 nChanged 8 SP:Iteration 41Q (1116.213738 sec): 3 clusters Score: Raw -1888529.774848 + Penalty 3116.508247 = -1885413.266601 nChanged 4 SP:Iteration 42Q (1116.273419 sec): 3 clusters Score: Raw -1888535.193173 + Penalty 3116.508247 = -1885418.684926 nChanged 2 SP:Iteration 43Q (1116.333082 sec): 3 clusters Score: Raw -1888536.656779 + Penalty 3116.508247 = -1885420.148532 nChanged 1 SP:Iteration 44Q (1116.392848 sec): 3 clusters Score: Raw -1888537.197881 + Penalty 3116.508247 = -1885420.689634 nChanged 1 SP:Iteration 45Q (1116.457361 sec): 3 clusters Score: Raw -1888537.520825 + Penalty 3116.508247 = -1885421.012578 nChanged 1 SP:Iteration 46Q (1116.519633 sec): 3 clusters Score: Raw -1888538.771678 + Penalty 3116.508247 = -1885422.263431 nChanged 1 SP:Iteration 47Q (1116.585111 sec): 3 clusters Score: Raw -1888542.276470 + Penalty 3116.508247 = -1885425.768223 nChanged 2 SP:Iteration 48Q (1116.648330 sec): 3 clusters Score: Raw -1888543.738996 + Penalty 3116.508247 = -1885427.230749 nChanged 3 SP:Iteration 49Q (1116.708449 sec): 3 clusters Score: Raw -1888546.233897 + Penalty 3116.508247 = -1885429.725650 nChanged 1 SP:Iteration 50Q (1116.773349 sec): 3 clusters Score: Raw -1888547.326473 + Penalty 3116.508247 = -1885430.818226 nChanged 1 SP:Iteration 51Q (1116.840124 sec): 3 clusters Score: Raw -1888547.777004 + Penalty 3116.508247 = -1885431.268757 nChanged 1 SP:Iteration 52Q (1116.907271 sec): 3 clusters Score: Raw -1888548.339567 + Penalty 3116.508247 = -1885431.831320 nChanged 0 SP:Iteration 53F (1116.980209 sec): 3 clusters Score: Raw -1888548.339567 + Penalty 3116.508247 = -1885431.831320 nChanged 0 Trying to split cluster 14 (48638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1117.071114 sec): 2 clusters Score: Raw -6122445.931412 + Penalty 1753.726065 = -6120692.205348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1117.185786 sec): 3 clusters Score: Raw -6091493.958433 + Penalty 3507.452129 = -6087986.506304 nChanged 22831 SP:Iteration 1F (1117.314078 sec): 3 clusters Score: Raw -6104719.550740 + Penalty 3507.452129 = -6101212.098611 nChanged 1944 SP:Iteration 2Q (1117.456970 sec): 3 clusters Score: Raw -6105263.496620 + Penalty 3507.452129 = -6101756.044491 nChanged 1847 SP:Iteration 3Q (1117.590134 sec): 3 clusters Score: Raw -6105860.893246 + Penalty 3507.452129 = -6102353.441117 nChanged 1934 SP:Iteration 4Q (1117.727073 sec): 3 clusters Score: Raw -6106597.509849 + Penalty 3507.452129 = -6103090.057720 nChanged 2147 SP:Iteration 5Q (1117.856050 sec): 3 clusters Score: Raw -6107558.982421 + Penalty 3507.452129 = -6104051.530292 nChanged 2330 SP:Iteration 6Q (1117.988185 sec): 3 clusters Score: Raw -6108783.926043 + Penalty 3507.452129 = -6105276.473913 nChanged 2465 SP:Iteration 7F (1118.108656 sec): 3 clusters Score: Raw -6110252.161703 + Penalty 3507.452129 = -6106744.709574 nChanged 2597 SP:Iteration 8F (1118.240695 sec): 3 clusters Score: Raw -6111998.088001 + Penalty 3507.452129 = -6108490.635872 nChanged 2679 SP:Iteration 9F (1118.374346 sec): 3 clusters Score: Raw -6113864.194577 + Penalty 3507.452129 = -6110356.742448 nChanged 2537 SP:Iteration 10F (1118.505054 sec): 3 clusters Score: Raw -6115676.076414 + Penalty 3507.452129 = -6112168.624285 nChanged 2256 SP:Iteration 11Q (1118.625629 sec): 3 clusters Score: Raw -6117296.458515 + Penalty 3507.452129 = -6113789.006386 nChanged 1976 SP:Iteration 12Q (1118.757080 sec): 3 clusters Score: Raw -6118755.339162 + Penalty 3507.452129 = -6115247.887033 nChanged 1595 SP:Iteration 13Q (1118.882765 sec): 3 clusters Score: Raw -6119937.165278 + Penalty 3507.452129 = -6116429.713149 nChanged 1267 SP:Iteration 14Q (1118.999508 sec): 3 clusters Score: Raw -6120895.189633 + Penalty 3507.452129 = -6117387.737504 nChanged 916 SP:Iteration 15Q (1119.120470 sec): 3 clusters Score: Raw -6121580.534040 + Penalty 3507.452129 = -6118073.081911 nChanged 621 SP:Iteration 16Q (1119.224786 sec): 3 clusters Score: Raw -6122020.674388 + Penalty 3507.452129 = -6118513.222259 nChanged 447 SP:Iteration 17Q (1119.345119 sec): 3 clusters Score: Raw -6122322.335510 + Penalty 3507.452129 = -6118814.883380 nChanged 305 SP:Iteration 18Q (1119.465024 sec): 3 clusters Score: Raw -6122528.533125 + Penalty 3507.452129 = -6119021.080996 nChanged 203 SP:Iteration 19Q (1119.583583 sec): 3 clusters Score: Raw -6122654.892387 + Penalty 3507.452129 = -6119147.440258 nChanged 148 SP:Iteration 20F (1119.711468 sec): 3 clusters Score: Raw -6122741.179321 + Penalty 3507.452129 = -6119233.727192 nChanged 106 SP:Iteration 21Q (1119.830515 sec): 3 clusters Score: Raw -6122801.354420 + Penalty 3507.452129 = -6119293.902290 nChanged 78 SP:Iteration 22Q (1119.941578 sec): 3 clusters Score: Raw -6122850.515625 + Penalty 3507.452129 = -6119343.063496 nChanged 71 SP:Iteration 23Q (1120.049150 sec): 3 clusters Score: Raw -6122888.364012 + Penalty 3507.452129 = -6119380.911883 nChanged 61 SP:Iteration 24Q (1120.155532 sec): 3 clusters Score: Raw -6122921.627189 + Penalty 3507.452129 = -6119414.175060 nChanged 35 SP:Iteration 25Q (1120.251395 sec): 3 clusters Score: Raw -6122943.038242 + Penalty 3507.452129 = -6119435.586113 nChanged 29 SP:Iteration 26Q (1120.364131 sec): 3 clusters Score: Raw -6122958.559211 + Penalty 3507.452129 = -6119451.107082 nChanged 22 SP:Iteration 27Q (1120.472964 sec): 3 clusters Score: Raw -6122967.146132 + Penalty 3507.452129 = -6119459.694003 nChanged 19 SP:Iteration 28Q (1120.582585 sec): 3 clusters Score: Raw -6122976.639878 + Penalty 3507.452129 = -6119469.187749 nChanged 12 SP:Iteration 29Q (1120.699514 sec): 3 clusters Score: Raw -6122981.398033 + Penalty 3507.452129 = -6119473.945904 nChanged 6 SP:Iteration 30Q (1120.812740 sec): 3 clusters Score: Raw -6122983.732839 + Penalty 3507.452129 = -6119476.280710 nChanged 4 SP:Iteration 31Q (1120.912760 sec): 3 clusters Score: Raw -6122984.977234 + Penalty 3507.452129 = -6119477.525105 nChanged 4 SP:Iteration 32Q (1121.032567 sec): 3 clusters Score: Raw -6122986.373611 + Penalty 3507.452129 = -6119478.921482 nChanged 5 SP:Iteration 33Q (1121.146047 sec): 3 clusters Score: Raw -6122988.435000 + Penalty 3507.452129 = -6119480.982871 nChanged 3 SP:Iteration 34Q (1121.258629 sec): 3 clusters Score: Raw -6122989.478800 + Penalty 3507.452129 = -6119482.026671 nChanged 7 SP:Iteration 35Q (1121.367231 sec): 3 clusters Score: Raw -6122992.314211 + Penalty 3507.452129 = -6119484.862082 nChanged 7 SP:Iteration 36Q (1121.475891 sec): 3 clusters Score: Raw -6122995.687972 + Penalty 3507.452129 = -6119488.235843 nChanged 11 SP:Iteration 37Q (1121.585445 sec): 3 clusters Score: Raw -6123001.691397 + Penalty 3507.452129 = -6119494.239268 nChanged 13 SP:Iteration 38Q (1121.704796 sec): 3 clusters Score: Raw -6123007.271967 + Penalty 3507.452129 = -6119499.819837 nChanged 4 SP:Iteration 39Q (1121.814658 sec): 3 clusters Score: Raw -6123008.937328 + Penalty 3507.452129 = -6119501.485199 nChanged 2 SP:Iteration 40F (1121.950043 sec): 3 clusters Score: Raw -6123010.176038 + Penalty 3507.452129 = -6119502.723908 nChanged 5 SP:Iteration 41Q (1122.069588 sec): 3 clusters Score: Raw -6123011.266136 + Penalty 3507.452129 = -6119503.814007 nChanged 1 SP:Iteration 42Q (1122.184691 sec): 3 clusters Score: Raw -6123011.378325 + Penalty 3507.452129 = -6119503.926196 nChanged 0 SP:Iteration 43F (1122.319470 sec): 3 clusters Score: Raw -6123011.378325 + Penalty 3507.452129 = -6119503.926196 nChanged 0 Trying to split cluster 15 (10454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1122.362623 sec): 2 clusters Score: Raw -1253658.144482 + Penalty 1503.895243 = -1252154.249239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1122.426944 sec): 3 clusters Score: Raw -1247737.315432 + Penalty 3007.790487 = -1244729.524946 nChanged 4482 SP:Iteration 1F (1122.483227 sec): 3 clusters Score: Raw -1250209.646504 + Penalty 3007.790487 = -1247201.856017 nChanged 773 SP:Iteration 2F (1122.538054 sec): 3 clusters Score: Raw -1250694.233107 + Penalty 3007.790487 = -1247686.442620 nChanged 712 SP:Iteration 3F (1122.601730 sec): 3 clusters Score: Raw -1251295.834192 + Penalty 3007.790487 = -1248288.043705 nChanged 732 SP:Iteration 4F (1122.657952 sec): 3 clusters Score: Raw -1252039.754102 + Penalty 3007.790487 = -1249031.963616 nChanged 792 SP:Iteration 5F (1122.708821 sec): 3 clusters Score: Raw -1252893.021223 + Penalty 3007.790487 = -1249885.230736 nChanged 808 SP:Iteration 6F (1122.778634 sec): 3 clusters Score: Raw -1253752.122219 + Penalty 3007.790487 = -1250744.331732 nChanged 663 SP:Iteration 7F (1122.830377 sec): 3 clusters Score: Raw -1254373.754054 + Penalty 3007.790487 = -1251365.963567 nChanged 543 SP:Iteration 8F (1122.891284 sec): 3 clusters Score: Raw -1254879.112330 + Penalty 3007.790487 = -1251871.321844 nChanged 415 SP:Iteration 9Q (1122.954891 sec): 3 clusters Score: Raw -1255185.894988 + Penalty 3007.790487 = -1252178.104502 nChanged 336 SP:Iteration 10Q (1123.017889 sec): 3 clusters Score: Raw -1255379.396214 + Penalty 3007.790487 = -1252371.605728 nChanged 226 SP:Iteration 11Q (1123.082016 sec): 3 clusters Score: Raw -1255484.042271 + Penalty 3007.790487 = -1252476.251784 nChanged 174 SP:Iteration 12Q (1123.133299 sec): 3 clusters Score: Raw -1255556.258720 + Penalty 3007.790487 = -1252548.468233 nChanged 132 SP:Iteration 13Q (1123.200963 sec): 3 clusters Score: Raw -1255609.363448 + Penalty 3007.790487 = -1252601.572961 nChanged 105 SP:Iteration 14Q (1123.252026 sec): 3 clusters Score: Raw -1255642.186503 + Penalty 3007.790487 = -1252634.396016 nChanged 80 SP:Iteration 15Q (1123.320289 sec): 3 clusters Score: Raw -1255667.466779 + Penalty 3007.790487 = -1252659.676292 nChanged 86 SP:Iteration 16Q (1123.363397 sec): 3 clusters Score: Raw -1255695.296604 + Penalty 3007.790487 = -1252687.506117 nChanged 67 SP:Iteration 17Q (1123.426214 sec): 3 clusters Score: Raw -1255717.348240 + Penalty 3007.790487 = -1252709.557753 nChanged 66 SP:Iteration 18Q (1123.487831 sec): 3 clusters Score: Raw -1255735.551804 + Penalty 3007.790487 = -1252727.761317 nChanged 63 SP:Iteration 19Q (1123.549287 sec): 3 clusters Score: Raw -1255750.990951 + Penalty 3007.790487 = -1252743.200464 nChanged 66 SP:Iteration 20F (1123.611724 sec): 3 clusters Score: Raw -1255765.662124 + Penalty 3007.790487 = -1252757.871637 nChanged 55 SP:Iteration 21Q (1123.674704 sec): 3 clusters Score: Raw -1255779.559742 + Penalty 3007.790487 = -1252771.769255 nChanged 59 SP:Iteration 22Q (1123.734854 sec): 3 clusters Score: Raw -1255795.207374 + Penalty 3007.790487 = -1252787.416887 nChanged 68 SP:Iteration 23Q (1123.795455 sec): 3 clusters Score: Raw -1255816.058811 + Penalty 3007.790487 = -1252808.268324 nChanged 66 SP:Iteration 24Q (1123.851971 sec): 3 clusters Score: Raw -1255833.002934 + Penalty 3007.790487 = -1252825.212447 nChanged 49 SP:Iteration 25Q (1123.915719 sec): 3 clusters Score: Raw -1255846.643464 + Penalty 3007.790487 = -1252838.852977 nChanged 43 SP:Iteration 26Q (1123.980874 sec): 3 clusters Score: Raw -1255855.628901 + Penalty 3007.790487 = -1252847.838414 nChanged 36 SP:Iteration 27Q (1124.034108 sec): 3 clusters Score: Raw -1255862.281022 + Penalty 3007.790487 = -1252854.490536 nChanged 23 SP:Iteration 28Q (1124.085178 sec): 3 clusters Score: Raw -1255867.296144 + Penalty 3007.790487 = -1252859.505658 nChanged 33 SP:Iteration 29Q (1124.146626 sec): 3 clusters Score: Raw -1255874.256512 + Penalty 3007.790487 = -1252866.466025 nChanged 30 SP:Iteration 30Q (1124.200251 sec): 3 clusters Score: Raw -1255880.758937 + Penalty 3007.790487 = -1252872.968450 nChanged 37 SP:Iteration 31Q (1124.266791 sec): 3 clusters Score: Raw -1255890.843547 + Penalty 3007.790487 = -1252883.053060 nChanged 36 SP:Iteration 32Q (1124.328533 sec): 3 clusters Score: Raw -1255900.100064 + Penalty 3007.790487 = -1252892.309577 nChanged 34 SP:Iteration 33Q (1124.382943 sec): 3 clusters Score: Raw -1255909.795079 + Penalty 3007.790487 = -1252902.004592 nChanged 37 SP:Iteration 34Q (1124.439920 sec): 3 clusters Score: Raw -1255917.572556 + Penalty 3007.790487 = -1252909.782069 nChanged 28 SP:Iteration 35Q (1124.507761 sec): 3 clusters Score: Raw -1255923.176350 + Penalty 3007.790487 = -1252915.385864 nChanged 25 SP:Iteration 36Q (1124.573109 sec): 3 clusters Score: Raw -1255929.052943 + Penalty 3007.790487 = -1252921.262456 nChanged 36 SP:Iteration 37Q (1124.632903 sec): 3 clusters Score: Raw -1255937.558310 + Penalty 3007.790487 = -1252929.767824 nChanged 29 SP:Iteration 38Q (1124.689775 sec): 3 clusters Score: Raw -1255942.855969 + Penalty 3007.790487 = -1252935.065482 nChanged 20 SP:Iteration 39Q (1124.754051 sec): 3 clusters Score: Raw -1255946.241632 + Penalty 3007.790487 = -1252938.451146 nChanged 16 SP:Iteration 40F (1124.813240 sec): 3 clusters Score: Raw -1255949.346239 + Penalty 3007.790487 = -1252941.555752 nChanged 9 SP:Iteration 41Q (1124.877289 sec): 3 clusters Score: Raw -1255951.397111 + Penalty 3007.790487 = -1252943.606624 nChanged 12 SP:Iteration 42Q (1124.941248 sec): 3 clusters Score: Raw -1255954.560086 + Penalty 3007.790487 = -1252946.769599 nChanged 19 SP:Iteration 43Q (1125.010243 sec): 3 clusters Score: Raw -1255958.369686 + Penalty 3007.790487 = -1252950.579200 nChanged 18 SP:Iteration 44Q (1125.063589 sec): 3 clusters Score: Raw -1255961.436389 + Penalty 3007.790487 = -1252953.645903 nChanged 17 SP:Iteration 45Q (1125.136243 sec): 3 clusters Score: Raw -1255964.480290 + Penalty 3007.790487 = -1252956.689803 nChanged 11 SP:Iteration 46Q (1125.198032 sec): 3 clusters Score: Raw -1255966.070128 + Penalty 3007.790487 = -1252958.279642 nChanged 16 SP:Iteration 47Q (1125.251177 sec): 3 clusters Score: Raw -1255968.095931 + Penalty 3007.790487 = -1252960.305444 nChanged 10 SP:Iteration 48Q (1125.326672 sec): 3 clusters Score: Raw -1255969.099638 + Penalty 3007.790487 = -1252961.309151 nChanged 9 SP:Iteration 49Q (1125.379992 sec): 3 clusters Score: Raw -1255970.584320 + Penalty 3007.790487 = -1252962.793833 nChanged 12 SP:Iteration 50Q (1125.437407 sec): 3 clusters Score: Raw -1255971.799466 + Penalty 3007.790487 = -1252964.008979 nChanged 3 SP:Iteration 51Q (1125.494390 sec): 3 clusters Score: Raw -1255972.035328 + Penalty 3007.790487 = -1252964.244841 nChanged 5 SP:Iteration 52Q (1125.561560 sec): 3 clusters Score: Raw -1255972.655146 + Penalty 3007.790487 = -1252964.864659 nChanged 2 SP:Iteration 53Q (1125.609787 sec): 3 clusters Score: Raw -1255972.751129 + Penalty 3007.790487 = -1252964.960642 nChanged 3 SP:Iteration 54Q (1125.677881 sec): 3 clusters Score: Raw -1255972.928374 + Penalty 3007.790487 = -1252965.137887 nChanged 3 SP:Iteration 55Q (1125.734119 sec): 3 clusters Score: Raw -1255973.129419 + Penalty 3007.790487 = -1252965.338932 nChanged 4 SP:Iteration 56Q (1125.786978 sec): 3 clusters Score: Raw -1255973.860719 + Penalty 3007.790487 = -1252966.070232 nChanged 10 SP:Iteration 57Q (1125.855816 sec): 3 clusters Score: Raw -1255975.230189 + Penalty 3007.790487 = -1252967.439702 nChanged 10 SP:Iteration 58Q (1125.907783 sec): 3 clusters Score: Raw -1255976.006921 + Penalty 3007.790487 = -1252968.216434 nChanged 5 SP:Iteration 59Q (1125.963022 sec): 3 clusters Score: Raw -1255976.418447 + Penalty 3007.790487 = -1252968.627960 nChanged 4 SP:Iteration 60F (1126.023585 sec): 3 clusters Score: Raw -1255976.834964 + Penalty 3007.790487 = -1252969.044477 nChanged 4 SP:Iteration 61Q (1126.082135 sec): 3 clusters Score: Raw -1255977.494092 + Penalty 3007.790487 = -1252969.703606 nChanged 3 SP:Iteration 62Q (1126.138808 sec): 3 clusters Score: Raw -1255977.820744 + Penalty 3007.790487 = -1252970.030257 nChanged 2 SP:Iteration 63Q (1126.204875 sec): 3 clusters Score: Raw -1255978.106196 + Penalty 3007.790487 = -1252970.315709 nChanged 1 SP:Iteration 64Q (1126.267065 sec): 3 clusters Score: Raw -1255978.183361 + Penalty 3007.790487 = -1252970.392875 nChanged 1 SP:Iteration 65Q (1126.325618 sec): 3 clusters Score: Raw -1255978.247610 + Penalty 3007.790487 = -1252970.457124 nChanged 0 SP:Iteration 66F (1126.385706 sec): 3 clusters Score: Raw -1255978.247610 + Penalty 3007.790487 = -1252970.457124 nChanged 0 Score: Raw -129486797.669004 + Penalty 76651.823590 = -129410145.845414 Splitting cluster 15 changes total score from -129401776.077886 to -129410145.845414 So it's getting split into cluster 34. Trying to split cluster 16 (4872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1148.223622 sec): 2 clusters Score: Raw -594897.165120 + Penalty 1379.829719 = -593517.335401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1148.269990 sec): 3 clusters Score: Raw -592396.439616 + Penalty 2759.659438 = -589636.780178 nChanged 1958 SP:Iteration 1F (1148.328298 sec): 3 clusters Score: Raw -593557.333231 + Penalty 2759.659438 = -590797.673793 nChanged 494 SP:Iteration 2F (1148.385527 sec): 3 clusters Score: Raw -594154.900225 + Penalty 2759.659438 = -591395.240787 nChanged 522 SP:Iteration 3F (1148.429746 sec): 3 clusters Score: Raw -594834.414662 + Penalty 2759.659438 = -592074.755224 nChanged 453 SP:Iteration 4F (1148.484412 sec): 3 clusters Score: Raw -595427.908897 + Penalty 2759.659438 = -592668.249459 nChanged 335 SP:Iteration 5F (1148.540033 sec): 3 clusters Score: Raw -595810.739440 + Penalty 2759.659438 = -593051.080002 nChanged 216 SP:Iteration 6Q (1148.595030 sec): 3 clusters Score: Raw -595987.467450 + Penalty 2759.659438 = -593227.808012 nChanged 146 SP:Iteration 7Q (1148.650974 sec): 3 clusters Score: Raw -596078.162604 + Penalty 2759.659438 = -593318.503166 nChanged 75 SP:Iteration 8Q (1148.704501 sec): 3 clusters Score: Raw -596115.171240 + Penalty 2759.659438 = -593355.511801 nChanged 62 SP:Iteration 9Q (1148.766734 sec): 3 clusters Score: Raw -596142.419325 + Penalty 2759.659438 = -593382.759887 nChanged 41 SP:Iteration 10Q (1148.808853 sec): 3 clusters Score: Raw -596157.488913 + Penalty 2759.659438 = -593397.829475 nChanged 33 SP:Iteration 11Q (1148.857258 sec): 3 clusters Score: Raw -596169.970603 + Penalty 2759.659438 = -593410.311165 nChanged 31 SP:Iteration 12Q (1148.911376 sec): 3 clusters Score: Raw -596185.880528 + Penalty 2759.659438 = -593426.221090 nChanged 33 SP:Iteration 13Q (1148.964778 sec): 3 clusters Score: Raw -596200.078977 + Penalty 2759.659438 = -593440.419539 nChanged 31 SP:Iteration 14Q (1149.016220 sec): 3 clusters Score: Raw -596209.291816 + Penalty 2759.659438 = -593449.632378 nChanged 18 SP:Iteration 15Q (1149.071974 sec): 3 clusters Score: Raw -596215.513242 + Penalty 2759.659438 = -593455.853804 nChanged 16 SP:Iteration 16Q (1149.123947 sec): 3 clusters Score: Raw -596222.388526 + Penalty 2759.659438 = -593462.729088 nChanged 23 SP:Iteration 17Q (1149.171264 sec): 3 clusters Score: Raw -596232.515349 + Penalty 2759.659438 = -593472.855911 nChanged 20 SP:Iteration 18Q (1149.221913 sec): 3 clusters Score: Raw -596243.875818 + Penalty 2759.659438 = -593484.216380 nChanged 20 SP:Iteration 19Q (1149.282256 sec): 3 clusters Score: Raw -596257.948253 + Penalty 2759.659438 = -593498.288815 nChanged 24 SP:Iteration 20F (1149.337020 sec): 3 clusters Score: Raw -596269.378232 + Penalty 2759.659438 = -593509.718794 nChanged 25 SP:Iteration 21Q (1149.386646 sec): 3 clusters Score: Raw -596279.933778 + Penalty 2759.659438 = -593520.274340 nChanged 25 SP:Iteration 22Q (1149.434095 sec): 3 clusters Score: Raw -596290.790685 + Penalty 2759.659438 = -593531.131247 nChanged 26 SP:Iteration 23Q (1149.487466 sec): 3 clusters Score: Raw -596302.607947 + Penalty 2759.659438 = -593542.948509 nChanged 18 SP:Iteration 24Q (1149.535576 sec): 3 clusters Score: Raw -596309.056094 + Penalty 2759.659438 = -593549.396656 nChanged 14 SP:Iteration 25Q (1149.586940 sec): 3 clusters Score: Raw -596315.234099 + Penalty 2759.659438 = -593555.574660 nChanged 7 SP:Iteration 26Q (1149.639787 sec): 3 clusters Score: Raw -596318.375363 + Penalty 2759.659438 = -593558.715925 nChanged 7 SP:Iteration 27Q (1149.703485 sec): 3 clusters Score: Raw -596320.023864 + Penalty 2759.659438 = -593560.364426 nChanged 4 SP:Iteration 28Q (1149.761036 sec): 3 clusters Score: Raw -596321.306332 + Penalty 2759.659438 = -593561.646894 nChanged 5 SP:Iteration 29Q (1149.814614 sec): 3 clusters Score: Raw -596322.646680 + Penalty 2759.659438 = -593562.987242 nChanged 1 SP:Iteration 30Q (1149.866123 sec): 3 clusters Score: Raw -596322.725192 + Penalty 2759.659438 = -593563.065754 nChanged 0 SP:Iteration 31F (1149.924867 sec): 3 clusters Score: Raw -596322.725192 + Penalty 2759.659438 = -593563.065754 nChanged 0 Score: Raw -129488223.229076 + Penalty 78906.288990 = -129409316.940086 Splitting cluster 16 changes total score from -129401776.077886 to -129409316.940086 So it's getting split into cluster 35. Trying to split cluster 17 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1172.194840 sec): 2 clusters Score: Raw -59319.652810 + Penalty 1035.941533 = -58283.711276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1172.244147 sec): 3 clusters Score: Raw -59476.909892 + Penalty 2071.883066 = -57405.026825 nChanged 196 SP:Iteration 1F (1172.292845 sec): 3 clusters Score: Raw -60330.788887 + Penalty 2071.883066 = -58258.905821 nChanged 78 SP:Iteration 2F (1172.341908 sec): 3 clusters Score: Raw -60815.460666 + Penalty 2071.883066 = -58743.577600 nChanged 28 SP:Iteration 3Q (1172.383751 sec): 3 clusters Score: Raw -60959.335101 + Penalty 2071.883066 = -58887.452034 nChanged 9 SP:Iteration 4Q (1172.434234 sec): 3 clusters Score: Raw -60992.627715 + Penalty 2071.883066 = -58920.744648 nChanged 4 SP:Iteration 5Q (1172.482172 sec): 3 clusters Score: Raw -61012.002965 + Penalty 2071.883066 = -58940.119898 nChanged 2 SP:Iteration 6Q (1172.529331 sec): 3 clusters Score: Raw -61027.758486 + Penalty 2071.883066 = -58955.875420 nChanged 3 SP:Iteration 7Q (1172.574659 sec): 3 clusters Score: Raw -61039.328732 + Penalty 2071.883066 = -58967.445666 nChanged 1 SP:Iteration 8Q (1172.610825 sec): 3 clusters Score: Raw -61044.324838 + Penalty 2071.883066 = -58972.441772 nChanged 2 SP:Iteration 9Q (1172.649063 sec): 3 clusters Score: Raw -61060.213262 + Penalty 2071.883066 = -58988.330196 nChanged 2 SP:Iteration 10Q (1172.696376 sec): 3 clusters Score: Raw -61076.728554 + Penalty 2071.883066 = -59004.845487 nChanged 0 SP:Iteration 11F (1172.743113 sec): 3 clusters Score: Raw -61076.728554 + Penalty 2071.883066 = -59004.845487 nChanged 0 Score: Raw -129489980.304820 + Penalty 81160.754390 = -129408819.550431 Splitting cluster 17 changes total score from -129401776.077886 to -129408819.550431 So it's getting split into cluster 36. Trying to split cluster 18 (57454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1195.931243 sec): 2 clusters Score: Raw -7024403.732227 + Penalty 1780.795235 = -7022622.936992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1196.069608 sec): 3 clusters Score: Raw -6987724.568058 + Penalty 3561.590470 = -6984162.977589 nChanged 27104 SP:Iteration 1F (1196.202970 sec): 3 clusters Score: Raw -7003225.275203 + Penalty 3561.590470 = -6999663.684734 nChanged 2475 SP:Iteration 2Q (1196.347859 sec): 3 clusters Score: Raw -7004061.676116 + Penalty 3561.590470 = -7000500.085646 nChanged 2631 SP:Iteration 3Q (1196.481809 sec): 3 clusters Score: Raw -7005148.551988 + Penalty 3561.590470 = -7001586.961518 nChanged 2927 SP:Iteration 4F (1196.625095 sec): 3 clusters Score: Raw -7006626.068947 + Penalty 3561.590470 = -7003064.478477 nChanged 3377 SP:Iteration 5F (1196.765288 sec): 3 clusters Score: Raw -7008666.936106 + Penalty 3561.590470 = -7005105.345637 nChanged 3742 SP:Iteration 6F (1196.906485 sec): 3 clusters Score: Raw -7011326.138785 + Penalty 3561.590470 = -7007764.548315 nChanged 3903 SP:Iteration 7F (1197.052961 sec): 3 clusters Score: Raw -7014342.409151 + Penalty 3561.590470 = -7010780.818681 nChanged 3648 SP:Iteration 8F (1197.179310 sec): 3 clusters Score: Raw -7017330.469772 + Penalty 3561.590470 = -7013768.879303 nChanged 3076 SP:Iteration 9F (1197.313803 sec): 3 clusters Score: Raw -7019897.245362 + Penalty 3561.590470 = -7016335.654893 nChanged 2308 SP:Iteration 10Q (1197.459394 sec): 3 clusters Score: Raw -7021779.860294 + Penalty 3561.590470 = -7018218.269825 nChanged 1660 SP:Iteration 11Q (1197.598469 sec): 3 clusters Score: Raw -7023043.782757 + Penalty 3561.590470 = -7019482.192287 nChanged 1200 SP:Iteration 12Q (1197.737457 sec): 3 clusters Score: Raw -7023873.574197 + Penalty 3561.590470 = -7020311.983727 nChanged 857 SP:Iteration 13Q (1197.866326 sec): 3 clusters Score: Raw -7024410.541374 + Penalty 3561.590470 = -7020848.950904 nChanged 672 SP:Iteration 14Q (1198.000450 sec): 3 clusters Score: Raw -7024833.120699 + Penalty 3561.590470 = -7021271.530230 nChanged 577 SP:Iteration 15Q (1198.119949 sec): 3 clusters Score: Raw -7025192.753867 + Penalty 3561.590470 = -7021631.163397 nChanged 473 SP:Iteration 16Q (1198.260193 sec): 3 clusters Score: Raw -7025440.778449 + Penalty 3561.590470 = -7021879.187979 nChanged 394 SP:Iteration 17Q (1198.382961 sec): 3 clusters Score: Raw -7025631.454812 + Penalty 3561.590470 = -7022069.864342 nChanged 309 SP:Iteration 18Q (1198.510071 sec): 3 clusters Score: Raw -7025755.055236 + Penalty 3561.590470 = -7022193.464766 nChanged 249 SP:Iteration 19Q (1198.632641 sec): 3 clusters Score: Raw -7025849.122248 + Penalty 3561.590470 = -7022287.531779 nChanged 225 SP:Iteration 20F (1198.776863 sec): 3 clusters Score: Raw -7025917.922872 + Penalty 3561.590470 = -7022356.332402 nChanged 185 SP:Iteration 21Q (1198.889031 sec): 3 clusters Score: Raw -7025964.851272 + Penalty 3561.590470 = -7022403.260802 nChanged 149 SP:Iteration 22Q (1199.005525 sec): 3 clusters Score: Raw -7026006.109951 + Penalty 3561.590470 = -7022444.519481 nChanged 146 SP:Iteration 23Q (1199.130304 sec): 3 clusters Score: Raw -7026040.318694 + Penalty 3561.590470 = -7022478.728224 nChanged 121 SP:Iteration 24Q (1199.248883 sec): 3 clusters Score: Raw -7026066.590352 + Penalty 3561.590470 = -7022504.999882 nChanged 97 SP:Iteration 25Q (1199.357772 sec): 3 clusters Score: Raw -7026086.661665 + Penalty 3561.590470 = -7022525.071195 nChanged 87 SP:Iteration 26Q (1199.471511 sec): 3 clusters Score: Raw -7026100.125224 + Penalty 3561.590470 = -7022538.534754 nChanged 64 SP:Iteration 27Q (1199.590427 sec): 3 clusters Score: Raw -7026109.050121 + Penalty 3561.590470 = -7022547.459651 nChanged 61 SP:Iteration 28Q (1199.701911 sec): 3 clusters Score: Raw -7026120.584870 + Penalty 3561.590470 = -7022558.994401 nChanged 69 SP:Iteration 29Q (1199.816682 sec): 3 clusters Score: Raw -7026133.663858 + Penalty 3561.590470 = -7022572.073388 nChanged 55 SP:Iteration 30Q (1199.931476 sec): 3 clusters Score: Raw -7026141.445043 + Penalty 3561.590470 = -7022579.854574 nChanged 39 SP:Iteration 31Q (1200.067609 sec): 3 clusters Score: Raw -7026146.947163 + Penalty 3561.590470 = -7022585.356693 nChanged 36 SP:Iteration 32Q (1200.183614 sec): 3 clusters Score: Raw -7026151.944215 + Penalty 3561.590470 = -7022590.353746 nChanged 42 SP:Iteration 33Q (1200.290039 sec): 3 clusters Score: Raw -7026157.801303 + Penalty 3561.590470 = -7022596.210834 nChanged 31 SP:Iteration 34Q (1200.415429 sec): 3 clusters Score: Raw -7026162.868865 + Penalty 3561.590470 = -7022601.278396 nChanged 43 SP:Iteration 35Q (1200.531737 sec): 3 clusters Score: Raw -7026168.396997 + Penalty 3561.590470 = -7022606.806528 nChanged 42 SP:Iteration 36Q (1200.649851 sec): 3 clusters Score: Raw -7026175.051673 + Penalty 3561.590470 = -7022613.461203 nChanged 37 SP:Iteration 37Q (1200.781347 sec): 3 clusters Score: Raw -7026181.587886 + Penalty 3561.590470 = -7022619.997417 nChanged 48 SP:Iteration 38Q (1200.897725 sec): 3 clusters Score: Raw -7026188.743907 + Penalty 3561.590470 = -7022627.153437 nChanged 50 SP:Iteration 39Q (1201.009476 sec): 3 clusters Score: Raw -7026195.341062 + Penalty 3561.590470 = -7022633.750593 nChanged 38 SP:Iteration 40F (1201.141585 sec): 3 clusters Score: Raw -7026200.466407 + Penalty 3561.590470 = -7022638.875938 nChanged 30 SP:Iteration 41Q (1201.254527 sec): 3 clusters Score: Raw -7026204.805182 + Penalty 3561.590470 = -7022643.214713 nChanged 41 SP:Iteration 42Q (1201.364814 sec): 3 clusters Score: Raw -7026212.355647 + Penalty 3561.590470 = -7022650.765177 nChanged 55 SP:Iteration 43Q (1201.486766 sec): 3 clusters Score: Raw -7026221.085156 + Penalty 3561.590470 = -7022659.494686 nChanged 42 SP:Iteration 44Q (1201.602946 sec): 3 clusters Score: Raw -7026227.155708 + Penalty 3561.590470 = -7022665.565239 nChanged 42 SP:Iteration 45Q (1201.718422 sec): 3 clusters Score: Raw -7026233.078686 + Penalty 3561.590470 = -7022671.488216 nChanged 41 SP:Iteration 46Q (1201.838779 sec): 3 clusters Score: Raw -7026238.503415 + Penalty 3561.590470 = -7022676.912945 nChanged 31 SP:Iteration 47Q (1201.959302 sec): 3 clusters Score: Raw -7026242.541277 + Penalty 3561.590470 = -7022680.950807 nChanged 36 SP:Iteration 48Q (1202.084256 sec): 3 clusters Score: Raw -7026247.754724 + Penalty 3561.590470 = -7022686.164254 nChanged 20 SP:Iteration 49Q (1202.196954 sec): 3 clusters Score: Raw -7026250.445878 + Penalty 3561.590470 = -7022688.855409 nChanged 29 SP:Iteration 50Q (1202.315932 sec): 3 clusters Score: Raw -7026255.786532 + Penalty 3561.590470 = -7022694.196063 nChanged 29 SP:Iteration 51Q (1202.444469 sec): 3 clusters Score: Raw -7026261.369382 + Penalty 3561.590470 = -7022699.778912 nChanged 30 SP:Iteration 52Q (1202.570983 sec): 3 clusters Score: Raw -7026265.638792 + Penalty 3561.590470 = -7022704.048322 nChanged 25 SP:Iteration 53Q (1202.687121 sec): 3 clusters Score: Raw -7026268.768495 + Penalty 3561.590470 = -7022707.178026 nChanged 25 SP:Iteration 54Q (1202.807844 sec): 3 clusters Score: Raw -7026271.725067 + Penalty 3561.590470 = -7022710.134597 nChanged 25 SP:Iteration 55Q (1202.928287 sec): 3 clusters Score: Raw -7026274.378904 + Penalty 3561.590470 = -7022712.788434 nChanged 17 SP:Iteration 56Q (1203.036619 sec): 3 clusters Score: Raw -7026275.998327 + Penalty 3561.590470 = -7022714.407857 nChanged 14 SP:Iteration 57Q (1203.154671 sec): 3 clusters Score: Raw -7026277.769292 + Penalty 3561.590470 = -7022716.178822 nChanged 16 SP:Iteration 58Q (1203.276987 sec): 3 clusters Score: Raw -7026279.680172 + Penalty 3561.590470 = -7022718.089703 nChanged 23 SP:Iteration 59Q (1203.392990 sec): 3 clusters Score: Raw -7026282.403906 + Penalty 3561.590470 = -7022720.813437 nChanged 26 SP:Iteration 60F (1203.528987 sec): 3 clusters Score: Raw -7026285.827563 + Penalty 3561.590470 = -7022724.237094 nChanged 28 SP:Iteration 61Q (1203.643997 sec): 3 clusters Score: Raw -7026289.671980 + Penalty 3561.590470 = -7022728.081510 nChanged 27 SP:Iteration 62Q (1203.765928 sec): 3 clusters Score: Raw -7026293.221654 + Penalty 3561.590470 = -7022731.631185 nChanged 22 SP:Iteration 63Q (1203.893761 sec): 3 clusters Score: Raw -7026295.178015 + Penalty 3561.590470 = -7022733.587545 nChanged 14 SP:Iteration 64Q (1204.012516 sec): 3 clusters Score: Raw -7026296.688286 + Penalty 3561.590470 = -7022735.097817 nChanged 14 SP:Iteration 65Q (1204.133231 sec): 3 clusters Score: Raw -7026298.360810 + Penalty 3561.590470 = -7022736.770340 nChanged 15 SP:Iteration 66Q (1204.249211 sec): 3 clusters Score: Raw -7026300.515528 + Penalty 3561.590470 = -7022738.925058 nChanged 16 SP:Iteration 67Q (1204.374294 sec): 3 clusters Score: Raw -7026303.390836 + Penalty 3561.590470 = -7022741.800366 nChanged 17 SP:Iteration 68Q (1204.488515 sec): 3 clusters Score: Raw -7026307.191916 + Penalty 3561.590470 = -7022745.601446 nChanged 20 SP:Iteration 69Q (1204.611605 sec): 3 clusters Score: Raw -7026311.476401 + Penalty 3561.590470 = -7022749.885931 nChanged 26 SP:Iteration 70Q (1204.719655 sec): 3 clusters Score: Raw -7026314.942848 + Penalty 3561.590470 = -7022753.352378 nChanged 19 SP:Iteration 71Q (1204.845731 sec): 3 clusters Score: Raw -7026316.961477 + Penalty 3561.590470 = -7022755.371008 nChanged 14 SP:Iteration 72Q (1204.953891 sec): 3 clusters Score: Raw -7026318.816465 + Penalty 3561.590470 = -7022757.225995 nChanged 15 SP:Iteration 73Q (1205.070434 sec): 3 clusters Score: Raw -7026320.480585 + Penalty 3561.590470 = -7022758.890115 nChanged 17 SP:Iteration 74Q (1205.197818 sec): 3 clusters Score: Raw -7026323.172904 + Penalty 3561.590470 = -7022761.582434 nChanged 16 SP:Iteration 75Q (1205.323508 sec): 3 clusters Score: Raw -7026324.810804 + Penalty 3561.590470 = -7022763.220335 nChanged 10 SP:Iteration 76Q (1205.442996 sec): 3 clusters Score: Raw -7026325.693597 + Penalty 3561.590470 = -7022764.103127 nChanged 8 SP:Iteration 77Q (1205.565866 sec): 3 clusters Score: Raw -7026326.435490 + Penalty 3561.590470 = -7022764.845020 nChanged 9 SP:Iteration 78Q (1205.692085 sec): 3 clusters Score: Raw -7026327.588129 + Penalty 3561.590470 = -7022765.997659 nChanged 7 SP:Iteration 79Q (1205.815066 sec): 3 clusters Score: Raw -7026328.585895 + Penalty 3561.590470 = -7022766.995426 nChanged 4 SP:Iteration 80F (1205.950536 sec): 3 clusters Score: Raw -7026328.944190 + Penalty 3561.590470 = -7022767.353721 nChanged 7 SP:Iteration 81Q (1206.070885 sec): 3 clusters Score: Raw -7026329.516574 + Penalty 3561.590470 = -7022767.926104 nChanged 9 SP:Iteration 82Q (1206.182394 sec): 3 clusters Score: Raw -7026330.657708 + Penalty 3561.590470 = -7022769.067238 nChanged 10 SP:Iteration 83Q (1206.310650 sec): 3 clusters Score: Raw -7026331.770108 + Penalty 3561.590470 = -7022770.179638 nChanged 8 SP:Iteration 84Q (1206.442717 sec): 3 clusters Score: Raw -7026332.406265 + Penalty 3561.590470 = -7022770.815795 nChanged 6 SP:Iteration 85Q (1206.571422 sec): 3 clusters Score: Raw -7026332.905517 + Penalty 3561.590470 = -7022771.315048 nChanged 6 SP:Iteration 86Q (1206.702204 sec): 3 clusters Score: Raw -7026333.385357 + Penalty 3561.590470 = -7022771.794887 nChanged 2 SP:Iteration 87Q (1206.828342 sec): 3 clusters Score: Raw -7026333.640683 + Penalty 3561.590470 = -7022772.050213 nChanged 5 SP:Iteration 88Q (1206.951121 sec): 3 clusters Score: Raw -7026334.081182 + Penalty 3561.590470 = -7022772.490712 nChanged 7 SP:Iteration 89Q (1207.083667 sec): 3 clusters Score: Raw -7026334.754343 + Penalty 3561.590470 = -7022773.163873 nChanged 7 SP:Iteration 90Q (1207.207011 sec): 3 clusters Score: Raw -7026335.281354 + Penalty 3561.590470 = -7022773.690885 nChanged 3 SP:Iteration 91Q (1207.335056 sec): 3 clusters Score: Raw -7026335.561685 + Penalty 3561.590470 = -7022773.971215 nChanged 4 SP:Iteration 92Q (1207.455988 sec): 3 clusters Score: Raw -7026335.829011 + Penalty 3561.590470 = -7022774.238542 nChanged 7 SP:Iteration 93Q (1207.591491 sec): 3 clusters Score: Raw -7026336.348022 + Penalty 3561.590470 = -7022774.757553 nChanged 2 SP:Iteration 94Q (1207.713119 sec): 3 clusters Score: Raw -7026336.531190 + Penalty 3561.590470 = -7022774.940720 nChanged 3 SP:Iteration 95Q (1207.849626 sec): 3 clusters Score: Raw -7026336.903937 + Penalty 3561.590470 = -7022775.313467 nChanged 6 SP:Iteration 96Q (1207.980141 sec): 3 clusters Score: Raw -7026337.607804 + Penalty 3561.590470 = -7022776.017334 nChanged 2 SP:Iteration 97Q (1208.093638 sec): 3 clusters Score: Raw -7026337.814280 + Penalty 3561.590470 = -7022776.223810 nChanged 1 SP:Iteration 98Q (1208.220201 sec): 3 clusters Score: Raw -7026337.862031 + Penalty 3561.590470 = -7022776.271561 nChanged 1 SP:Iteration 99Q (1208.347684 sec): 3 clusters Score: Raw -7026338.053176 + Penalty 3561.590470 = -7022776.462707 nChanged 3 SP:Iteration 100F (1208.486626 sec): 3 clusters Score: Raw -7026338.342196 + Penalty 3561.590470 = -7022776.751726 nChanged 2 SP:Iteration 101Q (1208.604644 sec): 3 clusters Score: Raw -7026338.598182 + Penalty 3561.590470 = -7022777.007713 nChanged 3 SP:Iteration 102Q (1208.732465 sec): 3 clusters Score: Raw -7026338.854433 + Penalty 3561.590470 = -7022777.263963 nChanged 2 SP:Iteration 103Q (1208.870351 sec): 3 clusters Score: Raw -7026339.114631 + Penalty 3561.590470 = -7022777.524161 nChanged 6 SP:Iteration 104Q (1208.998386 sec): 3 clusters Score: Raw -7026339.595773 + Penalty 3561.590470 = -7022778.005303 nChanged 6 SP:Iteration 105Q (1209.132323 sec): 3 clusters Score: Raw -7026340.172977 + Penalty 3561.590470 = -7022778.582507 nChanged 3 SP:Iteration 106Q (1209.246901 sec): 3 clusters Score: Raw -7026340.398539 + Penalty 3561.590470 = -7022778.808069 nChanged 2 SP:Iteration 107Q (1209.370822 sec): 3 clusters Score: Raw -7026340.550220 + Penalty 3561.590470 = -7022778.959751 nChanged 2 SP:Iteration 108Q (1209.507081 sec): 3 clusters Score: Raw -7026340.676137 + Penalty 3561.590470 = -7022779.085668 nChanged 1 SP:Iteration 109Q (1209.633843 sec): 3 clusters Score: Raw -7026340.817384 + Penalty 3561.590470 = -7022779.226915 nChanged 0 SP:Iteration 110F (1209.779009 sec): 3 clusters Score: Raw -7026340.817384 + Penalty 3561.590470 = -7022779.226915 nChanged 0 Score: Raw -129491917.389978 + Penalty 83415.219789 = -129408502.170189 Splitting cluster 18 changes total score from -129401776.077886 to -129408502.170189 So it's getting split into cluster 37. Trying to split cluster 19 (53916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1233.381169 sec): 2 clusters Score: Raw -6450292.003610 + Penalty 1770.467166 = -6448521.536445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1233.500361 sec): 3 clusters Score: Raw -6415934.903407 + Penalty 3540.934332 = -6412393.969075 nChanged 25458 SP:Iteration 1F (1233.630691 sec): 3 clusters Score: Raw -6430725.256068 + Penalty 3540.934332 = -6427184.321736 nChanged 2580 SP:Iteration 2Q (1233.776445 sec): 3 clusters Score: Raw -6431744.869469 + Penalty 3540.934332 = -6428203.935137 nChanged 2912 SP:Iteration 3F (1233.909049 sec): 3 clusters Score: Raw -6433072.614159 + Penalty 3540.934332 = -6429531.679827 nChanged 3142 SP:Iteration 4F (1234.029714 sec): 3 clusters Score: Raw -6434673.783454 + Penalty 3540.934332 = -6431132.849123 nChanged 3302 SP:Iteration 5F (1234.157447 sec): 3 clusters Score: Raw -6436524.802896 + Penalty 3540.934332 = -6432983.868564 nChanged 3435 SP:Iteration 6F (1234.283317 sec): 3 clusters Score: Raw -6438453.383405 + Penalty 3540.934332 = -6434912.449074 nChanged 3212 SP:Iteration 7F (1234.406981 sec): 3 clusters Score: Raw -6440165.974850 + Penalty 3540.934332 = -6436625.040519 nChanged 2770 SP:Iteration 8F (1234.543310 sec): 3 clusters Score: Raw -6441685.479060 + Penalty 3540.934332 = -6438144.544728 nChanged 2294 SP:Iteration 9Q (1234.665164 sec): 3 clusters Score: Raw -6443145.664871 + Penalty 3540.934332 = -6439604.730539 nChanged 2024 SP:Iteration 10Q (1234.791873 sec): 3 clusters Score: Raw -6444815.350648 + Penalty 3540.934332 = -6441274.416316 nChanged 1760 SP:Iteration 11Q (1234.927327 sec): 3 clusters Score: Raw -6446664.682847 + Penalty 3540.934332 = -6443123.748515 nChanged 1474 SP:Iteration 12Q (1235.055063 sec): 3 clusters Score: Raw -6448034.891143 + Penalty 3540.934332 = -6444493.956811 nChanged 1064 SP:Iteration 13Q (1235.181321 sec): 3 clusters Score: Raw -6448708.216498 + Penalty 3540.934332 = -6445167.282167 nChanged 760 SP:Iteration 14Q (1235.282701 sec): 3 clusters Score: Raw -6449098.461653 + Penalty 3540.934332 = -6445557.527321 nChanged 646 SP:Iteration 15Q (1235.409938 sec): 3 clusters Score: Raw -6449377.851015 + Penalty 3540.934332 = -6445836.916684 nChanged 543 SP:Iteration 16Q (1235.517026 sec): 3 clusters Score: Raw -6449585.079866 + Penalty 3540.934332 = -6446044.145534 nChanged 473 SP:Iteration 17Q (1235.638321 sec): 3 clusters Score: Raw -6449750.728112 + Penalty 3540.934332 = -6446209.793780 nChanged 414 SP:Iteration 18Q (1235.751823 sec): 3 clusters Score: Raw -6449876.600410 + Penalty 3540.934332 = -6446335.666078 nChanged 383 SP:Iteration 19Q (1235.880515 sec): 3 clusters Score: Raw -6449986.189539 + Penalty 3540.934332 = -6446445.255207 nChanged 331 SP:Iteration 20F (1236.016970 sec): 3 clusters Score: Raw -6450081.824521 + Penalty 3540.934332 = -6446540.890189 nChanged 313 SP:Iteration 21Q (1236.137882 sec): 3 clusters Score: Raw -6450164.621596 + Penalty 3540.934332 = -6446623.687265 nChanged 266 SP:Iteration 22Q (1236.249351 sec): 3 clusters Score: Raw -6450230.154886 + Penalty 3540.934332 = -6446689.220555 nChanged 249 SP:Iteration 23Q (1236.366071 sec): 3 clusters Score: Raw -6450287.104743 + Penalty 3540.934332 = -6446746.170411 nChanged 200 SP:Iteration 24Q (1236.473196 sec): 3 clusters Score: Raw -6450325.479031 + Penalty 3540.934332 = -6446784.544700 nChanged 170 SP:Iteration 25Q (1236.590991 sec): 3 clusters Score: Raw -6450356.276906 + Penalty 3540.934332 = -6446815.342575 nChanged 163 SP:Iteration 26Q (1236.698309 sec): 3 clusters Score: Raw -6450384.041795 + Penalty 3540.934332 = -6446843.107463 nChanged 139 SP:Iteration 27Q (1236.812948 sec): 3 clusters Score: Raw -6450407.378526 + Penalty 3540.934332 = -6446866.444194 nChanged 132 SP:Iteration 28Q (1236.922636 sec): 3 clusters Score: Raw -6450431.134078 + Penalty 3540.934332 = -6446890.199747 nChanged 142 SP:Iteration 29Q (1237.039732 sec): 3 clusters Score: Raw -6450457.645998 + Penalty 3540.934332 = -6446916.711666 nChanged 135 SP:Iteration 30Q (1237.156144 sec): 3 clusters Score: Raw -6450481.714730 + Penalty 3540.934332 = -6446940.780398 nChanged 133 SP:Iteration 31Q (1237.267399 sec): 3 clusters Score: Raw -6450504.657729 + Penalty 3540.934332 = -6446963.723398 nChanged 113 SP:Iteration 32Q (1237.382330 sec): 3 clusters Score: Raw -6450522.970301 + Penalty 3540.934332 = -6446982.035970 nChanged 102 SP:Iteration 33Q (1237.499398 sec): 3 clusters Score: Raw -6450538.474356 + Penalty 3540.934332 = -6446997.540024 nChanged 104 SP:Iteration 34Q (1237.604332 sec): 3 clusters Score: Raw -6450556.952934 + Penalty 3540.934332 = -6447016.018602 nChanged 88 SP:Iteration 35Q (1237.713340 sec): 3 clusters Score: Raw -6450569.493560 + Penalty 3540.934332 = -6447028.559228 nChanged 78 SP:Iteration 36Q (1237.822195 sec): 3 clusters Score: Raw -6450579.427261 + Penalty 3540.934332 = -6447038.492930 nChanged 71 SP:Iteration 37Q (1237.939943 sec): 3 clusters Score: Raw -6450587.970021 + Penalty 3540.934332 = -6447047.035690 nChanged 67 SP:Iteration 38Q (1238.052313 sec): 3 clusters Score: Raw -6450595.289476 + Penalty 3540.934332 = -6447054.355144 nChanged 52 SP:Iteration 39Q (1238.161156 sec): 3 clusters Score: Raw -6450600.311736 + Penalty 3540.934332 = -6447059.377404 nChanged 53 SP:Iteration 40F (1238.291160 sec): 3 clusters Score: Raw -6450606.368417 + Penalty 3540.934332 = -6447065.434085 nChanged 55 SP:Iteration 41Q (1238.407804 sec): 3 clusters Score: Raw -6450612.391446 + Penalty 3540.934332 = -6447071.457114 nChanged 38 SP:Iteration 42Q (1238.530601 sec): 3 clusters Score: Raw -6450615.783770 + Penalty 3540.934332 = -6447074.849439 nChanged 25 SP:Iteration 43Q (1238.651755 sec): 3 clusters Score: Raw -6450618.226320 + Penalty 3540.934332 = -6447077.291989 nChanged 30 SP:Iteration 44Q (1238.802242 sec): 3 clusters Score: Raw -6450621.395059 + Penalty 3540.934332 = -6447080.460728 nChanged 32 SP:Iteration 45Q (1238.922627 sec): 3 clusters Score: Raw -6450625.187688 + Penalty 3540.934332 = -6447084.253357 nChanged 36 SP:Iteration 46Q (1239.040085 sec): 3 clusters Score: Raw -6450629.001108 + Penalty 3540.934332 = -6447088.066777 nChanged 35 SP:Iteration 47Q (1239.156783 sec): 3 clusters Score: Raw -6450632.496304 + Penalty 3540.934332 = -6447091.561972 nChanged 37 SP:Iteration 48Q (1239.277001 sec): 3 clusters Score: Raw -6450636.094944 + Penalty 3540.934332 = -6447095.160613 nChanged 31 SP:Iteration 49Q (1239.395942 sec): 3 clusters Score: Raw -6450638.708893 + Penalty 3540.934332 = -6447097.774561 nChanged 23 SP:Iteration 50Q (1239.519799 sec): 3 clusters Score: Raw -6450641.014818 + Penalty 3540.934332 = -6447100.080486 nChanged 26 SP:Iteration 51Q (1239.631141 sec): 3 clusters Score: Raw -6450643.649814 + Penalty 3540.934332 = -6447102.715482 nChanged 19 SP:Iteration 52Q (1239.759776 sec): 3 clusters Score: Raw -6450645.465142 + Penalty 3540.934332 = -6447104.530811 nChanged 21 SP:Iteration 53Q (1239.880692 sec): 3 clusters Score: Raw -6450647.594095 + Penalty 3540.934332 = -6447106.659763 nChanged 18 SP:Iteration 54Q (1239.989628 sec): 3 clusters Score: Raw -6450648.983706 + Penalty 3540.934332 = -6447108.049375 nChanged 13 SP:Iteration 55Q (1240.104686 sec): 3 clusters Score: Raw -6450650.465107 + Penalty 3540.934332 = -6447109.530775 nChanged 16 SP:Iteration 56Q (1240.219492 sec): 3 clusters Score: Raw -6450651.506593 + Penalty 3540.934332 = -6447110.572261 nChanged 11 SP:Iteration 57Q (1240.347541 sec): 3 clusters Score: Raw -6450652.177913 + Penalty 3540.934332 = -6447111.243582 nChanged 9 SP:Iteration 58Q (1240.457411 sec): 3 clusters Score: Raw -6450652.916138 + Penalty 3540.934332 = -6447111.981806 nChanged 11 SP:Iteration 59Q (1240.568140 sec): 3 clusters Score: Raw -6450653.718308 + Penalty 3540.934332 = -6447112.783976 nChanged 15 SP:Iteration 60F (1240.704954 sec): 3 clusters Score: Raw -6450654.685770 + Penalty 3540.934332 = -6447113.751438 nChanged 11 SP:Iteration 61Q (1240.823736 sec): 3 clusters Score: Raw -6450655.467740 + Penalty 3540.934332 = -6447114.533408 nChanged 12 SP:Iteration 62Q (1240.939250 sec): 3 clusters Score: Raw -6450656.545047 + Penalty 3540.934332 = -6447115.610715 nChanged 18 SP:Iteration 63Q (1241.062396 sec): 3 clusters Score: Raw -6450658.323302 + Penalty 3540.934332 = -6447117.388971 nChanged 24 SP:Iteration 64Q (1241.185986 sec): 3 clusters Score: Raw -6450660.686964 + Penalty 3540.934332 = -6447119.752632 nChanged 14 SP:Iteration 65Q (1241.303316 sec): 3 clusters Score: Raw -6450661.981825 + Penalty 3540.934332 = -6447121.047494 nChanged 12 SP:Iteration 66Q (1241.417690 sec): 3 clusters Score: Raw -6450663.313942 + Penalty 3540.934332 = -6447122.379610 nChanged 15 SP:Iteration 67Q (1241.531364 sec): 3 clusters Score: Raw -6450664.503157 + Penalty 3540.934332 = -6447123.568826 nChanged 18 SP:Iteration 68Q (1241.653281 sec): 3 clusters Score: Raw -6450665.586377 + Penalty 3540.934332 = -6447124.652046 nChanged 13 SP:Iteration 69Q (1241.772976 sec): 3 clusters Score: Raw -6450666.248986 + Penalty 3540.934332 = -6447125.314654 nChanged 4 SP:Iteration 70Q (1241.889080 sec): 3 clusters Score: Raw -6450666.431130 + Penalty 3540.934332 = -6447125.496798 nChanged 4 SP:Iteration 71Q (1242.007497 sec): 3 clusters Score: Raw -6450666.718065 + Penalty 3540.934332 = -6447125.783733 nChanged 3 SP:Iteration 72Q (1242.107370 sec): 3 clusters Score: Raw -6450667.013848 + Penalty 3540.934332 = -6447126.079516 nChanged 8 SP:Iteration 73Q (1242.213678 sec): 3 clusters Score: Raw -6450667.546369 + Penalty 3540.934332 = -6447126.612037 nChanged 6 SP:Iteration 74Q (1242.336090 sec): 3 clusters Score: Raw -6450667.989589 + Penalty 3540.934332 = -6447127.055258 nChanged 6 SP:Iteration 75Q (1242.453582 sec): 3 clusters Score: Raw -6450668.385014 + Penalty 3540.934332 = -6447127.450683 nChanged 11 SP:Iteration 76Q (1242.562514 sec): 3 clusters Score: Raw -6450669.031905 + Penalty 3540.934332 = -6447128.097573 nChanged 6 SP:Iteration 77Q (1242.677718 sec): 3 clusters Score: Raw -6450669.339916 + Penalty 3540.934332 = -6447128.405585 nChanged 5 SP:Iteration 78Q (1242.772430 sec): 3 clusters Score: Raw -6450669.544624 + Penalty 3540.934332 = -6447128.610292 nChanged 2 SP:Iteration 79Q (1242.889010 sec): 3 clusters Score: Raw -6450669.635686 + Penalty 3540.934332 = -6447128.701355 nChanged 2 SP:Iteration 80F (1243.019476 sec): 3 clusters Score: Raw -6450669.782963 + Penalty 3540.934332 = -6447128.848631 nChanged 3 SP:Iteration 81Q (1243.136052 sec): 3 clusters Score: Raw -6450669.882393 + Penalty 3540.934332 = -6447128.948061 nChanged 0 SP:Iteration 82F (1243.239129 sec): 3 clusters Score: Raw -6450669.882393 + Penalty 3540.934332 = -6447128.948061 nChanged 0 Trying to split cluster 20 (4021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1243.260675 sec): 2 clusters Score: Raw -477426.612558 + Penalty 1348.633960 = -476077.978598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1243.324211 sec): 3 clusters Score: Raw -475490.525140 + Penalty 2697.267920 = -472793.257220 nChanged 1556 SP:Iteration 1F (1243.370581 sec): 3 clusters Score: Raw -476448.725511 + Penalty 2697.267920 = -473751.457591 nChanged 333 SP:Iteration 2F (1243.409277 sec): 3 clusters Score: Raw -476703.666093 + Penalty 2697.267920 = -474006.398173 nChanged 265 SP:Iteration 3F (1243.459282 sec): 3 clusters Score: Raw -476914.296412 + Penalty 2697.267920 = -474217.028493 nChanged 216 SP:Iteration 4F (1243.502515 sec): 3 clusters Score: Raw -477083.631946 + Penalty 2697.267920 = -474386.364027 nChanged 171 SP:Iteration 5Q (1243.546100 sec): 3 clusters Score: Raw -477198.285149 + Penalty 2697.267920 = -474501.017229 nChanged 140 SP:Iteration 6Q (1243.594494 sec): 3 clusters Score: Raw -477292.121233 + Penalty 2697.267920 = -474594.853313 nChanged 120 SP:Iteration 7Q (1243.637191 sec): 3 clusters Score: Raw -477359.866684 + Penalty 2697.267920 = -474662.598765 nChanged 110 SP:Iteration 8Q (1243.680126 sec): 3 clusters Score: Raw -477414.306007 + Penalty 2697.267920 = -474717.038088 nChanged 82 SP:Iteration 9Q (1243.730283 sec): 3 clusters Score: Raw -477451.292572 + Penalty 2697.267920 = -474754.024652 nChanged 74 SP:Iteration 10Q (1243.782698 sec): 3 clusters Score: Raw -477476.552848 + Penalty 2697.267920 = -474779.284929 nChanged 50 SP:Iteration 11Q (1243.844507 sec): 3 clusters Score: Raw -477496.936547 + Penalty 2697.267920 = -474799.668628 nChanged 55 SP:Iteration 12Q (1243.884932 sec): 3 clusters Score: Raw -477519.251033 + Penalty 2697.267920 = -474821.983114 nChanged 41 SP:Iteration 13Q (1243.947942 sec): 3 clusters Score: Raw -477531.715413 + Penalty 2697.267920 = -474834.447493 nChanged 37 SP:Iteration 14Q (1243.999008 sec): 3 clusters Score: Raw -477544.556588 + Penalty 2697.267920 = -474847.288668 nChanged 38 SP:Iteration 15Q (1244.045619 sec): 3 clusters Score: Raw -477555.861633 + Penalty 2697.267920 = -474858.593713 nChanged 31 SP:Iteration 16Q (1244.087640 sec): 3 clusters Score: Raw -477568.406697 + Penalty 2697.267920 = -474871.138777 nChanged 30 SP:Iteration 17Q (1244.140762 sec): 3 clusters Score: Raw -477578.839108 + Penalty 2697.267920 = -474881.571189 nChanged 27 SP:Iteration 18Q (1244.188492 sec): 3 clusters Score: Raw -477585.940298 + Penalty 2697.267920 = -474888.672378 nChanged 21 SP:Iteration 19Q (1244.237929 sec): 3 clusters Score: Raw -477591.790575 + Penalty 2697.267920 = -474894.522656 nChanged 16 SP:Iteration 20F (1244.280033 sec): 3 clusters Score: Raw -477595.605051 + Penalty 2697.267920 = -474898.337132 nChanged 15 SP:Iteration 21Q (1244.330114 sec): 3 clusters Score: Raw -477599.621472 + Penalty 2697.267920 = -474902.353553 nChanged 18 SP:Iteration 22Q (1244.381256 sec): 3 clusters Score: Raw -477605.115460 + Penalty 2697.267920 = -474907.847541 nChanged 17 SP:Iteration 23Q (1244.427387 sec): 3 clusters Score: Raw -477609.048362 + Penalty 2697.267920 = -474911.780442 nChanged 9 SP:Iteration 24Q (1244.470426 sec): 3 clusters Score: Raw -477610.934499 + Penalty 2697.267920 = -474913.666580 nChanged 9 SP:Iteration 25Q (1244.521922 sec): 3 clusters Score: Raw -477612.495861 + Penalty 2697.267920 = -474915.227941 nChanged 4 SP:Iteration 26Q (1244.572253 sec): 3 clusters Score: Raw -477613.075469 + Penalty 2697.267920 = -474915.807549 nChanged 3 SP:Iteration 27Q (1244.632876 sec): 3 clusters Score: Raw -477613.841328 + Penalty 2697.267920 = -474916.573408 nChanged 4 SP:Iteration 28Q (1244.684348 sec): 3 clusters Score: Raw -477614.336853 + Penalty 2697.267920 = -474917.068934 nChanged 1 SP:Iteration 29Q (1244.721170 sec): 3 clusters Score: Raw -477614.388128 + Penalty 2697.267920 = -474917.120208 nChanged 0 SP:Iteration 30F (1244.781272 sec): 3 clusters Score: Raw -477614.388128 + Penalty 2697.267920 = -474917.120208 nChanged 0 Trying to split cluster 21 (35014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1244.850641 sec): 2 clusters Score: Raw -4368384.843806 + Penalty 1700.319280 = -4366684.524526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1244.946599 sec): 3 clusters Score: Raw -4346462.915739 + Penalty 3400.638560 = -4343062.277179 nChanged 16347 SP:Iteration 1F (1245.051858 sec): 3 clusters Score: Raw -4355683.595154 + Penalty 3400.638560 = -4352282.956594 nChanged 1568 SP:Iteration 2Q (1245.148965 sec): 3 clusters Score: Raw -4356181.534541 + Penalty 3400.638560 = -4352780.895981 nChanged 1492 SP:Iteration 3Q (1245.249057 sec): 3 clusters Score: Raw -4356726.888114 + Penalty 3400.638560 = -4353326.249554 nChanged 1579 SP:Iteration 4Q (1245.356333 sec): 3 clusters Score: Raw -4357363.258631 + Penalty 3400.638560 = -4353962.620071 nChanged 1619 SP:Iteration 5Q (1245.464632 sec): 3 clusters Score: Raw -4358164.645912 + Penalty 3400.638560 = -4354764.007353 nChanged 1899 SP:Iteration 6F (1245.567970 sec): 3 clusters Score: Raw -4359349.002178 + Penalty 3400.638560 = -4355948.363618 nChanged 2146 SP:Iteration 7F (1245.657300 sec): 3 clusters Score: Raw -4360965.601286 + Penalty 3400.638560 = -4357564.962727 nChanged 2265 SP:Iteration 8F (1245.757274 sec): 3 clusters Score: Raw -4362840.938987 + Penalty 3400.638560 = -4359440.300428 nChanged 2223 SP:Iteration 9F (1245.845228 sec): 3 clusters Score: Raw -4364691.593593 + Penalty 3400.638560 = -4361290.955033 nChanged 1891 SP:Iteration 10F (1245.946934 sec): 3 clusters Score: Raw -4366090.016774 + Penalty 3400.638560 = -4362689.378214 nChanged 1397 SP:Iteration 11Q (1246.037146 sec): 3 clusters Score: Raw -4366891.931483 + Penalty 3400.638560 = -4363491.292924 nChanged 979 SP:Iteration 12Q (1246.134141 sec): 3 clusters Score: Raw -4367331.680779 + Penalty 3400.638560 = -4363931.042219 nChanged 708 SP:Iteration 13Q (1246.231416 sec): 3 clusters Score: Raw -4367628.070843 + Penalty 3400.638560 = -4364227.432284 nChanged 604 SP:Iteration 14Q (1246.331567 sec): 3 clusters Score: Raw -4367851.633549 + Penalty 3400.638560 = -4364450.994990 nChanged 528 SP:Iteration 15Q (1246.422937 sec): 3 clusters Score: Raw -4368056.222746 + Penalty 3400.638560 = -4364655.584186 nChanged 489 SP:Iteration 16Q (1246.530338 sec): 3 clusters Score: Raw -4368238.005009 + Penalty 3400.638560 = -4364837.366449 nChanged 455 SP:Iteration 17Q (1246.616031 sec): 3 clusters Score: Raw -4368379.769775 + Penalty 3400.638560 = -4364979.131215 nChanged 382 SP:Iteration 18Q (1246.699126 sec): 3 clusters Score: Raw -4368479.495296 + Penalty 3400.638560 = -4365078.856736 nChanged 323 SP:Iteration 19Q (1246.762778 sec): 3 clusters Score: Raw -4368560.458355 + Penalty 3400.638560 = -4365159.819795 nChanged 319 SP:Iteration 20F (1246.863946 sec): 3 clusters Score: Raw -4368634.516928 + Penalty 3400.638560 = -4365233.878369 nChanged 269 SP:Iteration 21Q (1246.957024 sec): 3 clusters Score: Raw -4368692.739445 + Penalty 3400.638560 = -4365292.100885 nChanged 257 SP:Iteration 22Q (1247.057077 sec): 3 clusters Score: Raw -4368742.061744 + Penalty 3400.638560 = -4365341.423185 nChanged 217 SP:Iteration 23Q (1247.154028 sec): 3 clusters Score: Raw -4368783.798368 + Penalty 3400.638560 = -4365383.159808 nChanged 207 SP:Iteration 24Q (1247.247711 sec): 3 clusters Score: Raw -4368820.211121 + Penalty 3400.638560 = -4365419.572561 nChanged 188 SP:Iteration 25Q (1247.345091 sec): 3 clusters Score: Raw -4368849.336263 + Penalty 3400.638560 = -4365448.697703 nChanged 161 SP:Iteration 26Q (1247.437629 sec): 3 clusters Score: Raw -4368870.881718 + Penalty 3400.638560 = -4365470.243158 nChanged 140 SP:Iteration 27Q (1247.538350 sec): 3 clusters Score: Raw -4368884.929221 + Penalty 3400.638560 = -4365484.290662 nChanged 107 SP:Iteration 28Q (1247.626723 sec): 3 clusters Score: Raw -4368894.749997 + Penalty 3400.638560 = -4365494.111437 nChanged 86 SP:Iteration 29Q (1247.720199 sec): 3 clusters Score: Raw -4368903.219071 + Penalty 3400.638560 = -4365502.580511 nChanged 67 SP:Iteration 30Q (1247.812475 sec): 3 clusters Score: Raw -4368908.659110 + Penalty 3400.638560 = -4365508.020551 nChanged 57 SP:Iteration 31Q (1247.901505 sec): 3 clusters Score: Raw -4368912.481135 + Penalty 3400.638560 = -4365511.842576 nChanged 53 SP:Iteration 32Q (1247.978066 sec): 3 clusters Score: Raw -4368915.635783 + Penalty 3400.638560 = -4365514.997224 nChanged 47 SP:Iteration 33Q (1248.076332 sec): 3 clusters Score: Raw -4368918.010268 + Penalty 3400.638560 = -4365517.371708 nChanged 31 SP:Iteration 34Q (1248.163822 sec): 3 clusters Score: Raw -4368919.656465 + Penalty 3400.638560 = -4365519.017906 nChanged 26 SP:Iteration 35Q (1248.255097 sec): 3 clusters Score: Raw -4368920.715479 + Penalty 3400.638560 = -4365520.076919 nChanged 20 SP:Iteration 36Q (1248.352412 sec): 3 clusters Score: Raw -4368921.692785 + Penalty 3400.638560 = -4365521.054226 nChanged 29 SP:Iteration 37Q (1248.441604 sec): 3 clusters Score: Raw -4368923.098370 + Penalty 3400.638560 = -4365522.459810 nChanged 29 SP:Iteration 38Q (1248.533904 sec): 3 clusters Score: Raw -4368924.509978 + Penalty 3400.638560 = -4365523.871418 nChanged 26 SP:Iteration 39Q (1248.615517 sec): 3 clusters Score: Raw -4368925.938123 + Penalty 3400.638560 = -4365525.299564 nChanged 35 SP:Iteration 40F (1248.719021 sec): 3 clusters Score: Raw -4368927.872383 + Penalty 3400.638560 = -4365527.233823 nChanged 34 SP:Iteration 41Q (1248.811095 sec): 3 clusters Score: Raw -4368929.290119 + Penalty 3400.638560 = -4365528.651560 nChanged 23 SP:Iteration 42Q (1248.907710 sec): 3 clusters Score: Raw -4368930.072280 + Penalty 3400.638560 = -4365529.433721 nChanged 21 SP:Iteration 43Q (1249.004406 sec): 3 clusters Score: Raw -4368930.746430 + Penalty 3400.638560 = -4365530.107870 nChanged 18 SP:Iteration 44Q (1249.099299 sec): 3 clusters Score: Raw -4368931.458791 + Penalty 3400.638560 = -4365530.820231 nChanged 19 SP:Iteration 45Q (1249.188134 sec): 3 clusters Score: Raw -4368932.345928 + Penalty 3400.638560 = -4365531.707369 nChanged 18 SP:Iteration 46Q (1249.286994 sec): 3 clusters Score: Raw -4368932.859637 + Penalty 3400.638560 = -4365532.221077 nChanged 14 SP:Iteration 47Q (1249.376085 sec): 3 clusters Score: Raw -4368933.549932 + Penalty 3400.638560 = -4365532.911373 nChanged 20 SP:Iteration 48Q (1249.463577 sec): 3 clusters Score: Raw -4368934.181610 + Penalty 3400.638560 = -4365533.543050 nChanged 10 SP:Iteration 49Q (1249.560965 sec): 3 clusters Score: Raw -4368934.443284 + Penalty 3400.638560 = -4365533.804724 nChanged 9 SP:Iteration 50Q (1249.654167 sec): 3 clusters Score: Raw -4368934.774037 + Penalty 3400.638560 = -4365534.135477 nChanged 8 SP:Iteration 51Q (1249.752501 sec): 3 clusters Score: Raw -4368935.014750 + Penalty 3400.638560 = -4365534.376190 nChanged 4 SP:Iteration 52Q (1249.817523 sec): 3 clusters Score: Raw -4368935.092304 + Penalty 3400.638560 = -4365534.453745 nChanged 4 SP:Iteration 53Q (1249.916523 sec): 3 clusters Score: Raw -4368935.207041 + Penalty 3400.638560 = -4365534.568481 nChanged 8 SP:Iteration 54Q (1250.004240 sec): 3 clusters Score: Raw -4368935.429211 + Penalty 3400.638560 = -4365534.790651 nChanged 9 SP:Iteration 55Q (1250.100575 sec): 3 clusters Score: Raw -4368935.663789 + Penalty 3400.638560 = -4365535.025229 nChanged 6 SP:Iteration 56Q (1250.205005 sec): 3 clusters Score: Raw -4368935.757664 + Penalty 3400.638560 = -4365535.119104 nChanged 3 SP:Iteration 57Q (1250.290055 sec): 3 clusters Score: Raw -4368935.839260 + Penalty 3400.638560 = -4365535.200700 nChanged 4 SP:Iteration 58Q (1250.386198 sec): 3 clusters Score: Raw -4368935.930265 + Penalty 3400.638560 = -4365535.291705 nChanged 2 SP:Iteration 59Q (1250.488441 sec): 3 clusters Score: Raw -4368936.004893 + Penalty 3400.638560 = -4365535.366333 nChanged 2 SP:Iteration 60F (1250.579490 sec): 3 clusters Score: Raw -4368936.065204 + Penalty 3400.638560 = -4365535.426644 nChanged 4 SP:Iteration 61Q (1250.675678 sec): 3 clusters Score: Raw -4368936.169242 + Penalty 3400.638560 = -4365535.530682 nChanged 2 SP:Iteration 62Q (1250.768586 sec): 3 clusters Score: Raw -4368936.213294 + Penalty 3400.638560 = -4365535.574735 nChanged 3 SP:Iteration 63Q (1250.869342 sec): 3 clusters Score: Raw -4368936.302188 + Penalty 3400.638560 = -4365535.663628 nChanged 1 SP:Iteration 64Q (1250.965732 sec): 3 clusters Score: Raw -4368936.313868 + Penalty 3400.638560 = -4365535.675308 nChanged 1 SP:Iteration 65Q (1251.059336 sec): 3 clusters Score: Raw -4368936.381835 + Penalty 3400.638560 = -4365535.743275 nChanged 4 SP:Iteration 66Q (1251.157309 sec): 3 clusters Score: Raw -4368936.534049 + Penalty 3400.638560 = -4365535.895489 nChanged 4 SP:Iteration 67Q (1251.223286 sec): 3 clusters Score: Raw -4368936.693267 + Penalty 3400.638560 = -4365536.054707 nChanged 7 SP:Iteration 68Q (1251.311488 sec): 3 clusters Score: Raw -4368936.963443 + Penalty 3400.638560 = -4365536.324883 nChanged 6 SP:Iteration 69Q (1251.398722 sec): 3 clusters Score: Raw -4368937.159391 + Penalty 3400.638560 = -4365536.520831 nChanged 4 SP:Iteration 70Q (1251.482929 sec): 3 clusters Score: Raw -4368937.276570 + Penalty 3400.638560 = -4365536.638010 nChanged 5 SP:Iteration 71Q (1251.568510 sec): 3 clusters Score: Raw -4368937.424581 + Penalty 3400.638560 = -4365536.786021 nChanged 6 SP:Iteration 72Q (1251.660969 sec): 3 clusters Score: Raw -4368937.583310 + Penalty 3400.638560 = -4365536.944750 nChanged 4 SP:Iteration 73Q (1251.754127 sec): 3 clusters Score: Raw -4368937.691377 + Penalty 3400.638560 = -4365537.052817 nChanged 1 SP:Iteration 74Q (1251.850797 sec): 3 clusters Score: Raw -4368937.719754 + Penalty 3400.638560 = -4365537.081194 nChanged 1 SP:Iteration 75Q (1251.946951 sec): 3 clusters Score: Raw -4368937.739848 + Penalty 3400.638560 = -4365537.101288 nChanged 1 SP:Iteration 76Q (1252.036642 sec): 3 clusters Score: Raw -4368937.754630 + Penalty 3400.638560 = -4365537.116070 nChanged 1 SP:Iteration 77Q (1252.137794 sec): 3 clusters Score: Raw -4368937.772545 + Penalty 3400.638560 = -4365537.133986 nChanged 0 SP:Iteration 78F (1252.229143 sec): 3 clusters Score: Raw -4368937.772545 + Penalty 3400.638560 = -4365537.133986 nChanged 0 Trying to split cluster 22 (11872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1252.273190 sec): 2 clusters Score: Raw -1442999.263376 + Penalty 1524.564919 = -1441474.698457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1252.324240 sec): 3 clusters Score: Raw -1436213.764581 + Penalty 3049.129839 = -1433164.634742 nChanged 5166 SP:Iteration 1F (1252.389967 sec): 3 clusters Score: Raw -1439321.476333 + Penalty 3049.129839 = -1436272.346494 nChanged 860 SP:Iteration 2F (1252.460477 sec): 3 clusters Score: Raw -1439984.447688 + Penalty 3049.129839 = -1436935.317849 nChanged 949 SP:Iteration 3F (1252.517328 sec): 3 clusters Score: Raw -1440850.110400 + Penalty 3049.129839 = -1437800.980561 nChanged 1038 SP:Iteration 4F (1252.574841 sec): 3 clusters Score: Raw -1441802.636598 + Penalty 3049.129839 = -1438753.506759 nChanged 916 SP:Iteration 5F (1252.640494 sec): 3 clusters Score: Raw -1442599.357762 + Penalty 3049.129839 = -1439550.227923 nChanged 777 SP:Iteration 6F (1252.699958 sec): 3 clusters Score: Raw -1443162.881522 + Penalty 3049.129839 = -1440113.751683 nChanged 540 SP:Iteration 7Q (1252.754232 sec): 3 clusters Score: Raw -1443461.906236 + Penalty 3049.129839 = -1440412.776397 nChanged 317 SP:Iteration 8Q (1252.824554 sec): 3 clusters Score: Raw -1443601.418930 + Penalty 3049.129839 = -1440552.289091 nChanged 212 SP:Iteration 9Q (1252.867688 sec): 3 clusters Score: Raw -1443687.705319 + Penalty 3049.129839 = -1440638.575480 nChanged 165 SP:Iteration 10Q (1252.937369 sec): 3 clusters Score: Raw -1443755.202128 + Penalty 3049.129839 = -1440706.072289 nChanged 127 SP:Iteration 11Q (1252.994275 sec): 3 clusters Score: Raw -1443817.296746 + Penalty 3049.129839 = -1440768.166907 nChanged 107 SP:Iteration 12Q (1253.043567 sec): 3 clusters Score: Raw -1443877.501683 + Penalty 3049.129839 = -1440828.371845 nChanged 111 SP:Iteration 13Q (1253.100922 sec): 3 clusters Score: Raw -1443941.942735 + Penalty 3049.129839 = -1440892.812896 nChanged 112 SP:Iteration 14Q (1253.169219 sec): 3 clusters Score: Raw -1444001.636528 + Penalty 3049.129839 = -1440952.506690 nChanged 116 SP:Iteration 15Q (1253.224150 sec): 3 clusters Score: Raw -1444071.119879 + Penalty 3049.129839 = -1441021.990040 nChanged 107 SP:Iteration 16Q (1253.286827 sec): 3 clusters Score: Raw -1444146.809921 + Penalty 3049.129839 = -1441097.680083 nChanged 109 SP:Iteration 17Q (1253.346053 sec): 3 clusters Score: Raw -1444209.574390 + Penalty 3049.129839 = -1441160.444551 nChanged 97 SP:Iteration 18Q (1253.410196 sec): 3 clusters Score: Raw -1444252.044819 + Penalty 3049.129839 = -1441202.914981 nChanged 86 SP:Iteration 19Q (1253.475276 sec): 3 clusters Score: Raw -1444291.062182 + Penalty 3049.129839 = -1441241.932343 nChanged 84 SP:Iteration 20F (1253.538291 sec): 3 clusters Score: Raw -1444320.262549 + Penalty 3049.129839 = -1441271.132710 nChanged 67 SP:Iteration 21Q (1253.595503 sec): 3 clusters Score: Raw -1444340.360858 + Penalty 3049.129839 = -1441291.231019 nChanged 55 SP:Iteration 22Q (1253.647303 sec): 3 clusters Score: Raw -1444355.505798 + Penalty 3049.129839 = -1441306.375959 nChanged 36 SP:Iteration 23Q (1253.711055 sec): 3 clusters Score: Raw -1444363.196023 + Penalty 3049.129839 = -1441314.066184 nChanged 24 SP:Iteration 24Q (1253.770957 sec): 3 clusters Score: Raw -1444368.087909 + Penalty 3049.129839 = -1441318.958070 nChanged 27 SP:Iteration 25Q (1253.832730 sec): 3 clusters Score: Raw -1444373.986992 + Penalty 3049.129839 = -1441324.857153 nChanged 17 SP:Iteration 26Q (1253.903317 sec): 3 clusters Score: Raw -1444376.975944 + Penalty 3049.129839 = -1441327.846105 nChanged 12 SP:Iteration 27Q (1253.961782 sec): 3 clusters Score: Raw -1444378.664415 + Penalty 3049.129839 = -1441329.534577 nChanged 9 SP:Iteration 28Q (1254.011026 sec): 3 clusters Score: Raw -1444379.564710 + Penalty 3049.129839 = -1441330.434871 nChanged 7 SP:Iteration 29Q (1254.076845 sec): 3 clusters Score: Raw -1444380.276958 + Penalty 3049.129839 = -1441331.147119 nChanged 7 SP:Iteration 30Q (1254.131148 sec): 3 clusters Score: Raw -1444380.994363 + Penalty 3049.129839 = -1441331.864524 nChanged 5 SP:Iteration 31Q (1254.194507 sec): 3 clusters Score: Raw -1444381.782092 + Penalty 3049.129839 = -1441332.652254 nChanged 5 SP:Iteration 32Q (1254.249440 sec): 3 clusters Score: Raw -1444382.490697 + Penalty 3049.129839 = -1441333.360858 nChanged 2 SP:Iteration 33Q (1254.315417 sec): 3 clusters Score: Raw -1444382.784901 + Penalty 3049.129839 = -1441333.655062 nChanged 3 SP:Iteration 34Q (1254.377923 sec): 3 clusters Score: Raw -1444383.130896 + Penalty 3049.129839 = -1441334.001057 nChanged 1 SP:Iteration 35Q (1254.436848 sec): 3 clusters Score: Raw -1444383.214779 + Penalty 3049.129839 = -1441334.084940 nChanged 3 SP:Iteration 36Q (1254.497389 sec): 3 clusters Score: Raw -1444383.675783 + Penalty 3049.129839 = -1441334.545945 nChanged 2 SP:Iteration 37Q (1254.558519 sec): 3 clusters Score: Raw -1444383.867739 + Penalty 3049.129839 = -1441334.737900 nChanged 2 SP:Iteration 38Q (1254.621508 sec): 3 clusters Score: Raw -1444384.114807 + Penalty 3049.129839 = -1441334.984968 nChanged 1 SP:Iteration 39Q (1254.688223 sec): 3 clusters Score: Raw -1444384.257314 + Penalty 3049.129839 = -1441335.127475 nChanged 2 SP:Iteration 40F (1254.742362 sec): 3 clusters Score: Raw -1444384.521439 + Penalty 3049.129839 = -1441335.391600 nChanged 2 SP:Iteration 41Q (1254.807914 sec): 3 clusters Score: Raw -1444384.628678 + Penalty 3049.129839 = -1441335.498839 nChanged 0 SP:Iteration 42F (1254.877345 sec): 3 clusters Score: Raw -1444384.628678 + Penalty 3049.129839 = -1441335.498839 nChanged 0 Trying to split cluster 23 (21940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1254.932842 sec): 2 clusters Score: Raw -2694100.720050 + Penalty 1624.360844 = -2692476.359206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1255.006529 sec): 3 clusters Score: Raw -2680889.417185 + Penalty 3248.721688 = -2677640.695497 nChanged 9948 SP:Iteration 1F (1255.086332 sec): 3 clusters Score: Raw -2686420.413779 + Penalty 3248.721688 = -2683171.692091 nChanged 1309 SP:Iteration 2F (1255.169716 sec): 3 clusters Score: Raw -2687031.326068 + Penalty 3248.721688 = -2683782.604379 nChanged 1328 SP:Iteration 3F (1255.235952 sec): 3 clusters Score: Raw -2687792.948562 + Penalty 3248.721688 = -2684544.226873 nChanged 1442 SP:Iteration 4F (1255.308173 sec): 3 clusters Score: Raw -2688774.770916 + Penalty 3248.721688 = -2685526.049227 nChanged 1608 SP:Iteration 5F (1255.387468 sec): 3 clusters Score: Raw -2690061.744503 + Penalty 3248.721688 = -2686813.022815 nChanged 1629 SP:Iteration 6F (1255.454282 sec): 3 clusters Score: Raw -2691526.719466 + Penalty 3248.721688 = -2688277.997778 nChanged 1326 SP:Iteration 7F (1255.532857 sec): 3 clusters Score: Raw -2692757.515876 + Penalty 3248.721688 = -2689508.794188 nChanged 876 SP:Iteration 8Q (1255.615680 sec): 3 clusters Score: Raw -2693499.624183 + Penalty 3248.721688 = -2690250.902495 nChanged 498 SP:Iteration 9Q (1255.700192 sec): 3 clusters Score: Raw -2693908.555654 + Penalty 3248.721688 = -2690659.833966 nChanged 289 SP:Iteration 10Q (1255.773890 sec): 3 clusters Score: Raw -2694145.109811 + Penalty 3248.721688 = -2690896.388123 nChanged 154 SP:Iteration 11Q (1255.841312 sec): 3 clusters Score: Raw -2694281.238946 + Penalty 3248.721688 = -2691032.517257 nChanged 105 SP:Iteration 12Q (1255.914940 sec): 3 clusters Score: Raw -2694351.447507 + Penalty 3248.721688 = -2691102.725819 nChanged 65 SP:Iteration 13Q (1255.987629 sec): 3 clusters Score: Raw -2694395.158787 + Penalty 3248.721688 = -2691146.437098 nChanged 42 SP:Iteration 14Q (1256.069217 sec): 3 clusters Score: Raw -2694423.896791 + Penalty 3248.721688 = -2691175.175103 nChanged 28 SP:Iteration 15Q (1256.129173 sec): 3 clusters Score: Raw -2694439.660996 + Penalty 3248.721688 = -2691190.939307 nChanged 26 SP:Iteration 16Q (1256.209790 sec): 3 clusters Score: Raw -2694452.207346 + Penalty 3248.721688 = -2691203.485657 nChanged 21 SP:Iteration 17Q (1256.273819 sec): 3 clusters Score: Raw -2694459.406704 + Penalty 3248.721688 = -2691210.685016 nChanged 7 SP:Iteration 18Q (1256.351046 sec): 3 clusters Score: Raw -2694463.534731 + Penalty 3248.721688 = -2691214.813042 nChanged 7 SP:Iteration 19Q (1256.419411 sec): 3 clusters Score: Raw -2694467.204708 + Penalty 3248.721688 = -2691218.483020 nChanged 6 SP:Iteration 20F (1256.496678 sec): 3 clusters Score: Raw -2694470.264534 + Penalty 3248.721688 = -2691221.542846 nChanged 4 SP:Iteration 21Q (1256.569741 sec): 3 clusters Score: Raw -2694473.230853 + Penalty 3248.721688 = -2691224.509165 nChanged 9 SP:Iteration 22Q (1256.636280 sec): 3 clusters Score: Raw -2694478.518018 + Penalty 3248.721688 = -2691229.796329 nChanged 7 SP:Iteration 23Q (1256.709859 sec): 3 clusters Score: Raw -2694481.017674 + Penalty 3248.721688 = -2691232.295985 nChanged 3 SP:Iteration 24Q (1256.769753 sec): 3 clusters Score: Raw -2694483.361625 + Penalty 3248.721688 = -2691234.639937 nChanged 3 SP:Iteration 25Q (1256.833853 sec): 3 clusters Score: Raw -2694484.668986 + Penalty 3248.721688 = -2691235.947298 nChanged 1 SP:Iteration 26Q (1256.901944 sec): 3 clusters Score: Raw -2694484.817817 + Penalty 3248.721688 = -2691236.096128 nChanged 1 SP:Iteration 27Q (1256.974311 sec): 3 clusters Score: Raw -2694485.449112 + Penalty 3248.721688 = -2691236.727424 nChanged 2 SP:Iteration 28Q (1257.042031 sec): 3 clusters Score: Raw -2694486.165477 + Penalty 3248.721688 = -2691237.443789 nChanged 1 SP:Iteration 29Q (1257.107796 sec): 3 clusters Score: Raw -2694486.496520 + Penalty 3248.721688 = -2691237.774831 nChanged 2 SP:Iteration 30Q (1257.181273 sec): 3 clusters Score: Raw -2694487.294165 + Penalty 3248.721688 = -2691238.572477 nChanged 3 SP:Iteration 31Q (1257.252966 sec): 3 clusters Score: Raw -2694488.269664 + Penalty 3248.721688 = -2691239.547976 nChanged 1 SP:Iteration 32Q (1257.330978 sec): 3 clusters Score: Raw -2694488.501681 + Penalty 3248.721688 = -2691239.779993 nChanged 0 SP:Iteration 33F (1257.402921 sec): 3 clusters Score: Raw -2694488.501681 + Penalty 3248.721688 = -2691239.779993 nChanged 0 Trying to split cluster 24 (9350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1257.442457 sec): 2 clusters Score: Raw -1139132.172647 + Penalty 1485.758889 = -1137646.413759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1257.491488 sec): 3 clusters Score: Raw -1133897.242251 + Penalty 2971.517777 = -1130925.724473 nChanged 4031 SP:Iteration 1F (1257.551484 sec): 3 clusters Score: Raw -1136173.355848 + Penalty 2971.517777 = -1133201.838070 nChanged 709 SP:Iteration 2F (1257.606406 sec): 3 clusters Score: Raw -1136655.525659 + Penalty 2971.517777 = -1133684.007881 nChanged 691 SP:Iteration 3F (1257.667126 sec): 3 clusters Score: Raw -1137139.711562 + Penalty 2971.517777 = -1134168.193785 nChanged 676 SP:Iteration 4F (1257.723074 sec): 3 clusters Score: Raw -1137633.476708 + Penalty 2971.517777 = -1134661.958931 nChanged 582 SP:Iteration 5F (1257.774251 sec): 3 clusters Score: Raw -1138084.958647 + Penalty 2971.517777 = -1135113.440870 nChanged 518 SP:Iteration 6F (1257.833664 sec): 3 clusters Score: Raw -1138507.370989 + Penalty 2971.517777 = -1135535.853211 nChanged 418 SP:Iteration 7Q (1257.889410 sec): 3 clusters Score: Raw -1138816.083208 + Penalty 2971.517777 = -1135844.565430 nChanged 303 SP:Iteration 8Q (1257.945172 sec): 3 clusters Score: Raw -1139009.759015 + Penalty 2971.517777 = -1136038.241237 nChanged 233 SP:Iteration 9Q (1258.015841 sec): 3 clusters Score: Raw -1139155.394373 + Penalty 2971.517777 = -1136183.876596 nChanged 186 SP:Iteration 10Q (1258.072846 sec): 3 clusters Score: Raw -1139265.799259 + Penalty 2971.517777 = -1136294.281481 nChanged 136 SP:Iteration 11Q (1258.124508 sec): 3 clusters Score: Raw -1139333.107346 + Penalty 2971.517777 = -1136361.589569 nChanged 110 SP:Iteration 12Q (1258.150597 sec): 3 clusters Score: Raw -1139392.203156 + Penalty 2971.517777 = -1136420.685379 nChanged 84 SP:Iteration 13Q (1258.208310 sec): 3 clusters Score: Raw -1139433.750431 + Penalty 2971.517777 = -1136462.232654 nChanged 66 SP:Iteration 14Q (1258.263350 sec): 3 clusters Score: Raw -1139465.706648 + Penalty 2971.517777 = -1136494.188871 nChanged 69 SP:Iteration 15Q (1258.323783 sec): 3 clusters Score: Raw -1139495.357318 + Penalty 2971.517777 = -1136523.839540 nChanged 56 SP:Iteration 16Q (1258.374037 sec): 3 clusters Score: Raw -1139521.960727 + Penalty 2971.517777 = -1136550.442950 nChanged 52 SP:Iteration 17Q (1258.428313 sec): 3 clusters Score: Raw -1139551.440765 + Penalty 2971.517777 = -1136579.922988 nChanged 53 SP:Iteration 18Q (1258.487863 sec): 3 clusters Score: Raw -1139576.411782 + Penalty 2971.517777 = -1136604.894005 nChanged 38 SP:Iteration 19Q (1258.546161 sec): 3 clusters Score: Raw -1139594.002247 + Penalty 2971.517777 = -1136622.484469 nChanged 30 SP:Iteration 20F (1258.605619 sec): 3 clusters Score: Raw -1139605.873555 + Penalty 2971.517777 = -1136634.355778 nChanged 18 SP:Iteration 21Q (1258.650566 sec): 3 clusters Score: Raw -1139611.339089 + Penalty 2971.517777 = -1136639.821311 nChanged 11 SP:Iteration 22Q (1258.706345 sec): 3 clusters Score: Raw -1139615.716290 + Penalty 2971.517777 = -1136644.198513 nChanged 7 SP:Iteration 23Q (1258.769585 sec): 3 clusters Score: Raw -1139617.921632 + Penalty 2971.517777 = -1136646.403854 nChanged 8 SP:Iteration 24Q (1258.835578 sec): 3 clusters Score: Raw -1139620.164765 + Penalty 2971.517777 = -1136648.646988 nChanged 6 SP:Iteration 25Q (1258.897323 sec): 3 clusters Score: Raw -1139621.454571 + Penalty 2971.517777 = -1136649.936793 nChanged 3 SP:Iteration 26Q (1258.953109 sec): 3 clusters Score: Raw -1139622.425103 + Penalty 2971.517777 = -1136650.907326 nChanged 4 SP:Iteration 27Q (1259.011701 sec): 3 clusters Score: Raw -1139623.830343 + Penalty 2971.517777 = -1136652.312566 nChanged 2 SP:Iteration 28Q (1259.069330 sec): 3 clusters Score: Raw -1139624.383848 + Penalty 2971.517777 = -1136652.866071 nChanged 3 SP:Iteration 29Q (1259.120956 sec): 3 clusters Score: Raw -1139624.965607 + Penalty 2971.517777 = -1136653.447830 nChanged 2 SP:Iteration 30Q (1259.180905 sec): 3 clusters Score: Raw -1139625.632566 + Penalty 2971.517777 = -1136654.114788 nChanged 2 SP:Iteration 31Q (1259.235245 sec): 3 clusters Score: Raw -1139626.364477 + Penalty 2971.517777 = -1136654.846700 nChanged 3 SP:Iteration 32Q (1259.294621 sec): 3 clusters Score: Raw -1139626.989522 + Penalty 2971.517777 = -1136655.471745 nChanged 1 SP:Iteration 33Q (1259.352304 sec): 3 clusters Score: Raw -1139627.319356 + Penalty 2971.517777 = -1136655.801578 nChanged 1 SP:Iteration 34Q (1259.409045 sec): 3 clusters Score: Raw -1139627.526894 + Penalty 2971.517777 = -1136656.009117 nChanged 0 SP:Iteration 35F (1259.460560 sec): 3 clusters Score: Raw -1139627.526894 + Penalty 2971.517777 = -1136656.009117 nChanged 0 Trying to split cluster 25 (16461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.513269 sec): 2 clusters Score: Raw -1933893.192829 + Penalty 1577.671749 = -1932315.521080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.579270 sec): 3 clusters Score: Raw -1924153.997338 + Penalty 3155.343498 = -1920998.653840 nChanged 7357 SP:Iteration 1F (1259.651684 sec): 3 clusters Score: Raw -1928439.977445 + Penalty 3155.343498 = -1925284.633946 nChanged 1253 SP:Iteration 2F (1259.722834 sec): 3 clusters Score: Raw -1929459.695194 + Penalty 3155.343498 = -1926304.351696 nChanged 1347 SP:Iteration 3F (1259.796412 sec): 3 clusters Score: Raw -1930804.229814 + Penalty 3155.343498 = -1927648.886316 nChanged 1361 SP:Iteration 4F (1259.859617 sec): 3 clusters Score: Raw -1932134.480286 + Penalty 3155.343498 = -1928979.136788 nChanged 1207 SP:Iteration 5F (1259.919063 sec): 3 clusters Score: Raw -1933073.801713 + Penalty 3155.343498 = -1929918.458214 nChanged 965 SP:Iteration 6F (1259.979604 sec): 3 clusters Score: Raw -1933629.711025 + Penalty 3155.343498 = -1930474.367526 nChanged 679 SP:Iteration 7Q (1260.048516 sec): 3 clusters Score: Raw -1933919.916707 + Penalty 3155.343498 = -1930764.573209 nChanged 456 SP:Iteration 8Q (1260.126907 sec): 3 clusters Score: Raw -1934065.332223 + Penalty 3155.343498 = -1930909.988724 nChanged 347 SP:Iteration 9Q (1260.197382 sec): 3 clusters Score: Raw -1934164.694466 + Penalty 3155.343498 = -1931009.350968 nChanged 285 SP:Iteration 10Q (1260.264328 sec): 3 clusters Score: Raw -1934254.289957 + Penalty 3155.343498 = -1931098.946459 nChanged 251 SP:Iteration 11Q (1260.328971 sec): 3 clusters Score: Raw -1934336.076058 + Penalty 3155.343498 = -1931180.732559 nChanged 235 SP:Iteration 12Q (1260.397332 sec): 3 clusters Score: Raw -1934422.268810 + Penalty 3155.343498 = -1931266.925312 nChanged 220 SP:Iteration 13Q (1260.465413 sec): 3 clusters Score: Raw -1934497.684423 + Penalty 3155.343498 = -1931342.340925 nChanged 233 SP:Iteration 14Q (1260.530489 sec): 3 clusters Score: Raw -1934598.758839 + Penalty 3155.343498 = -1931443.415341 nChanged 266 SP:Iteration 15Q (1260.599009 sec): 3 clusters Score: Raw -1934718.557558 + Penalty 3155.343498 = -1931563.214060 nChanged 264 SP:Iteration 16Q (1260.661195 sec): 3 clusters Score: Raw -1934837.027101 + Penalty 3155.343498 = -1931681.683603 nChanged 268 SP:Iteration 17Q (1260.726798 sec): 3 clusters Score: Raw -1934982.135944 + Penalty 3155.343498 = -1931826.792445 nChanged 279 SP:Iteration 18Q (1260.807520 sec): 3 clusters Score: Raw -1935176.359465 + Penalty 3155.343498 = -1932021.015967 nChanged 304 SP:Iteration 19Q (1260.858298 sec): 3 clusters Score: Raw -1935552.400278 + Penalty 3155.343498 = -1932397.056780 nChanged 337 SP:Iteration 20F (1260.926210 sec): 3 clusters Score: Raw -1936075.530133 + Penalty 3155.343498 = -1932920.186635 nChanged 293 SP:Iteration 21Q (1260.996578 sec): 3 clusters Score: Raw -1936320.542248 + Penalty 3155.343498 = -1933165.198749 nChanged 206 SP:Iteration 22Q (1261.055167 sec): 3 clusters Score: Raw -1936418.111613 + Penalty 3155.343498 = -1933262.768115 nChanged 155 SP:Iteration 23Q (1261.115420 sec): 3 clusters Score: Raw -1936475.169673 + Penalty 3155.343498 = -1933319.826175 nChanged 114 SP:Iteration 24Q (1261.185806 sec): 3 clusters Score: Raw -1936502.998389 + Penalty 3155.343498 = -1933347.654890 nChanged 86 SP:Iteration 25Q (1261.255204 sec): 3 clusters Score: Raw -1936520.197159 + Penalty 3155.343498 = -1933364.853661 nChanged 58 SP:Iteration 26Q (1261.319342 sec): 3 clusters Score: Raw -1936529.886616 + Penalty 3155.343498 = -1933374.543117 nChanged 40 SP:Iteration 27Q (1261.385734 sec): 3 clusters Score: Raw -1936536.786358 + Penalty 3155.343498 = -1933381.442859 nChanged 29 SP:Iteration 28Q (1261.450340 sec): 3 clusters Score: Raw -1936541.038875 + Penalty 3155.343498 = -1933385.695377 nChanged 28 SP:Iteration 29Q (1261.519811 sec): 3 clusters Score: Raw -1936545.700318 + Penalty 3155.343498 = -1933390.356820 nChanged 37 SP:Iteration 30Q (1261.585888 sec): 3 clusters Score: Raw -1936551.507849 + Penalty 3155.343498 = -1933396.164350 nChanged 38 SP:Iteration 31Q (1261.658609 sec): 3 clusters Score: Raw -1936557.220252 + Penalty 3155.343498 = -1933401.876754 nChanged 39 SP:Iteration 32Q (1261.722002 sec): 3 clusters Score: Raw -1936566.539766 + Penalty 3155.343498 = -1933411.196267 nChanged 42 SP:Iteration 33Q (1261.791888 sec): 3 clusters Score: Raw -1936576.375012 + Penalty 3155.343498 = -1933421.031514 nChanged 54 SP:Iteration 34Q (1261.850392 sec): 3 clusters Score: Raw -1936586.348574 + Penalty 3155.343498 = -1933431.005076 nChanged 44 SP:Iteration 35Q (1261.918672 sec): 3 clusters Score: Raw -1936595.718518 + Penalty 3155.343498 = -1933440.375020 nChanged 36 SP:Iteration 36Q (1261.970317 sec): 3 clusters Score: Raw -1936602.037347 + Penalty 3155.343498 = -1933446.693849 nChanged 37 SP:Iteration 37Q (1262.037927 sec): 3 clusters Score: Raw -1936609.856580 + Penalty 3155.343498 = -1933454.513081 nChanged 40 SP:Iteration 38Q (1262.106722 sec): 3 clusters Score: Raw -1936618.628182 + Penalty 3155.343498 = -1933463.284684 nChanged 35 SP:Iteration 39Q (1262.170517 sec): 3 clusters Score: Raw -1936622.961621 + Penalty 3155.343498 = -1933467.618123 nChanged 20 SP:Iteration 40F (1262.242402 sec): 3 clusters Score: Raw -1936625.125786 + Penalty 3155.343498 = -1933469.782288 nChanged 14 SP:Iteration 41Q (1262.311638 sec): 3 clusters Score: Raw -1936627.125074 + Penalty 3155.343498 = -1933471.781576 nChanged 19 SP:Iteration 42Q (1262.376514 sec): 3 clusters Score: Raw -1936630.482377 + Penalty 3155.343498 = -1933475.138878 nChanged 19 SP:Iteration 43Q (1262.452995 sec): 3 clusters Score: Raw -1936633.270676 + Penalty 3155.343498 = -1933477.927178 nChanged 17 SP:Iteration 44Q (1262.525339 sec): 3 clusters Score: Raw -1936636.141195 + Penalty 3155.343498 = -1933480.797697 nChanged 17 SP:Iteration 45Q (1262.595538 sec): 3 clusters Score: Raw -1936638.474582 + Penalty 3155.343498 = -1933483.131084 nChanged 20 SP:Iteration 46Q (1262.662499 sec): 3 clusters Score: Raw -1936641.155112 + Penalty 3155.343498 = -1933485.811614 nChanged 18 SP:Iteration 47Q (1262.722629 sec): 3 clusters Score: Raw -1936643.513587 + Penalty 3155.343498 = -1933488.170089 nChanged 21 SP:Iteration 48Q (1262.786616 sec): 3 clusters Score: Raw -1936646.745672 + Penalty 3155.343498 = -1933491.402174 nChanged 26 SP:Iteration 49Q (1262.849762 sec): 3 clusters Score: Raw -1936651.722442 + Penalty 3155.343498 = -1933496.378944 nChanged 30 SP:Iteration 50Q (1262.927185 sec): 3 clusters Score: Raw -1936658.769789 + Penalty 3155.343498 = -1933503.426291 nChanged 30 SP:Iteration 51Q (1262.974201 sec): 3 clusters Score: Raw -1936665.717038 + Penalty 3155.343498 = -1933510.373540 nChanged 47 SP:Iteration 52Q (1263.041665 sec): 3 clusters Score: Raw -1936679.252391 + Penalty 3155.343498 = -1933523.908893 nChanged 49 SP:Iteration 53Q (1263.122625 sec): 3 clusters Score: Raw -1936692.937700 + Penalty 3155.343498 = -1933537.594202 nChanged 44 SP:Iteration 54Q (1263.185503 sec): 3 clusters Score: Raw -1936704.005226 + Penalty 3155.343498 = -1933548.661728 nChanged 44 SP:Iteration 55Q (1263.256184 sec): 3 clusters Score: Raw -1936719.917742 + Penalty 3155.343498 = -1933564.574244 nChanged 50 SP:Iteration 56Q (1263.320675 sec): 3 clusters Score: Raw -1936741.557526 + Penalty 3155.343498 = -1933586.214028 nChanged 73 SP:Iteration 57Q (1263.390969 sec): 3 clusters Score: Raw -1936774.424546 + Penalty 3155.343498 = -1933619.081048 nChanged 58 SP:Iteration 58Q (1263.448211 sec): 3 clusters Score: Raw -1936803.898428 + Penalty 3155.343498 = -1933648.554929 nChanged 56 SP:Iteration 59Q (1263.514150 sec): 3 clusters Score: Raw -1936837.213648 + Penalty 3155.343498 = -1933681.870150 nChanged 69 SP:Iteration 60F (1263.590011 sec): 3 clusters Score: Raw -1936879.684491 + Penalty 3155.343498 = -1933724.340993 nChanged 74 SP:Iteration 61Q (1263.667057 sec): 3 clusters Score: Raw -1936914.843036 + Penalty 3155.343498 = -1933759.499537 nChanged 56 SP:Iteration 62Q (1263.724936 sec): 3 clusters Score: Raw -1936934.637707 + Penalty 3155.343498 = -1933779.294209 nChanged 44 SP:Iteration 63Q (1263.796767 sec): 3 clusters Score: Raw -1936944.736503 + Penalty 3155.343498 = -1933789.393004 nChanged 35 SP:Iteration 64Q (1263.853259 sec): 3 clusters Score: Raw -1936952.222597 + Penalty 3155.343498 = -1933796.879098 nChanged 30 SP:Iteration 65Q (1263.913863 sec): 3 clusters Score: Raw -1936958.752263 + Penalty 3155.343498 = -1933803.408765 nChanged 21 SP:Iteration 66Q (1263.968784 sec): 3 clusters Score: Raw -1936963.025152 + Penalty 3155.343498 = -1933807.681654 nChanged 18 SP:Iteration 67Q (1264.038251 sec): 3 clusters Score: Raw -1936966.822045 + Penalty 3155.343498 = -1933811.478546 nChanged 16 SP:Iteration 68Q (1264.101686 sec): 3 clusters Score: Raw -1936969.415634 + Penalty 3155.343498 = -1933814.072136 nChanged 7 SP:Iteration 69Q (1264.152277 sec): 3 clusters Score: Raw -1936970.498043 + Penalty 3155.343498 = -1933815.154544 nChanged 9 SP:Iteration 70Q (1264.213291 sec): 3 clusters Score: Raw -1936972.130984 + Penalty 3155.343498 = -1933816.787486 nChanged 7 SP:Iteration 71Q (1264.281858 sec): 3 clusters Score: Raw -1936972.962580 + Penalty 3155.343498 = -1933817.619082 nChanged 5 SP:Iteration 72Q (1264.350557 sec): 3 clusters Score: Raw -1936973.791228 + Penalty 3155.343498 = -1933818.447730 nChanged 2 SP:Iteration 73Q (1264.408882 sec): 3 clusters Score: Raw -1936974.009115 + Penalty 3155.343498 = -1933818.665617 nChanged 3 SP:Iteration 74Q (1264.463930 sec): 3 clusters Score: Raw -1936974.672369 + Penalty 3155.343498 = -1933819.328870 nChanged 4 SP:Iteration 75Q (1264.523694 sec): 3 clusters Score: Raw -1936975.157141 + Penalty 3155.343498 = -1933819.813642 nChanged 2 SP:Iteration 76Q (1264.590855 sec): 3 clusters Score: Raw -1936975.526881 + Penalty 3155.343498 = -1933820.183383 nChanged 1 SP:Iteration 77Q (1264.647311 sec): 3 clusters Score: Raw -1936975.760845 + Penalty 3155.343498 = -1933820.417346 nChanged 0 SP:Iteration 78F (1264.720792 sec): 3 clusters Score: Raw -1936975.760845 + Penalty 3155.343498 = -1933820.417346 nChanged 0 Score: Raw -129494999.957994 + Penalty 85669.685189 = -129409330.272805 Splitting cluster 25 changes total score from -129401776.077886 to -129409330.272805 So it's getting split into cluster 38. Trying to split cluster 26 (363064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1289.230980 sec): 2 clusters Score: Raw -46463952.574534 + Penalty 2080.379341 = -46461872.195193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1289.905701 sec): 3 clusters Score: Raw -46221071.780590 + Penalty 4160.758682 = -46216911.021908 nChanged 177058 SP:Iteration 1F (1290.578013 sec): 3 clusters Score: Raw -46329916.169220 + Penalty 4160.758682 = -46325755.410538 nChanged 13129 SP:Iteration 2Q (1291.256045 sec): 3 clusters Score: Raw -46333732.075133 + Penalty 4160.758682 = -46329571.316451 nChanged 15283 SP:Iteration 3Q (1291.947833 sec): 3 clusters Score: Raw -46338963.621545 + Penalty 4160.758682 = -46334802.862863 nChanged 17993 SP:Iteration 4Q (1292.625207 sec): 3 clusters Score: Raw -46346297.290797 + Penalty 4160.758682 = -46342136.532115 nChanged 21073 SP:Iteration 5F (1293.255358 sec): 3 clusters Score: Raw -46356651.843424 + Penalty 4160.758682 = -46352491.084742 nChanged 24166 SP:Iteration 6F (1293.895218 sec): 3 clusters Score: Raw -46370941.394286 + Penalty 4160.758682 = -46366780.635604 nChanged 26424 SP:Iteration 7F (1294.555939 sec): 3 clusters Score: Raw -46389549.376454 + Penalty 4160.758682 = -46385388.617772 nChanged 26638 SP:Iteration 8F (1295.203726 sec): 3 clusters Score: Raw -46410762.434514 + Penalty 4160.758682 = -46406601.675832 nChanged 23568 SP:Iteration 9F (1295.850843 sec): 3 clusters Score: Raw -46431024.745566 + Penalty 4160.758682 = -46426863.986884 nChanged 18036 SP:Iteration 10Q (1296.503774 sec): 3 clusters Score: Raw -46447128.096115 + Penalty 4160.758682 = -46442967.337433 nChanged 11187 SP:Iteration 11Q (1297.166272 sec): 3 clusters Score: Raw -46456935.507502 + Penalty 4160.758682 = -46452774.748820 nChanged 5729 SP:Iteration 12Q (1297.788585 sec): 3 clusters Score: Raw -46461596.662591 + Penalty 4160.758682 = -46457435.903909 nChanged 2599 SP:Iteration 13Q (1298.374719 sec): 3 clusters Score: Raw -46463502.716712 + Penalty 4160.758682 = -46459341.958030 nChanged 1219 SP:Iteration 14Q (1298.926356 sec): 3 clusters Score: Raw -46464354.622435 + Penalty 4160.758682 = -46460193.863753 nChanged 638 SP:Iteration 15Q (1299.451959 sec): 3 clusters Score: Raw -46464797.408178 + Penalty 4160.758682 = -46460636.649496 nChanged 355 SP:Iteration 16Q (1299.953306 sec): 3 clusters Score: Raw -46465033.403756 + Penalty 4160.758682 = -46460872.645074 nChanged 261 SP:Iteration 17Q (1300.457354 sec): 3 clusters Score: Raw -46465198.487333 + Penalty 4160.758682 = -46461037.728651 nChanged 220 SP:Iteration 18Q (1300.942141 sec): 3 clusters Score: Raw -46465326.605936 + Penalty 4160.758682 = -46461165.847254 nChanged 159 SP:Iteration 19Q (1301.451419 sec): 3 clusters Score: Raw -46465424.341554 + Penalty 4160.758682 = -46461263.582872 nChanged 148 SP:Iteration 20F (1302.073591 sec): 3 clusters Score: Raw -46465500.523473 + Penalty 4160.758682 = -46461339.764791 nChanged 147 SP:Iteration 21Q (1302.598557 sec): 3 clusters Score: Raw -46465563.115334 + Penalty 4160.758682 = -46461402.356652 nChanged 117 SP:Iteration 22Q (1303.108368 sec): 3 clusters Score: Raw -46465615.340668 + Penalty 4160.758682 = -46461454.581986 nChanged 119 SP:Iteration 23Q (1303.622873 sec): 3 clusters Score: Raw -46465663.871192 + Penalty 4160.758682 = -46461503.112510 nChanged 101 SP:Iteration 24Q (1304.153693 sec): 3 clusters Score: Raw -46465709.463847 + Penalty 4160.758682 = -46461548.705165 nChanged 93 SP:Iteration 25Q (1304.673372 sec): 3 clusters Score: Raw -46465753.038136 + Penalty 4160.758682 = -46461592.279454 nChanged 118 SP:Iteration 26Q (1305.204374 sec): 3 clusters Score: Raw -46465805.034723 + Penalty 4160.758682 = -46461644.276041 nChanged 109 SP:Iteration 27Q (1305.687583 sec): 3 clusters Score: Raw -46465860.079081 + Penalty 4160.758682 = -46461699.320399 nChanged 125 SP:Iteration 28Q (1306.160250 sec): 3 clusters Score: Raw -46465920.834279 + Penalty 4160.758682 = -46461760.075597 nChanged 123 SP:Iteration 29Q (1306.655855 sec): 3 clusters Score: Raw -46465974.322540 + Penalty 4160.758682 = -46461813.563858 nChanged 110 SP:Iteration 30Q (1307.112223 sec): 3 clusters Score: Raw -46466020.130783 + Penalty 4160.758682 = -46461859.372101 nChanged 114 SP:Iteration 31Q (1307.579453 sec): 3 clusters Score: Raw -46466064.846909 + Penalty 4160.758682 = -46461904.088227 nChanged 98 SP:Iteration 32Q (1308.061306 sec): 3 clusters Score: Raw -46466097.422029 + Penalty 4160.758682 = -46461936.663347 nChanged 77 SP:Iteration 33Q (1308.545168 sec): 3 clusters Score: Raw -46466120.243505 + Penalty 4160.758682 = -46461959.484823 nChanged 78 SP:Iteration 34Q (1309.034415 sec): 3 clusters Score: Raw -46466140.014920 + Penalty 4160.758682 = -46461979.256238 nChanged 53 SP:Iteration 35Q (1309.520076 sec): 3 clusters Score: Raw -46466150.744332 + Penalty 4160.758682 = -46461989.985650 nChanged 46 SP:Iteration 36Q (1310.027915 sec): 3 clusters Score: Raw -46466159.981693 + Penalty 4160.758682 = -46461999.223011 nChanged 46 SP:Iteration 37Q (1310.537387 sec): 3 clusters Score: Raw -46466169.379258 + Penalty 4160.758682 = -46462008.620576 nChanged 33 SP:Iteration 38Q (1311.043511 sec): 3 clusters Score: Raw -46466175.730532 + Penalty 4160.758682 = -46462014.971850 nChanged 33 SP:Iteration 39Q (1311.520531 sec): 3 clusters Score: Raw -46466184.494294 + Penalty 4160.758682 = -46462023.735612 nChanged 40 SP:Iteration 40F (1312.148979 sec): 3 clusters Score: Raw -46466212.864854 + Penalty 4160.758682 = -46462052.106172 nChanged 57 SP:Iteration 41Q (1312.647991 sec): 3 clusters Score: Raw -46466232.217061 + Penalty 4160.758682 = -46462071.458379 nChanged 54 SP:Iteration 42Q (1313.137066 sec): 3 clusters Score: Raw -46466242.806332 + Penalty 4160.758682 = -46462082.047650 nChanged 41 SP:Iteration 43Q (1313.639416 sec): 3 clusters Score: Raw -46466249.985147 + Penalty 4160.758682 = -46462089.226465 nChanged 33 SP:Iteration 44Q (1314.149380 sec): 3 clusters Score: Raw -46466255.955082 + Penalty 4160.758682 = -46462095.196399 nChanged 29 SP:Iteration 45Q (1314.648916 sec): 3 clusters Score: Raw -46466260.916468 + Penalty 4160.758682 = -46462100.157786 nChanged 34 SP:Iteration 46Q (1315.185958 sec): 3 clusters Score: Raw -46466266.130774 + Penalty 4160.758682 = -46462105.372092 nChanged 28 SP:Iteration 47Q (1315.716231 sec): 3 clusters Score: Raw -46466269.868015 + Penalty 4160.758682 = -46462109.109333 nChanged 28 SP:Iteration 48Q (1316.196376 sec): 3 clusters Score: Raw -46466274.875951 + Penalty 4160.758682 = -46462114.117269 nChanged 31 SP:Iteration 49Q (1316.690672 sec): 3 clusters Score: Raw -46466280.366809 + Penalty 4160.758682 = -46462119.608127 nChanged 20 SP:Iteration 50Q (1317.180957 sec): 3 clusters Score: Raw -46466284.392501 + Penalty 4160.758682 = -46462123.633819 nChanged 24 SP:Iteration 51Q (1317.658484 sec): 3 clusters Score: Raw -46466288.384954 + Penalty 4160.758682 = -46462127.626272 nChanged 16 SP:Iteration 52Q (1318.145170 sec): 3 clusters Score: Raw -46466290.287378 + Penalty 4160.758682 = -46462129.528696 nChanged 15 SP:Iteration 53Q (1318.632278 sec): 3 clusters Score: Raw -46466292.329887 + Penalty 4160.758682 = -46462131.571205 nChanged 9 SP:Iteration 54Q (1319.144512 sec): 3 clusters Score: Raw -46466293.529645 + Penalty 4160.758682 = -46462132.770963 nChanged 8 SP:Iteration 55Q (1319.645349 sec): 3 clusters Score: Raw -46466294.828005 + Penalty 4160.758682 = -46462134.069323 nChanged 4 SP:Iteration 56Q (1320.166680 sec): 3 clusters Score: Raw -46466295.564652 + Penalty 4160.758682 = -46462134.805970 nChanged 13 SP:Iteration 57Q (1320.640588 sec): 3 clusters Score: Raw -46466297.217746 + Penalty 4160.758682 = -46462136.459064 nChanged 18 SP:Iteration 58Q (1321.085946 sec): 3 clusters Score: Raw -46466299.797706 + Penalty 4160.758682 = -46462139.039024 nChanged 10 SP:Iteration 59Q (1321.556839 sec): 3 clusters Score: Raw -46466300.705943 + Penalty 4160.758682 = -46462139.947261 nChanged 9 SP:Iteration 60F (1322.152906 sec): 3 clusters Score: Raw -46466301.613977 + Penalty 4160.758682 = -46462140.855295 nChanged 9 SP:Iteration 61Q (1322.638296 sec): 3 clusters Score: Raw -46466303.362340 + Penalty 4160.758682 = -46462142.603658 nChanged 8 SP:Iteration 62Q (1323.111447 sec): 3 clusters Score: Raw -46466304.762360 + Penalty 4160.758682 = -46462144.003678 nChanged 7 SP:Iteration 63Q (1323.585825 sec): 3 clusters Score: Raw -46466305.380780 + Penalty 4160.758682 = -46462144.622098 nChanged 6 SP:Iteration 64Q (1324.048126 sec): 3 clusters Score: Raw -46466306.000394 + Penalty 4160.758682 = -46462145.241712 nChanged 9 SP:Iteration 65Q (1324.517645 sec): 3 clusters Score: Raw -46466307.131296 + Penalty 4160.758682 = -46462146.372614 nChanged 5 SP:Iteration 66Q (1324.977280 sec): 3 clusters Score: Raw -46466308.260839 + Penalty 4160.758682 = -46462147.502157 nChanged 6 SP:Iteration 67Q (1325.467247 sec): 3 clusters Score: Raw -46466309.021126 + Penalty 4160.758682 = -46462148.262444 nChanged 6 SP:Iteration 68Q (1325.978385 sec): 3 clusters Score: Raw -46466309.870656 + Penalty 4160.758682 = -46462149.111974 nChanged 6 SP:Iteration 69Q (1326.449344 sec): 3 clusters Score: Raw -46466310.833435 + Penalty 4160.758682 = -46462150.074753 nChanged 8 SP:Iteration 70Q (1326.924755 sec): 3 clusters Score: Raw -46466311.413477 + Penalty 4160.758682 = -46462150.654795 nChanged 4 SP:Iteration 71Q (1327.391463 sec): 3 clusters Score: Raw -46466311.807602 + Penalty 4160.758682 = -46462151.048920 nChanged 1 SP:Iteration 72Q (1327.856825 sec): 3 clusters Score: Raw -46466311.861472 + Penalty 4160.758682 = -46462151.102790 nChanged 1 SP:Iteration 73Q (1328.321947 sec): 3 clusters Score: Raw -46466311.909843 + Penalty 4160.758682 = -46462151.151161 nChanged 0 SP:Iteration 74F (1328.954611 sec): 3 clusters Score: Raw -46466311.909843 + Penalty 4160.758682 = -46462151.151161 nChanged 0 Score: Raw -129497359.293304 + Penalty 87924.150589 = -129409435.142715 Splitting cluster 26 changes total score from -129401776.077886 to -129409435.142715 So it's getting split into cluster 39. Trying to split cluster 27 (8358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1353.860531 sec): 2 clusters Score: Raw -973891.096125 + Penalty 1467.533347 = -972423.562778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1353.918397 sec): 3 clusters Score: Raw -969290.083066 + Penalty 2935.066694 = -966355.016372 nChanged 3564 SP:Iteration 1F (1353.968570 sec): 3 clusters Score: Raw -971919.685142 + Penalty 2935.066694 = -968984.618448 nChanged 852 SP:Iteration 2F (1354.024765 sec): 3 clusters Score: Raw -973182.040830 + Penalty 2935.066694 = -970246.974136 nChanged 917 SP:Iteration 3F (1354.084540 sec): 3 clusters Score: Raw -974659.938926 + Penalty 2935.066694 = -971724.872232 nChanged 811 SP:Iteration 4F (1354.144922 sec): 3 clusters Score: Raw -975808.893041 + Penalty 2935.066694 = -972873.826347 nChanged 575 SP:Iteration 5F (1354.190894 sec): 3 clusters Score: Raw -976388.963383 + Penalty 2935.066694 = -973453.896689 nChanged 381 SP:Iteration 6Q (1354.249979 sec): 3 clusters Score: Raw -976628.624058 + Penalty 2935.066694 = -973693.557364 nChanged 218 SP:Iteration 7Q (1354.301461 sec): 3 clusters Score: Raw -976727.552907 + Penalty 2935.066694 = -973792.486213 nChanged 116 SP:Iteration 8Q (1354.354168 sec): 3 clusters Score: Raw -976761.596638 + Penalty 2935.066694 = -973826.529944 nChanged 69 SP:Iteration 9Q (1354.405794 sec): 3 clusters Score: Raw -976781.486681 + Penalty 2935.066694 = -973846.419987 nChanged 55 SP:Iteration 10Q (1354.463489 sec): 3 clusters Score: Raw -976796.539808 + Penalty 2935.066694 = -973861.473114 nChanged 34 SP:Iteration 11Q (1354.532010 sec): 3 clusters Score: Raw -976807.984428 + Penalty 2935.066694 = -973872.917734 nChanged 37 SP:Iteration 12Q (1354.590752 sec): 3 clusters Score: Raw -976821.846853 + Penalty 2935.066694 = -973886.780159 nChanged 36 SP:Iteration 13Q (1354.633357 sec): 3 clusters Score: Raw -976830.796399 + Penalty 2935.066694 = -973895.729705 nChanged 38 SP:Iteration 14Q (1354.698286 sec): 3 clusters Score: Raw -976841.717937 + Penalty 2935.066694 = -973906.651243 nChanged 35 SP:Iteration 15Q (1354.752967 sec): 3 clusters Score: Raw -976854.988846 + Penalty 2935.066694 = -973919.922152 nChanged 34 SP:Iteration 16Q (1354.815234 sec): 3 clusters Score: Raw -976867.816958 + Penalty 2935.066694 = -973932.750264 nChanged 33 SP:Iteration 17Q (1354.858361 sec): 3 clusters Score: Raw -976881.208351 + Penalty 2935.066694 = -973946.141657 nChanged 35 SP:Iteration 18Q (1354.917217 sec): 3 clusters Score: Raw -976894.642139 + Penalty 2935.066694 = -973959.575445 nChanged 29 SP:Iteration 19Q (1354.967743 sec): 3 clusters Score: Raw -976907.880444 + Penalty 2935.066694 = -973972.813750 nChanged 31 SP:Iteration 20F (1355.025934 sec): 3 clusters Score: Raw -976922.664759 + Penalty 2935.066694 = -973987.598065 nChanged 34 SP:Iteration 21Q (1355.081131 sec): 3 clusters Score: Raw -976933.202521 + Penalty 2935.066694 = -973998.135827 nChanged 33 SP:Iteration 22Q (1355.143498 sec): 3 clusters Score: Raw -976943.159570 + Penalty 2935.066694 = -974008.092876 nChanged 25 SP:Iteration 23Q (1355.197295 sec): 3 clusters Score: Raw -976950.383524 + Penalty 2935.066694 = -974015.316830 nChanged 22 SP:Iteration 24Q (1355.242541 sec): 3 clusters Score: Raw -976956.375414 + Penalty 2935.066694 = -974021.308720 nChanged 18 SP:Iteration 25Q (1355.296371 sec): 3 clusters Score: Raw -976960.606906 + Penalty 2935.066694 = -974025.540212 nChanged 22 SP:Iteration 26Q (1355.358870 sec): 3 clusters Score: Raw -976967.051144 + Penalty 2935.066694 = -974031.984450 nChanged 28 SP:Iteration 27Q (1355.409374 sec): 3 clusters Score: Raw -976979.111258 + Penalty 2935.066694 = -974044.044564 nChanged 35 SP:Iteration 28Q (1355.462277 sec): 3 clusters Score: Raw -976991.335793 + Penalty 2935.066694 = -974056.269099 nChanged 29 SP:Iteration 29Q (1355.526865 sec): 3 clusters Score: Raw -976999.917403 + Penalty 2935.066694 = -974064.850709 nChanged 34 SP:Iteration 30Q (1355.574720 sec): 3 clusters Score: Raw -977010.980896 + Penalty 2935.066694 = -974075.914202 nChanged 38 SP:Iteration 31Q (1355.624630 sec): 3 clusters Score: Raw -977025.757527 + Penalty 2935.066694 = -974090.690833 nChanged 41 SP:Iteration 32Q (1355.681150 sec): 3 clusters Score: Raw -977037.363871 + Penalty 2935.066694 = -974102.297177 nChanged 40 SP:Iteration 33Q (1355.736908 sec): 3 clusters Score: Raw -977047.822218 + Penalty 2935.066694 = -974112.755524 nChanged 29 SP:Iteration 34Q (1355.800902 sec): 3 clusters Score: Raw -977057.333564 + Penalty 2935.066694 = -974122.266870 nChanged 34 SP:Iteration 35Q (1355.853151 sec): 3 clusters Score: Raw -977068.567530 + Penalty 2935.066694 = -974133.500836 nChanged 30 SP:Iteration 36Q (1355.907465 sec): 3 clusters Score: Raw -977075.949094 + Penalty 2935.066694 = -974140.882400 nChanged 24 SP:Iteration 37Q (1355.970238 sec): 3 clusters Score: Raw -977079.878825 + Penalty 2935.066694 = -974144.812131 nChanged 14 SP:Iteration 38Q (1356.017104 sec): 3 clusters Score: Raw -977081.483260 + Penalty 2935.066694 = -974146.416566 nChanged 7 SP:Iteration 39Q (1356.070401 sec): 3 clusters Score: Raw -977082.532505 + Penalty 2935.066694 = -974147.465811 nChanged 8 SP:Iteration 40F (1356.111938 sec): 3 clusters Score: Raw -977083.807770 + Penalty 2935.066694 = -974148.741076 nChanged 8 SP:Iteration 41Q (1356.171374 sec): 3 clusters Score: Raw -977085.386858 + Penalty 2935.066694 = -974150.320164 nChanged 12 SP:Iteration 42Q (1356.228352 sec): 3 clusters Score: Raw -977087.219304 + Penalty 2935.066694 = -974152.152610 nChanged 8 SP:Iteration 43Q (1356.276507 sec): 3 clusters Score: Raw -977088.183885 + Penalty 2935.066694 = -974153.117191 nChanged 5 SP:Iteration 44Q (1356.333767 sec): 3 clusters Score: Raw -977089.629851 + Penalty 2935.066694 = -974154.563157 nChanged 9 SP:Iteration 45Q (1356.381383 sec): 3 clusters Score: Raw -977091.446032 + Penalty 2935.066694 = -974156.379338 nChanged 10 SP:Iteration 46Q (1356.446773 sec): 3 clusters Score: Raw -977093.605308 + Penalty 2935.066694 = -974158.538614 nChanged 5 SP:Iteration 47Q (1356.493381 sec): 3 clusters Score: Raw -977094.229192 + Penalty 2935.066694 = -974159.162498 nChanged 8 SP:Iteration 48Q (1356.552675 sec): 3 clusters Score: Raw -977095.303011 + Penalty 2935.066694 = -974160.236317 nChanged 8 SP:Iteration 49Q (1356.611408 sec): 3 clusters Score: Raw -977096.390892 + Penalty 2935.066694 = -974161.324198 nChanged 6 SP:Iteration 50Q (1356.668467 sec): 3 clusters Score: Raw -977097.218729 + Penalty 2935.066694 = -974162.152035 nChanged 4 SP:Iteration 51Q (1356.725899 sec): 3 clusters Score: Raw -977097.565274 + Penalty 2935.066694 = -974162.498580 nChanged 4 SP:Iteration 52Q (1356.777315 sec): 3 clusters Score: Raw -977098.366575 + Penalty 2935.066694 = -974163.299882 nChanged 7 SP:Iteration 53Q (1356.835308 sec): 3 clusters Score: Raw -977099.209490 + Penalty 2935.066694 = -974164.142797 nChanged 0 SP:Iteration 54F (1356.884186 sec): 3 clusters Score: Raw -977099.209490 + Penalty 2935.066694 = -974164.142797 nChanged 0 Score: Raw -129500567.406669 + Penalty 90178.615988 = -129410388.790681 Splitting cluster 27 changes total score from -129401776.077886 to -129410388.790681 So it's getting split into cluster 40. Trying to split cluster 28 (3201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.471779 sec): 2 clusters Score: Raw -392837.098923 + Penalty 1311.573013 = -391525.525910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.508368 sec): 3 clusters Score: Raw -391286.644691 + Penalty 2623.146025 = -388663.498666 nChanged 1262 SP:Iteration 1F (1383.549202 sec): 3 clusters Score: Raw -392011.843262 + Penalty 2623.146025 = -389388.697236 nChanged 266 SP:Iteration 2F (1383.602002 sec): 3 clusters Score: Raw -392174.516650 + Penalty 2623.146025 = -389551.370624 nChanged 164 SP:Iteration 3F (1383.639764 sec): 3 clusters Score: Raw -392301.332087 + Penalty 2623.146025 = -389678.186062 nChanged 138 SP:Iteration 4Q (1383.684726 sec): 3 clusters Score: Raw -392400.382808 + Penalty 2623.146025 = -389777.236783 nChanged 126 SP:Iteration 5Q (1383.735858 sec): 3 clusters Score: Raw -392480.662920 + Penalty 2623.146025 = -389857.516894 nChanged 104 SP:Iteration 6Q (1383.773656 sec): 3 clusters Score: Raw -392541.029719 + Penalty 2623.146025 = -389917.883693 nChanged 91 SP:Iteration 7Q (1383.823880 sec): 3 clusters Score: Raw -392599.542240 + Penalty 2623.146025 = -389976.396214 nChanged 80 SP:Iteration 8Q (1383.863703 sec): 3 clusters Score: Raw -392652.092468 + Penalty 2623.146025 = -390028.946443 nChanged 76 SP:Iteration 9Q (1383.908249 sec): 3 clusters Score: Raw -392706.029002 + Penalty 2623.146025 = -390082.882977 nChanged 63 SP:Iteration 10Q (1383.956157 sec): 3 clusters Score: Raw -392759.461482 + Penalty 2623.146025 = -390136.315457 nChanged 69 SP:Iteration 11Q (1383.991858 sec): 3 clusters Score: Raw -392816.796019 + Penalty 2623.146025 = -390193.649993 nChanged 62 SP:Iteration 12Q (1384.041167 sec): 3 clusters Score: Raw -392852.578424 + Penalty 2623.146025 = -390229.432398 nChanged 53 SP:Iteration 13Q (1384.078595 sec): 3 clusters Score: Raw -392880.719608 + Penalty 2623.146025 = -390257.573582 nChanged 52 SP:Iteration 14Q (1384.127347 sec): 3 clusters Score: Raw -392910.637313 + Penalty 2623.146025 = -390287.491287 nChanged 44 SP:Iteration 15Q (1384.175257 sec): 3 clusters Score: Raw -392938.647610 + Penalty 2623.146025 = -390315.501584 nChanged 44 SP:Iteration 16Q (1384.220626 sec): 3 clusters Score: Raw -392968.329388 + Penalty 2623.146025 = -390345.183363 nChanged 44 SP:Iteration 17Q (1384.251691 sec): 3 clusters Score: Raw -393002.520982 + Penalty 2623.146025 = -390379.374957 nChanged 55 SP:Iteration 18Q (1384.297820 sec): 3 clusters Score: Raw -393048.028748 + Penalty 2623.146025 = -390424.882723 nChanged 49 SP:Iteration 19Q (1384.342023 sec): 3 clusters Score: Raw -393079.567749 + Penalty 2623.146025 = -390456.421723 nChanged 45 SP:Iteration 20F (1384.398360 sec): 3 clusters Score: Raw -393112.037292 + Penalty 2623.146025 = -390488.891266 nChanged 42 SP:Iteration 21Q (1384.440204 sec): 3 clusters Score: Raw -393142.544531 + Penalty 2623.146025 = -390519.398505 nChanged 40 SP:Iteration 22Q (1384.500588 sec): 3 clusters Score: Raw -393169.856402 + Penalty 2623.146025 = -390546.710376 nChanged 46 SP:Iteration 23Q (1384.535644 sec): 3 clusters Score: Raw -393197.797592 + Penalty 2623.146025 = -390574.651567 nChanged 30 SP:Iteration 24Q (1384.578886 sec): 3 clusters Score: Raw -393212.460668 + Penalty 2623.146025 = -390589.314643 nChanged 19 SP:Iteration 25Q (1384.622944 sec): 3 clusters Score: Raw -393220.889189 + Penalty 2623.146025 = -390597.743163 nChanged 11 SP:Iteration 26Q (1384.664610 sec): 3 clusters Score: Raw -393226.360529 + Penalty 2623.146025 = -390603.214504 nChanged 10 SP:Iteration 27Q (1384.725683 sec): 3 clusters Score: Raw -393231.198399 + Penalty 2623.146025 = -390608.052373 nChanged 10 SP:Iteration 28Q (1384.764723 sec): 3 clusters Score: Raw -393235.162456 + Penalty 2623.146025 = -390612.016430 nChanged 11 SP:Iteration 29Q (1384.802111 sec): 3 clusters Score: Raw -393241.267526 + Penalty 2623.146025 = -390618.121500 nChanged 11 SP:Iteration 30Q (1384.848588 sec): 3 clusters Score: Raw -393245.476057 + Penalty 2623.146025 = -390622.330031 nChanged 9 SP:Iteration 31Q (1384.897401 sec): 3 clusters Score: Raw -393248.676264 + Penalty 2623.146025 = -390625.530238 nChanged 6 SP:Iteration 32Q (1384.942881 sec): 3 clusters Score: Raw -393250.478055 + Penalty 2623.146025 = -390627.332030 nChanged 4 SP:Iteration 33Q (1384.988686 sec): 3 clusters Score: Raw -393252.089345 + Penalty 2623.146025 = -390628.943319 nChanged 1 SP:Iteration 34Q (1385.032476 sec): 3 clusters Score: Raw -393252.239389 + Penalty 2623.146025 = -390629.093364 nChanged 0 SP:Iteration 35F (1385.075401 sec): 3 clusters Score: Raw -393252.239389 + Penalty 2623.146025 = -390629.093364 nChanged 0 Trying to split cluster 29 (5035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1385.102317 sec): 2 clusters Score: Raw -564508.274406 + Penalty 1385.177431 = -563123.096975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1385.154573 sec): 3 clusters Score: Raw -562073.328087 + Penalty 2770.354862 = -559302.973225 nChanged 2033 SP:Iteration 1F (1385.197048 sec): 3 clusters Score: Raw -563683.696708 + Penalty 2770.354862 = -560913.341846 nChanged 604 SP:Iteration 2F (1385.244342 sec): 3 clusters Score: Raw -564641.480190 + Penalty 2770.354862 = -561871.125329 nChanged 611 SP:Iteration 3F (1385.293771 sec): 3 clusters Score: Raw -565544.647216 + Penalty 2770.354862 = -562774.292355 nChanged 435 SP:Iteration 4F (1385.347503 sec): 3 clusters Score: Raw -566026.744434 + Penalty 2770.354862 = -563256.389572 nChanged 261 SP:Iteration 5F (1385.410588 sec): 3 clusters Score: Raw -566274.527575 + Penalty 2770.354862 = -563504.172714 nChanged 144 SP:Iteration 6Q (1385.452483 sec): 3 clusters Score: Raw -566387.251601 + Penalty 2770.354862 = -563616.896739 nChanged 102 SP:Iteration 7Q (1385.498641 sec): 3 clusters Score: Raw -566448.804371 + Penalty 2770.354862 = -563678.449509 nChanged 74 SP:Iteration 8Q (1385.536686 sec): 3 clusters Score: Raw -566484.209974 + Penalty 2770.354862 = -563713.855112 nChanged 55 SP:Iteration 9Q (1385.584242 sec): 3 clusters Score: Raw -566506.428498 + Penalty 2770.354862 = -563736.073636 nChanged 45 SP:Iteration 10Q (1385.642633 sec): 3 clusters Score: Raw -566531.224611 + Penalty 2770.354862 = -563760.869749 nChanged 46 SP:Iteration 11Q (1385.688826 sec): 3 clusters Score: Raw -566552.650157 + Penalty 2770.354862 = -563782.295296 nChanged 34 SP:Iteration 12Q (1385.743974 sec): 3 clusters Score: Raw -566564.352606 + Penalty 2770.354862 = -563793.997745 nChanged 25 SP:Iteration 13Q (1385.785903 sec): 3 clusters Score: Raw -566571.184419 + Penalty 2770.354862 = -563800.829557 nChanged 16 SP:Iteration 14Q (1385.826778 sec): 3 clusters Score: Raw -566575.399647 + Penalty 2770.354862 = -563805.044785 nChanged 13 SP:Iteration 15Q (1385.844761 sec): 3 clusters Score: Raw -566578.856663 + Penalty 2770.354862 = -563808.501802 nChanged 5 SP:Iteration 16Q (1385.894784 sec): 3 clusters Score: Raw -566579.823018 + Penalty 2770.354862 = -563809.468156 nChanged 4 SP:Iteration 17Q (1385.952921 sec): 3 clusters Score: Raw -566582.057809 + Penalty 2770.354862 = -563811.702947 nChanged 9 SP:Iteration 18Q (1386.000232 sec): 3 clusters Score: Raw -566584.196300 + Penalty 2770.354862 = -563813.841438 nChanged 4 SP:Iteration 19Q (1386.053526 sec): 3 clusters Score: Raw -566585.638091 + Penalty 2770.354862 = -563815.283229 nChanged 5 SP:Iteration 20F (1386.096168 sec): 3 clusters Score: Raw -566586.516487 + Penalty 2770.354862 = -563816.161625 nChanged 1 SP:Iteration 21Q (1386.152760 sec): 3 clusters Score: Raw -566586.915584 + Penalty 2770.354862 = -563816.560722 nChanged 2 SP:Iteration 22Q (1386.210466 sec): 3 clusters Score: Raw -566587.968539 + Penalty 2770.354862 = -563817.613678 nChanged 1 SP:Iteration 23Q (1386.224334 sec): 3 clusters Score: Raw -566588.223863 + Penalty 2770.354862 = -563817.869002 nChanged 2 SP:Iteration 24Q (1386.279260 sec): 3 clusters Score: Raw -566589.251114 + Penalty 2770.354862 = -563818.896252 nChanged 3 SP:Iteration 25Q (1386.315764 sec): 3 clusters Score: Raw -566589.883857 + Penalty 2770.354862 = -563819.528995 nChanged 3 SP:Iteration 26Q (1386.364446 sec): 3 clusters Score: Raw -566590.723071 + Penalty 2770.354862 = -563820.368210 nChanged 3 SP:Iteration 27Q (1386.419065 sec): 3 clusters Score: Raw -566591.577151 + Penalty 2770.354862 = -563821.222289 nChanged 3 SP:Iteration 28Q (1386.464110 sec): 3 clusters Score: Raw -566591.827026 + Penalty 2770.354862 = -563821.472164 nChanged 0 SP:Iteration 29F (1386.518258 sec): 3 clusters Score: Raw -566591.827026 + Penalty 2770.354862 = -563821.472164 nChanged 0 Score: Raw -129502650.959289 + Penalty 92433.081388 = -129410217.877901 Splitting cluster 29 changes total score from -129401776.077886 to -129410217.877901 So it's getting split into cluster 41. Trying to split cluster 30 (12501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1412.546365 sec): 2 clusters Score: Raw -1561655.160931 + Penalty 1532.954137 = -1560122.206794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1412.618155 sec): 3 clusters Score: Raw -1554453.951918 + Penalty 3065.908274 = -1551388.043644 nChanged 5430 SP:Iteration 1F (1412.689888 sec): 3 clusters Score: Raw -1557386.577332 + Penalty 3065.908274 = -1554320.669058 nChanged 767 SP:Iteration 2F (1412.748404 sec): 3 clusters Score: Raw -1557741.626567 + Penalty 3065.908274 = -1554675.718293 nChanged 713 SP:Iteration 3F (1412.826185 sec): 3 clusters Score: Raw -1558105.726026 + Penalty 3065.908274 = -1555039.817752 nChanged 664 SP:Iteration 4F (1412.895553 sec): 3 clusters Score: Raw -1558466.228495 + Penalty 3065.908274 = -1555400.320221 nChanged 654 SP:Iteration 5F (1412.955391 sec): 3 clusters Score: Raw -1558867.756897 + Penalty 3065.908274 = -1555801.848623 nChanged 668 SP:Iteration 6F (1413.035607 sec): 3 clusters Score: Raw -1559292.479715 + Penalty 3065.908274 = -1556226.571441 nChanged 650 SP:Iteration 7F (1413.101528 sec): 3 clusters Score: Raw -1559771.120989 + Penalty 3065.908274 = -1556705.212714 nChanged 634 SP:Iteration 8F (1413.163148 sec): 3 clusters Score: Raw -1560260.614235 + Penalty 3065.908274 = -1557194.705961 nChanged 556 SP:Iteration 9Q (1413.230445 sec): 3 clusters Score: Raw -1560649.085474 + Penalty 3065.908274 = -1557583.177200 nChanged 465 SP:Iteration 10Q (1413.299810 sec): 3 clusters Score: Raw -1560920.878791 + Penalty 3065.908274 = -1557854.970517 nChanged 372 SP:Iteration 11Q (1413.372160 sec): 3 clusters Score: Raw -1561094.509595 + Penalty 3065.908274 = -1558028.601321 nChanged 293 SP:Iteration 12Q (1413.432663 sec): 3 clusters Score: Raw -1561219.507802 + Penalty 3065.908274 = -1558153.599528 nChanged 237 SP:Iteration 13Q (1413.513302 sec): 3 clusters Score: Raw -1561304.570365 + Penalty 3065.908274 = -1558238.662091 nChanged 182 SP:Iteration 14Q (1413.567570 sec): 3 clusters Score: Raw -1561368.090031 + Penalty 3065.908274 = -1558302.181757 nChanged 176 SP:Iteration 15Q (1413.635057 sec): 3 clusters Score: Raw -1561456.001350 + Penalty 3065.908274 = -1558390.093076 nChanged 210 SP:Iteration 16Q (1413.706087 sec): 3 clusters Score: Raw -1561568.678902 + Penalty 3065.908274 = -1558502.770628 nChanged 217 SP:Iteration 17Q (1413.760862 sec): 3 clusters Score: Raw -1561687.650471 + Penalty 3065.908274 = -1558621.742197 nChanged 249 SP:Iteration 18Q (1413.839565 sec): 3 clusters Score: Raw -1561812.830926 + Penalty 3065.908274 = -1558746.922652 nChanged 225 SP:Iteration 19Q (1413.899144 sec): 3 clusters Score: Raw -1561942.064226 + Penalty 3065.908274 = -1558876.155952 nChanged 230 SP:Iteration 20F (1413.970268 sec): 3 clusters Score: Raw -1562063.694083 + Penalty 3065.908274 = -1558997.785809 nChanged 216 SP:Iteration 21Q (1414.040439 sec): 3 clusters Score: Raw -1562183.284851 + Penalty 3065.908274 = -1559117.376577 nChanged 206 SP:Iteration 22Q (1414.106703 sec): 3 clusters Score: Raw -1562294.908782 + Penalty 3065.908274 = -1559229.000508 nChanged 202 SP:Iteration 23Q (1414.175373 sec): 3 clusters Score: Raw -1562409.421718 + Penalty 3065.908274 = -1559343.513444 nChanged 193 SP:Iteration 24Q (1414.231290 sec): 3 clusters Score: Raw -1562518.472948 + Penalty 3065.908274 = -1559452.564674 nChanged 189 SP:Iteration 25Q (1414.304061 sec): 3 clusters Score: Raw -1562631.204705 + Penalty 3065.908274 = -1559565.296431 nChanged 187 SP:Iteration 26Q (1414.371451 sec): 3 clusters Score: Raw -1562729.026460 + Penalty 3065.908274 = -1559663.118186 nChanged 170 SP:Iteration 27Q (1414.434035 sec): 3 clusters Score: Raw -1562824.288469 + Penalty 3065.908274 = -1559758.380195 nChanged 182 SP:Iteration 28Q (1414.489715 sec): 3 clusters Score: Raw -1562909.201625 + Penalty 3065.908274 = -1559843.293351 nChanged 130 SP:Iteration 29Q (1414.555036 sec): 3 clusters Score: Raw -1562956.686542 + Penalty 3065.908274 = -1559890.778268 nChanged 115 SP:Iteration 30Q (1414.613375 sec): 3 clusters Score: Raw -1562999.524817 + Penalty 3065.908274 = -1559933.616543 nChanged 110 SP:Iteration 31Q (1414.677342 sec): 3 clusters Score: Raw -1563036.752073 + Penalty 3065.908274 = -1559970.843799 nChanged 101 SP:Iteration 32Q (1414.744989 sec): 3 clusters Score: Raw -1563065.955167 + Penalty 3065.908274 = -1560000.046893 nChanged 91 SP:Iteration 33Q (1414.800357 sec): 3 clusters Score: Raw -1563089.877311 + Penalty 3065.908274 = -1560023.969037 nChanged 79 SP:Iteration 34Q (1414.877333 sec): 3 clusters Score: Raw -1563110.684519 + Penalty 3065.908274 = -1560044.776245 nChanged 79 SP:Iteration 35Q (1414.941074 sec): 3 clusters Score: Raw -1563132.738479 + Penalty 3065.908274 = -1560066.830205 nChanged 87 SP:Iteration 36Q (1415.006572 sec): 3 clusters Score: Raw -1563158.028138 + Penalty 3065.908274 = -1560092.119864 nChanged 79 SP:Iteration 37Q (1415.067936 sec): 3 clusters Score: Raw -1563177.802834 + Penalty 3065.908274 = -1560111.894560 nChanged 65 SP:Iteration 38Q (1415.125429 sec): 3 clusters Score: Raw -1563193.315542 + Penalty 3065.908274 = -1560127.407268 nChanged 66 SP:Iteration 39Q (1415.194391 sec): 3 clusters Score: Raw -1563211.534198 + Penalty 3065.908274 = -1560145.625924 nChanged 63 SP:Iteration 40F (1415.250938 sec): 3 clusters Score: Raw -1563237.403593 + Penalty 3065.908274 = -1560171.495319 nChanged 68 SP:Iteration 41Q (1415.321846 sec): 3 clusters Score: Raw -1563259.120631 + Penalty 3065.908274 = -1560193.212357 nChanged 68 SP:Iteration 42Q (1415.387826 sec): 3 clusters Score: Raw -1563275.659067 + Penalty 3065.908274 = -1560209.750793 nChanged 55 SP:Iteration 43Q (1415.443291 sec): 3 clusters Score: Raw -1563288.206720 + Penalty 3065.908274 = -1560222.298446 nChanged 51 SP:Iteration 44Q (1415.500874 sec): 3 clusters Score: Raw -1563296.988873 + Penalty 3065.908274 = -1560231.080598 nChanged 40 SP:Iteration 45Q (1415.564406 sec): 3 clusters Score: Raw -1563304.643916 + Penalty 3065.908274 = -1560238.735642 nChanged 37 SP:Iteration 46Q (1415.607548 sec): 3 clusters Score: Raw -1563311.363587 + Penalty 3065.908274 = -1560245.455313 nChanged 35 SP:Iteration 47Q (1415.667225 sec): 3 clusters Score: Raw -1563317.348674 + Penalty 3065.908274 = -1560251.440400 nChanged 34 SP:Iteration 48Q (1415.722577 sec): 3 clusters Score: Raw -1563322.534867 + Penalty 3065.908274 = -1560256.626593 nChanged 26 SP:Iteration 49Q (1415.787348 sec): 3 clusters Score: Raw -1563325.797688 + Penalty 3065.908274 = -1560259.889414 nChanged 27 SP:Iteration 50Q (1415.848340 sec): 3 clusters Score: Raw -1563330.081045 + Penalty 3065.908274 = -1560264.172771 nChanged 33 SP:Iteration 51Q (1415.901065 sec): 3 clusters Score: Raw -1563335.064110 + Penalty 3065.908274 = -1560269.155836 nChanged 22 SP:Iteration 52Q (1415.962844 sec): 3 clusters Score: Raw -1563338.202101 + Penalty 3065.908274 = -1560272.293827 nChanged 23 SP:Iteration 53Q (1416.021983 sec): 3 clusters Score: Raw -1563342.134492 + Penalty 3065.908274 = -1560276.226218 nChanged 23 SP:Iteration 54Q (1416.072310 sec): 3 clusters Score: Raw -1563345.676837 + Penalty 3065.908274 = -1560279.768563 nChanged 22 SP:Iteration 55Q (1416.140108 sec): 3 clusters Score: Raw -1563348.468814 + Penalty 3065.908274 = -1560282.560540 nChanged 22 SP:Iteration 56Q (1416.209417 sec): 3 clusters Score: Raw -1563351.092707 + Penalty 3065.908274 = -1560285.184433 nChanged 22 SP:Iteration 57Q (1416.264832 sec): 3 clusters Score: Raw -1563354.064993 + Penalty 3065.908274 = -1560288.156719 nChanged 17 SP:Iteration 58Q (1416.338591 sec): 3 clusters Score: Raw -1563355.793635 + Penalty 3065.908274 = -1560289.885361 nChanged 9 SP:Iteration 59Q (1416.403249 sec): 3 clusters Score: Raw -1563356.271715 + Penalty 3065.908274 = -1560290.363441 nChanged 5 SP:Iteration 60F (1416.474135 sec): 3 clusters Score: Raw -1563356.773352 + Penalty 3065.908274 = -1560290.865078 nChanged 8 SP:Iteration 61Q (1416.545367 sec): 3 clusters Score: Raw -1563357.658282 + Penalty 3065.908274 = -1560291.750008 nChanged 5 SP:Iteration 62Q (1416.601859 sec): 3 clusters Score: Raw -1563358.072979 + Penalty 3065.908274 = -1560292.164705 nChanged 2 SP:Iteration 63Q (1416.675430 sec): 3 clusters Score: Raw -1563358.304322 + Penalty 3065.908274 = -1560292.396048 nChanged 2 SP:Iteration 64Q (1416.734934 sec): 3 clusters Score: Raw -1563358.657574 + Penalty 3065.908274 = -1560292.749300 nChanged 3 SP:Iteration 65Q (1416.809286 sec): 3 clusters Score: Raw -1563359.018109 + Penalty 3065.908274 = -1560293.109835 nChanged 2 SP:Iteration 66Q (1416.870998 sec): 3 clusters Score: Raw -1563359.154597 + Penalty 3065.908274 = -1560293.246323 nChanged 6 SP:Iteration 67Q (1416.937881 sec): 3 clusters Score: Raw -1563359.693687 + Penalty 3065.908274 = -1560293.785413 nChanged 3 SP:Iteration 68Q (1417.015181 sec): 3 clusters Score: Raw -1563359.977028 + Penalty 3065.908274 = -1560294.068754 nChanged 4 SP:Iteration 69Q (1417.084214 sec): 3 clusters Score: Raw -1563360.385263 + Penalty 3065.908274 = -1560294.476989 nChanged 4 SP:Iteration 70Q (1417.153783 sec): 3 clusters Score: Raw -1563360.693761 + Penalty 3065.908274 = -1560294.785487 nChanged 3 SP:Iteration 71Q (1417.219931 sec): 3 clusters Score: Raw -1563360.973333 + Penalty 3065.908274 = -1560295.065059 nChanged 3 SP:Iteration 72Q (1417.289240 sec): 3 clusters Score: Raw -1563361.281554 + Penalty 3065.908274 = -1560295.373280 nChanged 3 SP:Iteration 73Q (1417.359785 sec): 3 clusters Score: Raw -1563361.416842 + Penalty 3065.908274 = -1560295.508568 nChanged 1 SP:Iteration 74Q (1417.409176 sec): 3 clusters Score: Raw -1563361.490019 + Penalty 3065.908274 = -1560295.581745 nChanged 2 SP:Iteration 75Q (1417.486348 sec): 3 clusters Score: Raw -1563361.672918 + Penalty 3065.908274 = -1560295.764644 nChanged 2 SP:Iteration 76Q (1417.542350 sec): 3 clusters Score: Raw -1563361.796072 + Penalty 3065.908274 = -1560295.887798 nChanged 1 SP:Iteration 77Q (1417.615818 sec): 3 clusters Score: Raw -1563361.828549 + Penalty 3065.908274 = -1560295.920275 nChanged 1 SP:Iteration 78Q (1417.681330 sec): 3 clusters Score: Raw -1563361.859011 + Penalty 3065.908274 = -1560295.950737 nChanged 0 SP:Iteration 79F (1417.746336 sec): 3 clusters Score: Raw -1563361.859011 + Penalty 3065.908274 = -1560295.950737 nChanged 0 Score: Raw -129504357.657370 + Penalty 94687.546788 = -129409670.110582 Splitting cluster 30 changes total score from -129401776.077886 to -129409670.110582 So it's getting split into cluster 42. Trying to split cluster 31 (5299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1445.833199 sec): 2 clusters Score: Raw -618912.000630 + Penalty 1393.481928 = -617518.518702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1445.890217 sec): 3 clusters Score: Raw -616126.562890 + Penalty 2786.963856 = -613339.599034 nChanged 2146 SP:Iteration 1F (1445.948959 sec): 3 clusters Score: Raw -617338.761021 + Penalty 2786.963856 = -614551.797165 nChanged 406 SP:Iteration 2F (1446.004035 sec): 3 clusters Score: Raw -617594.610282 + Penalty 2786.963856 = -614807.646427 nChanged 310 SP:Iteration 3F (1446.054611 sec): 3 clusters Score: Raw -617797.085758 + Penalty 2786.963856 = -615010.121902 nChanged 302 SP:Iteration 4F (1446.117905 sec): 3 clusters Score: Raw -618018.549547 + Penalty 2786.963856 = -615231.585692 nChanged 292 SP:Iteration 5F (1446.172843 sec): 3 clusters Score: Raw -618202.270970 + Penalty 2786.963856 = -615415.307114 nChanged 255 SP:Iteration 6Q (1446.224681 sec): 3 clusters Score: Raw -618361.750188 + Penalty 2786.963856 = -615574.786332 nChanged 237 SP:Iteration 7Q (1446.286697 sec): 3 clusters Score: Raw -618509.462218 + Penalty 2786.963856 = -615722.498362 nChanged 214 SP:Iteration 8Q (1446.333192 sec): 3 clusters Score: Raw -618651.787114 + Penalty 2786.963856 = -615864.823258 nChanged 222 SP:Iteration 9Q (1446.386398 sec): 3 clusters Score: Raw -618812.203867 + Penalty 2786.963856 = -616025.240012 nChanged 193 SP:Iteration 10Q (1446.445358 sec): 3 clusters Score: Raw -618929.170726 + Penalty 2786.963856 = -616142.206870 nChanged 140 SP:Iteration 11Q (1446.508301 sec): 3 clusters Score: Raw -619014.500551 + Penalty 2786.963856 = -616227.536695 nChanged 115 SP:Iteration 12Q (1446.561498 sec): 3 clusters Score: Raw -619066.081719 + Penalty 2786.963856 = -616279.117863 nChanged 76 SP:Iteration 13Q (1446.622749 sec): 3 clusters Score: Raw -619101.714199 + Penalty 2786.963856 = -616314.750344 nChanged 71 SP:Iteration 14Q (1446.676939 sec): 3 clusters Score: Raw -619133.931353 + Penalty 2786.963856 = -616346.967497 nChanged 57 SP:Iteration 15Q (1446.731780 sec): 3 clusters Score: Raw -619157.664790 + Penalty 2786.963856 = -616370.700934 nChanged 47 SP:Iteration 16Q (1446.788320 sec): 3 clusters Score: Raw -619181.802677 + Penalty 2786.963856 = -616394.838821 nChanged 50 SP:Iteration 17Q (1446.837922 sec): 3 clusters Score: Raw -619207.948817 + Penalty 2786.963856 = -616420.984961 nChanged 51 SP:Iteration 18Q (1446.900144 sec): 3 clusters Score: Raw -619232.859074 + Penalty 2786.963856 = -616445.895218 nChanged 37 SP:Iteration 19Q (1446.943833 sec): 3 clusters Score: Raw -619248.367527 + Penalty 2786.963856 = -616461.403671 nChanged 38 SP:Iteration 20F (1447.005909 sec): 3 clusters Score: Raw -619266.262870 + Penalty 2786.963856 = -616479.299014 nChanged 40 SP:Iteration 21Q (1447.051367 sec): 3 clusters Score: Raw -619284.315174 + Penalty 2786.963856 = -616497.351318 nChanged 38 SP:Iteration 22Q (1447.091091 sec): 3 clusters Score: Raw -619297.156123 + Penalty 2786.963856 = -616510.192267 nChanged 29 SP:Iteration 23Q (1447.140574 sec): 3 clusters Score: Raw -619308.902343 + Penalty 2786.963856 = -616521.938487 nChanged 28 SP:Iteration 24Q (1447.191277 sec): 3 clusters Score: Raw -619320.014068 + Penalty 2786.963856 = -616533.050212 nChanged 19 SP:Iteration 25Q (1447.240194 sec): 3 clusters Score: Raw -619326.926800 + Penalty 2786.963856 = -616539.962944 nChanged 19 SP:Iteration 26Q (1447.305090 sec): 3 clusters Score: Raw -619333.057546 + Penalty 2786.963856 = -616546.093691 nChanged 23 SP:Iteration 27Q (1447.352081 sec): 3 clusters Score: Raw -619340.563904 + Penalty 2786.963856 = -616553.600049 nChanged 17 SP:Iteration 28Q (1447.409717 sec): 3 clusters Score: Raw -619346.539574 + Penalty 2786.963856 = -616559.575719 nChanged 16 SP:Iteration 29Q (1447.462786 sec): 3 clusters Score: Raw -619350.820965 + Penalty 2786.963856 = -616563.857109 nChanged 9 SP:Iteration 30Q (1447.518753 sec): 3 clusters Score: Raw -619354.221304 + Penalty 2786.963856 = -616567.257448 nChanged 10 SP:Iteration 31Q (1447.577610 sec): 3 clusters Score: Raw -619356.509750 + Penalty 2786.963856 = -616569.545894 nChanged 8 SP:Iteration 32Q (1447.633248 sec): 3 clusters Score: Raw -619358.696049 + Penalty 2786.963856 = -616571.732193 nChanged 6 SP:Iteration 33Q (1447.686566 sec): 3 clusters Score: Raw -619360.310262 + Penalty 2786.963856 = -616573.346407 nChanged 4 SP:Iteration 34Q (1447.741260 sec): 3 clusters Score: Raw -619361.486031 + Penalty 2786.963856 = -616574.522175 nChanged 5 SP:Iteration 35Q (1447.787748 sec): 3 clusters Score: Raw -619364.281115 + Penalty 2786.963856 = -616577.317259 nChanged 10 SP:Iteration 36Q (1447.844297 sec): 3 clusters Score: Raw -619370.258865 + Penalty 2786.963856 = -616583.295009 nChanged 11 SP:Iteration 37Q (1447.897516 sec): 3 clusters Score: Raw -619374.083749 + Penalty 2786.963856 = -616587.119893 nChanged 13 SP:Iteration 38Q (1447.951745 sec): 3 clusters Score: Raw -619378.145984 + Penalty 2786.963856 = -616591.182128 nChanged 10 SP:Iteration 39Q (1448.006593 sec): 3 clusters Score: Raw -619381.142562 + Penalty 2786.963856 = -616594.178706 nChanged 5 SP:Iteration 40F (1448.061952 sec): 3 clusters Score: Raw -619382.698214 + Penalty 2786.963856 = -616595.734358 nChanged 7 SP:Iteration 41Q (1448.108613 sec): 3 clusters Score: Raw -619385.452207 + Penalty 2786.963856 = -616598.488351 nChanged 12 SP:Iteration 42Q (1448.161058 sec): 3 clusters Score: Raw -619388.860062 + Penalty 2786.963856 = -616601.896206 nChanged 6 SP:Iteration 43Q (1448.210080 sec): 3 clusters Score: Raw -619390.103182 + Penalty 2786.963856 = -616603.139327 nChanged 3 SP:Iteration 44Q (1448.273316 sec): 3 clusters Score: Raw -619390.811725 + Penalty 2786.963856 = -616603.847870 nChanged 6 SP:Iteration 45Q (1448.332760 sec): 3 clusters Score: Raw -619392.848432 + Penalty 2786.963856 = -616605.884577 nChanged 7 SP:Iteration 46Q (1448.387555 sec): 3 clusters Score: Raw -619395.018204 + Penalty 2786.963856 = -616608.054349 nChanged 8 SP:Iteration 47Q (1448.442761 sec): 3 clusters Score: Raw -619397.349357 + Penalty 2786.963856 = -616610.385501 nChanged 6 SP:Iteration 48Q (1448.497725 sec): 3 clusters Score: Raw -619398.947509 + Penalty 2786.963856 = -616611.983654 nChanged 6 SP:Iteration 49Q (1448.543615 sec): 3 clusters Score: Raw -619400.785448 + Penalty 2786.963856 = -616613.821592 nChanged 1 SP:Iteration 50Q (1448.601753 sec): 3 clusters Score: Raw -619400.992155 + Penalty 2786.963856 = -616614.028300 nChanged 0 SP:Iteration 51F (1448.663475 sec): 3 clusters Score: Raw -619400.992155 + Penalty 2786.963856 = -616614.028300 nChanged 0 Iteration 59Q (1465.802755 sec): 43 clusters Score: Raw -129511247.696756 + Penalty 94687.546788 = -129416560.149968 nChanged 12237 Iteration 60F (1492.521166 sec): 43 clusters Score: Raw -129517412.723027 + Penalty 94687.546788 = -129422725.176239 nChanged 9430 Iteration 61Q (1503.604832 sec): 43 clusters Score: Raw -129520386.682890 + Penalty 94687.546788 = -129425699.136102 nChanged 5890 Iteration 62Q (1514.662225 sec): 43 clusters Score: Raw -129522043.123263 + Penalty 94687.546788 = -129427355.576476 nChanged 4663 Iteration 63Q (1525.582476 sec): 43 clusters Score: Raw -129523364.326178 + Penalty 94687.546788 = -129428676.779390 nChanged 3833 Iteration 64Q (1536.749778 sec): 43 clusters Score: Raw -129524294.722534 + Penalty 94687.546788 = -129429607.175747 nChanged 3245 Iteration 65Q (1548.061580 sec): 43 clusters Score: Raw -129524934.800919 + Penalty 94687.546788 = -129430247.254132 nChanged 2689 Iteration 66Q (1559.416026 sec): 43 clusters Score: Raw -129525416.619110 + Penalty 94687.546788 = -129430729.072322 nChanged 2327 Iteration 67Q (1570.186680 sec): 43 clusters Score: Raw -129525808.356659 + Penalty 94687.546788 = -129431120.809872 nChanged 2097 Iteration 68Q (1581.276279 sec): 43 clusters Score: Raw -129526156.161045 + Penalty 94687.546788 = -129431468.614258 nChanged 1862 Iteration 69Q (1592.515993 sec): 43 clusters Score: Raw -129526442.629643 + Penalty 94687.546788 = -129431755.082855 nChanged 1630 Iteration 70Q (1603.607230 sec): 43 clusters Score: Raw -129526705.344470 + Penalty 94687.546788 = -129432017.797682 nChanged 1543 Iteration 71Q (1614.659817 sec): 43 clusters Score: Raw -129526974.888781 + Penalty 94687.546788 = -129432287.341994 nChanged 1499 Iteration 72Q (1625.586397 sec): 43 clusters Score: Raw -129527217.975560 + Penalty 94687.546788 = -129432530.428772 nChanged 1333 Iteration 73Q (1636.482250 sec): 43 clusters Score: Raw -129527445.402525 + Penalty 94687.546788 = -129432757.855737 nChanged 1261 Iteration 74Q (1646.595386 sec): 43 clusters Score: Raw -129527646.360933 + Penalty 94687.546788 = -129432958.814145 nChanged 1231 Iteration 75Q (1657.621556 sec): 43 clusters Score: Raw -129527825.820890 + Penalty 94687.546788 = -129433138.274102 nChanged 1131 Iteration 76Q (1668.510014 sec): 43 clusters Score: Raw -129527976.910161 + Penalty 94687.546788 = -129433289.363374 nChanged 1101 Iteration 77Q (1679.739021 sec): 43 clusters Score: Raw -129528099.347519 + Penalty 94687.546788 = -129433411.800731 nChanged 1041 Iteration 78Q (1690.579015 sec): 43 clusters Score: Raw -129528220.887932 + Penalty 94687.546788 = -129433533.341144 nChanged 963 Iteration 79Q (1701.227018 sec): 43 clusters Score: Raw -129528316.315561 + Penalty 94687.546788 = -129433628.768773 nChanged 891 Iteration 80F (1727.714219 sec): 43 clusters Score: Raw -129528493.706159 + Penalty 94687.546788 = -129433806.159372 nChanged 841 Iteration 81Q (1739.063186 sec): 43 clusters Score: Raw -129528778.229774 + Penalty 94687.546788 = -129434090.682986 nChanged 808 Iteration 82Q (1750.092500 sec): 43 clusters Score: Raw -129528917.870453 + Penalty 94687.546788 = -129434230.323665 nChanged 757 Iteration 83Q (1760.851908 sec): 43 clusters Score: Raw -129528996.244150 + Penalty 94687.546788 = -129434308.697363 nChanged 707 Iteration 84Q (1772.029744 sec): 43 clusters Score: Raw -129529060.369938 + Penalty 94687.546788 = -129434372.823150 nChanged 644 Iteration 85Q (1783.278126 sec): 43 clusters Score: Raw -129529117.814251 + Penalty 94687.546788 = -129434430.267463 nChanged 623 Iteration 86Q (1793.863518 sec): 43 clusters Score: Raw -129529171.173218 + Penalty 94687.546788 = -129434483.626430 nChanged 565 Iteration 87Q (1805.007534 sec): 43 clusters Score: Raw -129529220.845148 + Penalty 94687.546788 = -129434533.298360 nChanged 516 Iteration 88Q (1816.187993 sec): 43 clusters Score: Raw -129529259.873862 + Penalty 94687.546788 = -129434572.327074 nChanged 471 Iteration 89Q (1827.194313 sec): 43 clusters Score: Raw -129529294.099978 + Penalty 94687.546788 = -129434606.553190 nChanged 431 Iteration 90Q (1838.349596 sec): 43 clusters Score: Raw -129529329.918056 + Penalty 94687.546788 = -129434642.371268 nChanged 403 Iteration 91Q (1849.605292 sec): 43 clusters Score: Raw -129529363.900930 + Penalty 94687.546788 = -129434676.354142 nChanged 406 Iteration 92Q (1860.769994 sec): 43 clusters Score: Raw -129529394.365501 + Penalty 94687.546788 = -129434706.818713 nChanged 348 Iteration 93Q (1870.820248 sec): 43 clusters Score: Raw -129529421.446362 + Penalty 94687.546788 = -129434733.899574 nChanged 350 Iteration 94Q (1881.930050 sec): 43 clusters Score: Raw -129529449.965194 + Penalty 94687.546788 = -129434762.418406 nChanged 367 Iteration 95Q (1892.939722 sec): 43 clusters Score: Raw -129529482.500635 + Penalty 94687.546788 = -129434794.953847 nChanged 387 Iteration 96Q (1904.291139 sec): 43 clusters Score: Raw -129529530.828955 + Penalty 94687.546788 = -129434843.282167 nChanged 389 Iteration 97Q (1915.578040 sec): 43 clusters Score: Raw -129529613.290152 + Penalty 94687.546788 = -129434925.743365 nChanged 453 Iteration 98Q (1926.505756 sec): 43 clusters Score: Raw -129529752.265964 + Penalty 94687.546788 = -129435064.719177 nChanged 510 Writing temp clu file Because OldScore, -129434925.743365, is greater than current (better) Score,-129435064.719177 Compute initial score before splitting: Score: Raw -129529752.265964 + Penalty 94687.546788 = -129435064.719177 Trying to split cluster 1 (10981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1926.811715 sec): 2 clusters Score: Raw -1250618.458176 + Penalty 1511.887290 = -1249106.570886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1926.876110 sec): 3 clusters Score: Raw -1244405.423211 + Penalty 3023.774580 = -1241381.648631 nChanged 4760 SP:Iteration 1F (1926.929071 sec): 3 clusters Score: Raw -1247088.507687 + Penalty 3023.774580 = -1244064.733107 nChanged 684 SP:Iteration 2F (1926.993111 sec): 3 clusters Score: Raw -1247404.491938 + Penalty 3023.774580 = -1244380.717358 nChanged 570 SP:Iteration 3F (1927.067429 sec): 3 clusters Score: Raw -1247671.256820 + Penalty 3023.774580 = -1244647.482240 nChanged 530 SP:Iteration 4Q (1927.129523 sec): 3 clusters Score: Raw -1247951.345258 + Penalty 3023.774580 = -1244927.570678 nChanged 580 SP:Iteration 5F (1927.180226 sec): 3 clusters Score: Raw -1248315.536719 + Penalty 3023.774580 = -1245291.762138 nChanged 660 SP:Iteration 6F (1927.237612 sec): 3 clusters Score: Raw -1248870.073938 + Penalty 3023.774580 = -1245846.299358 nChanged 778 SP:Iteration 7F (1927.287972 sec): 3 clusters Score: Raw -1249578.183448 + Penalty 3023.774580 = -1246554.408867 nChanged 784 SP:Iteration 8F (1927.358825 sec): 3 clusters Score: Raw -1250233.642288 + Penalty 3023.774580 = -1247209.867707 nChanged 585 SP:Iteration 9F (1927.418741 sec): 3 clusters Score: Raw -1250697.124154 + Penalty 3023.774580 = -1247673.349573 nChanged 462 SP:Iteration 10Q (1927.481130 sec): 3 clusters Score: Raw -1251016.959118 + Penalty 3023.774580 = -1247993.184538 nChanged 305 SP:Iteration 11Q (1927.540069 sec): 3 clusters Score: Raw -1251191.683214 + Penalty 3023.774580 = -1248167.908634 nChanged 173 SP:Iteration 12Q (1927.598246 sec): 3 clusters Score: Raw -1251277.385201 + Penalty 3023.774580 = -1248253.610621 nChanged 130 SP:Iteration 13Q (1927.655663 sec): 3 clusters Score: Raw -1251332.132186 + Penalty 3023.774580 = -1248308.357606 nChanged 103 SP:Iteration 14Q (1927.721512 sec): 3 clusters Score: Raw -1251380.957330 + Penalty 3023.774580 = -1248357.182750 nChanged 78 SP:Iteration 15Q (1927.788184 sec): 3 clusters Score: Raw -1251413.312475 + Penalty 3023.774580 = -1248389.537895 nChanged 58 SP:Iteration 16Q (1927.855688 sec): 3 clusters Score: Raw -1251434.269828 + Penalty 3023.774580 = -1248410.495247 nChanged 45 SP:Iteration 17Q (1927.910795 sec): 3 clusters Score: Raw -1251456.880426 + Penalty 3023.774580 = -1248433.105846 nChanged 45 SP:Iteration 18Q (1927.975214 sec): 3 clusters Score: Raw -1251478.720788 + Penalty 3023.774580 = -1248454.946208 nChanged 35 SP:Iteration 19Q (1928.031282 sec): 3 clusters Score: Raw -1251497.375620 + Penalty 3023.774580 = -1248473.601039 nChanged 40 SP:Iteration 20F (1928.087863 sec): 3 clusters Score: Raw -1251518.207059 + Penalty 3023.774580 = -1248494.432478 nChanged 26 SP:Iteration 21Q (1928.156780 sec): 3 clusters Score: Raw -1251534.050991 + Penalty 3023.774580 = -1248510.276411 nChanged 41 SP:Iteration 22Q (1928.204171 sec): 3 clusters Score: Raw -1251554.635206 + Penalty 3023.774580 = -1248530.860626 nChanged 23 SP:Iteration 23Q (1928.267053 sec): 3 clusters Score: Raw -1251563.043381 + Penalty 3023.774580 = -1248539.268800 nChanged 19 SP:Iteration 24Q (1928.333462 sec): 3 clusters Score: Raw -1251569.171071 + Penalty 3023.774580 = -1248545.396491 nChanged 14 SP:Iteration 25Q (1928.386684 sec): 3 clusters Score: Raw -1251573.320076 + Penalty 3023.774580 = -1248549.545495 nChanged 11 SP:Iteration 26Q (1928.450029 sec): 3 clusters Score: Raw -1251579.114023 + Penalty 3023.774580 = -1248555.339443 nChanged 10 SP:Iteration 27Q (1928.503965 sec): 3 clusters Score: Raw -1251582.607199 + Penalty 3023.774580 = -1248558.832618 nChanged 11 SP:Iteration 28Q (1928.565299 sec): 3 clusters Score: Raw -1251586.905666 + Penalty 3023.774580 = -1248563.131085 nChanged 15 SP:Iteration 29Q (1928.630167 sec): 3 clusters Score: Raw -1251590.740003 + Penalty 3023.774580 = -1248566.965423 nChanged 9 SP:Iteration 30Q (1928.684468 sec): 3 clusters Score: Raw -1251594.157869 + Penalty 3023.774580 = -1248570.383289 nChanged 7 SP:Iteration 31Q (1928.743257 sec): 3 clusters Score: Raw -1251596.577597 + Penalty 3023.774580 = -1248572.803016 nChanged 5 SP:Iteration 32Q (1928.808209 sec): 3 clusters Score: Raw -1251598.831042 + Penalty 3023.774580 = -1248575.056462 nChanged 9 SP:Iteration 33Q (1928.873271 sec): 3 clusters Score: Raw -1251603.978276 + Penalty 3023.774580 = -1248580.203696 nChanged 10 SP:Iteration 34Q (1928.932510 sec): 3 clusters Score: Raw -1251608.168032 + Penalty 3023.774580 = -1248584.393452 nChanged 7 SP:Iteration 35Q (1928.995812 sec): 3 clusters Score: Raw -1251609.977258 + Penalty 3023.774580 = -1248586.202678 nChanged 2 SP:Iteration 36Q (1929.054015 sec): 3 clusters Score: Raw -1251610.552691 + Penalty 3023.774580 = -1248586.778110 nChanged 1 SP:Iteration 37Q (1929.121570 sec): 3 clusters Score: Raw -1251611.755721 + Penalty 3023.774580 = -1248587.981141 nChanged 4 SP:Iteration 38Q (1929.176222 sec): 3 clusters Score: Raw -1251613.690621 + Penalty 3023.774580 = -1248589.916041 nChanged 2 SP:Iteration 39Q (1929.228494 sec): 3 clusters Score: Raw -1251613.911208 + Penalty 3023.774580 = -1248590.136628 nChanged 0 SP:Iteration 40F (1929.278936 sec): 3 clusters Score: Raw -1251613.911208 + Penalty 3023.774580 = -1248590.136628 nChanged 0 Trying to split cluster 2 (18820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1929.337660 sec): 2 clusters Score: Raw -2377689.893561 + Penalty 1599.434755 = -2376090.458806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1929.413543 sec): 3 clusters Score: Raw -2366426.679768 + Penalty 3198.869509 = -2363227.810259 nChanged 8502 SP:Iteration 1F (1929.487184 sec): 3 clusters Score: Raw -2370892.118926 + Penalty 3198.869509 = -2367693.249417 nChanged 875 SP:Iteration 2Q (1929.546973 sec): 3 clusters Score: Raw -2371196.712389 + Penalty 3198.869509 = -2367997.842880 nChanged 817 SP:Iteration 3Q (1929.617575 sec): 3 clusters Score: Raw -2371497.674505 + Penalty 3198.869509 = -2368298.804996 nChanged 809 SP:Iteration 4Q (1929.690754 sec): 3 clusters Score: Raw -2371852.500626 + Penalty 3198.869509 = -2368653.631117 nChanged 835 SP:Iteration 5Q (1929.763730 sec): 3 clusters Score: Raw -2372250.704882 + Penalty 3198.869509 = -2369051.835373 nChanged 887 SP:Iteration 6Q (1929.837726 sec): 3 clusters Score: Raw -2372711.042466 + Penalty 3198.869509 = -2369512.172956 nChanged 926 SP:Iteration 7Q (1929.908580 sec): 3 clusters Score: Raw -2373294.236932 + Penalty 3198.869509 = -2370095.367422 nChanged 1010 SP:Iteration 8F (1929.985499 sec): 3 clusters Score: Raw -2374025.488638 + Penalty 3198.869509 = -2370826.619129 nChanged 1069 SP:Iteration 9F (1930.052785 sec): 3 clusters Score: Raw -2374897.501568 + Penalty 3198.869509 = -2371698.632059 nChanged 1055 SP:Iteration 10F (1930.126724 sec): 3 clusters Score: Raw -2375762.101386 + Penalty 3198.869509 = -2372563.231877 nChanged 840 SP:Iteration 11Q (1930.206397 sec): 3 clusters Score: Raw -2376419.636799 + Penalty 3198.869509 = -2373220.767289 nChanged 614 SP:Iteration 12Q (1930.276935 sec): 3 clusters Score: Raw -2376882.221021 + Penalty 3198.869509 = -2373683.351512 nChanged 440 SP:Iteration 13Q (1930.349803 sec): 3 clusters Score: Raw -2377198.476362 + Penalty 3198.869509 = -2373999.606853 nChanged 347 SP:Iteration 14Q (1930.420151 sec): 3 clusters Score: Raw -2377420.492075 + Penalty 3198.869509 = -2374221.622566 nChanged 226 SP:Iteration 15Q (1930.485505 sec): 3 clusters Score: Raw -2377568.005967 + Penalty 3198.869509 = -2374369.136458 nChanged 151 SP:Iteration 16Q (1930.542361 sec): 3 clusters Score: Raw -2377662.274458 + Penalty 3198.869509 = -2374463.404949 nChanged 107 SP:Iteration 17Q (1930.608872 sec): 3 clusters Score: Raw -2377726.697063 + Penalty 3198.869509 = -2374527.827554 nChanged 78 SP:Iteration 18Q (1930.673961 sec): 3 clusters Score: Raw -2377774.645177 + Penalty 3198.869509 = -2374575.775668 nChanged 65 SP:Iteration 19Q (1930.744316 sec): 3 clusters Score: Raw -2377811.638157 + Penalty 3198.869509 = -2374612.768648 nChanged 38 SP:Iteration 20F (1930.811129 sec): 3 clusters Score: Raw -2377835.659923 + Penalty 3198.869509 = -2374636.790413 nChanged 40 SP:Iteration 21Q (1930.893159 sec): 3 clusters Score: Raw -2377861.219313 + Penalty 3198.869509 = -2374662.349804 nChanged 25 SP:Iteration 22Q (1930.947755 sec): 3 clusters Score: Raw -2377875.341883 + Penalty 3198.869509 = -2374676.472374 nChanged 17 SP:Iteration 23Q (1931.008987 sec): 3 clusters Score: Raw -2377883.850274 + Penalty 3198.869509 = -2374684.980765 nChanged 11 SP:Iteration 24Q (1931.073459 sec): 3 clusters Score: Raw -2377890.850495 + Penalty 3198.869509 = -2374691.980985 nChanged 17 SP:Iteration 25Q (1931.137815 sec): 3 clusters Score: Raw -2377900.792869 + Penalty 3198.869509 = -2374701.923359 nChanged 10 SP:Iteration 26Q (1931.200463 sec): 3 clusters Score: Raw -2377907.594150 + Penalty 3198.869509 = -2374708.724641 nChanged 10 SP:Iteration 27Q (1931.256794 sec): 3 clusters Score: Raw -2377913.817957 + Penalty 3198.869509 = -2374714.948448 nChanged 11 SP:Iteration 28Q (1931.322008 sec): 3 clusters Score: Raw -2377919.722171 + Penalty 3198.869509 = -2374720.852662 nChanged 8 SP:Iteration 29Q (1931.391716 sec): 3 clusters Score: Raw -2377923.176699 + Penalty 3198.869509 = -2374724.307190 nChanged 6 SP:Iteration 30Q (1931.457045 sec): 3 clusters Score: Raw -2377925.375474 + Penalty 3198.869509 = -2374726.505965 nChanged 7 SP:Iteration 31Q (1931.506753 sec): 3 clusters Score: Raw -2377930.153084 + Penalty 3198.869509 = -2374731.283575 nChanged 10 SP:Iteration 32Q (1931.577382 sec): 3 clusters Score: Raw -2377938.113161 + Penalty 3198.869509 = -2374739.243652 nChanged 7 SP:Iteration 33Q (1931.641542 sec): 3 clusters Score: Raw -2377944.332594 + Penalty 3198.869509 = -2374745.463085 nChanged 8 SP:Iteration 34Q (1931.723851 sec): 3 clusters Score: Raw -2377947.942142 + Penalty 3198.869509 = -2374749.072633 nChanged 1 SP:Iteration 35Q (1931.785173 sec): 3 clusters Score: Raw -2377948.522100 + Penalty 3198.869509 = -2374749.652590 nChanged 2 SP:Iteration 36Q (1931.864208 sec): 3 clusters Score: Raw -2377949.752232 + Penalty 3198.869509 = -2374750.882722 nChanged 3 SP:Iteration 37Q (1931.928809 sec): 3 clusters Score: Raw -2377950.951601 + Penalty 3198.869509 = -2374752.082092 nChanged 1 SP:Iteration 38Q (1931.994262 sec): 3 clusters Score: Raw -2377951.480210 + Penalty 3198.869509 = -2374752.610701 nChanged 3 SP:Iteration 39Q (1932.052209 sec): 3 clusters Score: Raw -2377952.565453 + Penalty 3198.869509 = -2374753.695944 nChanged 3 SP:Iteration 40F (1932.112598 sec): 3 clusters Score: Raw -2377954.145272 + Penalty 3198.869509 = -2374755.275763 nChanged 2 SP:Iteration 41Q (1932.188825 sec): 3 clusters Score: Raw -2377954.910680 + Penalty 3198.869509 = -2374756.041171 nChanged 0 SP:Iteration 42F (1932.256060 sec): 3 clusters Score: Raw -2377954.910680 + Penalty 3198.869509 = -2374756.041171 nChanged 0 Trying to split cluster 3 (11660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1932.288555 sec): 2 clusters Score: Raw -1436556.669186 + Penalty 1521.636912 = -1435035.032274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1932.356342 sec): 3 clusters Score: Raw -1429882.352532 + Penalty 3043.273824 = -1426839.078707 nChanged 5045 SP:Iteration 1F (1932.419423 sec): 3 clusters Score: Raw -1432803.073988 + Penalty 3043.273824 = -1429759.800164 nChanged 831 SP:Iteration 2F (1932.481672 sec): 3 clusters Score: Raw -1433374.015708 + Penalty 3043.273824 = -1430330.741883 nChanged 793 SP:Iteration 3F (1932.541686 sec): 3 clusters Score: Raw -1434016.712864 + Penalty 3043.273824 = -1430973.439040 nChanged 836 SP:Iteration 4F (1932.594600 sec): 3 clusters Score: Raw -1434683.820290 + Penalty 3043.273824 = -1431640.546465 nChanged 781 SP:Iteration 5F (1932.651804 sec): 3 clusters Score: Raw -1435298.076291 + Penalty 3043.273824 = -1432254.802466 nChanged 681 SP:Iteration 6F (1932.717764 sec): 3 clusters Score: Raw -1435815.852558 + Penalty 3043.273824 = -1432772.578733 nChanged 540 SP:Iteration 7Q (1932.778468 sec): 3 clusters Score: Raw -1436136.569817 + Penalty 3043.273824 = -1433093.295992 nChanged 398 SP:Iteration 8Q (1932.840362 sec): 3 clusters Score: Raw -1436340.818178 + Penalty 3043.273824 = -1433297.544354 nChanged 312 SP:Iteration 9Q (1932.897770 sec): 3 clusters Score: Raw -1436491.255313 + Penalty 3043.273824 = -1433447.981488 nChanged 276 SP:Iteration 10Q (1932.955438 sec): 3 clusters Score: Raw -1436641.924151 + Penalty 3043.273824 = -1433598.650326 nChanged 258 SP:Iteration 11Q (1933.018348 sec): 3 clusters Score: Raw -1436772.075372 + Penalty 3043.273824 = -1433728.801547 nChanged 241 SP:Iteration 12Q (1933.090715 sec): 3 clusters Score: Raw -1436888.337452 + Penalty 3043.273824 = -1433845.063627 nChanged 218 SP:Iteration 13Q (1933.145251 sec): 3 clusters Score: Raw -1437006.221033 + Penalty 3043.273824 = -1433962.947209 nChanged 230 SP:Iteration 14Q (1933.207976 sec): 3 clusters Score: Raw -1437129.183209 + Penalty 3043.273824 = -1434085.909384 nChanged 221 SP:Iteration 15Q (1933.269009 sec): 3 clusters Score: Raw -1437236.019496 + Penalty 3043.273824 = -1434192.745672 nChanged 188 SP:Iteration 16Q (1933.329576 sec): 3 clusters Score: Raw -1437322.313767 + Penalty 3043.273824 = -1434279.039942 nChanged 194 SP:Iteration 17Q (1933.392933 sec): 3 clusters Score: Raw -1437413.476536 + Penalty 3043.273824 = -1434370.202711 nChanged 199 SP:Iteration 18Q (1933.449054 sec): 3 clusters Score: Raw -1437508.053580 + Penalty 3043.273824 = -1434464.779756 nChanged 199 SP:Iteration 19Q (1933.500167 sec): 3 clusters Score: Raw -1437600.898770 + Penalty 3043.273824 = -1434557.624946 nChanged 195 SP:Iteration 20F (1933.557746 sec): 3 clusters Score: Raw -1437688.338670 + Penalty 3043.273824 = -1434645.064846 nChanged 167 SP:Iteration 21Q (1933.617335 sec): 3 clusters Score: Raw -1437761.466582 + Penalty 3043.273824 = -1434718.192757 nChanged 159 SP:Iteration 22Q (1933.646051 sec): 3 clusters Score: Raw -1437828.167606 + Penalty 3043.273824 = -1434784.893781 nChanged 161 SP:Iteration 23Q (1933.704901 sec): 3 clusters Score: Raw -1437895.239144 + Penalty 3043.273824 = -1434851.965319 nChanged 144 SP:Iteration 24Q (1933.761210 sec): 3 clusters Score: Raw -1437950.447851 + Penalty 3043.273824 = -1434907.174026 nChanged 119 SP:Iteration 25Q (1933.825530 sec): 3 clusters Score: Raw -1437987.047487 + Penalty 3043.273824 = -1434943.773663 nChanged 98 SP:Iteration 26Q (1933.877780 sec): 3 clusters Score: Raw -1438015.964836 + Penalty 3043.273824 = -1434972.691012 nChanged 89 SP:Iteration 27Q (1933.943230 sec): 3 clusters Score: Raw -1438038.957493 + Penalty 3043.273824 = -1434995.683669 nChanged 73 SP:Iteration 28Q (1933.995652 sec): 3 clusters Score: Raw -1438054.711050 + Penalty 3043.273824 = -1435011.437225 nChanged 56 SP:Iteration 29Q (1934.056462 sec): 3 clusters Score: Raw -1438065.180933 + Penalty 3043.273824 = -1435021.907109 nChanged 52 SP:Iteration 30Q (1934.113688 sec): 3 clusters Score: Raw -1438074.137480 + Penalty 3043.273824 = -1435030.863656 nChanged 37 SP:Iteration 31Q (1934.154254 sec): 3 clusters Score: Raw -1438078.761486 + Penalty 3043.273824 = -1435035.487661 nChanged 21 SP:Iteration 32Q (1934.221687 sec): 3 clusters Score: Raw -1438081.712042 + Penalty 3043.273824 = -1435038.438217 nChanged 20 SP:Iteration 33Q (1934.270934 sec): 3 clusters Score: Raw -1438084.208693 + Penalty 3043.273824 = -1435040.934869 nChanged 25 SP:Iteration 34Q (1934.335372 sec): 3 clusters Score: Raw -1438088.123313 + Penalty 3043.273824 = -1435044.849489 nChanged 20 SP:Iteration 35Q (1934.392044 sec): 3 clusters Score: Raw -1438091.225034 + Penalty 3043.273824 = -1435047.951209 nChanged 22 SP:Iteration 36Q (1934.450162 sec): 3 clusters Score: Raw -1438094.899867 + Penalty 3043.273824 = -1435051.626042 nChanged 27 SP:Iteration 37Q (1934.513524 sec): 3 clusters Score: Raw -1438099.151638 + Penalty 3043.273824 = -1435055.877814 nChanged 29 SP:Iteration 38Q (1934.566285 sec): 3 clusters Score: Raw -1438103.654004 + Penalty 3043.273824 = -1435060.380180 nChanged 25 SP:Iteration 39Q (1934.631593 sec): 3 clusters Score: Raw -1438107.227995 + Penalty 3043.273824 = -1435063.954170 nChanged 24 SP:Iteration 40F (1934.690775 sec): 3 clusters Score: Raw -1438110.328234 + Penalty 3043.273824 = -1435067.054410 nChanged 18 SP:Iteration 41Q (1934.743037 sec): 3 clusters Score: Raw -1438112.058781 + Penalty 3043.273824 = -1435068.784957 nChanged 12 SP:Iteration 42Q (1934.792172 sec): 3 clusters Score: Raw -1438113.407250 + Penalty 3043.273824 = -1435070.133425 nChanged 12 SP:Iteration 43Q (1934.862590 sec): 3 clusters Score: Raw -1438115.321632 + Penalty 3043.273824 = -1435072.047807 nChanged 10 SP:Iteration 44Q (1934.913823 sec): 3 clusters Score: Raw -1438116.197975 + Penalty 3043.273824 = -1435072.924151 nChanged 4 SP:Iteration 45Q (1934.973069 sec): 3 clusters Score: Raw -1438116.602199 + Penalty 3043.273824 = -1435073.328374 nChanged 6 SP:Iteration 46Q (1935.040105 sec): 3 clusters Score: Raw -1438117.582136 + Penalty 3043.273824 = -1435074.308312 nChanged 10 SP:Iteration 47Q (1935.080978 sec): 3 clusters Score: Raw -1438119.152747 + Penalty 3043.273824 = -1435075.878922 nChanged 7 SP:Iteration 48Q (1935.141732 sec): 3 clusters Score: Raw -1438119.898443 + Penalty 3043.273824 = -1435076.624619 nChanged 7 SP:Iteration 49Q (1935.203905 sec): 3 clusters Score: Raw -1438120.448154 + Penalty 3043.273824 = -1435077.174330 nChanged 6 SP:Iteration 50Q (1935.254050 sec): 3 clusters Score: Raw -1438121.042962 + Penalty 3043.273824 = -1435077.769137 nChanged 8 SP:Iteration 51Q (1935.312566 sec): 3 clusters Score: Raw -1438121.774018 + Penalty 3043.273824 = -1435078.500193 nChanged 6 SP:Iteration 52Q (1935.377911 sec): 3 clusters Score: Raw -1438122.378192 + Penalty 3043.273824 = -1435079.104367 nChanged 7 SP:Iteration 53Q (1935.439476 sec): 3 clusters Score: Raw -1438123.005454 + Penalty 3043.273824 = -1435079.731629 nChanged 8 SP:Iteration 54Q (1935.496680 sec): 3 clusters Score: Raw -1438123.787997 + Penalty 3043.273824 = -1435080.514173 nChanged 2 SP:Iteration 55Q (1935.562696 sec): 3 clusters Score: Raw -1438124.062084 + Penalty 3043.273824 = -1435080.788260 nChanged 2 SP:Iteration 56Q (1935.635174 sec): 3 clusters Score: Raw -1438124.268884 + Penalty 3043.273824 = -1435080.995059 nChanged 3 SP:Iteration 57Q (1935.684530 sec): 3 clusters Score: Raw -1438124.549471 + Penalty 3043.273824 = -1435081.275646 nChanged 4 SP:Iteration 58Q (1935.745326 sec): 3 clusters Score: Raw -1438124.952261 + Penalty 3043.273824 = -1435081.678436 nChanged 5 SP:Iteration 59Q (1935.812471 sec): 3 clusters Score: Raw -1438125.488968 + Penalty 3043.273824 = -1435082.215143 nChanged 4 SP:Iteration 60F (1935.867354 sec): 3 clusters Score: Raw -1438125.677216 + Penalty 3043.273824 = -1435082.403391 nChanged 3 SP:Iteration 61Q (1935.926650 sec): 3 clusters Score: Raw -1438125.812420 + Penalty 3043.273824 = -1435082.538595 nChanged 0 SP:Iteration 62F (1935.991996 sec): 3 clusters Score: Raw -1438125.812420 + Penalty 3043.273824 = -1435082.538595 nChanged 0 Score: Raw -129531419.059559 + Penalty 96942.012188 = -129434477.047371 Splitting cluster 3 changes total score from -129435064.719177 to -129434477.047371 So it's not getting split. Trying to split cluster 4 (17189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1964.709919 sec): 2 clusters Score: Raw -2157766.124523 + Penalty 1584.704050 = -2156181.420473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1964.779542 sec): 3 clusters Score: Raw -2147648.513823 + Penalty 3169.408100 = -2144479.105723 nChanged 7613 SP:Iteration 1F (1964.836563 sec): 3 clusters Score: Raw -2152224.083821 + Penalty 3169.408100 = -2149054.675721 nChanged 1317 SP:Iteration 2F (1964.907854 sec): 3 clusters Score: Raw -2153143.542964 + Penalty 3169.408100 = -2149974.134864 nChanged 1359 SP:Iteration 3F (1964.982757 sec): 3 clusters Score: Raw -2154055.767829 + Penalty 3169.408100 = -2150886.359729 nChanged 1234 SP:Iteration 4F (1965.056865 sec): 3 clusters Score: Raw -2154900.504530 + Penalty 3169.408100 = -2151731.096430 nChanged 1079 SP:Iteration 5F (1965.128668 sec): 3 clusters Score: Raw -2155563.696946 + Penalty 3169.408100 = -2152394.288846 nChanged 930 SP:Iteration 6F (1965.204354 sec): 3 clusters Score: Raw -2156065.991066 + Penalty 3169.408100 = -2152896.582965 nChanged 718 SP:Iteration 7Q (1965.269326 sec): 3 clusters Score: Raw -2156426.981708 + Penalty 3169.408100 = -2153257.573608 nChanged 584 SP:Iteration 8Q (1965.340738 sec): 3 clusters Score: Raw -2156737.731716 + Penalty 3169.408100 = -2153568.323616 nChanged 523 SP:Iteration 9Q (1965.412126 sec): 3 clusters Score: Raw -2157034.607190 + Penalty 3169.408100 = -2153865.199090 nChanged 471 SP:Iteration 10Q (1965.474063 sec): 3 clusters Score: Raw -2157297.946070 + Penalty 3169.408100 = -2154128.537969 nChanged 412 SP:Iteration 11Q (1965.541520 sec): 3 clusters Score: Raw -2157531.378368 + Penalty 3169.408100 = -2154361.970268 nChanged 404 SP:Iteration 12Q (1965.612450 sec): 3 clusters Score: Raw -2157772.257611 + Penalty 3169.408100 = -2154602.849511 nChanged 382 SP:Iteration 13Q (1965.693499 sec): 3 clusters Score: Raw -2157993.999442 + Penalty 3169.408100 = -2154824.591341 nChanged 313 SP:Iteration 14Q (1965.761509 sec): 3 clusters Score: Raw -2158168.634439 + Penalty 3169.408100 = -2154999.226339 nChanged 284 SP:Iteration 15Q (1965.824942 sec): 3 clusters Score: Raw -2158331.307961 + Penalty 3169.408100 = -2155161.899861 nChanged 232 SP:Iteration 16Q (1965.898031 sec): 3 clusters Score: Raw -2158454.057949 + Penalty 3169.408100 = -2155284.649849 nChanged 184 SP:Iteration 17Q (1965.961001 sec): 3 clusters Score: Raw -2158554.503003 + Penalty 3169.408100 = -2155385.094903 nChanged 157 SP:Iteration 18Q (1966.028089 sec): 3 clusters Score: Raw -2158636.499793 + Penalty 3169.408100 = -2155467.091693 nChanged 120 SP:Iteration 19Q (1966.098714 sec): 3 clusters Score: Raw -2158695.485736 + Penalty 3169.408100 = -2155526.077635 nChanged 96 SP:Iteration 20F (1966.171072 sec): 3 clusters Score: Raw -2158738.059850 + Penalty 3169.408100 = -2155568.651750 nChanged 74 SP:Iteration 21Q (1966.231058 sec): 3 clusters Score: Raw -2158767.951913 + Penalty 3169.408100 = -2155598.543812 nChanged 64 SP:Iteration 22Q (1966.306723 sec): 3 clusters Score: Raw -2158795.079000 + Penalty 3169.408100 = -2155625.670900 nChanged 50 SP:Iteration 23Q (1966.362805 sec): 3 clusters Score: Raw -2158814.139199 + Penalty 3169.408100 = -2155644.731098 nChanged 56 SP:Iteration 24Q (1966.430505 sec): 3 clusters Score: Raw -2158835.200587 + Penalty 3169.408100 = -2155665.792487 nChanged 46 SP:Iteration 25Q (1966.487027 sec): 3 clusters Score: Raw -2158850.530241 + Penalty 3169.408100 = -2155681.122141 nChanged 38 SP:Iteration 26Q (1966.553236 sec): 3 clusters Score: Raw -2158863.773007 + Penalty 3169.408100 = -2155694.364907 nChanged 38 SP:Iteration 27Q (1966.625388 sec): 3 clusters Score: Raw -2158876.297817 + Penalty 3169.408100 = -2155706.889717 nChanged 36 SP:Iteration 28Q (1966.678653 sec): 3 clusters Score: Raw -2158888.220549 + Penalty 3169.408100 = -2155718.812449 nChanged 35 SP:Iteration 29Q (1966.744149 sec): 3 clusters Score: Raw -2158905.839154 + Penalty 3169.408100 = -2155736.431054 nChanged 25 SP:Iteration 30Q (1966.815215 sec): 3 clusters Score: Raw -2158915.971236 + Penalty 3169.408100 = -2155746.563136 nChanged 23 SP:Iteration 31Q (1966.877020 sec): 3 clusters Score: Raw -2158922.777811 + Penalty 3169.408100 = -2155753.369711 nChanged 13 SP:Iteration 32Q (1966.954050 sec): 3 clusters Score: Raw -2158927.067569 + Penalty 3169.408100 = -2155757.659469 nChanged 12 SP:Iteration 33Q (1967.026292 sec): 3 clusters Score: Raw -2158930.236739 + Penalty 3169.408100 = -2155760.828639 nChanged 9 SP:Iteration 34Q (1967.090793 sec): 3 clusters Score: Raw -2158933.655896 + Penalty 3169.408100 = -2155764.247796 nChanged 9 SP:Iteration 35Q (1967.158991 sec): 3 clusters Score: Raw -2158936.808460 + Penalty 3169.408100 = -2155767.400360 nChanged 9 SP:Iteration 36Q (1967.241099 sec): 3 clusters Score: Raw -2158939.338141 + Penalty 3169.408100 = -2155769.930041 nChanged 8 SP:Iteration 37Q (1967.308305 sec): 3 clusters Score: Raw -2158942.185540 + Penalty 3169.408100 = -2155772.777440 nChanged 11 SP:Iteration 38Q (1967.378019 sec): 3 clusters Score: Raw -2158946.038125 + Penalty 3169.408100 = -2155776.630025 nChanged 4 SP:Iteration 39Q (1967.454532 sec): 3 clusters Score: Raw -2158947.218456 + Penalty 3169.408100 = -2155777.810356 nChanged 7 SP:Iteration 40F (1967.534062 sec): 3 clusters Score: Raw -2158949.054360 + Penalty 3169.408100 = -2155779.646260 nChanged 3 SP:Iteration 41Q (1967.600488 sec): 3 clusters Score: Raw -2158950.016848 + Penalty 3169.408100 = -2155780.608748 nChanged 3 SP:Iteration 42Q (1967.671458 sec): 3 clusters Score: Raw -2158950.714751 + Penalty 3169.408100 = -2155781.306651 nChanged 1 SP:Iteration 43Q (1967.742722 sec): 3 clusters Score: Raw -2158951.111752 + Penalty 3169.408100 = -2155781.703652 nChanged 2 SP:Iteration 44Q (1967.810568 sec): 3 clusters Score: Raw -2158951.802747 + Penalty 3169.408100 = -2155782.394647 nChanged 2 SP:Iteration 45Q (1967.873036 sec): 3 clusters Score: Raw -2158952.094977 + Penalty 3169.408100 = -2155782.686877 nChanged 0 SP:Iteration 46F (1967.958855 sec): 3 clusters Score: Raw -2158952.094977 + Penalty 3169.408100 = -2155782.686877 nChanged 0 Trying to split cluster 5 (61379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1968.054573 sec): 2 clusters Score: Raw -7650721.264268 + Penalty 1791.533743 = -7648929.730524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1968.208646 sec): 3 clusters Score: Raw -7611637.542793 + Penalty 3583.067487 = -7608054.475307 nChanged 28775 SP:Iteration 1F (1968.352501 sec): 3 clusters Score: Raw -7628267.162185 + Penalty 3583.067487 = -7624684.094699 nChanged 2796 SP:Iteration 2Q (1968.510907 sec): 3 clusters Score: Raw -7629367.997853 + Penalty 3583.067487 = -7625784.930367 nChanged 3085 SP:Iteration 3F (1968.662388 sec): 3 clusters Score: Raw -7630831.804940 + Penalty 3583.067487 = -7627248.737454 nChanged 3565 SP:Iteration 4F (1968.809502 sec): 3 clusters Score: Raw -7632763.351338 + Penalty 3583.067487 = -7629180.283851 nChanged 3925 SP:Iteration 5F (1968.956748 sec): 3 clusters Score: Raw -7635348.346541 + Penalty 3583.067487 = -7631765.279054 nChanged 4086 SP:Iteration 6F (1969.104203 sec): 3 clusters Score: Raw -7638450.738567 + Penalty 3583.067487 = -7634867.671080 nChanged 3802 SP:Iteration 7F (1969.236420 sec): 3 clusters Score: Raw -7641355.965658 + Penalty 3583.067487 = -7637772.898171 nChanged 3052 SP:Iteration 8Q (1969.363532 sec): 3 clusters Score: Raw -7643272.055163 + Penalty 3583.067487 = -7639688.987676 nChanged 2283 SP:Iteration 9Q (1969.505453 sec): 3 clusters Score: Raw -7644386.093070 + Penalty 3583.067487 = -7640803.025583 nChanged 1656 SP:Iteration 10Q (1969.643965 sec): 3 clusters Score: Raw -7645067.938375 + Penalty 3583.067487 = -7641484.870888 nChanged 1365 SP:Iteration 11Q (1969.776086 sec): 3 clusters Score: Raw -7645648.090186 + Penalty 3583.067487 = -7642065.022700 nChanged 1244 SP:Iteration 12Q (1969.914070 sec): 3 clusters Score: Raw -7646196.792803 + Penalty 3583.067487 = -7642613.725317 nChanged 1226 SP:Iteration 13Q (1970.052670 sec): 3 clusters Score: Raw -7646710.331740 + Penalty 3583.067487 = -7643127.264253 nChanged 1088 SP:Iteration 14Q (1970.199141 sec): 3 clusters Score: Raw -7647141.231874 + Penalty 3583.067487 = -7643558.164387 nChanged 1009 SP:Iteration 15Q (1970.336945 sec): 3 clusters Score: Raw -7647534.164901 + Penalty 3583.067487 = -7643951.097414 nChanged 956 SP:Iteration 16Q (1970.481067 sec): 3 clusters Score: Raw -7647886.013689 + Penalty 3583.067487 = -7644302.946202 nChanged 936 SP:Iteration 17Q (1970.622694 sec): 3 clusters Score: Raw -7648240.630379 + Penalty 3583.067487 = -7644657.562892 nChanged 908 SP:Iteration 18Q (1970.757757 sec): 3 clusters Score: Raw -7648593.221923 + Penalty 3583.067487 = -7645010.154436 nChanged 863 SP:Iteration 19Q (1970.901245 sec): 3 clusters Score: Raw -7648912.583895 + Penalty 3583.067487 = -7645329.516408 nChanged 768 SP:Iteration 20F (1971.046716 sec): 3 clusters Score: Raw -7649181.098602 + Penalty 3583.067487 = -7645598.031115 nChanged 673 SP:Iteration 21Q (1971.170790 sec): 3 clusters Score: Raw -7649407.156341 + Penalty 3583.067487 = -7645824.088854 nChanged 615 SP:Iteration 22Q (1971.304154 sec): 3 clusters Score: Raw -7649615.600926 + Penalty 3583.067487 = -7646032.533439 nChanged 535 SP:Iteration 23Q (1971.446150 sec): 3 clusters Score: Raw -7649791.247198 + Penalty 3583.067487 = -7646208.179711 nChanged 496 SP:Iteration 24Q (1971.580132 sec): 3 clusters Score: Raw -7649959.637661 + Penalty 3583.067487 = -7646376.570174 nChanged 482 SP:Iteration 25Q (1971.719414 sec): 3 clusters Score: Raw -7650123.196507 + Penalty 3583.067487 = -7646540.129021 nChanged 408 SP:Iteration 26Q (1971.852228 sec): 3 clusters Score: Raw -7650262.042827 + Penalty 3583.067487 = -7646678.975340 nChanged 392 SP:Iteration 27Q (1971.982537 sec): 3 clusters Score: Raw -7650394.379458 + Penalty 3583.067487 = -7646811.311971 nChanged 330 SP:Iteration 28Q (1972.107385 sec): 3 clusters Score: Raw -7650500.848274 + Penalty 3583.067487 = -7646917.780787 nChanged 304 SP:Iteration 29Q (1972.228529 sec): 3 clusters Score: Raw -7650597.429266 + Penalty 3583.067487 = -7647014.361780 nChanged 262 SP:Iteration 30Q (1972.347807 sec): 3 clusters Score: Raw -7650684.528285 + Penalty 3583.067487 = -7647101.460799 nChanged 220 SP:Iteration 31Q (1972.459566 sec): 3 clusters Score: Raw -7650751.585836 + Penalty 3583.067487 = -7647168.518349 nChanged 229 SP:Iteration 32Q (1972.582737 sec): 3 clusters Score: Raw -7650819.224870 + Penalty 3583.067487 = -7647236.157383 nChanged 185 SP:Iteration 33Q (1972.701544 sec): 3 clusters Score: Raw -7650882.691284 + Penalty 3583.067487 = -7647299.623798 nChanged 170 SP:Iteration 34Q (1972.844661 sec): 3 clusters Score: Raw -7650938.540161 + Penalty 3583.067487 = -7647355.472674 nChanged 135 SP:Iteration 35Q (1972.965421 sec): 3 clusters Score: Raw -7650972.052916 + Penalty 3583.067487 = -7647388.985430 nChanged 101 SP:Iteration 36Q (1973.086068 sec): 3 clusters Score: Raw -7651001.341433 + Penalty 3583.067487 = -7647418.273947 nChanged 92 SP:Iteration 37Q (1973.200119 sec): 3 clusters Score: Raw -7651032.072919 + Penalty 3583.067487 = -7647449.005432 nChanged 82 SP:Iteration 38Q (1973.324158 sec): 3 clusters Score: Raw -7651056.294951 + Penalty 3583.067487 = -7647473.227464 nChanged 72 SP:Iteration 39Q (1973.432731 sec): 3 clusters Score: Raw -7651073.936090 + Penalty 3583.067487 = -7647490.868603 nChanged 64 SP:Iteration 40F (1973.567935 sec): 3 clusters Score: Raw -7651091.634507 + Penalty 3583.067487 = -7647508.567020 nChanged 64 SP:Iteration 41Q (1973.681837 sec): 3 clusters Score: Raw -7651110.985702 + Penalty 3583.067487 = -7647527.918215 nChanged 63 SP:Iteration 42Q (1973.796608 sec): 3 clusters Score: Raw -7651134.060779 + Penalty 3583.067487 = -7647550.993292 nChanged 58 SP:Iteration 43Q (1973.909185 sec): 3 clusters Score: Raw -7651150.400653 + Penalty 3583.067487 = -7647567.333166 nChanged 41 SP:Iteration 44Q (1974.026648 sec): 3 clusters Score: Raw -7651162.815291 + Penalty 3583.067487 = -7647579.747804 nChanged 42 SP:Iteration 45Q (1974.151524 sec): 3 clusters Score: Raw -7651175.574909 + Penalty 3583.067487 = -7647592.507422 nChanged 38 SP:Iteration 46Q (1974.268228 sec): 3 clusters Score: Raw -7651187.064115 + Penalty 3583.067487 = -7647603.996628 nChanged 42 SP:Iteration 47Q (1974.388745 sec): 3 clusters Score: Raw -7651199.540336 + Penalty 3583.067487 = -7647616.472849 nChanged 32 SP:Iteration 48Q (1974.518115 sec): 3 clusters Score: Raw -7651208.722175 + Penalty 3583.067487 = -7647625.654688 nChanged 32 SP:Iteration 49Q (1974.634852 sec): 3 clusters Score: Raw -7651216.178792 + Penalty 3583.067487 = -7647633.111306 nChanged 20 SP:Iteration 50Q (1974.760364 sec): 3 clusters Score: Raw -7651221.582551 + Penalty 3583.067487 = -7647638.515064 nChanged 26 SP:Iteration 51Q (1974.885231 sec): 3 clusters Score: Raw -7651228.943088 + Penalty 3583.067487 = -7647645.875602 nChanged 21 SP:Iteration 52Q (1975.011800 sec): 3 clusters Score: Raw -7651234.400296 + Penalty 3583.067487 = -7647651.332809 nChanged 20 SP:Iteration 53Q (1975.134025 sec): 3 clusters Score: Raw -7651239.322482 + Penalty 3583.067487 = -7647656.254995 nChanged 18 SP:Iteration 54Q (1975.282149 sec): 3 clusters Score: Raw -7651244.479031 + Penalty 3583.067487 = -7647661.411544 nChanged 18 SP:Iteration 55Q (1975.414182 sec): 3 clusters Score: Raw -7651248.468331 + Penalty 3583.067487 = -7647665.400844 nChanged 12 SP:Iteration 56Q (1975.531592 sec): 3 clusters Score: Raw -7651251.042499 + Penalty 3583.067487 = -7647667.975012 nChanged 8 SP:Iteration 57Q (1975.654420 sec): 3 clusters Score: Raw -7651253.357171 + Penalty 3583.067487 = -7647670.289684 nChanged 10 SP:Iteration 58Q (1975.782608 sec): 3 clusters Score: Raw -7651256.122022 + Penalty 3583.067487 = -7647673.054535 nChanged 14 SP:Iteration 59Q (1975.910490 sec): 3 clusters Score: Raw -7651259.758624 + Penalty 3583.067487 = -7647676.691138 nChanged 14 SP:Iteration 60F (1976.045398 sec): 3 clusters Score: Raw -7651263.000942 + Penalty 3583.067487 = -7647679.933455 nChanged 11 SP:Iteration 61Q (1976.168508 sec): 3 clusters Score: Raw -7651265.735986 + Penalty 3583.067487 = -7647682.668500 nChanged 4 SP:Iteration 62Q (1976.276235 sec): 3 clusters Score: Raw -7651266.599720 + Penalty 3583.067487 = -7647683.532233 nChanged 7 SP:Iteration 63Q (1976.400477 sec): 3 clusters Score: Raw -7651268.678666 + Penalty 3583.067487 = -7647685.611180 nChanged 7 SP:Iteration 64Q (1976.516339 sec): 3 clusters Score: Raw -7651271.040347 + Penalty 3583.067487 = -7647687.972860 nChanged 7 SP:Iteration 65Q (1976.635627 sec): 3 clusters Score: Raw -7651273.001576 + Penalty 3583.067487 = -7647689.934089 nChanged 7 SP:Iteration 66Q (1976.750768 sec): 3 clusters Score: Raw -7651274.863192 + Penalty 3583.067487 = -7647691.795706 nChanged 8 SP:Iteration 67Q (1976.872871 sec): 3 clusters Score: Raw -7651276.949020 + Penalty 3583.067487 = -7647693.881533 nChanged 6 SP:Iteration 68Q (1977.000221 sec): 3 clusters Score: Raw -7651278.011642 + Penalty 3583.067487 = -7647694.944156 nChanged 7 SP:Iteration 69Q (1977.126385 sec): 3 clusters Score: Raw -7651279.687985 + Penalty 3583.067487 = -7647696.620498 nChanged 8 SP:Iteration 70Q (1977.237473 sec): 3 clusters Score: Raw -7651282.010484 + Penalty 3583.067487 = -7647698.942997 nChanged 9 SP:Iteration 71Q (1977.360667 sec): 3 clusters Score: Raw -7651284.673470 + Penalty 3583.067487 = -7647701.605983 nChanged 5 SP:Iteration 72Q (1977.471385 sec): 3 clusters Score: Raw -7651285.461080 + Penalty 3583.067487 = -7647702.393593 nChanged 2 SP:Iteration 73Q (1977.594472 sec): 3 clusters Score: Raw -7651286.215359 + Penalty 3583.067487 = -7647703.147872 nChanged 4 SP:Iteration 74Q (1977.702224 sec): 3 clusters Score: Raw -7651287.229457 + Penalty 3583.067487 = -7647704.161971 nChanged 6 SP:Iteration 75Q (1977.822309 sec): 3 clusters Score: Raw -7651288.535573 + Penalty 3583.067487 = -7647705.468086 nChanged 4 SP:Iteration 76Q (1977.946598 sec): 3 clusters Score: Raw -7651289.097768 + Penalty 3583.067487 = -7647706.030282 nChanged 1 SP:Iteration 77Q (1978.068468 sec): 3 clusters Score: Raw -7651289.283579 + Penalty 3583.067487 = -7647706.216092 nChanged 0 SP:Iteration 78F (1978.205102 sec): 3 clusters Score: Raw -7651289.283579 + Penalty 3583.067487 = -7647706.216092 nChanged 0 Trying to split cluster 6 (34598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1978.272781 sec): 2 clusters Score: Raw -4368769.001770 + Penalty 1698.377063 = -4367070.624707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1978.365365 sec): 3 clusters Score: Raw -4347345.225376 + Penalty 3396.754126 = -4343948.471251 nChanged 15920 SP:Iteration 1F (1978.460564 sec): 3 clusters Score: Raw -4356443.315202 + Penalty 3396.754126 = -4353046.561076 nChanged 1492 SP:Iteration 2Q (1978.571197 sec): 3 clusters Score: Raw -4356956.138890 + Penalty 3396.754126 = -4353559.384765 nChanged 1631 SP:Iteration 3Q (1978.678989 sec): 3 clusters Score: Raw -4357616.581815 + Penalty 3396.754126 = -4354219.827689 nChanged 1803 SP:Iteration 4F (1978.780074 sec): 3 clusters Score: Raw -4358494.349302 + Penalty 3396.754126 = -4355097.595177 nChanged 2070 SP:Iteration 5F (1978.868000 sec): 3 clusters Score: Raw -4359710.248309 + Penalty 3396.754126 = -4356313.494184 nChanged 2334 SP:Iteration 6F (1978.964717 sec): 3 clusters Score: Raw -4361346.920202 + Penalty 3396.754126 = -4357950.166076 nChanged 2370 SP:Iteration 7F (1979.059164 sec): 3 clusters Score: Raw -4363197.072947 + Penalty 3396.754126 = -4359800.318821 nChanged 2139 SP:Iteration 8F (1979.162544 sec): 3 clusters Score: Raw -4365002.398327 + Penalty 3396.754126 = -4361605.644201 nChanged 1655 SP:Iteration 9Q (1979.250335 sec): 3 clusters Score: Raw -4366445.609546 + Penalty 3396.754126 = -4363048.855420 nChanged 1159 SP:Iteration 10Q (1979.357097 sec): 3 clusters Score: Raw -4367467.310543 + Penalty 3396.754126 = -4364070.556418 nChanged 766 SP:Iteration 11Q (1979.446775 sec): 3 clusters Score: Raw -4368109.417010 + Penalty 3396.754126 = -4364712.662884 nChanged 486 SP:Iteration 12Q (1979.538540 sec): 3 clusters Score: Raw -4368483.145050 + Penalty 3396.754126 = -4365086.390925 nChanged 292 SP:Iteration 13Q (1979.612878 sec): 3 clusters Score: Raw -4368699.140808 + Penalty 3396.754126 = -4365302.386682 nChanged 183 SP:Iteration 14Q (1979.702414 sec): 3 clusters Score: Raw -4368843.310820 + Penalty 3396.754126 = -4365446.556694 nChanged 141 SP:Iteration 15Q (1979.785944 sec): 3 clusters Score: Raw -4368962.804859 + Penalty 3396.754126 = -4365566.050733 nChanged 87 SP:Iteration 16Q (1979.874580 sec): 3 clusters Score: Raw -4369034.190838 + Penalty 3396.754126 = -4365637.436712 nChanged 67 SP:Iteration 17Q (1979.958530 sec): 3 clusters Score: Raw -4369080.772979 + Penalty 3396.754126 = -4365684.018853 nChanged 40 SP:Iteration 18Q (1980.046776 sec): 3 clusters Score: Raw -4369113.710986 + Penalty 3396.754126 = -4365716.956861 nChanged 29 SP:Iteration 19Q (1980.118008 sec): 3 clusters Score: Raw -4369138.458077 + Penalty 3396.754126 = -4365741.703951 nChanged 20 SP:Iteration 20F (1980.223340 sec): 3 clusters Score: Raw -4369154.763944 + Penalty 3396.754126 = -4365758.009818 nChanged 15 SP:Iteration 21Q (1980.304856 sec): 3 clusters Score: Raw -4369162.617636 + Penalty 3396.754126 = -4365765.863510 nChanged 9 SP:Iteration 22Q (1980.386818 sec): 3 clusters Score: Raw -4369166.962093 + Penalty 3396.754126 = -4365770.207967 nChanged 6 SP:Iteration 23Q (1980.484433 sec): 3 clusters Score: Raw -4369170.942110 + Penalty 3396.754126 = -4365774.187984 nChanged 7 SP:Iteration 24Q (1980.571373 sec): 3 clusters Score: Raw -4369177.438735 + Penalty 3396.754126 = -4365780.684609 nChanged 7 SP:Iteration 25Q (1980.651953 sec): 3 clusters Score: Raw -4369183.333537 + Penalty 3396.754126 = -4365786.579411 nChanged 9 SP:Iteration 26Q (1980.734630 sec): 3 clusters Score: Raw -4369188.127727 + Penalty 3396.754126 = -4365791.373602 nChanged 1 SP:Iteration 27Q (1980.823251 sec): 3 clusters Score: Raw -4369188.702109 + Penalty 3396.754126 = -4365791.947983 nChanged 0 SP:Iteration 28F (1980.922704 sec): 3 clusters Score: Raw -4369188.702109 + Penalty 3396.754126 = -4365791.947983 nChanged 0 Trying to split cluster 7 (3774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1980.955198 sec): 2 clusters Score: Raw -415818.526688 + Penalty 1338.332243 = -414480.194445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1980.997046 sec): 3 clusters Score: Raw -414002.390300 + Penalty 2676.664486 = -411325.725814 nChanged 1496 SP:Iteration 1F (1981.047101 sec): 3 clusters Score: Raw -414917.545834 + Penalty 2676.664486 = -412240.881348 nChanged 343 SP:Iteration 2F (1981.085674 sec): 3 clusters Score: Raw -415223.231703 + Penalty 2676.664486 = -412546.567218 nChanged 289 SP:Iteration 3F (1981.141343 sec): 3 clusters Score: Raw -415497.587622 + Penalty 2676.664486 = -412820.923136 nChanged 243 SP:Iteration 4F (1981.187293 sec): 3 clusters Score: Raw -415775.907987 + Penalty 2676.664486 = -413099.243501 nChanged 239 SP:Iteration 5F (1981.235905 sec): 3 clusters Score: Raw -416115.784655 + Penalty 2676.664486 = -413439.120169 nChanged 240 SP:Iteration 6F (1981.291394 sec): 3 clusters Score: Raw -416516.957263 + Penalty 2676.664486 = -413840.292777 nChanged 240 SP:Iteration 7F (1981.346573 sec): 3 clusters Score: Raw -416847.405780 + Penalty 2676.664486 = -414170.741294 nChanged 173 SP:Iteration 8Q (1981.391059 sec): 3 clusters Score: Raw -417007.229776 + Penalty 2676.664486 = -414330.565290 nChanged 108 SP:Iteration 9Q (1981.445254 sec): 3 clusters Score: Raw -417085.923732 + Penalty 2676.664486 = -414409.259246 nChanged 74 SP:Iteration 10Q (1981.507346 sec): 3 clusters Score: Raw -417127.721816 + Penalty 2676.664486 = -414451.057330 nChanged 55 SP:Iteration 11Q (1981.545958 sec): 3 clusters Score: Raw -417154.124288 + Penalty 2676.664486 = -414477.459802 nChanged 41 SP:Iteration 12Q (1981.585527 sec): 3 clusters Score: Raw -417177.835722 + Penalty 2676.664486 = -414501.171236 nChanged 35 SP:Iteration 13Q (1981.631400 sec): 3 clusters Score: Raw -417193.202318 + Penalty 2676.664486 = -414516.537832 nChanged 28 SP:Iteration 14Q (1981.685789 sec): 3 clusters Score: Raw -417207.349295 + Penalty 2676.664486 = -414530.684809 nChanged 29 SP:Iteration 15Q (1981.729517 sec): 3 clusters Score: Raw -417222.357952 + Penalty 2676.664486 = -414545.693467 nChanged 20 SP:Iteration 16Q (1981.752709 sec): 3 clusters Score: Raw -417229.245810 + Penalty 2676.664486 = -414552.581324 nChanged 10 SP:Iteration 17Q (1981.792331 sec): 3 clusters Score: Raw -417233.008760 + Penalty 2676.664486 = -414556.344274 nChanged 12 SP:Iteration 18Q (1981.830829 sec): 3 clusters Score: Raw -417236.885326 + Penalty 2676.664486 = -414560.220840 nChanged 13 SP:Iteration 19Q (1981.874232 sec): 3 clusters Score: Raw -417242.409685 + Penalty 2676.664486 = -414565.745199 nChanged 15 SP:Iteration 20F (1981.911636 sec): 3 clusters Score: Raw -417250.321824 + Penalty 2676.664486 = -414573.657338 nChanged 9 SP:Iteration 21Q (1981.950675 sec): 3 clusters Score: Raw -417253.747836 + Penalty 2676.664486 = -414577.083350 nChanged 4 SP:Iteration 22Q (1981.990684 sec): 3 clusters Score: Raw -417254.801908 + Penalty 2676.664486 = -414578.137422 nChanged 3 SP:Iteration 23Q (1982.037062 sec): 3 clusters Score: Raw -417255.248346 + Penalty 2676.664486 = -414578.583860 nChanged 1 SP:Iteration 24Q (1982.082209 sec): 3 clusters Score: Raw -417255.604151 + Penalty 2676.664486 = -414578.939665 nChanged 0 SP:Iteration 25F (1982.134445 sec): 3 clusters Score: Raw -417255.604151 + Penalty 2676.664486 = -414578.939665 nChanged 0 Score: Raw -129531286.993788 + Penalty 96942.012188 = -129434344.981600 Splitting cluster 7 changes total score from -129435064.719177 to -129434344.981600 So it's not getting split. Trying to split cluster 8 (13093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2009.237747 sec): 2 clusters Score: Raw -1552354.968389 + Penalty 1540.472865 = -1550814.495524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2009.309169 sec): 3 clusters Score: Raw -1544755.471636 + Penalty 3080.945730 = -1541674.525906 nChanged 5738 SP:Iteration 1F (2009.363612 sec): 3 clusters Score: Raw -1548402.443699 + Penalty 3080.945730 = -1545321.497969 nChanged 1024 SP:Iteration 2F (2009.440269 sec): 3 clusters Score: Raw -1549130.780712 + Penalty 3080.945730 = -1546049.834982 nChanged 973 SP:Iteration 3F (2009.504838 sec): 3 clusters Score: Raw -1549900.624588 + Penalty 3080.945730 = -1546819.678858 nChanged 915 SP:Iteration 4F (2009.565229 sec): 3 clusters Score: Raw -1550564.756785 + Penalty 3080.945730 = -1547483.811055 nChanged 843 SP:Iteration 5F (2009.636338 sec): 3 clusters Score: Raw -1551128.000737 + Penalty 3080.945730 = -1548047.055007 nChanged 690 SP:Iteration 6F (2009.693609 sec): 3 clusters Score: Raw -1551585.248760 + Penalty 3080.945730 = -1548504.303030 nChanged 598 SP:Iteration 7Q (2009.755446 sec): 3 clusters Score: Raw -1551902.568622 + Penalty 3080.945730 = -1548821.622892 nChanged 446 SP:Iteration 8Q (2009.812061 sec): 3 clusters Score: Raw -1552098.118764 + Penalty 3080.945730 = -1549017.173034 nChanged 306 SP:Iteration 9Q (2009.872978 sec): 3 clusters Score: Raw -1552198.866492 + Penalty 3080.945730 = -1549117.920762 nChanged 234 SP:Iteration 10Q (2009.932586 sec): 3 clusters Score: Raw -1552264.241412 + Penalty 3080.945730 = -1549183.295682 nChanged 160 SP:Iteration 11Q (2010.011848 sec): 3 clusters Score: Raw -1552298.864839 + Penalty 3080.945730 = -1549217.919109 nChanged 134 SP:Iteration 12Q (2010.069198 sec): 3 clusters Score: Raw -1552328.123636 + Penalty 3080.945730 = -1549247.177906 nChanged 122 SP:Iteration 13Q (2010.138081 sec): 3 clusters Score: Raw -1552350.968951 + Penalty 3080.945730 = -1549270.023221 nChanged 99 SP:Iteration 14Q (2010.198346 sec): 3 clusters Score: Raw -1552369.706674 + Penalty 3080.945730 = -1549288.760944 nChanged 84 SP:Iteration 15Q (2010.262210 sec): 3 clusters Score: Raw -1552385.273594 + Penalty 3080.945730 = -1549304.327864 nChanged 83 SP:Iteration 16Q (2010.325051 sec): 3 clusters Score: Raw -1552400.500752 + Penalty 3080.945730 = -1549319.555022 nChanged 75 SP:Iteration 17Q (2010.389123 sec): 3 clusters Score: Raw -1552413.524681 + Penalty 3080.945730 = -1549332.578951 nChanged 72 SP:Iteration 18Q (2010.446916 sec): 3 clusters Score: Raw -1552423.710356 + Penalty 3080.945730 = -1549342.764626 nChanged 52 SP:Iteration 19Q (2010.512682 sec): 3 clusters Score: Raw -1552430.735542 + Penalty 3080.945730 = -1549349.789812 nChanged 61 SP:Iteration 20F (2010.574804 sec): 3 clusters Score: Raw -1552440.101347 + Penalty 3080.945730 = -1549359.155617 nChanged 61 SP:Iteration 21Q (2010.622529 sec): 3 clusters Score: Raw -1552451.895232 + Penalty 3080.945730 = -1549370.949502 nChanged 74 SP:Iteration 22Q (2010.685230 sec): 3 clusters Score: Raw -1552466.305656 + Penalty 3080.945730 = -1549385.359926 nChanged 66 SP:Iteration 23Q (2010.750954 sec): 3 clusters Score: Raw -1552477.881649 + Penalty 3080.945730 = -1549396.935920 nChanged 75 SP:Iteration 24Q (2010.815705 sec): 3 clusters Score: Raw -1552490.655274 + Penalty 3080.945730 = -1549409.709544 nChanged 70 SP:Iteration 25Q (2010.883602 sec): 3 clusters Score: Raw -1552500.780132 + Penalty 3080.945730 = -1549419.834402 nChanged 65 SP:Iteration 26Q (2010.929536 sec): 3 clusters Score: Raw -1552512.209902 + Penalty 3080.945730 = -1549431.264172 nChanged 69 SP:Iteration 27Q (2010.989441 sec): 3 clusters Score: Raw -1552524.778902 + Penalty 3080.945730 = -1549443.833172 nChanged 68 SP:Iteration 28Q (2011.048251 sec): 3 clusters Score: Raw -1552536.301970 + Penalty 3080.945730 = -1549455.356240 nChanged 61 SP:Iteration 29Q (2011.115384 sec): 3 clusters Score: Raw -1552547.870579 + Penalty 3080.945730 = -1549466.924849 nChanged 56 SP:Iteration 30Q (2011.179805 sec): 3 clusters Score: Raw -1552557.522618 + Penalty 3080.945730 = -1549476.576888 nChanged 56 SP:Iteration 31Q (2011.240881 sec): 3 clusters Score: Raw -1552567.333675 + Penalty 3080.945730 = -1549486.387945 nChanged 61 SP:Iteration 32Q (2011.298661 sec): 3 clusters Score: Raw -1552576.933039 + Penalty 3080.945730 = -1549495.987309 nChanged 55 SP:Iteration 33Q (2011.359804 sec): 3 clusters Score: Raw -1552585.263159 + Penalty 3080.945730 = -1549504.317429 nChanged 49 SP:Iteration 34Q (2011.418409 sec): 3 clusters Score: Raw -1552592.432310 + Penalty 3080.945730 = -1549511.486580 nChanged 47 SP:Iteration 35Q (2011.489564 sec): 3 clusters Score: Raw -1552599.494353 + Penalty 3080.945730 = -1549518.548623 nChanged 52 SP:Iteration 36Q (2011.543801 sec): 3 clusters Score: Raw -1552607.708743 + Penalty 3080.945730 = -1549526.763013 nChanged 50 SP:Iteration 37Q (2011.606461 sec): 3 clusters Score: Raw -1552616.761008 + Penalty 3080.945730 = -1549535.815278 nChanged 49 SP:Iteration 38Q (2011.683925 sec): 3 clusters Score: Raw -1552624.547842 + Penalty 3080.945730 = -1549543.602112 nChanged 52 SP:Iteration 39Q (2011.732451 sec): 3 clusters Score: Raw -1552633.002502 + Penalty 3080.945730 = -1549552.056772 nChanged 49 SP:Iteration 40F (2011.770546 sec): 3 clusters Score: Raw -1552641.431609 + Penalty 3080.945730 = -1549560.485879 nChanged 53 SP:Iteration 41Q (2011.838157 sec): 3 clusters Score: Raw -1552651.188624 + Penalty 3080.945730 = -1549570.242894 nChanged 67 SP:Iteration 42Q (2011.886904 sec): 3 clusters Score: Raw -1552665.265392 + Penalty 3080.945730 = -1549584.319662 nChanged 68 SP:Iteration 43Q (2011.943006 sec): 3 clusters Score: Raw -1552679.919472 + Penalty 3080.945730 = -1549598.973742 nChanged 61 SP:Iteration 44Q (2012.002693 sec): 3 clusters Score: Raw -1552692.267729 + Penalty 3080.945730 = -1549611.321999 nChanged 67 SP:Iteration 45Q (2012.054161 sec): 3 clusters Score: Raw -1552704.509952 + Penalty 3080.945730 = -1549623.564223 nChanged 60 SP:Iteration 46Q (2012.122844 sec): 3 clusters Score: Raw -1552715.192480 + Penalty 3080.945730 = -1549634.246750 nChanged 59 SP:Iteration 47Q (2012.174046 sec): 3 clusters Score: Raw -1552726.110353 + Penalty 3080.945730 = -1549645.164623 nChanged 63 SP:Iteration 48Q (2012.236566 sec): 3 clusters Score: Raw -1552737.749149 + Penalty 3080.945730 = -1549656.803419 nChanged 69 SP:Iteration 49Q (2012.300367 sec): 3 clusters Score: Raw -1552751.399905 + Penalty 3080.945730 = -1549670.454175 nChanged 63 SP:Iteration 50Q (2012.363301 sec): 3 clusters Score: Raw -1552763.201988 + Penalty 3080.945730 = -1549682.256258 nChanged 64 SP:Iteration 51Q (2012.434841 sec): 3 clusters Score: Raw -1552774.718277 + Penalty 3080.945730 = -1549693.772547 nChanged 60 SP:Iteration 52Q (2012.505732 sec): 3 clusters Score: Raw -1552785.120712 + Penalty 3080.945730 = -1549704.174982 nChanged 52 SP:Iteration 53Q (2012.574140 sec): 3 clusters Score: Raw -1552794.985521 + Penalty 3080.945730 = -1549714.039791 nChanged 60 SP:Iteration 54Q (2012.623588 sec): 3 clusters Score: Raw -1552808.186091 + Penalty 3080.945730 = -1549727.240361 nChanged 74 SP:Iteration 55Q (2012.696617 sec): 3 clusters Score: Raw -1552823.253989 + Penalty 3080.945730 = -1549742.308259 nChanged 79 SP:Iteration 56Q (2012.764863 sec): 3 clusters Score: Raw -1552842.403654 + Penalty 3080.945730 = -1549761.457924 nChanged 75 SP:Iteration 57Q (2012.836426 sec): 3 clusters Score: Raw -1552861.965234 + Penalty 3080.945730 = -1549781.019504 nChanged 76 SP:Iteration 58Q (2012.905073 sec): 3 clusters Score: Raw -1552880.821128 + Penalty 3080.945730 = -1549799.875398 nChanged 88 SP:Iteration 59Q (2012.974692 sec): 3 clusters Score: Raw -1552902.191358 + Penalty 3080.945730 = -1549821.245628 nChanged 78 SP:Iteration 60F (2013.045508 sec): 3 clusters Score: Raw -1552922.691698 + Penalty 3080.945730 = -1549841.745968 nChanged 81 SP:Iteration 61Q (2013.104229 sec): 3 clusters Score: Raw -1552943.616159 + Penalty 3080.945730 = -1549862.670429 nChanged 89 SP:Iteration 62Q (2013.172395 sec): 3 clusters Score: Raw -1552970.321465 + Penalty 3080.945730 = -1549889.375735 nChanged 93 SP:Iteration 63Q (2013.251015 sec): 3 clusters Score: Raw -1552996.093188 + Penalty 3080.945730 = -1549915.147458 nChanged 80 SP:Iteration 64Q (2013.319292 sec): 3 clusters Score: Raw -1553019.165779 + Penalty 3080.945730 = -1549938.220049 nChanged 75 SP:Iteration 65Q (2013.377620 sec): 3 clusters Score: Raw -1553038.991354 + Penalty 3080.945730 = -1549958.045624 nChanged 65 SP:Iteration 66Q (2013.454792 sec): 3 clusters Score: Raw -1553056.631669 + Penalty 3080.945730 = -1549975.685939 nChanged 57 SP:Iteration 67Q (2013.524515 sec): 3 clusters Score: Raw -1553069.702556 + Penalty 3080.945730 = -1549988.756826 nChanged 58 SP:Iteration 68Q (2013.593193 sec): 3 clusters Score: Raw -1553083.057289 + Penalty 3080.945730 = -1550002.111559 nChanged 48 SP:Iteration 69Q (2013.661688 sec): 3 clusters Score: Raw -1553095.460900 + Penalty 3080.945730 = -1550014.515170 nChanged 50 SP:Iteration 70Q (2013.729442 sec): 3 clusters Score: Raw -1553107.164985 + Penalty 3080.945730 = -1550026.219255 nChanged 40 SP:Iteration 71Q (2013.785756 sec): 3 clusters Score: Raw -1553116.069301 + Penalty 3080.945730 = -1550035.123571 nChanged 43 SP:Iteration 72Q (2013.853816 sec): 3 clusters Score: Raw -1553125.940006 + Penalty 3080.945730 = -1550044.994276 nChanged 43 SP:Iteration 73Q (2013.930526 sec): 3 clusters Score: Raw -1553138.900458 + Penalty 3080.945730 = -1550057.954728 nChanged 58 SP:Iteration 74Q (2013.989463 sec): 3 clusters Score: Raw -1553155.259855 + Penalty 3080.945730 = -1550074.314125 nChanged 58 SP:Iteration 75Q (2014.065764 sec): 3 clusters Score: Raw -1553171.966255 + Penalty 3080.945730 = -1550091.020525 nChanged 55 SP:Iteration 76Q (2014.123413 sec): 3 clusters Score: Raw -1553185.984903 + Penalty 3080.945730 = -1550105.039173 nChanged 49 SP:Iteration 77Q (2014.189440 sec): 3 clusters Score: Raw -1553199.542572 + Penalty 3080.945730 = -1550118.596842 nChanged 60 SP:Iteration 78Q (2014.246385 sec): 3 clusters Score: Raw -1553216.377374 + Penalty 3080.945730 = -1550135.431644 nChanged 47 SP:Iteration 79Q (2014.310735 sec): 3 clusters Score: Raw -1553229.311956 + Penalty 3080.945730 = -1550148.366226 nChanged 41 SP:Iteration 80F (2014.386012 sec): 3 clusters Score: Raw -1553237.543602 + Penalty 3080.945730 = -1550156.597872 nChanged 30 SP:Iteration 81Q (2014.440140 sec): 3 clusters Score: Raw -1553244.243432 + Penalty 3080.945730 = -1550163.297702 nChanged 35 SP:Iteration 82Q (2014.509887 sec): 3 clusters Score: Raw -1553252.198843 + Penalty 3080.945730 = -1550171.253113 nChanged 35 SP:Iteration 83Q (2014.578725 sec): 3 clusters Score: Raw -1553260.158854 + Penalty 3080.945730 = -1550179.213125 nChanged 36 SP:Iteration 84Q (2014.639466 sec): 3 clusters Score: Raw -1553267.522701 + Penalty 3080.945730 = -1550186.576971 nChanged 29 SP:Iteration 85Q (2014.706286 sec): 3 clusters Score: Raw -1553274.620971 + Penalty 3080.945730 = -1550193.675241 nChanged 26 SP:Iteration 86Q (2014.779867 sec): 3 clusters Score: Raw -1553281.228222 + Penalty 3080.945730 = -1550200.282492 nChanged 25 SP:Iteration 87Q (2014.833514 sec): 3 clusters Score: Raw -1553286.904320 + Penalty 3080.945730 = -1550205.958590 nChanged 17 SP:Iteration 88Q (2014.893357 sec): 3 clusters Score: Raw -1553289.945584 + Penalty 3080.945730 = -1550208.999854 nChanged 13 SP:Iteration 89Q (2014.964600 sec): 3 clusters Score: Raw -1553292.004407 + Penalty 3080.945730 = -1550211.058677 nChanged 9 SP:Iteration 90Q (2015.031415 sec): 3 clusters Score: Raw -1553293.624679 + Penalty 3080.945730 = -1550212.678949 nChanged 8 SP:Iteration 91Q (2015.098713 sec): 3 clusters Score: Raw -1553294.865590 + Penalty 3080.945730 = -1550213.919860 nChanged 7 SP:Iteration 92Q (2015.157226 sec): 3 clusters Score: Raw -1553296.129954 + Penalty 3080.945730 = -1550215.184224 nChanged 10 SP:Iteration 93Q (2015.234791 sec): 3 clusters Score: Raw -1553297.527101 + Penalty 3080.945730 = -1550216.581371 nChanged 11 SP:Iteration 94Q (2015.289345 sec): 3 clusters Score: Raw -1553299.465535 + Penalty 3080.945730 = -1550218.519805 nChanged 6 SP:Iteration 95Q (2015.369413 sec): 3 clusters Score: Raw -1553300.503644 + Penalty 3080.945730 = -1550219.557914 nChanged 4 SP:Iteration 96Q (2015.426759 sec): 3 clusters Score: Raw -1553301.438325 + Penalty 3080.945730 = -1550220.492595 nChanged 8 SP:Iteration 97Q (2015.507407 sec): 3 clusters Score: Raw -1553303.412727 + Penalty 3080.945730 = -1550222.466997 nChanged 7 SP:Iteration 98Q (2015.565425 sec): 3 clusters Score: Raw -1553304.716300 + Penalty 3080.945730 = -1550223.770570 nChanged 3 SP:Iteration 99Q (2015.632778 sec): 3 clusters Score: Raw -1553305.173261 + Penalty 3080.945730 = -1550224.227532 nChanged 2 SP:Iteration 100F (2015.710369 sec): 3 clusters Score: Raw -1553305.478229 + Penalty 3080.945730 = -1550224.532499 nChanged 1 SP:Iteration 101Q (2015.766378 sec): 3 clusters Score: Raw -1553305.789745 + Penalty 3080.945730 = -1550224.844015 nChanged 2 SP:Iteration 102Q (2015.832274 sec): 3 clusters Score: Raw -1553306.154632 + Penalty 3080.945730 = -1550225.208902 nChanged 2 SP:Iteration 103Q (2015.908270 sec): 3 clusters Score: Raw -1553306.686945 + Penalty 3080.945730 = -1550225.741215 nChanged 3 SP:Iteration 104Q (2015.972521 sec): 3 clusters Score: Raw -1553307.002982 + Penalty 3080.945730 = -1550226.057252 nChanged 3 SP:Iteration 105Q (2016.031349 sec): 3 clusters Score: Raw -1553307.517622 + Penalty 3080.945730 = -1550226.571892 nChanged 5 SP:Iteration 106Q (2016.099776 sec): 3 clusters Score: Raw -1553308.870134 + Penalty 3080.945730 = -1550227.924404 nChanged 6 SP:Iteration 107Q (2016.163303 sec): 3 clusters Score: Raw -1553309.910898 + Penalty 3080.945730 = -1550228.965168 nChanged 6 SP:Iteration 108Q (2016.220834 sec): 3 clusters Score: Raw -1553310.973023 + Penalty 3080.945730 = -1550230.027293 nChanged 3 SP:Iteration 109Q (2016.290741 sec): 3 clusters Score: Raw -1553311.616560 + Penalty 3080.945730 = -1550230.670830 nChanged 8 SP:Iteration 110Q (2016.345617 sec): 3 clusters Score: Raw -1553313.385601 + Penalty 3080.945730 = -1550232.439871 nChanged 10 SP:Iteration 111Q (2016.405440 sec): 3 clusters Score: Raw -1553315.090713 + Penalty 3080.945730 = -1550234.144983 nChanged 8 SP:Iteration 112Q (2016.467184 sec): 3 clusters Score: Raw -1553316.598519 + Penalty 3080.945730 = -1550235.652789 nChanged 7 SP:Iteration 113Q (2016.526300 sec): 3 clusters Score: Raw -1553318.208348 + Penalty 3080.945730 = -1550237.262618 nChanged 6 SP:Iteration 114Q (2016.598261 sec): 3 clusters Score: Raw -1553319.509149 + Penalty 3080.945730 = -1550238.563419 nChanged 4 SP:Iteration 115Q (2016.665346 sec): 3 clusters Score: Raw -1553320.141969 + Penalty 3080.945730 = -1550239.196239 nChanged 3 SP:Iteration 116Q (2016.720372 sec): 3 clusters Score: Raw -1553320.400672 + Penalty 3080.945730 = -1550239.454942 nChanged 1 SP:Iteration 117Q (2016.783258 sec): 3 clusters Score: Raw -1553320.615969 + Penalty 3080.945730 = -1550239.670239 nChanged 4 SP:Iteration 118Q (2016.843826 sec): 3 clusters Score: Raw -1553321.268293 + Penalty 3080.945730 = -1550240.322563 nChanged 2 SP:Iteration 119Q (2016.917988 sec): 3 clusters Score: Raw -1553321.621045 + Penalty 3080.945730 = -1550240.675315 nChanged 0 SP:Iteration 120F (2016.984661 sec): 3 clusters Score: Raw -1553321.621045 + Penalty 3080.945730 = -1550240.675315 nChanged 0 Trying to split cluster 9 (47704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2017.076035 sec): 2 clusters Score: Raw -5941489.305235 + Penalty 1750.575211 = -5939738.730024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2017.205992 sec): 3 clusters Score: Raw -5911312.556732 + Penalty 3501.150423 = -5907811.406309 nChanged 22407 SP:Iteration 1F (2017.337274 sec): 3 clusters Score: Raw -5923948.339613 + Penalty 3501.150423 = -5920447.189191 nChanged 1944 SP:Iteration 2Q (2017.467556 sec): 3 clusters Score: Raw -5924620.189346 + Penalty 3501.150423 = -5921119.038923 nChanged 2106 SP:Iteration 3Q (2017.595104 sec): 3 clusters Score: Raw -5925521.517232 + Penalty 3501.150423 = -5922020.366809 nChanged 2402 SP:Iteration 4F (2017.717735 sec): 3 clusters Score: Raw -5926826.708496 + Penalty 3501.150423 = -5923325.558073 nChanged 2732 SP:Iteration 5F (2017.846220 sec): 3 clusters Score: Raw -5928775.359216 + Penalty 3501.150423 = -5925274.208794 nChanged 3132 SP:Iteration 6F (2017.941341 sec): 3 clusters Score: Raw -5931324.411297 + Penalty 3501.150423 = -5927823.260875 nChanged 3042 SP:Iteration 7F (2018.029348 sec): 3 clusters Score: Raw -5933853.004059 + Penalty 3501.150423 = -5930351.853637 nChanged 2747 SP:Iteration 8F (2018.129212 sec): 3 clusters Score: Raw -5936079.238366 + Penalty 3501.150423 = -5932578.087943 nChanged 2305 SP:Iteration 9Q (2018.218819 sec): 3 clusters Score: Raw -5937720.369304 + Penalty 3501.150423 = -5934219.218882 nChanged 1693 SP:Iteration 10Q (2018.313014 sec): 3 clusters Score: Raw -5938806.235106 + Penalty 3501.150423 = -5935305.084683 nChanged 1378 SP:Iteration 11Q (2018.432607 sec): 3 clusters Score: Raw -5939591.638352 + Penalty 3501.150423 = -5936090.487930 nChanged 1062 SP:Iteration 12Q (2018.550260 sec): 3 clusters Score: Raw -5940152.267314 + Penalty 3501.150423 = -5936651.116892 nChanged 889 SP:Iteration 13Q (2018.638673 sec): 3 clusters Score: Raw -5940609.256981 + Penalty 3501.150423 = -5937108.106559 nChanged 788 SP:Iteration 14Q (2018.752211 sec): 3 clusters Score: Raw -5940986.595070 + Penalty 3501.150423 = -5937485.444648 nChanged 658 SP:Iteration 15Q (2018.845222 sec): 3 clusters Score: Raw -5941279.389517 + Penalty 3501.150423 = -5937778.239095 nChanged 553 SP:Iteration 16Q (2018.956186 sec): 3 clusters Score: Raw -5941502.755909 + Penalty 3501.150423 = -5938001.605486 nChanged 456 SP:Iteration 17Q (2019.075935 sec): 3 clusters Score: Raw -5941677.732996 + Penalty 3501.150423 = -5938176.582573 nChanged 412 SP:Iteration 18Q (2019.185570 sec): 3 clusters Score: Raw -5941826.413927 + Penalty 3501.150423 = -5938325.263505 nChanged 370 SP:Iteration 19Q (2019.295531 sec): 3 clusters Score: Raw -5941953.612475 + Penalty 3501.150423 = -5938452.462053 nChanged 311 SP:Iteration 20F (2019.422795 sec): 3 clusters Score: Raw -5942059.027271 + Penalty 3501.150423 = -5938557.876849 nChanged 244 SP:Iteration 21Q (2019.525434 sec): 3 clusters Score: Raw -5942132.164192 + Penalty 3501.150423 = -5938631.013769 nChanged 213 SP:Iteration 22Q (2019.627663 sec): 3 clusters Score: Raw -5942193.746253 + Penalty 3501.150423 = -5938692.595830 nChanged 160 SP:Iteration 23Q (2019.706313 sec): 3 clusters Score: Raw -5942233.959440 + Penalty 3501.150423 = -5938732.809018 nChanged 121 SP:Iteration 24Q (2019.817485 sec): 3 clusters Score: Raw -5942261.742712 + Penalty 3501.150423 = -5938760.592289 nChanged 96 SP:Iteration 25Q (2019.929601 sec): 3 clusters Score: Raw -5942280.977658 + Penalty 3501.150423 = -5938779.827235 nChanged 78 SP:Iteration 26Q (2020.035450 sec): 3 clusters Score: Raw -5942295.732419 + Penalty 3501.150423 = -5938794.581997 nChanged 66 SP:Iteration 27Q (2020.135116 sec): 3 clusters Score: Raw -5942307.303613 + Penalty 3501.150423 = -5938806.153191 nChanged 56 SP:Iteration 28Q (2020.251106 sec): 3 clusters Score: Raw -5942317.455910 + Penalty 3501.150423 = -5938816.305488 nChanged 48 SP:Iteration 29Q (2020.360257 sec): 3 clusters Score: Raw -5942325.006582 + Penalty 3501.150423 = -5938823.856160 nChanged 35 SP:Iteration 30Q (2020.463798 sec): 3 clusters Score: Raw -5942330.822980 + Penalty 3501.150423 = -5938829.672558 nChanged 30 SP:Iteration 31Q (2020.576064 sec): 3 clusters Score: Raw -5942335.516750 + Penalty 3501.150423 = -5938834.366327 nChanged 31 SP:Iteration 32Q (2020.684267 sec): 3 clusters Score: Raw -5942341.389454 + Penalty 3501.150423 = -5938840.239032 nChanged 29 SP:Iteration 33Q (2020.783748 sec): 3 clusters Score: Raw -5942345.852474 + Penalty 3501.150423 = -5938844.702051 nChanged 22 SP:Iteration 34Q (2020.903115 sec): 3 clusters Score: Raw -5942348.556492 + Penalty 3501.150423 = -5938847.406069 nChanged 18 SP:Iteration 35Q (2021.019614 sec): 3 clusters Score: Raw -5942352.343624 + Penalty 3501.150423 = -5938851.193201 nChanged 23 SP:Iteration 36Q (2021.134116 sec): 3 clusters Score: Raw -5942356.548255 + Penalty 3501.150423 = -5938855.397833 nChanged 28 SP:Iteration 37Q (2021.251152 sec): 3 clusters Score: Raw -5942360.056322 + Penalty 3501.150423 = -5938858.905899 nChanged 18 SP:Iteration 38Q (2021.355184 sec): 3 clusters Score: Raw -5942362.274909 + Penalty 3501.150423 = -5938861.124487 nChanged 15 SP:Iteration 39Q (2021.485249 sec): 3 clusters Score: Raw -5942364.531792 + Penalty 3501.150423 = -5938863.381370 nChanged 18 SP:Iteration 40F (2021.609213 sec): 3 clusters Score: Raw -5942366.870392 + Penalty 3501.150423 = -5938865.719969 nChanged 20 SP:Iteration 41Q (2021.713039 sec): 3 clusters Score: Raw -5942370.256418 + Penalty 3501.150423 = -5938869.105996 nChanged 18 SP:Iteration 42Q (2021.822878 sec): 3 clusters Score: Raw -5942373.044764 + Penalty 3501.150423 = -5938871.894341 nChanged 15 SP:Iteration 43Q (2021.937999 sec): 3 clusters Score: Raw -5942375.412498 + Penalty 3501.150423 = -5938874.262075 nChanged 19 SP:Iteration 44Q (2022.050366 sec): 3 clusters Score: Raw -5942378.585376 + Penalty 3501.150423 = -5938877.434953 nChanged 17 SP:Iteration 45Q (2022.157918 sec): 3 clusters Score: Raw -5942380.948111 + Penalty 3501.150423 = -5938879.797689 nChanged 16 SP:Iteration 46Q (2022.275037 sec): 3 clusters Score: Raw -5942382.935905 + Penalty 3501.150423 = -5938881.785482 nChanged 14 SP:Iteration 47Q (2022.385057 sec): 3 clusters Score: Raw -5942384.391247 + Penalty 3501.150423 = -5938883.240824 nChanged 15 SP:Iteration 48Q (2022.498523 sec): 3 clusters Score: Raw -5942386.804686 + Penalty 3501.150423 = -5938885.654264 nChanged 13 SP:Iteration 49Q (2022.608727 sec): 3 clusters Score: Raw -5942388.623482 + Penalty 3501.150423 = -5938887.473059 nChanged 13 SP:Iteration 50Q (2022.724445 sec): 3 clusters Score: Raw -5942390.255949 + Penalty 3501.150423 = -5938889.105527 nChanged 11 SP:Iteration 51Q (2022.828243 sec): 3 clusters Score: Raw -5942391.574084 + Penalty 3501.150423 = -5938890.423662 nChanged 13 SP:Iteration 52Q (2022.930835 sec): 3 clusters Score: Raw -5942393.619452 + Penalty 3501.150423 = -5938892.469030 nChanged 13 SP:Iteration 53Q (2023.055247 sec): 3 clusters Score: Raw -5942395.225652 + Penalty 3501.150423 = -5938894.075229 nChanged 3 SP:Iteration 54Q (2023.164209 sec): 3 clusters Score: Raw -5942395.688128 + Penalty 3501.150423 = -5938894.537705 nChanged 4 SP:Iteration 55Q (2023.289208 sec): 3 clusters Score: Raw -5942396.313854 + Penalty 3501.150423 = -5938895.163432 nChanged 4 SP:Iteration 56Q (2023.407545 sec): 3 clusters Score: Raw -5942396.857389 + Penalty 3501.150423 = -5938895.706967 nChanged 2 SP:Iteration 57Q (2023.526005 sec): 3 clusters Score: Raw -5942397.259722 + Penalty 3501.150423 = -5938896.109300 nChanged 5 SP:Iteration 58Q (2023.642796 sec): 3 clusters Score: Raw -5942398.314927 + Penalty 3501.150423 = -5938897.164504 nChanged 8 SP:Iteration 59Q (2023.759677 sec): 3 clusters Score: Raw -5942399.626581 + Penalty 3501.150423 = -5938898.476158 nChanged 2 SP:Iteration 60F (2023.888382 sec): 3 clusters Score: Raw -5942399.825295 + Penalty 3501.150423 = -5938898.674873 nChanged 1 SP:Iteration 61Q (2024.005883 sec): 3 clusters Score: Raw -5942400.057388 + Penalty 3501.150423 = -5938898.906966 nChanged 2 SP:Iteration 62Q (2024.123217 sec): 3 clusters Score: Raw -5942400.428001 + Penalty 3501.150423 = -5938899.277578 nChanged 2 SP:Iteration 63Q (2024.240488 sec): 3 clusters Score: Raw -5942400.584430 + Penalty 3501.150423 = -5938899.434007 nChanged 2 SP:Iteration 64Q (2024.344768 sec): 3 clusters Score: Raw -5942400.815740 + Penalty 3501.150423 = -5938899.665318 nChanged 3 SP:Iteration 65Q (2024.439079 sec): 3 clusters Score: Raw -5942401.033150 + Penalty 3501.150423 = -5938899.882728 nChanged 2 SP:Iteration 66Q (2024.553226 sec): 3 clusters Score: Raw -5942401.137612 + Penalty 3501.150423 = -5938899.987189 nChanged 2 SP:Iteration 67Q (2024.660388 sec): 3 clusters Score: Raw -5942401.400559 + Penalty 3501.150423 = -5938900.250136 nChanged 1 SP:Iteration 68Q (2024.780444 sec): 3 clusters Score: Raw -5942401.509261 + Penalty 3501.150423 = -5938900.358838 nChanged 1 SP:Iteration 69Q (2024.898714 sec): 3 clusters Score: Raw -5942401.577087 + Penalty 3501.150423 = -5938900.426664 nChanged 1 SP:Iteration 70Q (2025.016687 sec): 3 clusters Score: Raw -5942401.631624 + Penalty 3501.150423 = -5938900.481201 nChanged 0 SP:Iteration 71F (2025.145628 sec): 3 clusters Score: Raw -5942401.631624 + Penalty 3501.150423 = -5938900.481201 nChanged 0 Trying to split cluster 10 (4249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2025.181659 sec): 2 clusters Score: Raw -517918.755500 + Penalty 1357.596328 = -516561.159172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2025.239589 sec): 3 clusters Score: Raw -515770.092953 + Penalty 2715.192656 = -513054.900297 nChanged 1749 SP:Iteration 1F (2025.285616 sec): 3 clusters Score: Raw -516726.345076 + Penalty 2715.192656 = -514011.152421 nChanged 322 SP:Iteration 2F (2025.341135 sec): 3 clusters Score: Raw -516904.478202 + Penalty 2715.192656 = -514189.285546 nChanged 243 SP:Iteration 3F (2025.409257 sec): 3 clusters Score: Raw -517043.225692 + Penalty 2715.192656 = -514328.033037 nChanged 190 SP:Iteration 4Q (2025.464825 sec): 3 clusters Score: Raw -517144.332121 + Penalty 2715.192656 = -514429.139465 nChanged 140 SP:Iteration 5Q (2025.513059 sec): 3 clusters Score: Raw -517213.849430 + Penalty 2715.192656 = -514498.656774 nChanged 123 SP:Iteration 6Q (2025.570611 sec): 3 clusters Score: Raw -517270.723818 + Penalty 2715.192656 = -514555.531163 nChanged 105 SP:Iteration 7Q (2025.621310 sec): 3 clusters Score: Raw -517314.114143 + Penalty 2715.192656 = -514598.921487 nChanged 81 SP:Iteration 8Q (2025.674991 sec): 3 clusters Score: Raw -517351.359142 + Penalty 2715.192656 = -514636.166486 nChanged 88 SP:Iteration 9Q (2025.723352 sec): 3 clusters Score: Raw -517390.682168 + Penalty 2715.192656 = -514675.489512 nChanged 81 SP:Iteration 10Q (2025.788032 sec): 3 clusters Score: Raw -517423.769603 + Penalty 2715.192656 = -514708.576947 nChanged 74 SP:Iteration 11Q (2025.832382 sec): 3 clusters Score: Raw -517460.639036 + Penalty 2715.192656 = -514745.446380 nChanged 90 SP:Iteration 12Q (2025.894170 sec): 3 clusters Score: Raw -517505.571321 + Penalty 2715.192656 = -514790.378665 nChanged 83 SP:Iteration 13Q (2025.939669 sec): 3 clusters Score: Raw -517545.255949 + Penalty 2715.192656 = -514830.063293 nChanged 75 SP:Iteration 14Q (2025.995441 sec): 3 clusters Score: Raw -517579.274172 + Penalty 2715.192656 = -514864.081517 nChanged 79 SP:Iteration 15Q (2026.055426 sec): 3 clusters Score: Raw -517620.716157 + Penalty 2715.192656 = -514905.523501 nChanged 86 SP:Iteration 16Q (2026.111905 sec): 3 clusters Score: Raw -517673.728137 + Penalty 2715.192656 = -514958.535482 nChanged 101 SP:Iteration 17Q (2026.170740 sec): 3 clusters Score: Raw -517725.037658 + Penalty 2715.192656 = -515009.845003 nChanged 87 SP:Iteration 18Q (2026.210680 sec): 3 clusters Score: Raw -517765.004633 + Penalty 2715.192656 = -515049.811977 nChanged 73 SP:Iteration 19Q (2026.260868 sec): 3 clusters Score: Raw -517800.130821 + Penalty 2715.192656 = -515084.938165 nChanged 66 SP:Iteration 20F (2026.313482 sec): 3 clusters Score: Raw -517827.743377 + Penalty 2715.192656 = -515112.550722 nChanged 60 SP:Iteration 21Q (2026.358818 sec): 3 clusters Score: Raw -517854.364669 + Penalty 2715.192656 = -515139.172013 nChanged 56 SP:Iteration 22Q (2026.404620 sec): 3 clusters Score: Raw -517882.717114 + Penalty 2715.192656 = -515167.524459 nChanged 65 SP:Iteration 23Q (2026.449590 sec): 3 clusters Score: Raw -517914.758007 + Penalty 2715.192656 = -515199.565351 nChanged 65 SP:Iteration 24Q (2026.493581 sec): 3 clusters Score: Raw -517948.093597 + Penalty 2715.192656 = -515232.900942 nChanged 67 SP:Iteration 25Q (2026.533779 sec): 3 clusters Score: Raw -517978.725183 + Penalty 2715.192656 = -515263.532527 nChanged 61 SP:Iteration 26Q (2026.581718 sec): 3 clusters Score: Raw -518010.631707 + Penalty 2715.192656 = -515295.439052 nChanged 58 SP:Iteration 27Q (2026.631308 sec): 3 clusters Score: Raw -518035.206567 + Penalty 2715.192656 = -515320.013912 nChanged 45 SP:Iteration 28Q (2026.691089 sec): 3 clusters Score: Raw -518058.116853 + Penalty 2715.192656 = -515342.924197 nChanged 52 SP:Iteration 29Q (2026.722007 sec): 3 clusters Score: Raw -518083.737875 + Penalty 2715.192656 = -515368.545220 nChanged 49 SP:Iteration 30Q (2026.772622 sec): 3 clusters Score: Raw -518107.576876 + Penalty 2715.192656 = -515392.384221 nChanged 45 SP:Iteration 31Q (2026.825086 sec): 3 clusters Score: Raw -518126.597798 + Penalty 2715.192656 = -515411.405142 nChanged 34 SP:Iteration 32Q (2026.874228 sec): 3 clusters Score: Raw -518143.777594 + Penalty 2715.192656 = -515428.584939 nChanged 48 SP:Iteration 33Q (2026.925073 sec): 3 clusters Score: Raw -518165.059697 + Penalty 2715.192656 = -515449.867041 nChanged 40 SP:Iteration 34Q (2026.959590 sec): 3 clusters Score: Raw -518181.428340 + Penalty 2715.192656 = -515466.235684 nChanged 29 SP:Iteration 35Q (2027.013185 sec): 3 clusters Score: Raw -518193.622558 + Penalty 2715.192656 = -515478.429902 nChanged 35 SP:Iteration 36Q (2027.065128 sec): 3 clusters Score: Raw -518208.880851 + Penalty 2715.192656 = -515493.688196 nChanged 46 SP:Iteration 37Q (2027.104368 sec): 3 clusters Score: Raw -518230.662237 + Penalty 2715.192656 = -515515.469581 nChanged 44 SP:Iteration 38Q (2027.153132 sec): 3 clusters Score: Raw -518251.580994 + Penalty 2715.192656 = -515536.388338 nChanged 39 SP:Iteration 39Q (2027.207981 sec): 3 clusters Score: Raw -518266.908236 + Penalty 2715.192656 = -515551.715580 nChanged 31 SP:Iteration 40F (2027.251561 sec): 3 clusters Score: Raw -518281.276807 + Penalty 2715.192656 = -515566.084151 nChanged 31 SP:Iteration 41Q (2027.300844 sec): 3 clusters Score: Raw -518299.128601 + Penalty 2715.192656 = -515583.935945 nChanged 49 SP:Iteration 42Q (2027.346756 sec): 3 clusters Score: Raw -518328.030755 + Penalty 2715.192656 = -515612.838100 nChanged 45 SP:Iteration 43Q (2027.395829 sec): 3 clusters Score: Raw -518349.249872 + Penalty 2715.192656 = -515634.057217 nChanged 23 SP:Iteration 44Q (2027.441947 sec): 3 clusters Score: Raw -518359.110345 + Penalty 2715.192656 = -515643.917689 nChanged 21 SP:Iteration 45Q (2027.480286 sec): 3 clusters Score: Raw -518367.311006 + Penalty 2715.192656 = -515652.118350 nChanged 29 SP:Iteration 46Q (2027.519006 sec): 3 clusters Score: Raw -518380.654775 + Penalty 2715.192656 = -515665.462120 nChanged 27 SP:Iteration 47Q (2027.573088 sec): 3 clusters Score: Raw -518390.476443 + Penalty 2715.192656 = -515675.283787 nChanged 15 SP:Iteration 48Q (2027.625362 sec): 3 clusters Score: Raw -518396.522656 + Penalty 2715.192656 = -515681.330000 nChanged 22 SP:Iteration 49Q (2027.665568 sec): 3 clusters Score: Raw -518404.324762 + Penalty 2715.192656 = -515689.132107 nChanged 20 SP:Iteration 50Q (2027.718826 sec): 3 clusters Score: Raw -518409.040987 + Penalty 2715.192656 = -515693.848332 nChanged 13 SP:Iteration 51Q (2027.766551 sec): 3 clusters Score: Raw -518413.883311 + Penalty 2715.192656 = -515698.690655 nChanged 10 SP:Iteration 52Q (2027.828029 sec): 3 clusters Score: Raw -518417.584079 + Penalty 2715.192656 = -515702.391424 nChanged 8 SP:Iteration 53Q (2027.871028 sec): 3 clusters Score: Raw -518421.463066 + Penalty 2715.192656 = -515706.270411 nChanged 15 SP:Iteration 54Q (2027.927264 sec): 3 clusters Score: Raw -518427.693693 + Penalty 2715.192656 = -515712.501038 nChanged 11 SP:Iteration 55Q (2027.965900 sec): 3 clusters Score: Raw -518433.012074 + Penalty 2715.192656 = -515717.819419 nChanged 12 SP:Iteration 56Q (2028.007925 sec): 3 clusters Score: Raw -518436.694804 + Penalty 2715.192656 = -515721.502149 nChanged 8 SP:Iteration 57Q (2028.044228 sec): 3 clusters Score: Raw -518438.315583 + Penalty 2715.192656 = -515723.122928 nChanged 3 SP:Iteration 58Q (2028.090238 sec): 3 clusters Score: Raw -518438.703998 + Penalty 2715.192656 = -515723.511342 nChanged 1 SP:Iteration 59Q (2028.134421 sec): 3 clusters Score: Raw -518439.133719 + Penalty 2715.192656 = -515723.941064 nChanged 1 SP:Iteration 60F (2028.176427 sec): 3 clusters Score: Raw -518439.206977 + Penalty 2715.192656 = -515724.014321 nChanged 0 Trying to split cluster 11 (4006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2028.206777 sec): 2 clusters Score: Raw -493034.512032 + Penalty 1348.026634 = -491686.485399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2028.273135 sec): 3 clusters Score: Raw -491013.862161 + Penalty 2696.053268 = -488317.808893 nChanged 1591 SP:Iteration 1F (2028.327514 sec): 3 clusters Score: Raw -492107.251493 + Penalty 2696.053268 = -489411.198226 nChanged 405 SP:Iteration 2F (2028.378742 sec): 3 clusters Score: Raw -492459.390489 + Penalty 2696.053268 = -489763.337221 nChanged 348 SP:Iteration 3F (2028.420205 sec): 3 clusters Score: Raw -492750.612856 + Penalty 2696.053268 = -490054.559588 nChanged 298 SP:Iteration 4F (2028.479703 sec): 3 clusters Score: Raw -493046.674632 + Penalty 2696.053268 = -490350.621364 nChanged 268 SP:Iteration 5F (2028.528331 sec): 3 clusters Score: Raw -493328.033601 + Penalty 2696.053268 = -490631.980333 nChanged 217 SP:Iteration 6F (2028.567153 sec): 3 clusters Score: Raw -493545.857698 + Penalty 2696.053268 = -490849.804430 nChanged 158 SP:Iteration 7Q (2028.610815 sec): 3 clusters Score: Raw -493682.522091 + Penalty 2696.053268 = -490986.468823 nChanged 97 SP:Iteration 8Q (2028.655784 sec): 3 clusters Score: Raw -493758.764398 + Penalty 2696.053268 = -491062.711130 nChanged 61 SP:Iteration 9Q (2028.698813 sec): 3 clusters Score: Raw -493798.423592 + Penalty 2696.053268 = -491102.370324 nChanged 52 SP:Iteration 10Q (2028.739873 sec): 3 clusters Score: Raw -493828.877086 + Penalty 2696.053268 = -491132.823818 nChanged 42 SP:Iteration 11Q (2028.778243 sec): 3 clusters Score: Raw -493851.506479 + Penalty 2696.053268 = -491155.453212 nChanged 42 SP:Iteration 12Q (2028.821244 sec): 3 clusters Score: Raw -493873.679145 + Penalty 2696.053268 = -491177.625877 nChanged 29 SP:Iteration 13Q (2028.876841 sec): 3 clusters Score: Raw -493888.587725 + Penalty 2696.053268 = -491192.534457 nChanged 22 SP:Iteration 14Q (2028.925020 sec): 3 clusters Score: Raw -493898.851872 + Penalty 2696.053268 = -491202.798605 nChanged 18 SP:Iteration 15Q (2028.965627 sec): 3 clusters Score: Raw -493907.048912 + Penalty 2696.053268 = -491210.995644 nChanged 12 SP:Iteration 16Q (2029.019914 sec): 3 clusters Score: Raw -493911.408507 + Penalty 2696.053268 = -491215.355239 nChanged 13 SP:Iteration 17Q (2029.074670 sec): 3 clusters Score: Raw -493916.358650 + Penalty 2696.053268 = -491220.305382 nChanged 11 SP:Iteration 18Q (2029.121338 sec): 3 clusters Score: Raw -493920.536112 + Penalty 2696.053268 = -491224.482844 nChanged 6 SP:Iteration 19Q (2029.171775 sec): 3 clusters Score: Raw -493923.681406 + Penalty 2696.053268 = -491227.628138 nChanged 6 SP:Iteration 20F (2029.217131 sec): 3 clusters Score: Raw -493926.152586 + Penalty 2696.053268 = -491230.099318 nChanged 2 SP:Iteration 21Q (2029.282877 sec): 3 clusters Score: Raw -493926.756696 + Penalty 2696.053268 = -491230.703428 nChanged 1 SP:Iteration 22Q (2029.323940 sec): 3 clusters Score: Raw -493926.946792 + Penalty 2696.053268 = -491230.893524 nChanged 1 SP:Iteration 23Q (2029.375776 sec): 3 clusters Score: Raw -493927.071218 + Penalty 2696.053268 = -491231.017950 nChanged 0 SP:Iteration 24F (2029.430341 sec): 3 clusters Score: Raw -493927.071218 + Penalty 2696.053268 = -491231.017950 nChanged 0 Trying to split cluster 12 (130941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2029.621196 sec): 2 clusters Score: Raw -16211141.516339 + Penalty 1914.656594 = -16209226.859744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2029.884702 sec): 3 clusters Score: Raw -16125160.487285 + Penalty 3829.313189 = -16121331.174096 nChanged 63102 SP:Iteration 1F (2030.154808 sec): 3 clusters Score: Raw -16163213.940158 + Penalty 3829.313189 = -16159384.626969 nChanged 4830 SP:Iteration 2Q (2030.419555 sec): 3 clusters Score: Raw -16164793.203178 + Penalty 3829.313189 = -16160963.889989 nChanged 5520 SP:Iteration 3Q (2030.700097 sec): 3 clusters Score: Raw -16166972.177654 + Penalty 3829.313189 = -16163142.864465 nChanged 6311 SP:Iteration 4Q (2030.954469 sec): 3 clusters Score: Raw -16170035.994238 + Penalty 3829.313189 = -16166206.681049 nChanged 7227 SP:Iteration 5F (2031.219724 sec): 3 clusters Score: Raw -16174321.701093 + Penalty 3829.313189 = -16170492.387904 nChanged 8176 SP:Iteration 6F (2031.472276 sec): 3 clusters Score: Raw -16180180.046744 + Penalty 3829.313189 = -16176350.733555 nChanged 8538 SP:Iteration 7F (2031.734227 sec): 3 clusters Score: Raw -16187249.557932 + Penalty 3829.313189 = -16183420.244743 nChanged 7975 SP:Iteration 8F (2031.991448 sec): 3 clusters Score: Raw -16193911.357293 + Penalty 3829.313189 = -16190082.044104 nChanged 6399 SP:Iteration 9Q (2032.256531 sec): 3 clusters Score: Raw -16198740.313156 + Penalty 3829.313189 = -16194910.999967 nChanged 4801 SP:Iteration 10Q (2032.511939 sec): 3 clusters Score: Raw -16201749.305857 + Penalty 3829.313189 = -16197919.992668 nChanged 3528 SP:Iteration 11Q (2032.759579 sec): 3 clusters Score: Raw -16203688.081503 + Penalty 3829.313189 = -16199858.768314 nChanged 2873 SP:Iteration 12Q (2033.007427 sec): 3 clusters Score: Raw -16205125.010464 + Penalty 3829.313189 = -16201295.697275 nChanged 2371 SP:Iteration 13Q (2033.231734 sec): 3 clusters Score: Raw -16206283.932259 + Penalty 3829.313189 = -16202454.619070 nChanged 2088 SP:Iteration 14Q (2033.459456 sec): 3 clusters Score: Raw -16207274.932705 + Penalty 3829.313189 = -16203445.619516 nChanged 1728 SP:Iteration 15Q (2033.700555 sec): 3 clusters Score: Raw -16208036.581220 + Penalty 3829.313189 = -16204207.268031 nChanged 1493 SP:Iteration 16Q (2033.933816 sec): 3 clusters Score: Raw -16208674.776599 + Penalty 3829.313189 = -16204845.463410 nChanged 1316 SP:Iteration 17Q (2034.170381 sec): 3 clusters Score: Raw -16209269.463426 + Penalty 3829.313189 = -16205440.150238 nChanged 1146 SP:Iteration 18Q (2034.399997 sec): 3 clusters Score: Raw -16209809.026278 + Penalty 3829.313189 = -16205979.713089 nChanged 955 SP:Iteration 19Q (2034.632832 sec): 3 clusters Score: Raw -16210271.046086 + Penalty 3829.313189 = -16206441.732897 nChanged 869 SP:Iteration 20F (2034.869120 sec): 3 clusters Score: Raw -16210691.948062 + Penalty 3829.313189 = -16206862.634873 nChanged 702 SP:Iteration 21Q (2035.071792 sec): 3 clusters Score: Raw -16211076.055850 + Penalty 3829.313189 = -16207246.742661 nChanged 620 SP:Iteration 22Q (2035.284214 sec): 3 clusters Score: Raw -16211427.332424 + Penalty 3829.313189 = -16207598.019235 nChanged 507 SP:Iteration 23Q (2035.488201 sec): 3 clusters Score: Raw -16211692.507084 + Penalty 3829.313189 = -16207863.193896 nChanged 418 SP:Iteration 24Q (2035.717661 sec): 3 clusters Score: Raw -16211893.740263 + Penalty 3829.313189 = -16208064.427074 nChanged 350 SP:Iteration 25Q (2035.926699 sec): 3 clusters Score: Raw -16212033.374415 + Penalty 3829.313189 = -16208204.061227 nChanged 275 SP:Iteration 26Q (2036.128843 sec): 3 clusters Score: Raw -16212129.872967 + Penalty 3829.313189 = -16208300.559778 nChanged 246 SP:Iteration 27Q (2036.352123 sec): 3 clusters Score: Raw -16212201.644878 + Penalty 3829.313189 = -16208372.331689 nChanged 219 SP:Iteration 28Q (2036.573329 sec): 3 clusters Score: Raw -16212259.630821 + Penalty 3829.313189 = -16208430.317632 nChanged 171 SP:Iteration 29Q (2036.777641 sec): 3 clusters Score: Raw -16212302.167609 + Penalty 3829.313189 = -16208472.854420 nChanged 153 SP:Iteration 30Q (2036.999358 sec): 3 clusters Score: Raw -16212333.695392 + Penalty 3829.313189 = -16208504.382203 nChanged 145 SP:Iteration 31Q (2037.225553 sec): 3 clusters Score: Raw -16212360.930487 + Penalty 3829.313189 = -16208531.617299 nChanged 127 SP:Iteration 32Q (2037.425271 sec): 3 clusters Score: Raw -16212383.285586 + Penalty 3829.313189 = -16208553.972398 nChanged 109 SP:Iteration 33Q (2037.635543 sec): 3 clusters Score: Raw -16212400.385159 + Penalty 3829.313189 = -16208571.071970 nChanged 74 SP:Iteration 34Q (2037.864602 sec): 3 clusters Score: Raw -16212411.464687 + Penalty 3829.313189 = -16208582.151498 nChanged 71 SP:Iteration 35Q (2038.084634 sec): 3 clusters Score: Raw -16212420.780376 + Penalty 3829.313189 = -16208591.467188 nChanged 67 SP:Iteration 36Q (2038.315252 sec): 3 clusters Score: Raw -16212429.396367 + Penalty 3829.313189 = -16208600.083178 nChanged 50 SP:Iteration 37Q (2038.554019 sec): 3 clusters Score: Raw -16212435.612322 + Penalty 3829.313189 = -16208606.299133 nChanged 45 SP:Iteration 38Q (2038.769363 sec): 3 clusters Score: Raw -16212440.434103 + Penalty 3829.313189 = -16208611.120914 nChanged 37 SP:Iteration 39Q (2038.958829 sec): 3 clusters Score: Raw -16212444.456137 + Penalty 3829.313189 = -16208615.142948 nChanged 38 SP:Iteration 40F (2039.199356 sec): 3 clusters Score: Raw -16212448.438921 + Penalty 3829.313189 = -16208619.125732 nChanged 31 SP:Iteration 41Q (2039.414422 sec): 3 clusters Score: Raw -16212451.686756 + Penalty 3829.313189 = -16208622.373568 nChanged 34 SP:Iteration 42Q (2039.624384 sec): 3 clusters Score: Raw -16212455.041361 + Penalty 3829.313189 = -16208625.728172 nChanged 26 SP:Iteration 43Q (2039.846008 sec): 3 clusters Score: Raw -16212457.308376 + Penalty 3829.313189 = -16208627.995188 nChanged 27 SP:Iteration 44Q (2040.064761 sec): 3 clusters Score: Raw -16212459.660554 + Penalty 3829.313189 = -16208630.347365 nChanged 21 SP:Iteration 45Q (2040.269644 sec): 3 clusters Score: Raw -16212461.342634 + Penalty 3829.313189 = -16208632.029445 nChanged 24 SP:Iteration 46Q (2040.506557 sec): 3 clusters Score: Raw -16212464.382789 + Penalty 3829.313189 = -16208635.069600 nChanged 22 SP:Iteration 47Q (2040.711499 sec): 3 clusters Score: Raw -16212466.379946 + Penalty 3829.313189 = -16208637.066758 nChanged 25 SP:Iteration 48Q (2040.913204 sec): 3 clusters Score: Raw -16212468.706104 + Penalty 3829.313189 = -16208639.392915 nChanged 24 SP:Iteration 49Q (2041.135070 sec): 3 clusters Score: Raw -16212470.523878 + Penalty 3829.313189 = -16208641.210690 nChanged 13 SP:Iteration 50Q (2041.364258 sec): 3 clusters Score: Raw -16212471.934809 + Penalty 3829.313189 = -16208642.621621 nChanged 16 SP:Iteration 51Q (2041.588778 sec): 3 clusters Score: Raw -16212473.621376 + Penalty 3829.313189 = -16208644.308187 nChanged 13 SP:Iteration 52Q (2041.813464 sec): 3 clusters Score: Raw -16212475.004338 + Penalty 3829.313189 = -16208645.691149 nChanged 14 SP:Iteration 53Q (2042.035439 sec): 3 clusters Score: Raw -16212476.847098 + Penalty 3829.313189 = -16208647.533910 nChanged 20 SP:Iteration 54Q (2042.247500 sec): 3 clusters Score: Raw -16212479.851740 + Penalty 3829.313189 = -16208650.538551 nChanged 18 SP:Iteration 55Q (2042.469673 sec): 3 clusters Score: Raw -16212481.892332 + Penalty 3829.313189 = -16208652.579144 nChanged 16 SP:Iteration 56Q (2042.695647 sec): 3 clusters Score: Raw -16212483.388551 + Penalty 3829.313189 = -16208654.075363 nChanged 20 SP:Iteration 57Q (2042.909421 sec): 3 clusters Score: Raw -16212484.967378 + Penalty 3829.313189 = -16208655.654189 nChanged 15 SP:Iteration 58Q (2043.127418 sec): 3 clusters Score: Raw -16212486.189087 + Penalty 3829.313189 = -16208656.875898 nChanged 8 SP:Iteration 59Q (2043.345495 sec): 3 clusters Score: Raw -16212486.758374 + Penalty 3829.313189 = -16208657.445186 nChanged 7 SP:Iteration 60F (2043.599374 sec): 3 clusters Score: Raw -16212487.395549 + Penalty 3829.313189 = -16208658.082360 nChanged 8 SP:Iteration 61Q (2043.824766 sec): 3 clusters Score: Raw -16212487.995815 + Penalty 3829.313189 = -16208658.682627 nChanged 8 SP:Iteration 62Q (2044.044047 sec): 3 clusters Score: Raw -16212488.569248 + Penalty 3829.313189 = -16208659.256059 nChanged 6 SP:Iteration 63Q (2044.266853 sec): 3 clusters Score: Raw -16212489.182392 + Penalty 3829.313189 = -16208659.869204 nChanged 7 SP:Iteration 64Q (2044.482015 sec): 3 clusters Score: Raw -16212489.640523 + Penalty 3829.313189 = -16208660.327335 nChanged 2 SP:Iteration 65Q (2044.702773 sec): 3 clusters Score: Raw -16212489.784018 + Penalty 3829.313189 = -16208660.470830 nChanged 3 SP:Iteration 66Q (2044.924753 sec): 3 clusters Score: Raw -16212490.208004 + Penalty 3829.313189 = -16208660.894816 nChanged 4 SP:Iteration 67Q (2045.141163 sec): 3 clusters Score: Raw -16212490.582790 + Penalty 3829.313189 = -16208661.269601 nChanged 7 SP:Iteration 68Q (2045.351688 sec): 3 clusters Score: Raw -16212491.109653 + Penalty 3829.313189 = -16208661.796464 nChanged 10 SP:Iteration 69Q (2045.555101 sec): 3 clusters Score: Raw -16212491.983460 + Penalty 3829.313189 = -16208662.670272 nChanged 9 SP:Iteration 70Q (2045.750345 sec): 3 clusters Score: Raw -16212492.526759 + Penalty 3829.313189 = -16208663.213571 nChanged 7 SP:Iteration 71Q (2045.964498 sec): 3 clusters Score: Raw -16212493.055645 + Penalty 3829.313189 = -16208663.742457 nChanged 8 SP:Iteration 72Q (2046.184118 sec): 3 clusters Score: Raw -16212493.649217 + Penalty 3829.313189 = -16208664.336029 nChanged 7 SP:Iteration 73Q (2046.389407 sec): 3 clusters Score: Raw -16212494.021072 + Penalty 3829.313189 = -16208664.707883 nChanged 5 SP:Iteration 74Q (2046.597918 sec): 3 clusters Score: Raw -16212494.288926 + Penalty 3829.313189 = -16208664.975738 nChanged 7 SP:Iteration 75Q (2046.823814 sec): 3 clusters Score: Raw -16212494.721256 + Penalty 3829.313189 = -16208665.408067 nChanged 4 SP:Iteration 76Q (2047.047875 sec): 3 clusters Score: Raw -16212495.037599 + Penalty 3829.313189 = -16208665.724410 nChanged 3 SP:Iteration 77Q (2047.263495 sec): 3 clusters Score: Raw -16212495.446981 + Penalty 3829.313189 = -16208666.133793 nChanged 4 SP:Iteration 78Q (2047.489129 sec): 3 clusters Score: Raw -16212495.746253 + Penalty 3829.313189 = -16208666.433065 nChanged 2 SP:Iteration 79Q (2047.713508 sec): 3 clusters Score: Raw -16212495.870968 + Penalty 3829.313189 = -16208666.557779 nChanged 3 SP:Iteration 80F (2047.969591 sec): 3 clusters Score: Raw -16212496.090749 + Penalty 3829.313189 = -16208666.777560 nChanged 2 SP:Iteration 81Q (2048.181635 sec): 3 clusters Score: Raw -16212496.184277 + Penalty 3829.313189 = -16208666.871089 nChanged 1 SP:Iteration 82Q (2048.394806 sec): 3 clusters Score: Raw -16212496.218993 + Penalty 3829.313189 = -16208666.905804 nChanged 0 SP:Iteration 83F (2048.648343 sec): 3 clusters Score: Raw -16212496.218993 + Penalty 3829.313189 = -16208666.905804 nChanged 0 Trying to split cluster 13 (14954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2048.700507 sec): 2 clusters Score: Raw -1931189.427349 + Penalty 1562.069292 = -1929627.358058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2048.776026 sec): 3 clusters Score: Raw -1922257.647613 + Penalty 3124.138583 = -1919133.509030 nChanged 6655 SP:Iteration 1F (2048.847846 sec): 3 clusters Score: Raw -1925859.957562 + Penalty 3124.138583 = -1922735.818979 nChanged 765 SP:Iteration 2F (2048.906436 sec): 3 clusters Score: Raw -1926146.693424 + Penalty 3124.138583 = -1923022.554841 nChanged 733 SP:Iteration 3Q (2048.975733 sec): 3 clusters Score: Raw -1926411.808391 + Penalty 3124.138583 = -1923287.669808 nChanged 643 SP:Iteration 4Q (2049.032236 sec): 3 clusters Score: Raw -1926663.845298 + Penalty 3124.138583 = -1923539.706715 nChanged 616 SP:Iteration 5Q (2049.105483 sec): 3 clusters Score: Raw -1926922.854950 + Penalty 3124.138583 = -1923798.716367 nChanged 633 SP:Iteration 6Q (2049.179262 sec): 3 clusters Score: Raw -1927220.717590 + Penalty 3124.138583 = -1924096.579007 nChanged 698 SP:Iteration 7Q (2049.258699 sec): 3 clusters Score: Raw -1927636.921725 + Penalty 3124.138583 = -1924512.783142 nChanged 793 SP:Iteration 8F (2049.317490 sec): 3 clusters Score: Raw -1928202.786203 + Penalty 3124.138583 = -1925078.647619 nChanged 784 SP:Iteration 9F (2049.383711 sec): 3 clusters Score: Raw -1928821.224293 + Penalty 3124.138583 = -1925697.085710 nChanged 759 SP:Iteration 10F (2049.451499 sec): 3 clusters Score: Raw -1929442.952824 + Penalty 3124.138583 = -1926318.814241 nChanged 608 SP:Iteration 11Q (2049.518443 sec): 3 clusters Score: Raw -1929939.647571 + Penalty 3124.138583 = -1926815.508988 nChanged 476 SP:Iteration 12Q (2049.583460 sec): 3 clusters Score: Raw -1930297.494762 + Penalty 3124.138583 = -1927173.356179 nChanged 339 SP:Iteration 13Q (2049.638376 sec): 3 clusters Score: Raw -1930567.640642 + Penalty 3124.138583 = -1927443.502059 nChanged 264 SP:Iteration 14Q (2049.703864 sec): 3 clusters Score: Raw -1930782.277963 + Penalty 3124.138583 = -1927658.139380 nChanged 201 SP:Iteration 15Q (2049.755890 sec): 3 clusters Score: Raw -1930936.848254 + Penalty 3124.138583 = -1927812.709671 nChanged 152 SP:Iteration 16Q (2049.816415 sec): 3 clusters Score: Raw -1931043.845494 + Penalty 3124.138583 = -1927919.706911 nChanged 128 SP:Iteration 17Q (2049.878583 sec): 3 clusters Score: Raw -1931135.934200 + Penalty 3124.138583 = -1928011.795617 nChanged 109 SP:Iteration 18Q (2049.933723 sec): 3 clusters Score: Raw -1931202.372713 + Penalty 3124.138583 = -1928078.234130 nChanged 69 SP:Iteration 19Q (2049.996337 sec): 3 clusters Score: Raw -1931236.647692 + Penalty 3124.138583 = -1928112.509109 nChanged 47 SP:Iteration 20F (2050.071142 sec): 3 clusters Score: Raw -1931256.872839 + Penalty 3124.138583 = -1928132.734256 nChanged 53 SP:Iteration 21Q (2050.125857 sec): 3 clusters Score: Raw -1931278.211575 + Penalty 3124.138583 = -1928154.072992 nChanged 38 SP:Iteration 22Q (2050.182610 sec): 3 clusters Score: Raw -1931293.932424 + Penalty 3124.138583 = -1928169.793841 nChanged 36 SP:Iteration 23Q (2050.246723 sec): 3 clusters Score: Raw -1931309.491080 + Penalty 3124.138583 = -1928185.352497 nChanged 34 SP:Iteration 24Q (2050.311794 sec): 3 clusters Score: Raw -1931326.300015 + Penalty 3124.138583 = -1928202.161432 nChanged 37 SP:Iteration 25Q (2050.384250 sec): 3 clusters Score: Raw -1931344.361435 + Penalty 3124.138583 = -1928220.222852 nChanged 35 SP:Iteration 26Q (2050.442303 sec): 3 clusters Score: Raw -1931360.954470 + Penalty 3124.138583 = -1928236.815887 nChanged 32 SP:Iteration 27Q (2050.511465 sec): 3 clusters Score: Raw -1931376.544381 + Penalty 3124.138583 = -1928252.405798 nChanged 29 SP:Iteration 28Q (2050.587239 sec): 3 clusters Score: Raw -1931390.751044 + Penalty 3124.138583 = -1928266.612461 nChanged 31 SP:Iteration 29Q (2050.642184 sec): 3 clusters Score: Raw -1931403.580643 + Penalty 3124.138583 = -1928279.442060 nChanged 23 SP:Iteration 30Q (2050.718621 sec): 3 clusters Score: Raw -1931411.911654 + Penalty 3124.138583 = -1928287.773071 nChanged 11 SP:Iteration 31Q (2050.780048 sec): 3 clusters Score: Raw -1931416.554340 + Penalty 3124.138583 = -1928292.415757 nChanged 12 SP:Iteration 32Q (2050.836597 sec): 3 clusters Score: Raw -1931420.359295 + Penalty 3124.138583 = -1928296.220712 nChanged 10 SP:Iteration 33Q (2050.915401 sec): 3 clusters Score: Raw -1931422.575129 + Penalty 3124.138583 = -1928298.436546 nChanged 5 SP:Iteration 34Q (2050.972538 sec): 3 clusters Score: Raw -1931424.992238 + Penalty 3124.138583 = -1928300.853655 nChanged 8 SP:Iteration 35Q (2051.038650 sec): 3 clusters Score: Raw -1931426.962060 + Penalty 3124.138583 = -1928302.823477 nChanged 4 SP:Iteration 36Q (2051.108431 sec): 3 clusters Score: Raw -1931428.129301 + Penalty 3124.138583 = -1928303.990718 nChanged 6 SP:Iteration 37Q (2051.176082 sec): 3 clusters Score: Raw -1931430.522858 + Penalty 3124.138583 = -1928306.384275 nChanged 5 SP:Iteration 38Q (2051.238860 sec): 3 clusters Score: Raw -1931431.810450 + Penalty 3124.138583 = -1928307.671867 nChanged 8 SP:Iteration 39Q (2051.299687 sec): 3 clusters Score: Raw -1931434.379372 + Penalty 3124.138583 = -1928310.240789 nChanged 5 SP:Iteration 40F (2051.359049 sec): 3 clusters Score: Raw -1931435.727527 + Penalty 3124.138583 = -1928311.588944 nChanged 2 SP:Iteration 41Q (2051.426459 sec): 3 clusters Score: Raw -1931436.200193 + Penalty 3124.138583 = -1928312.061610 nChanged 1 SP:Iteration 42Q (2051.495918 sec): 3 clusters Score: Raw -1931436.365265 + Penalty 3124.138583 = -1928312.226682 nChanged 2 SP:Iteration 43Q (2051.567110 sec): 3 clusters Score: Raw -1931436.904626 + Penalty 3124.138583 = -1928312.766043 nChanged 1 SP:Iteration 44Q (2051.633259 sec): 3 clusters Score: Raw -1931437.433421 + Penalty 3124.138583 = -1928313.294838 nChanged 4 SP:Iteration 45Q (2051.694189 sec): 3 clusters Score: Raw -1931438.625540 + Penalty 3124.138583 = -1928314.486957 nChanged 3 SP:Iteration 46Q (2051.762091 sec): 3 clusters Score: Raw -1931439.826628 + Penalty 3124.138583 = -1928315.688045 nChanged 3 SP:Iteration 47Q (2051.825087 sec): 3 clusters Score: Raw -1931440.629608 + Penalty 3124.138583 = -1928316.491025 nChanged 2 SP:Iteration 48Q (2051.878251 sec): 3 clusters Score: Raw -1931441.270736 + Penalty 3124.138583 = -1928317.132153 nChanged 2 SP:Iteration 49Q (2051.935664 sec): 3 clusters Score: Raw -1931441.664104 + Penalty 3124.138583 = -1928317.525521 nChanged 0 SP:Iteration 50F (2052.012548 sec): 3 clusters Score: Raw -1931441.664104 + Penalty 3124.138583 = -1928317.525521 nChanged 0 Trying to split cluster 14 (47659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2052.104195 sec): 2 clusters Score: Raw -6009863.531340 + Penalty 1750.421850 = -6008113.109490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2052.234743 sec): 3 clusters Score: Raw -5979808.332660 + Penalty 3500.843700 = -5976307.488960 nChanged 22245 SP:Iteration 1F (2052.360469 sec): 3 clusters Score: Raw -5992301.425168 + Penalty 3500.843700 = -5988800.581468 nChanged 2114 SP:Iteration 2Q (2052.492642 sec): 3 clusters Score: Raw -5993053.083231 + Penalty 3500.843700 = -5989552.239531 nChanged 2303 SP:Iteration 3Q (2052.620274 sec): 3 clusters Score: Raw -5994034.459985 + Penalty 3500.843700 = -5990533.616285 nChanged 2609 SP:Iteration 4F (2052.747371 sec): 3 clusters Score: Raw -5995402.993433 + Penalty 3500.843700 = -5991902.149733 nChanged 3094 SP:Iteration 5F (2052.873611 sec): 3 clusters Score: Raw -5997429.454194 + Penalty 3500.843700 = -5993928.610494 nChanged 3587 SP:Iteration 6F (2053.005691 sec): 3 clusters Score: Raw -6000305.349139 + Penalty 3500.843700 = -5996804.505439 nChanged 3839 SP:Iteration 7F (2053.130433 sec): 3 clusters Score: Raw -6003825.898608 + Penalty 3500.843700 = -6000325.054908 nChanged 3162 SP:Iteration 8F (2053.251384 sec): 3 clusters Score: Raw -6006809.035181 + Penalty 3500.843700 = -6003308.191482 nChanged 1957 SP:Iteration 9Q (2053.385101 sec): 3 clusters Score: Raw -6008595.174088 + Penalty 3500.843700 = -6005094.330388 nChanged 1010 SP:Iteration 10Q (2053.496524 sec): 3 clusters Score: Raw -6009473.597109 + Penalty 3500.843700 = -6005972.753409 nChanged 452 SP:Iteration 11Q (2053.608596 sec): 3 clusters Score: Raw -6009861.702455 + Penalty 3500.843700 = -6006360.858756 nChanged 246 SP:Iteration 12Q (2053.715463 sec): 3 clusters Score: Raw -6010086.657306 + Penalty 3500.843700 = -6006585.813607 nChanged 130 SP:Iteration 13Q (2053.821850 sec): 3 clusters Score: Raw -6010193.253706 + Penalty 3500.843700 = -6006692.410006 nChanged 70 SP:Iteration 14Q (2053.928751 sec): 3 clusters Score: Raw -6010233.978796 + Penalty 3500.843700 = -6006733.135096 nChanged 40 SP:Iteration 15Q (2054.029220 sec): 3 clusters Score: Raw -6010260.687512 + Penalty 3500.843700 = -6006759.843813 nChanged 45 SP:Iteration 16Q (2054.131425 sec): 3 clusters Score: Raw -6010290.815521 + Penalty 3500.843700 = -6006789.971821 nChanged 38 SP:Iteration 17Q (2054.236209 sec): 3 clusters Score: Raw -6010307.085451 + Penalty 3500.843700 = -6006806.241751 nChanged 17 SP:Iteration 18Q (2054.344382 sec): 3 clusters Score: Raw -6010314.705947 + Penalty 3500.843700 = -6006813.862247 nChanged 10 SP:Iteration 19Q (2054.451776 sec): 3 clusters Score: Raw -6010320.141723 + Penalty 3500.843700 = -6006819.298023 nChanged 9 SP:Iteration 20F (2054.572298 sec): 3 clusters Score: Raw -6010323.818876 + Penalty 3500.843700 = -6006822.975176 nChanged 11 SP:Iteration 21Q (2054.670834 sec): 3 clusters Score: Raw -6010329.530962 + Penalty 3500.843700 = -6006828.687262 nChanged 9 SP:Iteration 22Q (2054.768380 sec): 3 clusters Score: Raw -6010332.944147 + Penalty 3500.843700 = -6006832.100447 nChanged 10 SP:Iteration 23Q (2054.864403 sec): 3 clusters Score: Raw -6010336.496142 + Penalty 3500.843700 = -6006835.652443 nChanged 8 SP:Iteration 24Q (2054.958279 sec): 3 clusters Score: Raw -6010339.763293 + Penalty 3500.843700 = -6006838.919594 nChanged 6 SP:Iteration 25Q (2055.061468 sec): 3 clusters Score: Raw -6010342.774288 + Penalty 3500.843700 = -6006841.930588 nChanged 7 SP:Iteration 26Q (2055.168259 sec): 3 clusters Score: Raw -6010346.521491 + Penalty 3500.843700 = -6006845.677791 nChanged 6 SP:Iteration 27Q (2055.275525 sec): 3 clusters Score: Raw -6010348.807405 + Penalty 3500.843700 = -6006847.963705 nChanged 2 SP:Iteration 28Q (2055.384115 sec): 3 clusters Score: Raw -6010349.439002 + Penalty 3500.843700 = -6006848.595302 nChanged 2 SP:Iteration 29Q (2055.490685 sec): 3 clusters Score: Raw -6010350.371506 + Penalty 3500.843700 = -6006849.527807 nChanged 1 SP:Iteration 30Q (2055.583926 sec): 3 clusters Score: Raw -6010350.502581 + Penalty 3500.843700 = -6006849.658882 nChanged 0 SP:Iteration 31F (2055.702216 sec): 3 clusters Score: Raw -6010350.502581 + Penalty 3500.843700 = -6006849.658882 nChanged 0 Trying to split cluster 15 (7741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2055.745439 sec): 2 clusters Score: Raw -936628.364869 + Penalty 1455.071501 = -935173.293368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2055.807824 sec): 3 clusters Score: Raw -932346.539836 + Penalty 2910.143001 = -929436.396835 nChanged 3249 SP:Iteration 1F (2055.855995 sec): 3 clusters Score: Raw -934135.888142 + Penalty 2910.143001 = -931225.745141 nChanged 589 SP:Iteration 2F (2055.914908 sec): 3 clusters Score: Raw -934512.372188 + Penalty 2910.143001 = -931602.229187 nChanged 528 SP:Iteration 3F (2055.977565 sec): 3 clusters Score: Raw -934851.132570 + Penalty 2910.143001 = -931940.989569 nChanged 494 SP:Iteration 4F (2056.038211 sec): 3 clusters Score: Raw -935188.295118 + Penalty 2910.143001 = -932278.152117 nChanged 477 SP:Iteration 5F (2056.090270 sec): 3 clusters Score: Raw -935539.301387 + Penalty 2910.143001 = -932629.158386 nChanged 430 SP:Iteration 6F (2056.141504 sec): 3 clusters Score: Raw -935798.706623 + Penalty 2910.143001 = -932888.563621 nChanged 339 SP:Iteration 7Q (2056.198553 sec): 3 clusters Score: Raw -935973.529376 + Penalty 2910.143001 = -933063.386375 nChanged 251 SP:Iteration 8Q (2056.255883 sec): 3 clusters Score: Raw -936098.260441 + Penalty 2910.143001 = -933188.117440 nChanged 226 SP:Iteration 9Q (2056.311558 sec): 3 clusters Score: Raw -936190.961196 + Penalty 2910.143001 = -933280.818195 nChanged 170 SP:Iteration 10Q (2056.380001 sec): 3 clusters Score: Raw -936260.395463 + Penalty 2910.143001 = -933350.252462 nChanged 133 SP:Iteration 11Q (2056.436630 sec): 3 clusters Score: Raw -936300.373557 + Penalty 2910.143001 = -933390.230556 nChanged 97 SP:Iteration 12Q (2056.493153 sec): 3 clusters Score: Raw -936324.482755 + Penalty 2910.143001 = -933414.339754 nChanged 87 SP:Iteration 13Q (2056.553971 sec): 3 clusters Score: Raw -936346.280278 + Penalty 2910.143001 = -933436.137277 nChanged 72 SP:Iteration 14Q (2056.612053 sec): 3 clusters Score: Raw -936362.981700 + Penalty 2910.143001 = -933452.838699 nChanged 67 SP:Iteration 15Q (2056.676001 sec): 3 clusters Score: Raw -936379.203663 + Penalty 2910.143001 = -933469.060662 nChanged 66 SP:Iteration 16Q (2056.725480 sec): 3 clusters Score: Raw -936397.378676 + Penalty 2910.143001 = -933487.235675 nChanged 63 SP:Iteration 17Q (2056.793894 sec): 3 clusters Score: Raw -936413.951095 + Penalty 2910.143001 = -933503.808094 nChanged 67 SP:Iteration 18Q (2056.844838 sec): 3 clusters Score: Raw -936435.578416 + Penalty 2910.143001 = -933525.435415 nChanged 77 SP:Iteration 19Q (2056.914303 sec): 3 clusters Score: Raw -936472.533426 + Penalty 2910.143001 = -933562.390425 nChanged 118 SP:Iteration 20F (2056.963318 sec): 3 clusters Score: Raw -936531.141851 + Penalty 2910.143001 = -933620.998850 nChanged 137 SP:Iteration 21Q (2057.036663 sec): 3 clusters Score: Raw -936610.168776 + Penalty 2910.143001 = -933700.025775 nChanged 167 SP:Iteration 22Q (2057.096496 sec): 3 clusters Score: Raw -936734.471827 + Penalty 2910.143001 = -933824.328826 nChanged 200 SP:Iteration 23Q (2057.138017 sec): 3 clusters Score: Raw -936926.797275 + Penalty 2910.143001 = -934016.654274 nChanged 230 SP:Iteration 24Q (2057.206672 sec): 3 clusters Score: Raw -937146.561949 + Penalty 2910.143001 = -934236.418948 nChanged 238 SP:Iteration 25Q (2057.270446 sec): 3 clusters Score: Raw -937385.554211 + Penalty 2910.143001 = -934475.411210 nChanged 211 SP:Iteration 26Q (2057.327832 sec): 3 clusters Score: Raw -937543.546477 + Penalty 2910.143001 = -934633.403476 nChanged 167 SP:Iteration 27Q (2057.383099 sec): 3 clusters Score: Raw -937628.931997 + Penalty 2910.143001 = -934718.788996 nChanged 128 SP:Iteration 28Q (2057.434632 sec): 3 clusters Score: Raw -937679.151794 + Penalty 2910.143001 = -934769.008793 nChanged 90 SP:Iteration 29Q (2057.501750 sec): 3 clusters Score: Raw -937711.637993 + Penalty 2910.143001 = -934801.494992 nChanged 83 SP:Iteration 30Q (2057.562365 sec): 3 clusters Score: Raw -937738.039608 + Penalty 2910.143001 = -934827.896607 nChanged 65 SP:Iteration 31Q (2057.614547 sec): 3 clusters Score: Raw -937753.769801 + Penalty 2910.143001 = -934843.626800 nChanged 59 SP:Iteration 32Q (2057.675847 sec): 3 clusters Score: Raw -937771.270367 + Penalty 2910.143001 = -934861.127366 nChanged 51 SP:Iteration 33Q (2057.740989 sec): 3 clusters Score: Raw -937789.069830 + Penalty 2910.143001 = -934878.926829 nChanged 50 SP:Iteration 34Q (2057.808823 sec): 3 clusters Score: Raw -937808.263212 + Penalty 2910.143001 = -934898.120211 nChanged 59 SP:Iteration 35Q (2057.858872 sec): 3 clusters Score: Raw -937834.840364 + Penalty 2910.143001 = -934924.697362 nChanged 61 SP:Iteration 36Q (2057.917654 sec): 3 clusters Score: Raw -937867.546037 + Penalty 2910.143001 = -934957.403036 nChanged 60 SP:Iteration 37Q (2057.977508 sec): 3 clusters Score: Raw -937901.572481 + Penalty 2910.143001 = -934991.429480 nChanged 73 SP:Iteration 38Q (2058.048423 sec): 3 clusters Score: Raw -937951.763777 + Penalty 2910.143001 = -935041.620776 nChanged 91 SP:Iteration 39Q (2058.097799 sec): 3 clusters Score: Raw -938012.839787 + Penalty 2910.143001 = -935102.696786 nChanged 97 SP:Iteration 40F (2058.170680 sec): 3 clusters Score: Raw -938078.722280 + Penalty 2910.143001 = -935168.579279 nChanged 84 SP:Iteration 41Q (2058.230572 sec): 3 clusters Score: Raw -938136.185857 + Penalty 2910.143001 = -935226.042856 nChanged 76 SP:Iteration 42Q (2058.286875 sec): 3 clusters Score: Raw -938193.742301 + Penalty 2910.143001 = -935283.599300 nChanged 75 SP:Iteration 43Q (2058.340434 sec): 3 clusters Score: Raw -938228.502068 + Penalty 2910.143001 = -935318.359067 nChanged 62 SP:Iteration 44Q (2058.398183 sec): 3 clusters Score: Raw -938248.950201 + Penalty 2910.143001 = -935338.807200 nChanged 52 SP:Iteration 45Q (2058.456205 sec): 3 clusters Score: Raw -938266.381587 + Penalty 2910.143001 = -935356.238586 nChanged 49 SP:Iteration 46Q (2058.515734 sec): 3 clusters Score: Raw -938283.017415 + Penalty 2910.143001 = -935372.874414 nChanged 40 SP:Iteration 47Q (2058.568109 sec): 3 clusters Score: Raw -938294.650363 + Penalty 2910.143001 = -935384.507361 nChanged 30 SP:Iteration 48Q (2058.611304 sec): 3 clusters Score: Raw -938303.161879 + Penalty 2910.143001 = -935393.018877 nChanged 23 SP:Iteration 49Q (2058.684595 sec): 3 clusters Score: Raw -938308.469071 + Penalty 2910.143001 = -935398.326070 nChanged 12 SP:Iteration 50Q (2058.745706 sec): 3 clusters Score: Raw -938310.978875 + Penalty 2910.143001 = -935400.835874 nChanged 12 SP:Iteration 51Q (2058.796097 sec): 3 clusters Score: Raw -938313.255859 + Penalty 2910.143001 = -935403.112858 nChanged 9 SP:Iteration 52Q (2058.844795 sec): 3 clusters Score: Raw -938315.270658 + Penalty 2910.143001 = -935405.127657 nChanged 10 SP:Iteration 53Q (2058.900749 sec): 3 clusters Score: Raw -938318.200398 + Penalty 2910.143001 = -935408.057397 nChanged 11 SP:Iteration 54Q (2058.960424 sec): 3 clusters Score: Raw -938320.840594 + Penalty 2910.143001 = -935410.697593 nChanged 10 SP:Iteration 55Q (2059.019131 sec): 3 clusters Score: Raw -938322.982723 + Penalty 2910.143001 = -935412.839722 nChanged 9 SP:Iteration 56Q (2059.073398 sec): 3 clusters Score: Raw -938324.649353 + Penalty 2910.143001 = -935414.506352 nChanged 5 SP:Iteration 57Q (2059.131626 sec): 3 clusters Score: Raw -938325.666161 + Penalty 2910.143001 = -935415.523160 nChanged 3 SP:Iteration 58Q (2059.175146 sec): 3 clusters Score: Raw -938325.956702 + Penalty 2910.143001 = -935415.813701 nChanged 3 SP:Iteration 59Q (2059.230864 sec): 3 clusters Score: Raw -938326.282369 + Penalty 2910.143001 = -935416.139368 nChanged 1 SP:Iteration 60F (2059.286106 sec): 3 clusters Score: Raw -938326.393108 + Penalty 2910.143001 = -935416.250107 nChanged 2 SP:Iteration 61Q (2059.341015 sec): 3 clusters Score: Raw -938326.565653 + Penalty 2910.143001 = -935416.422652 nChanged 1 SP:Iteration 62Q (2059.405660 sec): 3 clusters Score: Raw -938326.849746 + Penalty 2910.143001 = -935416.706744 nChanged 6 SP:Iteration 63Q (2059.451039 sec): 3 clusters Score: Raw -938328.078510 + Penalty 2910.143001 = -935417.935509 nChanged 6 SP:Iteration 64Q (2059.505761 sec): 3 clusters Score: Raw -938329.212160 + Penalty 2910.143001 = -935419.069159 nChanged 3 SP:Iteration 65Q (2059.569019 sec): 3 clusters Score: Raw -938329.514479 + Penalty 2910.143001 = -935419.371478 nChanged 2 SP:Iteration 66Q (2059.611386 sec): 3 clusters Score: Raw -938329.875250 + Penalty 2910.143001 = -935419.732249 nChanged 1 SP:Iteration 67Q (2059.670758 sec): 3 clusters Score: Raw -938330.020409 + Penalty 2910.143001 = -935419.877408 nChanged 0 SP:Iteration 68F (2059.733026 sec): 3 clusters Score: Raw -938330.020409 + Penalty 2910.143001 = -935419.877408 nChanged 0 Score: Raw -129531551.571865 + Penalty 96942.012188 = -129434609.559677 Splitting cluster 15 changes total score from -129435064.719177 to -129434609.559677 So it's not getting split. Trying to split cluster 16 (3701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2087.701504 sec): 2 clusters Score: Raw -459289.754732 + Penalty 1335.158229 = -457954.596503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2087.752073 sec): 3 clusters Score: Raw -457457.377916 + Penalty 2670.316458 = -454787.061458 nChanged 1462 SP:Iteration 1F (2087.792850 sec): 3 clusters Score: Raw -458301.954241 + Penalty 2670.316458 = -455631.637783 nChanged 292 SP:Iteration 2F (2087.845254 sec): 3 clusters Score: Raw -458513.593268 + Penalty 2670.316458 = -455843.276810 nChanged 249 SP:Iteration 3F (2087.895062 sec): 3 clusters Score: Raw -458692.041826 + Penalty 2670.316458 = -456021.725368 nChanged 224 SP:Iteration 4F (2087.952884 sec): 3 clusters Score: Raw -458845.803150 + Penalty 2670.316458 = -456175.486692 nChanged 169 SP:Iteration 5Q (2087.998484 sec): 3 clusters Score: Raw -458970.473712 + Penalty 2670.316458 = -456300.157254 nChanged 136 SP:Iteration 6Q (2088.045715 sec): 3 clusters Score: Raw -459061.219164 + Penalty 2670.316458 = -456390.902706 nChanged 104 SP:Iteration 7Q (2088.106335 sec): 3 clusters Score: Raw -459123.820512 + Penalty 2670.316458 = -456453.504054 nChanged 83 SP:Iteration 8Q (2088.159120 sec): 3 clusters Score: Raw -459176.118805 + Penalty 2670.316458 = -456505.802347 nChanged 75 SP:Iteration 9Q (2088.202120 sec): 3 clusters Score: Raw -459226.816251 + Penalty 2670.316458 = -456556.499793 nChanged 72 SP:Iteration 10Q (2088.257235 sec): 3 clusters Score: Raw -459276.455873 + Penalty 2670.316458 = -456606.139415 nChanged 56 SP:Iteration 11Q (2088.312599 sec): 3 clusters Score: Raw -459316.552882 + Penalty 2670.316458 = -456646.236424 nChanged 52 SP:Iteration 12Q (2088.344049 sec): 3 clusters Score: Raw -459349.121901 + Penalty 2670.316458 = -456678.805443 nChanged 44 SP:Iteration 13Q (2088.398009 sec): 3 clusters Score: Raw -459383.467473 + Penalty 2670.316458 = -456713.151015 nChanged 44 SP:Iteration 14Q (2088.453873 sec): 3 clusters Score: Raw -459418.211108 + Penalty 2670.316458 = -456747.894650 nChanged 40 SP:Iteration 15Q (2088.501923 sec): 3 clusters Score: Raw -459440.770342 + Penalty 2670.316458 = -456770.453884 nChanged 30 SP:Iteration 16Q (2088.540178 sec): 3 clusters Score: Raw -459459.166251 + Penalty 2670.316458 = -456788.849793 nChanged 30 SP:Iteration 17Q (2088.590468 sec): 3 clusters Score: Raw -459476.506010 + Penalty 2670.316458 = -456806.189552 nChanged 36 SP:Iteration 18Q (2088.642907 sec): 3 clusters Score: Raw -459495.496770 + Penalty 2670.316458 = -456825.180312 nChanged 33 SP:Iteration 19Q (2088.694337 sec): 3 clusters Score: Raw -459521.538295 + Penalty 2670.316458 = -456851.221837 nChanged 27 SP:Iteration 20F (2088.748172 sec): 3 clusters Score: Raw -459541.661060 + Penalty 2670.316458 = -456871.344602 nChanged 40 SP:Iteration 21Q (2088.797489 sec): 3 clusters Score: Raw -459567.067288 + Penalty 2670.316458 = -456896.750830 nChanged 32 SP:Iteration 22Q (2088.849201 sec): 3 clusters Score: Raw -459587.004460 + Penalty 2670.316458 = -456916.688002 nChanged 21 SP:Iteration 23Q (2088.901018 sec): 3 clusters Score: Raw -459599.585372 + Penalty 2670.316458 = -456929.268913 nChanged 28 SP:Iteration 24Q (2088.951785 sec): 3 clusters Score: Raw -459616.158318 + Penalty 2670.316458 = -456945.841860 nChanged 26 SP:Iteration 25Q (2089.009680 sec): 3 clusters Score: Raw -459632.461556 + Penalty 2670.316458 = -456962.145098 nChanged 25 SP:Iteration 26Q (2089.060989 sec): 3 clusters Score: Raw -459651.330493 + Penalty 2670.316458 = -456981.014035 nChanged 23 SP:Iteration 27Q (2089.108731 sec): 3 clusters Score: Raw -459667.266525 + Penalty 2670.316458 = -456996.950067 nChanged 24 SP:Iteration 28Q (2089.160648 sec): 3 clusters Score: Raw -459680.920525 + Penalty 2670.316458 = -457010.604067 nChanged 17 SP:Iteration 29Q (2089.213169 sec): 3 clusters Score: Raw -459690.838431 + Penalty 2670.316458 = -457020.521973 nChanged 15 SP:Iteration 30Q (2089.263307 sec): 3 clusters Score: Raw -459699.715716 + Penalty 2670.316458 = -457029.399258 nChanged 12 SP:Iteration 31Q (2089.313486 sec): 3 clusters Score: Raw -459705.999859 + Penalty 2670.316458 = -457035.683401 nChanged 12 SP:Iteration 32Q (2089.350847 sec): 3 clusters Score: Raw -459710.482445 + Penalty 2670.316458 = -457040.165987 nChanged 7 SP:Iteration 33Q (2089.394941 sec): 3 clusters Score: Raw -459713.792610 + Penalty 2670.316458 = -457043.476152 nChanged 5 SP:Iteration 34Q (2089.445228 sec): 3 clusters Score: Raw -459715.540747 + Penalty 2670.316458 = -457045.224289 nChanged 4 SP:Iteration 35Q (2089.496032 sec): 3 clusters Score: Raw -459717.059233 + Penalty 2670.316458 = -457046.742775 nChanged 4 SP:Iteration 36Q (2089.547074 sec): 3 clusters Score: Raw -459718.810392 + Penalty 2670.316458 = -457048.493934 nChanged 5 SP:Iteration 37Q (2089.603496 sec): 3 clusters Score: Raw -459721.868005 + Penalty 2670.316458 = -457051.551547 nChanged 7 SP:Iteration 38Q (2089.648492 sec): 3 clusters Score: Raw -459726.022807 + Penalty 2670.316458 = -457055.706349 nChanged 8 SP:Iteration 39Q (2089.698339 sec): 3 clusters Score: Raw -459729.746914 + Penalty 2670.316458 = -457059.430456 nChanged 3 SP:Iteration 40F (2089.750990 sec): 3 clusters Score: Raw -459733.147706 + Penalty 2670.316458 = -457062.831248 nChanged 5 SP:Iteration 41Q (2089.804342 sec): 3 clusters Score: Raw -459736.224509 + Penalty 2670.316458 = -457065.908051 nChanged 2 SP:Iteration 42Q (2089.847164 sec): 3 clusters Score: Raw -459736.917204 + Penalty 2670.316458 = -457066.600746 nChanged 3 SP:Iteration 43Q (2089.896494 sec): 3 clusters Score: Raw -459738.245177 + Penalty 2670.316458 = -457067.928719 nChanged 5 SP:Iteration 44Q (2089.946410 sec): 3 clusters Score: Raw -459739.838213 + Penalty 2670.316458 = -457069.521755 nChanged 3 SP:Iteration 45Q (2090.005835 sec): 3 clusters Score: Raw -459741.336894 + Penalty 2670.316458 = -457071.020436 nChanged 4 SP:Iteration 46Q (2090.055133 sec): 3 clusters Score: Raw -459742.818735 + Penalty 2670.316458 = -457072.502277 nChanged 1 SP:Iteration 47Q (2090.104675 sec): 3 clusters Score: Raw -459742.895421 + Penalty 2670.316458 = -457072.578963 nChanged 1 SP:Iteration 48Q (2090.154051 sec): 3 clusters Score: Raw -459743.121747 + Penalty 2670.316458 = -457072.805289 nChanged 1 SP:Iteration 49Q (2090.197302 sec): 3 clusters Score: Raw -459744.292334 + Penalty 2670.316458 = -457073.975876 nChanged 1 SP:Iteration 50Q (2090.236708 sec): 3 clusters Score: Raw -459744.729028 + Penalty 2670.316458 = -457074.412570 nChanged 0 SP:Iteration 51F (2090.282784 sec): 3 clusters Score: Raw -459744.729028 + Penalty 2670.316458 = -457074.412570 nChanged 0 Trying to split cluster 17 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2090.306512 sec): 2 clusters Score: Raw -61319.841279 + Penalty 1029.157940 = -60290.683339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2090.347812 sec): 3 clusters Score: Raw -61278.370011 + Penalty 2058.315879 = -59220.054132 nChanged 158 SP:Iteration 1F (2090.395996 sec): 3 clusters Score: Raw -61526.372449 + Penalty 2058.315879 = -59468.056570 nChanged 45 SP:Iteration 2F (2090.445553 sec): 3 clusters Score: Raw -61640.447262 + Penalty 2058.315879 = -59582.131382 nChanged 28 SP:Iteration 3Q (2090.494188 sec): 3 clusters Score: Raw -61706.852790 + Penalty 2058.315879 = -59648.536911 nChanged 21 SP:Iteration 4Q (2090.535617 sec): 3 clusters Score: Raw -61778.811915 + Penalty 2058.315879 = -59720.496036 nChanged 21 SP:Iteration 5Q (2090.581336 sec): 3 clusters Score: Raw -61820.475081 + Penalty 2058.315879 = -59762.159202 nChanged 12 SP:Iteration 6Q (2090.624735 sec): 3 clusters Score: Raw -61849.550578 + Penalty 2058.315879 = -59791.234699 nChanged 11 SP:Iteration 7Q (2090.665682 sec): 3 clusters Score: Raw -61871.719515 + Penalty 2058.315879 = -59813.403636 nChanged 5 SP:Iteration 8Q (2090.709167 sec): 3 clusters Score: Raw -61886.762032 + Penalty 2058.315879 = -59828.446153 nChanged 4 SP:Iteration 9Q (2090.754765 sec): 3 clusters Score: Raw -61896.642310 + Penalty 2058.315879 = -59838.326431 nChanged 3 SP:Iteration 10Q (2090.801463 sec): 3 clusters Score: Raw -61903.743251 + Penalty 2058.315879 = -59845.427372 nChanged 0 SP:Iteration 11F (2090.844247 sec): 3 clusters Score: Raw -61903.743251 + Penalty 2058.315879 = -59845.427372 nChanged 0 Trying to split cluster 18 (47954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2090.931851 sec): 2 clusters Score: Raw -5874537.291396 + Penalty 1751.424593 = -5872785.866802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2091.053399 sec): 3 clusters Score: Raw -5844199.736619 + Penalty 3502.849187 = -5840696.887433 nChanged 22520 SP:Iteration 1F (2091.167260 sec): 3 clusters Score: Raw -5857879.325626 + Penalty 3502.849187 = -5854376.476439 nChanged 2977 SP:Iteration 2F (2091.277862 sec): 3 clusters Score: Raw -5859638.874325 + Penalty 3502.849187 = -5856136.025138 nChanged 3442 SP:Iteration 3F (2091.397798 sec): 3 clusters Score: Raw -5861823.443331 + Penalty 3502.849187 = -5858320.594144 nChanged 3669 SP:Iteration 4F (2091.513299 sec): 3 clusters Score: Raw -5864257.329605 + Penalty 3502.849187 = -5860754.480419 nChanged 3474 SP:Iteration 5F (2091.630342 sec): 3 clusters Score: Raw -5866540.783831 + Penalty 3502.849187 = -5863037.934644 nChanged 2994 SP:Iteration 6F (2091.752340 sec): 3 clusters Score: Raw -5868614.160240 + Penalty 3502.849187 = -5865111.311053 nChanged 2518 SP:Iteration 7F (2091.868753 sec): 3 clusters Score: Raw -5870371.495250 + Penalty 3502.849187 = -5866868.646064 nChanged 2146 SP:Iteration 8Q (2092.002922 sec): 3 clusters Score: Raw -5871854.784673 + Penalty 3502.849187 = -5868351.935486 nChanged 1759 SP:Iteration 9Q (2092.131414 sec): 3 clusters Score: Raw -5873018.490060 + Penalty 3502.849187 = -5869515.640874 nChanged 1435 SP:Iteration 10Q (2092.259336 sec): 3 clusters Score: Raw -5873992.130528 + Penalty 3502.849187 = -5870489.281342 nChanged 1183 SP:Iteration 11Q (2092.374170 sec): 3 clusters Score: Raw -5874781.215385 + Penalty 3502.849187 = -5871278.366199 nChanged 933 SP:Iteration 12Q (2092.490662 sec): 3 clusters Score: Raw -5875355.972861 + Penalty 3502.849187 = -5871853.123674 nChanged 668 SP:Iteration 13Q (2092.607240 sec): 3 clusters Score: Raw -5875732.686225 + Penalty 3502.849187 = -5872229.837039 nChanged 569 SP:Iteration 14Q (2092.731139 sec): 3 clusters Score: Raw -5876071.417617 + Penalty 3502.849187 = -5872568.568430 nChanged 453 SP:Iteration 15Q (2092.842285 sec): 3 clusters Score: Raw -5876312.058982 + Penalty 3502.849187 = -5872809.209795 nChanged 353 SP:Iteration 16Q (2092.953331 sec): 3 clusters Score: Raw -5876459.525950 + Penalty 3502.849187 = -5872956.676764 nChanged 296 SP:Iteration 17Q (2093.066825 sec): 3 clusters Score: Raw -5876557.267763 + Penalty 3502.849187 = -5873054.418577 nChanged 235 SP:Iteration 18Q (2093.184423 sec): 3 clusters Score: Raw -5876628.764933 + Penalty 3502.849187 = -5873125.915746 nChanged 197 SP:Iteration 19Q (2093.302840 sec): 3 clusters Score: Raw -5876683.523899 + Penalty 3502.849187 = -5873180.674712 nChanged 162 SP:Iteration 20F (2093.425937 sec): 3 clusters Score: Raw -5876716.040413 + Penalty 3502.849187 = -5873213.191227 nChanged 112 SP:Iteration 21Q (2093.537747 sec): 3 clusters Score: Raw -5876733.200866 + Penalty 3502.849187 = -5873230.351679 nChanged 92 SP:Iteration 22Q (2093.654175 sec): 3 clusters Score: Raw -5876744.687868 + Penalty 3502.849187 = -5873241.838681 nChanged 61 SP:Iteration 23Q (2093.772428 sec): 3 clusters Score: Raw -5876751.822903 + Penalty 3502.849187 = -5873248.973717 nChanged 41 SP:Iteration 24Q (2093.879971 sec): 3 clusters Score: Raw -5876756.509917 + Penalty 3502.849187 = -5873253.660730 nChanged 36 SP:Iteration 25Q (2094.001936 sec): 3 clusters Score: Raw -5876759.236020 + Penalty 3502.849187 = -5873256.386834 nChanged 21 SP:Iteration 26Q (2094.130832 sec): 3 clusters Score: Raw -5876761.040949 + Penalty 3502.849187 = -5873258.191763 nChanged 22 SP:Iteration 27Q (2094.249381 sec): 3 clusters Score: Raw -5876762.755244 + Penalty 3502.849187 = -5873259.906057 nChanged 25 SP:Iteration 28Q (2094.352795 sec): 3 clusters Score: Raw -5876764.501553 + Penalty 3502.849187 = -5873261.652366 nChanged 12 SP:Iteration 29Q (2094.460268 sec): 3 clusters Score: Raw -5876765.495724 + Penalty 3502.849187 = -5873262.646538 nChanged 17 SP:Iteration 30Q (2094.574559 sec): 3 clusters Score: Raw -5876766.715130 + Penalty 3502.849187 = -5873263.865943 nChanged 11 SP:Iteration 31Q (2094.694086 sec): 3 clusters Score: Raw -5876767.680429 + Penalty 3502.849187 = -5873264.831243 nChanged 11 SP:Iteration 32Q (2094.796022 sec): 3 clusters Score: Raw -5876768.695711 + Penalty 3502.849187 = -5873265.846525 nChanged 14 SP:Iteration 33Q (2094.898212 sec): 3 clusters Score: Raw -5876769.714396 + Penalty 3502.849187 = -5873266.865209 nChanged 16 SP:Iteration 34Q (2094.999839 sec): 3 clusters Score: Raw -5876771.006679 + Penalty 3502.849187 = -5873268.157493 nChanged 14 SP:Iteration 35Q (2095.117798 sec): 3 clusters Score: Raw -5876771.773459 + Penalty 3502.849187 = -5873268.924273 nChanged 11 SP:Iteration 36Q (2095.217443 sec): 3 clusters Score: Raw -5876772.497532 + Penalty 3502.849187 = -5873269.648345 nChanged 8 SP:Iteration 37Q (2095.335192 sec): 3 clusters Score: Raw -5876772.938775 + Penalty 3502.849187 = -5873270.089588 nChanged 7 SP:Iteration 38Q (2095.451380 sec): 3 clusters Score: Raw -5876773.463357 + Penalty 3502.849187 = -5873270.614171 nChanged 6 SP:Iteration 39Q (2095.574368 sec): 3 clusters Score: Raw -5876774.118190 + Penalty 3502.849187 = -5873271.269004 nChanged 6 SP:Iteration 40F (2095.689584 sec): 3 clusters Score: Raw -5876774.634253 + Penalty 3502.849187 = -5873271.785067 nChanged 5 SP:Iteration 41Q (2095.804612 sec): 3 clusters Score: Raw -5876775.017023 + Penalty 3502.849187 = -5873272.167837 nChanged 9 SP:Iteration 42Q (2095.920707 sec): 3 clusters Score: Raw -5876775.501049 + Penalty 3502.849187 = -5873272.651863 nChanged 4 SP:Iteration 43Q (2096.033564 sec): 3 clusters Score: Raw -5876775.669086 + Penalty 3502.849187 = -5873272.819899 nChanged 5 SP:Iteration 44Q (2096.159578 sec): 3 clusters Score: Raw -5876775.924017 + Penalty 3502.849187 = -5873273.074830 nChanged 7 SP:Iteration 45Q (2096.265530 sec): 3 clusters Score: Raw -5876776.266782 + Penalty 3502.849187 = -5873273.417596 nChanged 4 SP:Iteration 46Q (2096.418550 sec): 3 clusters Score: Raw -5876776.423515 + Penalty 3502.849187 = -5873273.574329 nChanged 3 SP:Iteration 47Q (2096.524785 sec): 3 clusters Score: Raw -5876776.679187 + Penalty 3502.849187 = -5873273.830000 nChanged 2 SP:Iteration 48Q (2096.646363 sec): 3 clusters Score: Raw -5876776.855142 + Penalty 3502.849187 = -5873274.005956 nChanged 3 SP:Iteration 49Q (2096.764527 sec): 3 clusters Score: Raw -5876777.046295 + Penalty 3502.849187 = -5873274.197108 nChanged 1 SP:Iteration 50Q (2096.879076 sec): 3 clusters Score: Raw -5876777.083742 + Penalty 3502.849187 = -5873274.234555 nChanged 2 SP:Iteration 51Q (2097.001295 sec): 3 clusters Score: Raw -5876777.220625 + Penalty 3502.849187 = -5873274.371438 nChanged 3 SP:Iteration 52Q (2097.105342 sec): 3 clusters Score: Raw -5876777.341818 + Penalty 3502.849187 = -5873274.492632 nChanged 2 SP:Iteration 53Q (2097.219105 sec): 3 clusters Score: Raw -5876777.429323 + Penalty 3502.849187 = -5873274.580136 nChanged 3 SP:Iteration 54Q (2097.339907 sec): 3 clusters Score: Raw -5876777.572051 + Penalty 3502.849187 = -5873274.722864 nChanged 3 SP:Iteration 55Q (2097.434436 sec): 3 clusters Score: Raw -5876777.718484 + Penalty 3502.849187 = -5873274.869297 nChanged 4 SP:Iteration 56Q (2097.518635 sec): 3 clusters Score: Raw -5876777.970553 + Penalty 3502.849187 = -5873275.121366 nChanged 3 SP:Iteration 57Q (2097.602330 sec): 3 clusters Score: Raw -5876778.142780 + Penalty 3502.849187 = -5873275.293593 nChanged 2 SP:Iteration 58Q (2097.715874 sec): 3 clusters Score: Raw -5876778.248631 + Penalty 3502.849187 = -5873275.399445 nChanged 4 SP:Iteration 59Q (2097.838249 sec): 3 clusters Score: Raw -5876778.440781 + Penalty 3502.849187 = -5873275.591594 nChanged 4 SP:Iteration 60F (2097.964302 sec): 3 clusters Score: Raw -5876778.712630 + Penalty 3502.849187 = -5873275.863443 nChanged 3 SP:Iteration 61Q (2098.082159 sec): 3 clusters Score: Raw -5876778.821788 + Penalty 3502.849187 = -5873275.972601 nChanged 0 SP:Iteration 62F (2098.197042 sec): 3 clusters Score: Raw -5876778.821788 + Penalty 3502.849187 = -5873275.972601 nChanged 0 Score: Raw -129532091.446716 + Penalty 96942.012188 = -129435149.434528 Splitting cluster 18 changes total score from -129435064.719177 to -129435149.434528 So it's getting split into cluster 43. Trying to split cluster 19 (54443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2125.802516 sec): 2 clusters Score: Raw -6511544.677737 + Penalty 1772.047804 = -6509772.629934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2125.939357 sec): 3 clusters Score: Raw -6476998.838261 + Penalty 3544.095608 = -6473454.742653 nChanged 25698 SP:Iteration 1F (2126.068371 sec): 3 clusters Score: Raw -6491834.201012 + Penalty 3544.095608 = -6488290.105404 nChanged 2191 SP:Iteration 2Q (2126.190683 sec): 3 clusters Score: Raw -6492486.211652 + Penalty 3544.095608 = -6488942.116044 nChanged 2252 SP:Iteration 3Q (2126.322393 sec): 3 clusters Score: Raw -6493206.756172 + Penalty 3544.095608 = -6489662.660564 nChanged 2311 SP:Iteration 4Q (2126.457413 sec): 3 clusters Score: Raw -6494060.678490 + Penalty 3544.095608 = -6490516.582883 nChanged 2425 SP:Iteration 5Q (2126.605038 sec): 3 clusters Score: Raw -6495055.062414 + Penalty 3544.095608 = -6491510.966806 nChanged 2600 SP:Iteration 6Q (2126.744821 sec): 3 clusters Score: Raw -6496309.231472 + Penalty 3544.095608 = -6492765.135864 nChanged 2792 SP:Iteration 7F (2126.883817 sec): 3 clusters Score: Raw -6497843.448586 + Penalty 3544.095608 = -6494299.352979 nChanged 2868 SP:Iteration 8F (2127.019278 sec): 3 clusters Score: Raw -6499589.484379 + Penalty 3544.095608 = -6496045.388772 nChanged 2792 SP:Iteration 9F (2127.150539 sec): 3 clusters Score: Raw -6501242.598709 + Penalty 3544.095608 = -6497698.503101 nChanged 2408 SP:Iteration 10Q (2127.285925 sec): 3 clusters Score: Raw -6502435.240827 + Penalty 3544.095608 = -6498891.145219 nChanged 1821 SP:Iteration 11Q (2127.417679 sec): 3 clusters Score: Raw -6503102.223293 + Penalty 3544.095608 = -6499558.127686 nChanged 1304 SP:Iteration 12Q (2127.564584 sec): 3 clusters Score: Raw -6503436.038742 + Penalty 3544.095608 = -6499891.943135 nChanged 865 SP:Iteration 13Q (2127.692827 sec): 3 clusters Score: Raw -6503645.073414 + Penalty 3544.095608 = -6500100.977806 nChanged 724 SP:Iteration 14Q (2127.822917 sec): 3 clusters Score: Raw -6503831.973765 + Penalty 3544.095608 = -6500287.878157 nChanged 717 SP:Iteration 15Q (2127.951012 sec): 3 clusters Score: Raw -6504032.573687 + Penalty 3544.095608 = -6500488.478080 nChanged 764 SP:Iteration 16Q (2128.077826 sec): 3 clusters Score: Raw -6504251.769357 + Penalty 3544.095608 = -6500707.673749 nChanged 799 SP:Iteration 17Q (2128.210658 sec): 3 clusters Score: Raw -6504494.655079 + Penalty 3544.095608 = -6500950.559471 nChanged 808 SP:Iteration 18Q (2128.339545 sec): 3 clusters Score: Raw -6504767.936280 + Penalty 3544.095608 = -6501223.840673 nChanged 883 SP:Iteration 19Q (2128.467453 sec): 3 clusters Score: Raw -6505094.571213 + Penalty 3544.095608 = -6501550.475605 nChanged 879 SP:Iteration 20F (2128.586121 sec): 3 clusters Score: Raw -6505422.857670 + Penalty 3544.095608 = -6501878.762063 nChanged 916 SP:Iteration 21Q (2128.710473 sec): 3 clusters Score: Raw -6505765.691630 + Penalty 3544.095608 = -6502221.596022 nChanged 894 SP:Iteration 22Q (2128.836768 sec): 3 clusters Score: Raw -6506103.968227 + Penalty 3544.095608 = -6502559.872620 nChanged 899 SP:Iteration 23Q (2128.964038 sec): 3 clusters Score: Raw -6506431.876923 + Penalty 3544.095608 = -6502887.781316 nChanged 856 SP:Iteration 24Q (2129.087756 sec): 3 clusters Score: Raw -6506759.843363 + Penalty 3544.095608 = -6503215.747756 nChanged 872 SP:Iteration 25Q (2129.221953 sec): 3 clusters Score: Raw -6507113.240588 + Penalty 3544.095608 = -6503569.144980 nChanged 876 SP:Iteration 26Q (2129.349910 sec): 3 clusters Score: Raw -6507458.844695 + Penalty 3544.095608 = -6503914.749087 nChanged 818 SP:Iteration 27Q (2129.482006 sec): 3 clusters Score: Raw -6507754.859249 + Penalty 3544.095608 = -6504210.763642 nChanged 779 SP:Iteration 28Q (2129.619705 sec): 3 clusters Score: Raw -6508064.429523 + Penalty 3544.095608 = -6504520.333915 nChanged 733 SP:Iteration 29Q (2129.757434 sec): 3 clusters Score: Raw -6508348.182608 + Penalty 3544.095608 = -6504804.087000 nChanged 722 SP:Iteration 30Q (2129.887596 sec): 3 clusters Score: Raw -6508613.034970 + Penalty 3544.095608 = -6505068.939363 nChanged 704 SP:Iteration 31Q (2130.011660 sec): 3 clusters Score: Raw -6508876.001496 + Penalty 3544.095608 = -6505331.905888 nChanged 682 SP:Iteration 32Q (2130.147304 sec): 3 clusters Score: Raw -6509119.907296 + Penalty 3544.095608 = -6505575.811689 nChanged 634 SP:Iteration 33Q (2130.266846 sec): 3 clusters Score: Raw -6509344.506578 + Penalty 3544.095608 = -6505800.410970 nChanged 581 SP:Iteration 34Q (2130.397988 sec): 3 clusters Score: Raw -6509535.048232 + Penalty 3544.095608 = -6505990.952625 nChanged 536 SP:Iteration 35Q (2130.519943 sec): 3 clusters Score: Raw -6509695.782000 + Penalty 3544.095608 = -6506151.686392 nChanged 486 SP:Iteration 36Q (2130.648767 sec): 3 clusters Score: Raw -6509829.835471 + Penalty 3544.095608 = -6506285.739864 nChanged 453 SP:Iteration 37Q (2130.764550 sec): 3 clusters Score: Raw -6509951.746406 + Penalty 3544.095608 = -6506407.650798 nChanged 440 SP:Iteration 38Q (2130.880967 sec): 3 clusters Score: Raw -6510077.070886 + Penalty 3544.095608 = -6506532.975278 nChanged 409 SP:Iteration 39Q (2131.005147 sec): 3 clusters Score: Raw -6510181.732052 + Penalty 3544.095608 = -6506637.636444 nChanged 391 SP:Iteration 40F (2131.151781 sec): 3 clusters Score: Raw -6510298.084318 + Penalty 3544.095608 = -6506753.988711 nChanged 413 SP:Iteration 41Q (2131.269478 sec): 3 clusters Score: Raw -6510414.660533 + Penalty 3544.095608 = -6506870.564926 nChanged 407 SP:Iteration 42Q (2131.395942 sec): 3 clusters Score: Raw -6510533.347663 + Penalty 3544.095608 = -6506989.252055 nChanged 389 SP:Iteration 43Q (2131.534272 sec): 3 clusters Score: Raw -6510639.163449 + Penalty 3544.095608 = -6507095.067841 nChanged 362 SP:Iteration 44Q (2131.663349 sec): 3 clusters Score: Raw -6510739.980698 + Penalty 3544.095608 = -6507195.885091 nChanged 330 SP:Iteration 45Q (2131.790946 sec): 3 clusters Score: Raw -6510829.874528 + Penalty 3544.095608 = -6507285.778920 nChanged 332 SP:Iteration 46Q (2131.915146 sec): 3 clusters Score: Raw -6510928.534547 + Penalty 3544.095608 = -6507384.438940 nChanged 319 SP:Iteration 47Q (2132.037607 sec): 3 clusters Score: Raw -6511024.427778 + Penalty 3544.095608 = -6507480.332170 nChanged 287 SP:Iteration 48Q (2132.166480 sec): 3 clusters Score: Raw -6511110.233045 + Penalty 3544.095608 = -6507566.137437 nChanged 245 SP:Iteration 49Q (2132.284504 sec): 3 clusters Score: Raw -6511176.228615 + Penalty 3544.095608 = -6507632.133007 nChanged 226 SP:Iteration 50Q (2132.415838 sec): 3 clusters Score: Raw -6511232.121907 + Penalty 3544.095608 = -6507688.026299 nChanged 205 SP:Iteration 51Q (2132.535052 sec): 3 clusters Score: Raw -6511289.304184 + Penalty 3544.095608 = -6507745.208576 nChanged 203 SP:Iteration 52Q (2132.654544 sec): 3 clusters Score: Raw -6511345.405692 + Penalty 3544.095608 = -6507801.310084 nChanged 185 SP:Iteration 53Q (2132.785288 sec): 3 clusters Score: Raw -6511392.647140 + Penalty 3544.095608 = -6507848.551533 nChanged 181 SP:Iteration 54Q (2132.893666 sec): 3 clusters Score: Raw -6511435.851600 + Penalty 3544.095608 = -6507891.755992 nChanged 147 SP:Iteration 55Q (2133.007055 sec): 3 clusters Score: Raw -6511468.770500 + Penalty 3544.095608 = -6507924.674893 nChanged 148 SP:Iteration 56Q (2133.123558 sec): 3 clusters Score: Raw -6511501.579376 + Penalty 3544.095608 = -6507957.483768 nChanged 142 SP:Iteration 57Q (2133.240050 sec): 3 clusters Score: Raw -6511536.383009 + Penalty 3544.095608 = -6507992.287401 nChanged 130 SP:Iteration 58Q (2133.359026 sec): 3 clusters Score: Raw -6511567.852492 + Penalty 3544.095608 = -6508023.756884 nChanged 142 SP:Iteration 59Q (2133.470391 sec): 3 clusters Score: Raw -6511606.258025 + Penalty 3544.095608 = -6508062.162417 nChanged 141 SP:Iteration 60F (2133.591654 sec): 3 clusters Score: Raw -6511645.067511 + Penalty 3544.095608 = -6508100.971903 nChanged 122 SP:Iteration 61Q (2133.704964 sec): 3 clusters Score: Raw -6511677.843777 + Penalty 3544.095608 = -6508133.748169 nChanged 118 SP:Iteration 62Q (2133.809501 sec): 3 clusters Score: Raw -6511705.145061 + Penalty 3544.095608 = -6508161.049453 nChanged 94 SP:Iteration 63Q (2133.932230 sec): 3 clusters Score: Raw -6511728.862731 + Penalty 3544.095608 = -6508184.767123 nChanged 95 SP:Iteration 64Q (2134.048613 sec): 3 clusters Score: Raw -6511750.847388 + Penalty 3544.095608 = -6508206.751780 nChanged 75 SP:Iteration 65Q (2134.158009 sec): 3 clusters Score: Raw -6511766.368600 + Penalty 3544.095608 = -6508222.272993 nChanged 79 SP:Iteration 66Q (2134.275070 sec): 3 clusters Score: Raw -6511782.408020 + Penalty 3544.095608 = -6508238.312412 nChanged 67 SP:Iteration 67Q (2134.387911 sec): 3 clusters Score: Raw -6511798.120583 + Penalty 3544.095608 = -6508254.024975 nChanged 78 SP:Iteration 68Q (2134.515633 sec): 3 clusters Score: Raw -6511815.401443 + Penalty 3544.095608 = -6508271.305836 nChanged 69 SP:Iteration 69Q (2134.637756 sec): 3 clusters Score: Raw -6511834.791084 + Penalty 3544.095608 = -6508290.695476 nChanged 73 SP:Iteration 70Q (2134.758763 sec): 3 clusters Score: Raw -6511852.364835 + Penalty 3544.095608 = -6508308.269227 nChanged 68 SP:Iteration 71Q (2134.877272 sec): 3 clusters Score: Raw -6511868.725729 + Penalty 3544.095608 = -6508324.630122 nChanged 61 SP:Iteration 72Q (2134.992427 sec): 3 clusters Score: Raw -6511881.822293 + Penalty 3544.095608 = -6508337.726686 nChanged 50 SP:Iteration 73Q (2135.111544 sec): 3 clusters Score: Raw -6511893.597508 + Penalty 3544.095608 = -6508349.501900 nChanged 52 SP:Iteration 74Q (2135.228031 sec): 3 clusters Score: Raw -6511902.538010 + Penalty 3544.095608 = -6508358.442402 nChanged 51 SP:Iteration 75Q (2135.348652 sec): 3 clusters Score: Raw -6511912.153171 + Penalty 3544.095608 = -6508368.057564 nChanged 40 SP:Iteration 76Q (2135.467772 sec): 3 clusters Score: Raw -6511919.468553 + Penalty 3544.095608 = -6508375.372945 nChanged 35 SP:Iteration 77Q (2135.590868 sec): 3 clusters Score: Raw -6511927.495174 + Penalty 3544.095608 = -6508383.399567 nChanged 43 SP:Iteration 78Q (2135.712697 sec): 3 clusters Score: Raw -6511936.187298 + Penalty 3544.095608 = -6508392.091690 nChanged 41 SP:Iteration 79Q (2135.837451 sec): 3 clusters Score: Raw -6511946.790123 + Penalty 3544.095608 = -6508402.694515 nChanged 50 SP:Iteration 80F (2135.973010 sec): 3 clusters Score: Raw -6511956.545848 + Penalty 3544.095608 = -6508412.450241 nChanged 43 SP:Iteration 81Q (2136.096998 sec): 3 clusters Score: Raw -6511964.482828 + Penalty 3544.095608 = -6508420.387221 nChanged 31 SP:Iteration 82Q (2136.217386 sec): 3 clusters Score: Raw -6511970.574097 + Penalty 3544.095608 = -6508426.478489 nChanged 33 SP:Iteration 83Q (2136.337711 sec): 3 clusters Score: Raw -6511977.889550 + Penalty 3544.095608 = -6508433.793942 nChanged 28 SP:Iteration 84Q (2136.452925 sec): 3 clusters Score: Raw -6511982.779863 + Penalty 3544.095608 = -6508438.684256 nChanged 26 SP:Iteration 85Q (2136.563957 sec): 3 clusters Score: Raw -6511988.231018 + Penalty 3544.095608 = -6508444.135410 nChanged 26 SP:Iteration 86Q (2136.681867 sec): 3 clusters Score: Raw -6511992.396589 + Penalty 3544.095608 = -6508448.300981 nChanged 17 SP:Iteration 87Q (2136.802047 sec): 3 clusters Score: Raw -6511995.470641 + Penalty 3544.095608 = -6508451.375033 nChanged 21 SP:Iteration 88Q (2136.916347 sec): 3 clusters Score: Raw -6511999.178165 + Penalty 3544.095608 = -6508455.082558 nChanged 15 SP:Iteration 89Q (2137.024685 sec): 3 clusters Score: Raw -6512002.632590 + Penalty 3544.095608 = -6508458.536983 nChanged 22 SP:Iteration 90Q (2137.132177 sec): 3 clusters Score: Raw -6512007.245741 + Penalty 3544.095608 = -6508463.150134 nChanged 28 SP:Iteration 91Q (2137.244010 sec): 3 clusters Score: Raw -6512014.674781 + Penalty 3544.095608 = -6508470.579173 nChanged 36 SP:Iteration 92Q (2137.361025 sec): 3 clusters Score: Raw -6512024.490321 + Penalty 3544.095608 = -6508480.394714 nChanged 34 SP:Iteration 93Q (2137.466788 sec): 3 clusters Score: Raw -6512032.722091 + Penalty 3544.095608 = -6508488.626483 nChanged 34 SP:Iteration 94Q (2137.573214 sec): 3 clusters Score: Raw -6512043.678812 + Penalty 3544.095608 = -6508499.583205 nChanged 33 SP:Iteration 95Q (2137.684747 sec): 3 clusters Score: Raw -6512054.511137 + Penalty 3544.095608 = -6508510.415529 nChanged 27 SP:Iteration 96Q (2137.795055 sec): 3 clusters Score: Raw -6512064.048752 + Penalty 3544.095608 = -6508519.953144 nChanged 35 SP:Iteration 97Q (2137.900907 sec): 3 clusters Score: Raw -6512077.219592 + Penalty 3544.095608 = -6508533.123984 nChanged 39 SP:Iteration 98Q (2138.006790 sec): 3 clusters Score: Raw -6512087.369536 + Penalty 3544.095608 = -6508543.273929 nChanged 26 SP:Iteration 99Q (2138.108496 sec): 3 clusters Score: Raw -6512094.663426 + Penalty 3544.095608 = -6508550.567818 nChanged 26 SP:Iteration 100F (2138.248646 sec): 3 clusters Score: Raw -6512101.015159 + Penalty 3544.095608 = -6508556.919552 nChanged 26 SP:Iteration 101Q (2138.368090 sec): 3 clusters Score: Raw -6512106.510776 + Penalty 3544.095608 = -6508562.415168 nChanged 22 SP:Iteration 102Q (2138.481710 sec): 3 clusters Score: Raw -6512111.145021 + Penalty 3544.095608 = -6508567.049414 nChanged 18 SP:Iteration 103Q (2138.593301 sec): 3 clusters Score: Raw -6512114.289558 + Penalty 3544.095608 = -6508570.193950 nChanged 9 SP:Iteration 104Q (2138.698182 sec): 3 clusters Score: Raw -6512115.956261 + Penalty 3544.095608 = -6508571.860654 nChanged 9 SP:Iteration 105Q (2138.814845 sec): 3 clusters Score: Raw -6512117.055646 + Penalty 3544.095608 = -6508572.960039 nChanged 4 SP:Iteration 106Q (2138.928644 sec): 3 clusters Score: Raw -6512117.737512 + Penalty 3544.095608 = -6508573.641905 nChanged 8 SP:Iteration 107Q (2139.047394 sec): 3 clusters Score: Raw -6512118.867386 + Penalty 3544.095608 = -6508574.771779 nChanged 6 SP:Iteration 108Q (2139.165611 sec): 3 clusters Score: Raw -6512119.918643 + Penalty 3544.095608 = -6508575.823036 nChanged 4 SP:Iteration 109Q (2139.279585 sec): 3 clusters Score: Raw -6512121.468180 + Penalty 3544.095608 = -6508577.372572 nChanged 9 SP:Iteration 110Q (2139.389689 sec): 3 clusters Score: Raw -6512123.669704 + Penalty 3544.095608 = -6508579.574097 nChanged 11 SP:Iteration 111Q (2139.509729 sec): 3 clusters Score: Raw -6512126.629405 + Penalty 3544.095608 = -6508582.533798 nChanged 13 SP:Iteration 112Q (2139.613474 sec): 3 clusters Score: Raw -6512129.308039 + Penalty 3544.095608 = -6508585.212431 nChanged 19 SP:Iteration 113Q (2139.732610 sec): 3 clusters Score: Raw -6512133.908066 + Penalty 3544.095608 = -6508589.812458 nChanged 15 SP:Iteration 114Q (2139.861745 sec): 3 clusters Score: Raw -6512137.113535 + Penalty 3544.095608 = -6508593.017928 nChanged 12 SP:Iteration 115Q (2139.975405 sec): 3 clusters Score: Raw -6512140.811121 + Penalty 3544.095608 = -6508596.715513 nChanged 16 SP:Iteration 116Q (2140.097181 sec): 3 clusters Score: Raw -6512144.235318 + Penalty 3544.095608 = -6508600.139710 nChanged 11 SP:Iteration 117Q (2140.206826 sec): 3 clusters Score: Raw -6512146.511880 + Penalty 3544.095608 = -6508602.416272 nChanged 7 SP:Iteration 118Q (2140.333710 sec): 3 clusters Score: Raw -6512147.605516 + Penalty 3544.095608 = -6508603.509909 nChanged 6 SP:Iteration 119Q (2140.449672 sec): 3 clusters Score: Raw -6512148.807794 + Penalty 3544.095608 = -6508604.712186 nChanged 15 SP:Iteration 120F (2140.580079 sec): 3 clusters Score: Raw -6512151.936816 + Penalty 3544.095608 = -6508607.841208 nChanged 8 SP:Iteration 121Q (2140.699946 sec): 3 clusters Score: Raw -6512153.693206 + Penalty 3544.095608 = -6508609.597598 nChanged 12 SP:Iteration 122Q (2140.810009 sec): 3 clusters Score: Raw -6512156.169703 + Penalty 3544.095608 = -6508612.074095 nChanged 6 SP:Iteration 123Q (2140.923843 sec): 3 clusters Score: Raw -6512157.340083 + Penalty 3544.095608 = -6508613.244475 nChanged 5 SP:Iteration 124Q (2141.050392 sec): 3 clusters Score: Raw -6512158.040986 + Penalty 3544.095608 = -6508613.945378 nChanged 5 SP:Iteration 125Q (2141.161691 sec): 3 clusters Score: Raw -6512159.304349 + Penalty 3544.095608 = -6508615.208741 nChanged 4 SP:Iteration 126Q (2141.280374 sec): 3 clusters Score: Raw -6512160.614287 + Penalty 3544.095608 = -6508616.518680 nChanged 11 SP:Iteration 127Q (2141.402180 sec): 3 clusters Score: Raw -6512164.519993 + Penalty 3544.095608 = -6508620.424386 nChanged 18 SP:Iteration 128Q (2141.500362 sec): 3 clusters Score: Raw -6512167.941268 + Penalty 3544.095608 = -6508623.845661 nChanged 6 SP:Iteration 129Q (2141.612910 sec): 3 clusters Score: Raw -6512168.865752 + Penalty 3544.095608 = -6508624.770144 nChanged 7 SP:Iteration 130Q (2141.729204 sec): 3 clusters Score: Raw -6512170.712168 + Penalty 3544.095608 = -6508626.616561 nChanged 5 SP:Iteration 131Q (2141.843393 sec): 3 clusters Score: Raw -6512172.331985 + Penalty 3544.095608 = -6508628.236378 nChanged 5 SP:Iteration 132Q (2141.957416 sec): 3 clusters Score: Raw -6512173.688597 + Penalty 3544.095608 = -6508629.592989 nChanged 8 SP:Iteration 133Q (2142.054457 sec): 3 clusters Score: Raw -6512175.062447 + Penalty 3544.095608 = -6508630.966840 nChanged 3 SP:Iteration 134Q (2142.158622 sec): 3 clusters Score: Raw -6512175.668557 + Penalty 3544.095608 = -6508631.572950 nChanged 3 SP:Iteration 135Q (2142.268744 sec): 3 clusters Score: Raw -6512175.970356 + Penalty 3544.095608 = -6508631.874749 nChanged 2 SP:Iteration 136Q (2142.385163 sec): 3 clusters Score: Raw -6512176.249560 + Penalty 3544.095608 = -6508632.153952 nChanged 3 SP:Iteration 137Q (2142.489160 sec): 3 clusters Score: Raw -6512176.782861 + Penalty 3544.095608 = -6508632.687254 nChanged 5 SP:Iteration 138Q (2142.615710 sec): 3 clusters Score: Raw -6512177.381080 + Penalty 3544.095608 = -6508633.285472 nChanged 3 SP:Iteration 139Q (2142.738965 sec): 3 clusters Score: Raw -6512177.836840 + Penalty 3544.095608 = -6508633.741232 nChanged 3 SP:Iteration 140F (2142.871932 sec): 3 clusters Score: Raw -6512178.219837 + Penalty 3544.095608 = -6508634.124229 nChanged 0 Trying to split cluster 20 (4547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2142.911076 sec): 2 clusters Score: Raw -538793.444322 + Penalty 1368.611230 = -537424.833092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2142.967444 sec): 3 clusters Score: Raw -536468.737836 + Penalty 2737.222460 = -533731.515376 nChanged 1842 SP:Iteration 1F (2143.009798 sec): 3 clusters Score: Raw -537508.924392 + Penalty 2737.222460 = -534771.701932 nChanged 380 SP:Iteration 2F (2143.066313 sec): 3 clusters Score: Raw -537821.339395 + Penalty 2737.222460 = -535084.116935 nChanged 338 SP:Iteration 3F (2143.125456 sec): 3 clusters Score: Raw -538080.561525 + Penalty 2737.222460 = -535343.339065 nChanged 288 SP:Iteration 4F (2143.167340 sec): 3 clusters Score: Raw -538281.835631 + Penalty 2737.222460 = -535544.613171 nChanged 222 SP:Iteration 5Q (2143.204067 sec): 3 clusters Score: Raw -538428.889703 + Penalty 2737.222460 = -535691.667243 nChanged 178 SP:Iteration 6Q (2143.253971 sec): 3 clusters Score: Raw -538529.009152 + Penalty 2737.222460 = -535791.786692 nChanged 150 SP:Iteration 7Q (2143.318565 sec): 3 clusters Score: Raw -538622.375879 + Penalty 2737.222460 = -535885.153419 nChanged 125 SP:Iteration 8Q (2143.369393 sec): 3 clusters Score: Raw -538697.203134 + Penalty 2737.222460 = -535959.980674 nChanged 122 SP:Iteration 9Q (2143.423407 sec): 3 clusters Score: Raw -538769.971284 + Penalty 2737.222460 = -536032.748824 nChanged 121 SP:Iteration 10Q (2143.466665 sec): 3 clusters Score: Raw -538828.841958 + Penalty 2737.222460 = -536091.619498 nChanged 83 SP:Iteration 11Q (2143.520688 sec): 3 clusters Score: Raw -538870.763000 + Penalty 2737.222460 = -536133.540540 nChanged 68 SP:Iteration 12Q (2143.575588 sec): 3 clusters Score: Raw -538906.967151 + Penalty 2737.222460 = -536169.744691 nChanged 70 SP:Iteration 13Q (2143.628864 sec): 3 clusters Score: Raw -538943.992931 + Penalty 2737.222460 = -536206.770471 nChanged 71 SP:Iteration 14Q (2143.672437 sec): 3 clusters Score: Raw -538983.273636 + Penalty 2737.222460 = -536246.051176 nChanged 53 SP:Iteration 15Q (2143.728984 sec): 3 clusters Score: Raw -539007.308182 + Penalty 2737.222460 = -536270.085722 nChanged 43 SP:Iteration 16Q (2143.779804 sec): 3 clusters Score: Raw -539027.837702 + Penalty 2737.222460 = -536290.615242 nChanged 41 SP:Iteration 17Q (2143.829880 sec): 3 clusters Score: Raw -539046.400497 + Penalty 2737.222460 = -536309.178037 nChanged 35 SP:Iteration 18Q (2143.877682 sec): 3 clusters Score: Raw -539060.416143 + Penalty 2737.222460 = -536323.193683 nChanged 33 SP:Iteration 19Q (2143.934565 sec): 3 clusters Score: Raw -539071.468745 + Penalty 2737.222460 = -536334.246285 nChanged 29 SP:Iteration 20F (2143.984908 sec): 3 clusters Score: Raw -539083.577589 + Penalty 2737.222460 = -536346.355129 nChanged 38 SP:Iteration 21Q (2144.040648 sec): 3 clusters Score: Raw -539100.152720 + Penalty 2737.222460 = -536362.930260 nChanged 29 SP:Iteration 22Q (2144.093546 sec): 3 clusters Score: Raw -539111.909871 + Penalty 2737.222460 = -536374.687411 nChanged 27 SP:Iteration 23Q (2144.140347 sec): 3 clusters Score: Raw -539125.567949 + Penalty 2737.222460 = -536388.345489 nChanged 29 SP:Iteration 24Q (2144.194585 sec): 3 clusters Score: Raw -539138.651671 + Penalty 2737.222460 = -536401.429211 nChanged 30 SP:Iteration 25Q (2144.243045 sec): 3 clusters Score: Raw -539150.477559 + Penalty 2737.222460 = -536413.255099 nChanged 29 SP:Iteration 26Q (2144.291179 sec): 3 clusters Score: Raw -539164.098646 + Penalty 2737.222460 = -536426.876186 nChanged 30 SP:Iteration 27Q (2144.348746 sec): 3 clusters Score: Raw -539175.679764 + Penalty 2737.222460 = -536438.457304 nChanged 34 SP:Iteration 28Q (2144.399009 sec): 3 clusters Score: Raw -539187.935733 + Penalty 2737.222460 = -536450.713273 nChanged 18 SP:Iteration 29Q (2144.448744 sec): 3 clusters Score: Raw -539194.235942 + Penalty 2737.222460 = -536457.013482 nChanged 15 SP:Iteration 30Q (2144.498491 sec): 3 clusters Score: Raw -539199.558715 + Penalty 2737.222460 = -536462.336255 nChanged 18 SP:Iteration 31Q (2144.555317 sec): 3 clusters Score: Raw -539203.905163 + Penalty 2737.222460 = -536466.682703 nChanged 11 SP:Iteration 32Q (2144.606094 sec): 3 clusters Score: Raw -539207.079467 + Penalty 2737.222460 = -536469.857007 nChanged 13 SP:Iteration 33Q (2144.649328 sec): 3 clusters Score: Raw -539211.161949 + Penalty 2737.222460 = -536473.939489 nChanged 14 SP:Iteration 34Q (2144.703786 sec): 3 clusters Score: Raw -539215.251742 + Penalty 2737.222460 = -536478.029282 nChanged 14 SP:Iteration 35Q (2144.749042 sec): 3 clusters Score: Raw -539219.050277 + Penalty 2737.222460 = -536481.827817 nChanged 8 SP:Iteration 36Q (2144.802542 sec): 3 clusters Score: Raw -539221.083002 + Penalty 2737.222460 = -536483.860542 nChanged 10 SP:Iteration 37Q (2144.863298 sec): 3 clusters Score: Raw -539223.893046 + Penalty 2737.222460 = -536486.670586 nChanged 11 SP:Iteration 38Q (2144.920452 sec): 3 clusters Score: Raw -539227.170164 + Penalty 2737.222460 = -536489.947704 nChanged 14 SP:Iteration 39Q (2144.970009 sec): 3 clusters Score: Raw -539229.922332 + Penalty 2737.222460 = -536492.699872 nChanged 9 SP:Iteration 40F (2145.016234 sec): 3 clusters Score: Raw -539231.404852 + Penalty 2737.222460 = -536494.182392 nChanged 6 SP:Iteration 41Q (2145.062227 sec): 3 clusters Score: Raw -539232.646761 + Penalty 2737.222460 = -536495.424301 nChanged 2 SP:Iteration 42Q (2145.111611 sec): 3 clusters Score: Raw -539232.885570 + Penalty 2737.222460 = -536495.663110 nChanged 3 SP:Iteration 43Q (2145.150413 sec): 3 clusters Score: Raw -539233.384190 + Penalty 2737.222460 = -536496.161730 nChanged 1 SP:Iteration 44Q (2145.200001 sec): 3 clusters Score: Raw -539233.465193 + Penalty 2737.222460 = -536496.242733 nChanged 0 SP:Iteration 45F (2145.253898 sec): 3 clusters Score: Raw -539233.465193 + Penalty 2737.222460 = -536496.242733 nChanged 0 Trying to split cluster 21 (35377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2145.328429 sec): 2 clusters Score: Raw -4411716.528382 + Penalty 1701.995290 = -4410014.533092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2145.445614 sec): 3 clusters Score: Raw -4389760.397634 + Penalty 3403.990580 = -4386356.407054 nChanged 16365 SP:Iteration 1F (2145.547566 sec): 3 clusters Score: Raw -4399066.272766 + Penalty 3403.990580 = -4395662.282186 nChanged 1866 SP:Iteration 2F (2145.656793 sec): 3 clusters Score: Raw -4399898.216632 + Penalty 3403.990580 = -4396494.226051 nChanged 2024 SP:Iteration 3F (2145.766107 sec): 3 clusters Score: Raw -4401010.810708 + Penalty 3403.990580 = -4397606.820128 nChanged 2305 SP:Iteration 4F (2145.863197 sec): 3 clusters Score: Raw -4402599.407474 + Penalty 3403.990580 = -4399195.416894 nChanged 2526 SP:Iteration 5F (2145.970256 sec): 3 clusters Score: Raw -4404562.018744 + Penalty 3403.990580 = -4401158.028163 nChanged 2437 SP:Iteration 6F (2146.068279 sec): 3 clusters Score: Raw -4406477.283768 + Penalty 3403.990580 = -4403073.293188 nChanged 2048 SP:Iteration 7F (2146.171361 sec): 3 clusters Score: Raw -4407970.472083 + Penalty 3403.990580 = -4404566.481503 nChanged 1522 SP:Iteration 8Q (2146.281403 sec): 3 clusters Score: Raw -4408777.443113 + Penalty 3403.990580 = -4405373.452532 nChanged 1030 SP:Iteration 9Q (2146.388508 sec): 3 clusters Score: Raw -4409207.990986 + Penalty 3403.990580 = -4405804.000406 nChanged 676 SP:Iteration 10Q (2146.495828 sec): 3 clusters Score: Raw -4409433.588755 + Penalty 3403.990580 = -4406029.598175 nChanged 494 SP:Iteration 11Q (2146.602174 sec): 3 clusters Score: Raw -4409589.267080 + Penalty 3403.990580 = -4406185.276499 nChanged 420 SP:Iteration 12Q (2146.708833 sec): 3 clusters Score: Raw -4409726.085558 + Penalty 3403.990580 = -4406322.094977 nChanged 403 SP:Iteration 13Q (2146.807666 sec): 3 clusters Score: Raw -4409852.561858 + Penalty 3403.990580 = -4406448.571278 nChanged 373 SP:Iteration 14Q (2146.900749 sec): 3 clusters Score: Raw -4409964.970295 + Penalty 3403.990580 = -4406560.979715 nChanged 370 SP:Iteration 15Q (2146.999430 sec): 3 clusters Score: Raw -4410071.904929 + Penalty 3403.990580 = -4406667.914349 nChanged 325 SP:Iteration 16Q (2147.101274 sec): 3 clusters Score: Raw -4410159.278463 + Penalty 3403.990580 = -4406755.287883 nChanged 284 SP:Iteration 17Q (2147.198652 sec): 3 clusters Score: Raw -4410234.251256 + Penalty 3403.990580 = -4406830.260675 nChanged 278 SP:Iteration 18Q (2147.303624 sec): 3 clusters Score: Raw -4410311.496614 + Penalty 3403.990580 = -4406907.506034 nChanged 272 SP:Iteration 19Q (2147.398364 sec): 3 clusters Score: Raw -4410389.257211 + Penalty 3403.990580 = -4406985.266631 nChanged 289 SP:Iteration 20F (2147.496242 sec): 3 clusters Score: Raw -4410472.177091 + Penalty 3403.990580 = -4407068.186511 nChanged 276 SP:Iteration 21Q (2147.594898 sec): 3 clusters Score: Raw -4410545.142141 + Penalty 3403.990580 = -4407141.151561 nChanged 256 SP:Iteration 22Q (2147.687896 sec): 3 clusters Score: Raw -4410612.068192 + Penalty 3403.990580 = -4407208.077611 nChanged 227 SP:Iteration 23Q (2147.782965 sec): 3 clusters Score: Raw -4410676.885804 + Penalty 3403.990580 = -4407272.895223 nChanged 232 SP:Iteration 24Q (2147.880251 sec): 3 clusters Score: Raw -4410750.564415 + Penalty 3403.990580 = -4407346.573835 nChanged 257 SP:Iteration 25Q (2147.988409 sec): 3 clusters Score: Raw -4410845.803995 + Penalty 3403.990580 = -4407441.813415 nChanged 256 SP:Iteration 26Q (2148.090049 sec): 3 clusters Score: Raw -4410941.635491 + Penalty 3403.990580 = -4407537.644911 nChanged 249 SP:Iteration 27Q (2148.195601 sec): 3 clusters Score: Raw -4411046.988826 + Penalty 3403.990580 = -4407642.998246 nChanged 257 SP:Iteration 28Q (2148.299114 sec): 3 clusters Score: Raw -4411154.032646 + Penalty 3403.990580 = -4407750.042066 nChanged 231 SP:Iteration 29Q (2148.396935 sec): 3 clusters Score: Raw -4411248.356198 + Penalty 3403.990580 = -4407844.365618 nChanged 231 SP:Iteration 30Q (2148.486619 sec): 3 clusters Score: Raw -4411354.292888 + Penalty 3403.990580 = -4407950.302308 nChanged 241 SP:Iteration 31Q (2148.597886 sec): 3 clusters Score: Raw -4411472.034390 + Penalty 3403.990580 = -4408068.043810 nChanged 242 SP:Iteration 32Q (2148.700065 sec): 3 clusters Score: Raw -4411571.948394 + Penalty 3403.990580 = -4408167.957814 nChanged 244 SP:Iteration 33Q (2148.803774 sec): 3 clusters Score: Raw -4411680.338012 + Penalty 3403.990580 = -4408276.347432 nChanged 255 SP:Iteration 34Q (2148.907504 sec): 3 clusters Score: Raw -4411815.154903 + Penalty 3403.990580 = -4408411.164322 nChanged 270 SP:Iteration 35Q (2149.000846 sec): 3 clusters Score: Raw -4411957.560158 + Penalty 3403.990580 = -4408553.569577 nChanged 265 SP:Iteration 36Q (2149.111661 sec): 3 clusters Score: Raw -4412090.456894 + Penalty 3403.990580 = -4408686.466314 nChanged 267 SP:Iteration 37Q (2149.205882 sec): 3 clusters Score: Raw -4412212.325047 + Penalty 3403.990580 = -4408808.334466 nChanged 223 SP:Iteration 38Q (2149.313330 sec): 3 clusters Score: Raw -4412291.853072 + Penalty 3403.990580 = -4408887.862491 nChanged 189 SP:Iteration 39Q (2149.415477 sec): 3 clusters Score: Raw -4412362.871286 + Penalty 3403.990580 = -4408958.880706 nChanged 177 SP:Iteration 40F (2149.523489 sec): 3 clusters Score: Raw -4412427.633533 + Penalty 3403.990580 = -4409023.642952 nChanged 181 SP:Iteration 41Q (2149.624580 sec): 3 clusters Score: Raw -4412491.071613 + Penalty 3403.990580 = -4409087.081032 nChanged 166 SP:Iteration 42Q (2149.721939 sec): 3 clusters Score: Raw -4412545.375196 + Penalty 3403.990580 = -4409141.384616 nChanged 171 SP:Iteration 43Q (2149.817255 sec): 3 clusters Score: Raw -4412591.347483 + Penalty 3403.990580 = -4409187.356903 nChanged 154 SP:Iteration 44Q (2149.905608 sec): 3 clusters Score: Raw -4412633.704997 + Penalty 3403.990580 = -4409229.714417 nChanged 141 SP:Iteration 45Q (2150.000007 sec): 3 clusters Score: Raw -4412665.828558 + Penalty 3403.990580 = -4409261.837977 nChanged 113 SP:Iteration 46Q (2150.109076 sec): 3 clusters Score: Raw -4412688.687822 + Penalty 3403.990580 = -4409284.697242 nChanged 93 SP:Iteration 47Q (2150.201072 sec): 3 clusters Score: Raw -4412709.606601 + Penalty 3403.990580 = -4409305.616021 nChanged 102 SP:Iteration 48Q (2150.297928 sec): 3 clusters Score: Raw -4412728.079518 + Penalty 3403.990580 = -4409324.088938 nChanged 85 SP:Iteration 49Q (2150.388081 sec): 3 clusters Score: Raw -4412741.438282 + Penalty 3403.990580 = -4409337.447702 nChanged 73 SP:Iteration 50Q (2150.484559 sec): 3 clusters Score: Raw -4412750.630005 + Penalty 3403.990580 = -4409346.639424 nChanged 49 SP:Iteration 51Q (2150.584422 sec): 3 clusters Score: Raw -4412757.734532 + Penalty 3403.990580 = -4409353.743952 nChanged 55 SP:Iteration 52Q (2150.684070 sec): 3 clusters Score: Raw -4412765.055119 + Penalty 3403.990580 = -4409361.064538 nChanged 42 SP:Iteration 53Q (2150.784817 sec): 3 clusters Score: Raw -4412769.577038 + Penalty 3403.990580 = -4409365.586458 nChanged 29 SP:Iteration 54Q (2150.885882 sec): 3 clusters Score: Raw -4412772.246689 + Penalty 3403.990580 = -4409368.256109 nChanged 25 SP:Iteration 55Q (2150.982904 sec): 3 clusters Score: Raw -4412774.402388 + Penalty 3403.990580 = -4409370.411807 nChanged 25 SP:Iteration 56Q (2151.082078 sec): 3 clusters Score: Raw -4412776.436871 + Penalty 3403.990580 = -4409372.446291 nChanged 19 SP:Iteration 57Q (2151.179679 sec): 3 clusters Score: Raw -4412778.277541 + Penalty 3403.990580 = -4409374.286960 nChanged 15 SP:Iteration 58Q (2151.281451 sec): 3 clusters Score: Raw -4412779.739235 + Penalty 3403.990580 = -4409375.748654 nChanged 18 SP:Iteration 59Q (2151.391919 sec): 3 clusters Score: Raw -4412781.283169 + Penalty 3403.990580 = -4409377.292589 nChanged 12 SP:Iteration 60F (2151.496780 sec): 3 clusters Score: Raw -4412782.126820 + Penalty 3403.990580 = -4409378.136240 nChanged 14 SP:Iteration 61Q (2151.594338 sec): 3 clusters Score: Raw -4412783.046274 + Penalty 3403.990580 = -4409379.055694 nChanged 11 SP:Iteration 62Q (2151.690551 sec): 3 clusters Score: Raw -4412784.054951 + Penalty 3403.990580 = -4409380.064371 nChanged 13 SP:Iteration 63Q (2151.784971 sec): 3 clusters Score: Raw -4412784.936883 + Penalty 3403.990580 = -4409380.946303 nChanged 15 SP:Iteration 64Q (2151.880425 sec): 3 clusters Score: Raw -4412785.939002 + Penalty 3403.990580 = -4409381.948422 nChanged 14 SP:Iteration 65Q (2151.978883 sec): 3 clusters Score: Raw -4412786.977434 + Penalty 3403.990580 = -4409382.986854 nChanged 18 SP:Iteration 66Q (2152.069604 sec): 3 clusters Score: Raw -4412788.147379 + Penalty 3403.990580 = -4409384.156799 nChanged 11 SP:Iteration 67Q (2152.166770 sec): 3 clusters Score: Raw -4412788.766948 + Penalty 3403.990580 = -4409384.776368 nChanged 7 SP:Iteration 68Q (2152.266935 sec): 3 clusters Score: Raw -4412789.175965 + Penalty 3403.990580 = -4409385.185384 nChanged 5 SP:Iteration 69Q (2152.362385 sec): 3 clusters Score: Raw -4412789.393637 + Penalty 3403.990580 = -4409385.403057 nChanged 6 SP:Iteration 70Q (2152.452233 sec): 3 clusters Score: Raw -4412789.839535 + Penalty 3403.990580 = -4409385.848954 nChanged 10 SP:Iteration 71Q (2152.550023 sec): 3 clusters Score: Raw -4412790.429340 + Penalty 3403.990580 = -4409386.438760 nChanged 12 SP:Iteration 72Q (2152.645700 sec): 3 clusters Score: Raw -4412791.149374 + Penalty 3403.990580 = -4409387.158794 nChanged 10 SP:Iteration 73Q (2152.729226 sec): 3 clusters Score: Raw -4412791.744319 + Penalty 3403.990580 = -4409387.753739 nChanged 12 SP:Iteration 74Q (2152.822314 sec): 3 clusters Score: Raw -4412792.445082 + Penalty 3403.990580 = -4409388.454501 nChanged 10 SP:Iteration 75Q (2152.921152 sec): 3 clusters Score: Raw -4412793.195773 + Penalty 3403.990580 = -4409389.205192 nChanged 8 SP:Iteration 76Q (2153.028225 sec): 3 clusters Score: Raw -4412793.677838 + Penalty 3403.990580 = -4409389.687257 nChanged 4 SP:Iteration 77Q (2153.128462 sec): 3 clusters Score: Raw -4412793.894800 + Penalty 3403.990580 = -4409389.904219 nChanged 5 SP:Iteration 78Q (2153.226933 sec): 3 clusters Score: Raw -4412794.092689 + Penalty 3403.990580 = -4409390.102109 nChanged 5 SP:Iteration 79Q (2153.326053 sec): 3 clusters Score: Raw -4412794.765168 + Penalty 3403.990580 = -4409390.774588 nChanged 11 SP:Iteration 80F (2153.422919 sec): 3 clusters Score: Raw -4412795.492400 + Penalty 3403.990580 = -4409391.501820 nChanged 10 SP:Iteration 81Q (2153.529194 sec): 3 clusters Score: Raw -4412796.620101 + Penalty 3403.990580 = -4409392.629521 nChanged 9 SP:Iteration 82Q (2153.625909 sec): 3 clusters Score: Raw -4412797.540166 + Penalty 3403.990580 = -4409393.549586 nChanged 12 SP:Iteration 83Q (2153.733031 sec): 3 clusters Score: Raw -4412798.255847 + Penalty 3403.990580 = -4409394.265266 nChanged 5 SP:Iteration 84Q (2153.828342 sec): 3 clusters Score: Raw -4412798.550846 + Penalty 3403.990580 = -4409394.560266 nChanged 8 SP:Iteration 85Q (2153.928496 sec): 3 clusters Score: Raw -4412799.230856 + Penalty 3403.990580 = -4409395.240275 nChanged 6 SP:Iteration 86Q (2154.008854 sec): 3 clusters Score: Raw -4412799.767421 + Penalty 3403.990580 = -4409395.776840 nChanged 8 SP:Iteration 87Q (2154.105464 sec): 3 clusters Score: Raw -4412800.369906 + Penalty 3403.990580 = -4409396.379326 nChanged 6 SP:Iteration 88Q (2154.209938 sec): 3 clusters Score: Raw -4412800.766929 + Penalty 3403.990580 = -4409396.776349 nChanged 11 SP:Iteration 89Q (2154.315657 sec): 3 clusters Score: Raw -4412801.331604 + Penalty 3403.990580 = -4409397.341024 nChanged 9 SP:Iteration 90Q (2154.417528 sec): 3 clusters Score: Raw -4412801.929613 + Penalty 3403.990580 = -4409397.939032 nChanged 6 SP:Iteration 91Q (2154.515933 sec): 3 clusters Score: Raw -4412802.151874 + Penalty 3403.990580 = -4409398.161294 nChanged 7 SP:Iteration 92Q (2154.606471 sec): 3 clusters Score: Raw -4412802.434212 + Penalty 3403.990580 = -4409398.443631 nChanged 3 SP:Iteration 93Q (2154.712083 sec): 3 clusters Score: Raw -4412802.580203 + Penalty 3403.990580 = -4409398.589622 nChanged 5 SP:Iteration 94Q (2154.824354 sec): 3 clusters Score: Raw -4412802.780057 + Penalty 3403.990580 = -4409398.789477 nChanged 2 SP:Iteration 95Q (2154.928405 sec): 3 clusters Score: Raw -4412802.864531 + Penalty 3403.990580 = -4409398.873950 nChanged 1 SP:Iteration 96Q (2155.031274 sec): 3 clusters Score: Raw -4412802.896131 + Penalty 3403.990580 = -4409398.905551 nChanged 1 SP:Iteration 97Q (2155.122591 sec): 3 clusters Score: Raw -4412802.955879 + Penalty 3403.990580 = -4409398.965299 nChanged 1 SP:Iteration 98Q (2155.217243 sec): 3 clusters Score: Raw -4412802.991374 + Penalty 3403.990580 = -4409399.000794 nChanged 0 SP:Iteration 99F (2155.324701 sec): 3 clusters Score: Raw -4412802.991374 + Penalty 3403.990580 = -4409399.000794 nChanged 0 Trying to split cluster 22 (12031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2155.374968 sec): 2 clusters Score: Raw -1463975.397904 + Penalty 1526.726814 = -1462448.671090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2155.445041 sec): 3 clusters Score: Raw -1457076.391916 + Penalty 3053.453628 = -1454022.938289 nChanged 5248 SP:Iteration 1F (2155.513445 sec): 3 clusters Score: Raw -1460138.776715 + Penalty 3053.453628 = -1457085.323087 nChanged 884 SP:Iteration 2F (2155.572689 sec): 3 clusters Score: Raw -1460731.691577 + Penalty 3053.453628 = -1457678.237949 nChanged 885 SP:Iteration 3F (2155.649273 sec): 3 clusters Score: Raw -1461433.791828 + Penalty 3053.453628 = -1458380.338200 nChanged 886 SP:Iteration 4F (2155.716316 sec): 3 clusters Score: Raw -1462190.164511 + Penalty 3053.453628 = -1459136.710884 nChanged 845 SP:Iteration 5F (2155.769098 sec): 3 clusters Score: Raw -1462981.887543 + Penalty 3053.453628 = -1459928.433915 nChanged 757 SP:Iteration 6F (2155.831357 sec): 3 clusters Score: Raw -1463584.335992 + Penalty 3053.453628 = -1460530.882364 nChanged 566 SP:Iteration 7Q (2155.889663 sec): 3 clusters Score: Raw -1463999.180424 + Penalty 3053.453628 = -1460945.726796 nChanged 387 SP:Iteration 8Q (2155.955442 sec): 3 clusters Score: Raw -1464222.401674 + Penalty 3053.453628 = -1461168.948046 nChanged 261 SP:Iteration 9Q (2156.017492 sec): 3 clusters Score: Raw -1464333.076147 + Penalty 3053.453628 = -1461279.622519 nChanged 176 SP:Iteration 10Q (2156.080320 sec): 3 clusters Score: Raw -1464397.329476 + Penalty 3053.453628 = -1461343.875848 nChanged 120 SP:Iteration 11Q (2156.156280 sec): 3 clusters Score: Raw -1464430.416766 + Penalty 3053.453628 = -1461376.963139 nChanged 87 SP:Iteration 12Q (2156.223066 sec): 3 clusters Score: Raw -1464453.204889 + Penalty 3053.453628 = -1461399.751261 nChanged 82 SP:Iteration 13Q (2156.289291 sec): 3 clusters Score: Raw -1464474.628841 + Penalty 3053.453628 = -1461421.175214 nChanged 81 SP:Iteration 14Q (2156.355383 sec): 3 clusters Score: Raw -1464491.926216 + Penalty 3053.453628 = -1461438.472588 nChanged 66 SP:Iteration 15Q (2156.411540 sec): 3 clusters Score: Raw -1464508.891472 + Penalty 3053.453628 = -1461455.437844 nChanged 62 SP:Iteration 16Q (2156.471389 sec): 3 clusters Score: Raw -1464523.818776 + Penalty 3053.453628 = -1461470.365148 nChanged 55 SP:Iteration 17Q (2156.543050 sec): 3 clusters Score: Raw -1464537.341353 + Penalty 3053.453628 = -1461483.887725 nChanged 52 SP:Iteration 18Q (2156.601983 sec): 3 clusters Score: Raw -1464547.340770 + Penalty 3053.453628 = -1461493.887143 nChanged 38 SP:Iteration 19Q (2156.666226 sec): 3 clusters Score: Raw -1464553.164569 + Penalty 3053.453628 = -1461499.710942 nChanged 29 SP:Iteration 20F (2156.736523 sec): 3 clusters Score: Raw -1464558.790162 + Penalty 3053.453628 = -1461505.336535 nChanged 35 SP:Iteration 21Q (2156.802413 sec): 3 clusters Score: Raw -1464565.761104 + Penalty 3053.453628 = -1461512.307476 nChanged 31 SP:Iteration 22Q (2156.870365 sec): 3 clusters Score: Raw -1464570.561977 + Penalty 3053.453628 = -1461517.108349 nChanged 27 SP:Iteration 23Q (2156.935454 sec): 3 clusters Score: Raw -1464574.387340 + Penalty 3053.453628 = -1461520.933712 nChanged 25 SP:Iteration 24Q (2157.002752 sec): 3 clusters Score: Raw -1464578.468479 + Penalty 3053.453628 = -1461525.014852 nChanged 23 SP:Iteration 25Q (2157.060463 sec): 3 clusters Score: Raw -1464582.280465 + Penalty 3053.453628 = -1461528.826838 nChanged 23 SP:Iteration 26Q (2157.127870 sec): 3 clusters Score: Raw -1464585.990419 + Penalty 3053.453628 = -1461532.536792 nChanged 27 SP:Iteration 27Q (2157.202479 sec): 3 clusters Score: Raw -1464589.674286 + Penalty 3053.453628 = -1461536.220658 nChanged 22 SP:Iteration 28Q (2157.273027 sec): 3 clusters Score: Raw -1464593.053886 + Penalty 3053.453628 = -1461539.600258 nChanged 19 SP:Iteration 29Q (2157.325097 sec): 3 clusters Score: Raw -1464596.048773 + Penalty 3053.453628 = -1461542.595145 nChanged 14 SP:Iteration 30Q (2157.386245 sec): 3 clusters Score: Raw -1464597.811820 + Penalty 3053.453628 = -1461544.358193 nChanged 17 SP:Iteration 31Q (2157.450306 sec): 3 clusters Score: Raw -1464600.038658 + Penalty 3053.453628 = -1461546.585030 nChanged 12 SP:Iteration 32Q (2157.512632 sec): 3 clusters Score: Raw -1464601.736188 + Penalty 3053.453628 = -1461548.282561 nChanged 10 SP:Iteration 33Q (2157.575267 sec): 3 clusters Score: Raw -1464602.768266 + Penalty 3053.453628 = -1461549.314638 nChanged 9 SP:Iteration 34Q (2157.649220 sec): 3 clusters Score: Raw -1464604.595727 + Penalty 3053.453628 = -1461551.142099 nChanged 9 SP:Iteration 35Q (2157.712818 sec): 3 clusters Score: Raw -1464606.037103 + Penalty 3053.453628 = -1461552.583476 nChanged 9 SP:Iteration 36Q (2157.766073 sec): 3 clusters Score: Raw -1464607.328828 + Penalty 3053.453628 = -1461553.875201 nChanged 8 SP:Iteration 37Q (2157.828190 sec): 3 clusters Score: Raw -1464608.106218 + Penalty 3053.453628 = -1461554.652591 nChanged 6 SP:Iteration 38Q (2157.891238 sec): 3 clusters Score: Raw -1464608.921574 + Penalty 3053.453628 = -1461555.467947 nChanged 11 SP:Iteration 39Q (2157.953790 sec): 3 clusters Score: Raw -1464610.240346 + Penalty 3053.453628 = -1461556.786719 nChanged 9 SP:Iteration 40F (2158.013250 sec): 3 clusters Score: Raw -1464611.326440 + Penalty 3053.453628 = -1461557.872812 nChanged 11 SP:Iteration 41Q (2158.074156 sec): 3 clusters Score: Raw -1464612.575513 + Penalty 3053.453628 = -1461559.121886 nChanged 12 SP:Iteration 42Q (2158.145955 sec): 3 clusters Score: Raw -1464613.900362 + Penalty 3053.453628 = -1461560.446735 nChanged 14 SP:Iteration 43Q (2158.201011 sec): 3 clusters Score: Raw -1464615.374019 + Penalty 3053.453628 = -1461561.920391 nChanged 9 SP:Iteration 44Q (2158.269182 sec): 3 clusters Score: Raw -1464616.494695 + Penalty 3053.453628 = -1461563.041067 nChanged 10 SP:Iteration 45Q (2158.324957 sec): 3 clusters Score: Raw -1464617.655216 + Penalty 3053.453628 = -1461564.201589 nChanged 5 SP:Iteration 46Q (2158.390600 sec): 3 clusters Score: Raw -1464618.416859 + Penalty 3053.453628 = -1461564.963231 nChanged 6 SP:Iteration 47Q (2158.462123 sec): 3 clusters Score: Raw -1464619.279497 + Penalty 3053.453628 = -1461565.825870 nChanged 6 SP:Iteration 48Q (2158.529250 sec): 3 clusters Score: Raw -1464619.940336 + Penalty 3053.453628 = -1461566.486709 nChanged 1 SP:Iteration 49Q (2158.596410 sec): 3 clusters Score: Raw -1464620.289566 + Penalty 3053.453628 = -1461566.835939 nChanged 4 SP:Iteration 50Q (2158.662386 sec): 3 clusters Score: Raw -1464621.136971 + Penalty 3053.453628 = -1461567.683344 nChanged 6 SP:Iteration 51Q (2158.719719 sec): 3 clusters Score: Raw -1464622.127486 + Penalty 3053.453628 = -1461568.673859 nChanged 6 SP:Iteration 52Q (2158.799715 sec): 3 clusters Score: Raw -1464622.682710 + Penalty 3053.453628 = -1461569.229083 nChanged 4 SP:Iteration 53Q (2158.861696 sec): 3 clusters Score: Raw -1464622.892330 + Penalty 3053.453628 = -1461569.438703 nChanged 2 SP:Iteration 54Q (2158.934703 sec): 3 clusters Score: Raw -1464623.179722 + Penalty 3053.453628 = -1461569.726094 nChanged 2 SP:Iteration 55Q (2158.999794 sec): 3 clusters Score: Raw -1464623.545714 + Penalty 3053.453628 = -1461570.092086 nChanged 3 SP:Iteration 56Q (2159.064699 sec): 3 clusters Score: Raw -1464623.861646 + Penalty 3053.453628 = -1461570.408019 nChanged 3 SP:Iteration 57Q (2159.127044 sec): 3 clusters Score: Raw -1464624.316905 + Penalty 3053.453628 = -1461570.863277 nChanged 5 SP:Iteration 58Q (2159.191688 sec): 3 clusters Score: Raw -1464624.927129 + Penalty 3053.453628 = -1461571.473501 nChanged 8 SP:Iteration 59Q (2159.252142 sec): 3 clusters Score: Raw -1464626.629919 + Penalty 3053.453628 = -1461573.176292 nChanged 13 SP:Iteration 60F (2159.320731 sec): 3 clusters Score: Raw -1464628.808078 + Penalty 3053.453628 = -1461575.354451 nChanged 15 SP:Iteration 61Q (2159.401882 sec): 3 clusters Score: Raw -1464631.077306 + Penalty 3053.453628 = -1461577.623678 nChanged 18 SP:Iteration 62Q (2159.455663 sec): 3 clusters Score: Raw -1464633.075243 + Penalty 3053.453628 = -1461579.621615 nChanged 13 SP:Iteration 63Q (2159.520791 sec): 3 clusters Score: Raw -1464635.160330 + Penalty 3053.453628 = -1461581.706702 nChanged 9 SP:Iteration 64Q (2159.593122 sec): 3 clusters Score: Raw -1464637.678594 + Penalty 3053.453628 = -1461584.224967 nChanged 13 SP:Iteration 65Q (2159.664248 sec): 3 clusters Score: Raw -1464640.102284 + Penalty 3053.453628 = -1461586.648656 nChanged 11 SP:Iteration 66Q (2159.720134 sec): 3 clusters Score: Raw -1464641.917304 + Penalty 3053.453628 = -1461588.463676 nChanged 7 SP:Iteration 67Q (2159.781053 sec): 3 clusters Score: Raw -1464642.941599 + Penalty 3053.453628 = -1461589.487972 nChanged 9 SP:Iteration 68Q (2159.850208 sec): 3 clusters Score: Raw -1464644.155138 + Penalty 3053.453628 = -1461590.701511 nChanged 8 SP:Iteration 69Q (2159.917727 sec): 3 clusters Score: Raw -1464645.495486 + Penalty 3053.453628 = -1461592.041858 nChanged 8 SP:Iteration 70Q (2159.984329 sec): 3 clusters Score: Raw -1464646.434089 + Penalty 3053.453628 = -1461592.980461 nChanged 6 SP:Iteration 71Q (2160.058000 sec): 3 clusters Score: Raw -1464647.420626 + Penalty 3053.453628 = -1461593.966999 nChanged 6 SP:Iteration 72Q (2160.112900 sec): 3 clusters Score: Raw -1464648.172113 + Penalty 3053.453628 = -1461594.718486 nChanged 4 SP:Iteration 73Q (2160.183443 sec): 3 clusters Score: Raw -1464648.618005 + Penalty 3053.453628 = -1461595.164378 nChanged 3 SP:Iteration 74Q (2160.253076 sec): 3 clusters Score: Raw -1464648.867539 + Penalty 3053.453628 = -1461595.413911 nChanged 2 SP:Iteration 75Q (2160.319033 sec): 3 clusters Score: Raw -1464648.977110 + Penalty 3053.453628 = -1461595.523482 nChanged 0 SP:Iteration 76F (2160.381976 sec): 3 clusters Score: Raw -1464648.977110 + Penalty 3053.453628 = -1461595.523482 nChanged 0 Trying to split cluster 23 (16753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2160.428459 sec): 2 clusters Score: Raw -2063384.889502 + Penalty 1580.529052 = -2061804.360450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2160.504802 sec): 3 clusters Score: Raw -2053443.598101 + Penalty 3161.058103 = -2050282.539997 nChanged 7511 SP:Iteration 1F (2160.580269 sec): 3 clusters Score: Raw -2057827.671138 + Penalty 3161.058103 = -2054666.613035 nChanged 1002 SP:Iteration 2F (2160.636420 sec): 3 clusters Score: Raw -2058333.260890 + Penalty 3161.058103 = -2055172.202787 nChanged 950 SP:Iteration 3F (2160.716523 sec): 3 clusters Score: Raw -2058830.061333 + Penalty 3161.058103 = -2055669.003230 nChanged 936 SP:Iteration 4F (2160.790374 sec): 3 clusters Score: Raw -2059382.387680 + Penalty 3161.058103 = -2056221.329576 nChanged 998 SP:Iteration 5F (2160.864390 sec): 3 clusters Score: Raw -2060070.089105 + Penalty 3161.058103 = -2056909.031001 nChanged 1041 SP:Iteration 6F (2160.939215 sec): 3 clusters Score: Raw -2060809.662814 + Penalty 3161.058103 = -2057648.604711 nChanged 934 SP:Iteration 7F (2161.014400 sec): 3 clusters Score: Raw -2061423.207510 + Penalty 3161.058103 = -2058262.149407 nChanged 787 SP:Iteration 8Q (2161.090086 sec): 3 clusters Score: Raw -2061880.428557 + Penalty 3161.058103 = -2058719.370454 nChanged 644 SP:Iteration 9Q (2161.166298 sec): 3 clusters Score: Raw -2062209.992358 + Penalty 3161.058103 = -2059048.934255 nChanged 490 SP:Iteration 10Q (2161.242297 sec): 3 clusters Score: Raw -2062395.694608 + Penalty 3161.058103 = -2059234.636505 nChanged 364 SP:Iteration 11Q (2161.317463 sec): 3 clusters Score: Raw -2062508.133631 + Penalty 3161.058103 = -2059347.075527 nChanged 252 SP:Iteration 12Q (2161.391347 sec): 3 clusters Score: Raw -2062581.211017 + Penalty 3161.058103 = -2059420.152913 nChanged 216 SP:Iteration 13Q (2161.466694 sec): 3 clusters Score: Raw -2062638.793108 + Penalty 3161.058103 = -2059477.735005 nChanged 171 SP:Iteration 14Q (2161.540402 sec): 3 clusters Score: Raw -2062680.445892 + Penalty 3161.058103 = -2059519.387789 nChanged 154 SP:Iteration 15Q (2161.616273 sec): 3 clusters Score: Raw -2062721.268538 + Penalty 3161.058103 = -2059560.210434 nChanged 150 SP:Iteration 16Q (2161.688542 sec): 3 clusters Score: Raw -2062759.188046 + Penalty 3161.058103 = -2059598.129942 nChanged 120 SP:Iteration 17Q (2161.751889 sec): 3 clusters Score: Raw -2062783.666747 + Penalty 3161.058103 = -2059622.608644 nChanged 109 SP:Iteration 18Q (2161.834323 sec): 3 clusters Score: Raw -2062805.664867 + Penalty 3161.058103 = -2059644.606764 nChanged 105 SP:Iteration 19Q (2161.896469 sec): 3 clusters Score: Raw -2062822.286306 + Penalty 3161.058103 = -2059661.228203 nChanged 78 SP:Iteration 20F (2161.973381 sec): 3 clusters Score: Raw -2062832.781910 + Penalty 3161.058103 = -2059671.723807 nChanged 54 SP:Iteration 21Q (2162.053078 sec): 3 clusters Score: Raw -2062839.456268 + Penalty 3161.058103 = -2059678.398165 nChanged 53 SP:Iteration 22Q (2162.117439 sec): 3 clusters Score: Raw -2062846.070891 + Penalty 3161.058103 = -2059685.012788 nChanged 49 SP:Iteration 23Q (2162.188710 sec): 3 clusters Score: Raw -2062852.332925 + Penalty 3161.058103 = -2059691.274821 nChanged 58 SP:Iteration 24Q (2162.265393 sec): 3 clusters Score: Raw -2062858.736534 + Penalty 3161.058103 = -2059697.678431 nChanged 46 SP:Iteration 25Q (2162.325752 sec): 3 clusters Score: Raw -2062863.442083 + Penalty 3161.058103 = -2059702.383980 nChanged 39 SP:Iteration 26Q (2162.405057 sec): 3 clusters Score: Raw -2062867.617857 + Penalty 3161.058103 = -2059706.559754 nChanged 45 SP:Iteration 27Q (2162.460317 sec): 3 clusters Score: Raw -2062872.957112 + Penalty 3161.058103 = -2059711.899008 nChanged 57 SP:Iteration 28Q (2162.532531 sec): 3 clusters Score: Raw -2062879.733719 + Penalty 3161.058103 = -2059718.675616 nChanged 58 SP:Iteration 29Q (2162.606582 sec): 3 clusters Score: Raw -2062886.809035 + Penalty 3161.058103 = -2059725.750932 nChanged 57 SP:Iteration 30Q (2162.677592 sec): 3 clusters Score: Raw -2062894.954655 + Penalty 3161.058103 = -2059733.896552 nChanged 63 SP:Iteration 31Q (2162.746685 sec): 3 clusters Score: Raw -2062902.004314 + Penalty 3161.058103 = -2059740.946210 nChanged 54 SP:Iteration 32Q (2162.817947 sec): 3 clusters Score: Raw -2062908.482343 + Penalty 3161.058103 = -2059747.424240 nChanged 61 SP:Iteration 33Q (2162.894523 sec): 3 clusters Score: Raw -2062916.420119 + Penalty 3161.058103 = -2059755.362015 nChanged 69 SP:Iteration 34Q (2162.960918 sec): 3 clusters Score: Raw -2062925.293041 + Penalty 3161.058103 = -2059764.234938 nChanged 63 SP:Iteration 35Q (2163.040365 sec): 3 clusters Score: Raw -2062934.228453 + Penalty 3161.058103 = -2059773.170349 nChanged 69 SP:Iteration 36Q (2163.104309 sec): 3 clusters Score: Raw -2062945.353439 + Penalty 3161.058103 = -2059784.295336 nChanged 73 SP:Iteration 37Q (2163.177787 sec): 3 clusters Score: Raw -2062956.414007 + Penalty 3161.058103 = -2059795.355903 nChanged 85 SP:Iteration 38Q (2163.249273 sec): 3 clusters Score: Raw -2062969.741308 + Penalty 3161.058103 = -2059808.683205 nChanged 84 SP:Iteration 39Q (2163.321000 sec): 3 clusters Score: Raw -2062981.114357 + Penalty 3161.058103 = -2059820.056254 nChanged 80 SP:Iteration 40F (2163.397109 sec): 3 clusters Score: Raw -2062992.919579 + Penalty 3161.058103 = -2059831.861475 nChanged 96 SP:Iteration 41Q (2163.460684 sec): 3 clusters Score: Raw -2063008.793115 + Penalty 3161.058103 = -2059847.735012 nChanged 102 SP:Iteration 42Q (2163.525841 sec): 3 clusters Score: Raw -2063025.565734 + Penalty 3161.058103 = -2059864.507631 nChanged 102 SP:Iteration 43Q (2163.595317 sec): 3 clusters Score: Raw -2063043.842832 + Penalty 3161.058103 = -2059882.784728 nChanged 119 SP:Iteration 44Q (2163.669705 sec): 3 clusters Score: Raw -2063065.382927 + Penalty 3161.058103 = -2059904.324823 nChanged 112 SP:Iteration 45Q (2163.745284 sec): 3 clusters Score: Raw -2063087.227836 + Penalty 3161.058103 = -2059926.169732 nChanged 102 SP:Iteration 46Q (2163.818896 sec): 3 clusters Score: Raw -2063107.789574 + Penalty 3161.058103 = -2059946.731471 nChanged 115 SP:Iteration 47Q (2163.893947 sec): 3 clusters Score: Raw -2063131.396373 + Penalty 3161.058103 = -2059970.338270 nChanged 119 SP:Iteration 48Q (2163.967258 sec): 3 clusters Score: Raw -2063156.602830 + Penalty 3161.058103 = -2059995.544727 nChanged 129 SP:Iteration 49Q (2164.022675 sec): 3 clusters Score: Raw -2063184.913404 + Penalty 3161.058103 = -2060023.855301 nChanged 131 SP:Iteration 50Q (2164.102427 sec): 3 clusters Score: Raw -2063213.760986 + Penalty 3161.058103 = -2060052.702882 nChanged 139 SP:Iteration 51Q (2164.172198 sec): 3 clusters Score: Raw -2063248.243534 + Penalty 3161.058103 = -2060087.185431 nChanged 160 SP:Iteration 52Q (2164.234122 sec): 3 clusters Score: Raw -2063286.267115 + Penalty 3161.058103 = -2060125.209012 nChanged 150 SP:Iteration 53Q (2164.304743 sec): 3 clusters Score: Raw -2063327.436022 + Penalty 3161.058103 = -2060166.377919 nChanged 172 SP:Iteration 54Q (2164.381665 sec): 3 clusters Score: Raw -2063374.356454 + Penalty 3161.058103 = -2060213.298350 nChanged 177 SP:Iteration 55Q (2164.455172 sec): 3 clusters Score: Raw -2063421.417052 + Penalty 3161.058103 = -2060260.358949 nChanged 171 SP:Iteration 56Q (2164.527155 sec): 3 clusters Score: Raw -2063465.643355 + Penalty 3161.058103 = -2060304.585251 nChanged 177 SP:Iteration 57Q (2164.590290 sec): 3 clusters Score: Raw -2063513.532852 + Penalty 3161.058103 = -2060352.474748 nChanged 171 SP:Iteration 58Q (2164.664671 sec): 3 clusters Score: Raw -2063560.391028 + Penalty 3161.058103 = -2060399.332925 nChanged 156 SP:Iteration 59Q (2164.733514 sec): 3 clusters Score: Raw -2063601.160827 + Penalty 3161.058103 = -2060440.102724 nChanged 154 SP:Iteration 60F (2164.800186 sec): 3 clusters Score: Raw -2063639.122280 + Penalty 3161.058103 = -2060478.064176 nChanged 127 SP:Iteration 61Q (2164.868592 sec): 3 clusters Score: Raw -2063670.280637 + Penalty 3161.058103 = -2060509.222533 nChanged 130 SP:Iteration 62Q (2164.949535 sec): 3 clusters Score: Raw -2063701.476039 + Penalty 3161.058103 = -2060540.417936 nChanged 119 SP:Iteration 63Q (2165.012179 sec): 3 clusters Score: Raw -2063729.525186 + Penalty 3161.058103 = -2060568.467082 nChanged 100 SP:Iteration 64Q (2165.089583 sec): 3 clusters Score: Raw -2063750.065247 + Penalty 3161.058103 = -2060589.007143 nChanged 81 SP:Iteration 65Q (2165.153849 sec): 3 clusters Score: Raw -2063767.091271 + Penalty 3161.058103 = -2060606.033168 nChanged 98 SP:Iteration 66Q (2165.232041 sec): 3 clusters Score: Raw -2063789.799686 + Penalty 3161.058103 = -2060628.741582 nChanged 103 SP:Iteration 67Q (2165.306311 sec): 3 clusters Score: Raw -2063813.353208 + Penalty 3161.058103 = -2060652.295104 nChanged 88 SP:Iteration 68Q (2165.377295 sec): 3 clusters Score: Raw -2063837.428081 + Penalty 3161.058103 = -2060676.369978 nChanged 95 SP:Iteration 69Q (2165.448592 sec): 3 clusters Score: Raw -2063864.098345 + Penalty 3161.058103 = -2060703.040242 nChanged 97 SP:Iteration 70Q (2165.519169 sec): 3 clusters Score: Raw -2063888.708444 + Penalty 3161.058103 = -2060727.650341 nChanged 95 SP:Iteration 71Q (2165.582479 sec): 3 clusters Score: Raw -2063912.077195 + Penalty 3161.058103 = -2060751.019092 nChanged 80 SP:Iteration 72Q (2165.652481 sec): 3 clusters Score: Raw -2063934.955769 + Penalty 3161.058103 = -2060773.897665 nChanged 76 SP:Iteration 73Q (2165.724784 sec): 3 clusters Score: Raw -2063953.060003 + Penalty 3161.058103 = -2060792.001899 nChanged 69 SP:Iteration 74Q (2165.793991 sec): 3 clusters Score: Raw -2063970.732690 + Penalty 3161.058103 = -2060809.674587 nChanged 70 SP:Iteration 75Q (2165.850476 sec): 3 clusters Score: Raw -2063990.054435 + Penalty 3161.058103 = -2060828.996331 nChanged 72 SP:Iteration 76Q (2165.929832 sec): 3 clusters Score: Raw -2064012.771249 + Penalty 3161.058103 = -2060851.713146 nChanged 61 SP:Iteration 77Q (2165.998940 sec): 3 clusters Score: Raw -2064028.948612 + Penalty 3161.058103 = -2060867.890508 nChanged 59 SP:Iteration 78Q (2166.065672 sec): 3 clusters Score: Raw -2064043.050733 + Penalty 3161.058103 = -2060881.992630 nChanged 51 SP:Iteration 79Q (2166.119553 sec): 3 clusters Score: Raw -2064055.654003 + Penalty 3161.058103 = -2060894.595899 nChanged 43 SP:Iteration 80F (2166.205080 sec): 3 clusters Score: Raw -2064066.439998 + Penalty 3161.058103 = -2060905.381894 nChanged 47 SP:Iteration 81Q (2166.276936 sec): 3 clusters Score: Raw -2064077.448003 + Penalty 3161.058103 = -2060916.389900 nChanged 36 SP:Iteration 82Q (2166.348217 sec): 3 clusters Score: Raw -2064086.356638 + Penalty 3161.058103 = -2060925.298534 nChanged 35 SP:Iteration 83Q (2166.418138 sec): 3 clusters Score: Raw -2064093.197132 + Penalty 3161.058103 = -2060932.139029 nChanged 31 SP:Iteration 84Q (2166.489614 sec): 3 clusters Score: Raw -2064099.984092 + Penalty 3161.058103 = -2060938.925989 nChanged 30 SP:Iteration 85Q (2166.561052 sec): 3 clusters Score: Raw -2064106.285298 + Penalty 3161.058103 = -2060945.227195 nChanged 26 SP:Iteration 86Q (2166.627950 sec): 3 clusters Score: Raw -2064113.397867 + Penalty 3161.058103 = -2060952.339764 nChanged 32 SP:Iteration 87Q (2166.699704 sec): 3 clusters Score: Raw -2064121.001430 + Penalty 3161.058103 = -2060959.943326 nChanged 21 SP:Iteration 88Q (2166.770494 sec): 3 clusters Score: Raw -2064125.172920 + Penalty 3161.058103 = -2060964.114817 nChanged 18 SP:Iteration 89Q (2166.841187 sec): 3 clusters Score: Raw -2064129.141516 + Penalty 3161.058103 = -2060968.083412 nChanged 20 SP:Iteration 90Q (2166.902730 sec): 3 clusters Score: Raw -2064133.082937 + Penalty 3161.058103 = -2060972.024834 nChanged 14 SP:Iteration 91Q (2166.984831 sec): 3 clusters Score: Raw -2064136.575427 + Penalty 3161.058103 = -2060975.517324 nChanged 16 SP:Iteration 92Q (2167.055400 sec): 3 clusters Score: Raw -2064140.438484 + Penalty 3161.058103 = -2060979.380380 nChanged 11 SP:Iteration 93Q (2167.126126 sec): 3 clusters Score: Raw -2064142.691423 + Penalty 3161.058103 = -2060981.633320 nChanged 12 SP:Iteration 94Q (2167.189690 sec): 3 clusters Score: Raw -2064146.240516 + Penalty 3161.058103 = -2060985.182413 nChanged 13 SP:Iteration 95Q (2167.254406 sec): 3 clusters Score: Raw -2064149.980778 + Penalty 3161.058103 = -2060988.922675 nChanged 15 SP:Iteration 96Q (2167.320879 sec): 3 clusters Score: Raw -2064152.906794 + Penalty 3161.058103 = -2060991.848690 nChanged 12 SP:Iteration 97Q (2167.387263 sec): 3 clusters Score: Raw -2064155.256656 + Penalty 3161.058103 = -2060994.198553 nChanged 12 SP:Iteration 98Q (2167.441035 sec): 3 clusters Score: Raw -2064157.701289 + Penalty 3161.058103 = -2060996.643186 nChanged 9 SP:Iteration 99Q (2167.513370 sec): 3 clusters Score: Raw -2064159.332010 + Penalty 3161.058103 = -2060998.273907 nChanged 3 SP:Iteration 100F (2167.588924 sec): 3 clusters Score: Raw -2064159.800391 + Penalty 3161.058103 = -2060998.742287 nChanged 4 SP:Iteration 101Q (2167.641936 sec): 3 clusters Score: Raw -2064160.665351 + Penalty 3161.058103 = -2060999.607248 nChanged 5 SP:Iteration 102Q (2167.700611 sec): 3 clusters Score: Raw -2064162.145394 + Penalty 3161.058103 = -2061001.087291 nChanged 10 SP:Iteration 103Q (2167.762701 sec): 3 clusters Score: Raw -2064164.366198 + Penalty 3161.058103 = -2061003.308095 nChanged 11 SP:Iteration 104Q (2167.823292 sec): 3 clusters Score: Raw -2064166.362192 + Penalty 3161.058103 = -2061005.304089 nChanged 9 SP:Iteration 105Q (2167.884931 sec): 3 clusters Score: Raw -2064168.181928 + Penalty 3161.058103 = -2061007.123825 nChanged 6 SP:Iteration 106Q (2167.959819 sec): 3 clusters Score: Raw -2064169.213667 + Penalty 3161.058103 = -2061008.155564 nChanged 2 SP:Iteration 107Q (2168.017721 sec): 3 clusters Score: Raw -2064169.650504 + Penalty 3161.058103 = -2061008.592400 nChanged 2 SP:Iteration 108Q (2168.088184 sec): 3 clusters Score: Raw -2064170.225226 + Penalty 3161.058103 = -2061009.167123 nChanged 4 SP:Iteration 109Q (2168.154220 sec): 3 clusters Score: Raw -2064172.043890 + Penalty 3161.058103 = -2061010.985787 nChanged 8 SP:Iteration 110Q (2168.219552 sec): 3 clusters Score: Raw -2064174.402372 + Penalty 3161.058103 = -2061013.344268 nChanged 8 SP:Iteration 111Q (2168.280468 sec): 3 clusters Score: Raw -2064176.259614 + Penalty 3161.058103 = -2061015.201511 nChanged 9 SP:Iteration 112Q (2168.357003 sec): 3 clusters Score: Raw -2064178.443178 + Penalty 3161.058103 = -2061017.385074 nChanged 7 SP:Iteration 113Q (2168.421815 sec): 3 clusters Score: Raw -2064180.009382 + Penalty 3161.058103 = -2061018.951279 nChanged 8 SP:Iteration 114Q (2168.470395 sec): 3 clusters Score: Raw -2064181.864889 + Penalty 3161.058103 = -2061020.806786 nChanged 9 SP:Iteration 115Q (2168.536571 sec): 3 clusters Score: Raw -2064183.714076 + Penalty 3161.058103 = -2061022.655973 nChanged 6 SP:Iteration 116Q (2168.605682 sec): 3 clusters Score: Raw -2064184.716348 + Penalty 3161.058103 = -2061023.658245 nChanged 4 SP:Iteration 117Q (2168.675475 sec): 3 clusters Score: Raw -2064185.332207 + Penalty 3161.058103 = -2061024.274104 nChanged 3 SP:Iteration 118Q (2168.748264 sec): 3 clusters Score: Raw -2064185.690218 + Penalty 3161.058103 = -2061024.632115 nChanged 0 SP:Iteration 119F (2168.808965 sec): 3 clusters Score: Raw -2064185.690218 + Penalty 3161.058103 = -2061024.632115 nChanged 0 Trying to split cluster 24 (9591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2168.856268 sec): 2 clusters Score: Raw -1169024.891257 + Penalty 1489.894321 = -1167534.996936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2168.912643 sec): 3 clusters Score: Raw -1163636.171138 + Penalty 2979.788642 = -1160656.382496 nChanged 4073 SP:Iteration 1F (2168.974849 sec): 3 clusters Score: Raw -1165879.741018 + Penalty 2979.788642 = -1162899.952375 nChanged 650 SP:Iteration 2F (2169.030896 sec): 3 clusters Score: Raw -1166252.467573 + Penalty 2979.788642 = -1163272.678931 nChanged 624 SP:Iteration 3F (2169.087289 sec): 3 clusters Score: Raw -1166641.622087 + Penalty 2979.788642 = -1163661.833444 nChanged 602 SP:Iteration 4F (2169.157193 sec): 3 clusters Score: Raw -1167020.576735 + Penalty 2979.788642 = -1164040.788093 nChanged 576 SP:Iteration 5F (2169.210708 sec): 3 clusters Score: Raw -1167397.240308 + Penalty 2979.788642 = -1164417.451666 nChanged 578 SP:Iteration 6F (2169.270662 sec): 3 clusters Score: Raw -1167811.737331 + Penalty 2979.788642 = -1164831.948688 nChanged 524 SP:Iteration 7F (2169.334943 sec): 3 clusters Score: Raw -1168171.107752 + Penalty 2979.788642 = -1165191.319110 nChanged 430 SP:Iteration 8Q (2169.389539 sec): 3 clusters Score: Raw -1168451.660958 + Penalty 2979.788642 = -1165471.872316 nChanged 357 SP:Iteration 9Q (2169.461926 sec): 3 clusters Score: Raw -1168681.453570 + Penalty 2979.788642 = -1165701.664928 nChanged 276 SP:Iteration 10Q (2169.513867 sec): 3 clusters Score: Raw -1168833.953820 + Penalty 2979.788642 = -1165854.165178 nChanged 180 SP:Iteration 11Q (2169.580346 sec): 3 clusters Score: Raw -1168921.732234 + Penalty 2979.788642 = -1165941.943592 nChanged 133 SP:Iteration 12Q (2169.636056 sec): 3 clusters Score: Raw -1168973.241713 + Penalty 2979.788642 = -1165993.453071 nChanged 110 SP:Iteration 13Q (2169.688938 sec): 3 clusters Score: Raw -1169020.780390 + Penalty 2979.788642 = -1166040.991747 nChanged 97 SP:Iteration 14Q (2169.751180 sec): 3 clusters Score: Raw -1169075.875839 + Penalty 2979.788642 = -1166096.087197 nChanged 105 SP:Iteration 15Q (2169.813772 sec): 3 clusters Score: Raw -1169125.736291 + Penalty 2979.788642 = -1166145.947649 nChanged 87 SP:Iteration 16Q (2169.885532 sec): 3 clusters Score: Raw -1169162.769875 + Penalty 2979.788642 = -1166182.981233 nChanged 74 SP:Iteration 17Q (2169.944927 sec): 3 clusters Score: Raw -1169191.383676 + Penalty 2979.788642 = -1166211.595034 nChanged 60 SP:Iteration 18Q (2170.002792 sec): 3 clusters Score: Raw -1169217.220297 + Penalty 2979.788642 = -1166237.431654 nChanged 65 SP:Iteration 19Q (2170.054756 sec): 3 clusters Score: Raw -1169248.603527 + Penalty 2979.788642 = -1166268.814885 nChanged 55 SP:Iteration 20F (2170.127913 sec): 3 clusters Score: Raw -1169273.149402 + Penalty 2979.788642 = -1166293.360759 nChanged 44 SP:Iteration 21Q (2170.188235 sec): 3 clusters Score: Raw -1169289.570985 + Penalty 2979.788642 = -1166309.782343 nChanged 44 SP:Iteration 22Q (2170.241562 sec): 3 clusters Score: Raw -1169311.077867 + Penalty 2979.788642 = -1166331.289225 nChanged 46 SP:Iteration 23Q (2170.304046 sec): 3 clusters Score: Raw -1169330.534547 + Penalty 2979.788642 = -1166350.745904 nChanged 43 SP:Iteration 24Q (2170.356525 sec): 3 clusters Score: Raw -1169344.239863 + Penalty 2979.788642 = -1166364.451220 nChanged 34 SP:Iteration 25Q (2170.427482 sec): 3 clusters Score: Raw -1169356.359322 + Penalty 2979.788642 = -1166376.570680 nChanged 37 SP:Iteration 26Q (2170.489947 sec): 3 clusters Score: Raw -1169367.598873 + Penalty 2979.788642 = -1166387.810230 nChanged 31 SP:Iteration 27Q (2170.549554 sec): 3 clusters Score: Raw -1169375.218159 + Penalty 2979.788642 = -1166395.429517 nChanged 26 SP:Iteration 28Q (2170.598644 sec): 3 clusters Score: Raw -1169383.847390 + Penalty 2979.788642 = -1166404.058748 nChanged 22 SP:Iteration 29Q (2170.658721 sec): 3 clusters Score: Raw -1169390.991603 + Penalty 2979.788642 = -1166411.202961 nChanged 15 SP:Iteration 30Q (2170.730448 sec): 3 clusters Score: Raw -1169395.908874 + Penalty 2979.788642 = -1166416.120232 nChanged 18 SP:Iteration 31Q (2170.782324 sec): 3 clusters Score: Raw -1169403.248638 + Penalty 2979.788642 = -1166423.459996 nChanged 20 SP:Iteration 32Q (2170.841662 sec): 3 clusters Score: Raw -1169409.205639 + Penalty 2979.788642 = -1166429.416997 nChanged 14 SP:Iteration 33Q (2170.912665 sec): 3 clusters Score: Raw -1169413.558276 + Penalty 2979.788642 = -1166433.769634 nChanged 18 SP:Iteration 34Q (2170.971704 sec): 3 clusters Score: Raw -1169420.089735 + Penalty 2979.788642 = -1166440.301093 nChanged 21 SP:Iteration 35Q (2171.020627 sec): 3 clusters Score: Raw -1169425.592473 + Penalty 2979.788642 = -1166445.803831 nChanged 13 SP:Iteration 36Q (2171.082195 sec): 3 clusters Score: Raw -1169428.779195 + Penalty 2979.788642 = -1166448.990553 nChanged 12 SP:Iteration 37Q (2171.141178 sec): 3 clusters Score: Raw -1169433.247359 + Penalty 2979.788642 = -1166453.458716 nChanged 10 SP:Iteration 38Q (2171.199503 sec): 3 clusters Score: Raw -1169436.656517 + Penalty 2979.788642 = -1166456.867875 nChanged 9 SP:Iteration 39Q (2171.257383 sec): 3 clusters Score: Raw -1169439.940705 + Penalty 2979.788642 = -1166460.152063 nChanged 12 SP:Iteration 40F (2171.315806 sec): 3 clusters Score: Raw -1169446.696826 + Penalty 2979.788642 = -1166466.908184 nChanged 16 SP:Iteration 41Q (2171.372875 sec): 3 clusters Score: Raw -1169451.774556 + Penalty 2979.788642 = -1166471.985913 nChanged 9 SP:Iteration 42Q (2171.440350 sec): 3 clusters Score: Raw -1169454.992600 + Penalty 2979.788642 = -1166475.203958 nChanged 14 SP:Iteration 43Q (2171.490052 sec): 3 clusters Score: Raw -1169461.807355 + Penalty 2979.788642 = -1166482.018712 nChanged 16 SP:Iteration 44Q (2171.560921 sec): 3 clusters Score: Raw -1169470.722586 + Penalty 2979.788642 = -1166490.933944 nChanged 15 SP:Iteration 45Q (2171.613243 sec): 3 clusters Score: Raw -1169477.202267 + Penalty 2979.788642 = -1166497.413625 nChanged 12 SP:Iteration 46Q (2171.662857 sec): 3 clusters Score: Raw -1169483.115305 + Penalty 2979.788642 = -1166503.326663 nChanged 12 SP:Iteration 47Q (2171.731684 sec): 3 clusters Score: Raw -1169485.740462 + Penalty 2979.788642 = -1166505.951820 nChanged 13 SP:Iteration 48Q (2171.787263 sec): 3 clusters Score: Raw -1169488.381992 + Penalty 2979.788642 = -1166508.593350 nChanged 14 SP:Iteration 49Q (2171.843129 sec): 3 clusters Score: Raw -1169491.841782 + Penalty 2979.788642 = -1166512.053139 nChanged 13 SP:Iteration 50Q (2171.903307 sec): 3 clusters Score: Raw -1169495.615693 + Penalty 2979.788642 = -1166515.827051 nChanged 10 SP:Iteration 51Q (2171.956998 sec): 3 clusters Score: Raw -1169498.049005 + Penalty 2979.788642 = -1166518.260363 nChanged 10 SP:Iteration 52Q (2172.026302 sec): 3 clusters Score: Raw -1169501.457691 + Penalty 2979.788642 = -1166521.669049 nChanged 7 SP:Iteration 53Q (2172.080640 sec): 3 clusters Score: Raw -1169503.028604 + Penalty 2979.788642 = -1166523.239961 nChanged 9 SP:Iteration 54Q (2172.145334 sec): 3 clusters Score: Raw -1169504.517545 + Penalty 2979.788642 = -1166524.728903 nChanged 2 SP:Iteration 55Q (2172.196983 sec): 3 clusters Score: Raw -1169504.834650 + Penalty 2979.788642 = -1166525.046008 nChanged 1 SP:Iteration 56Q (2172.264491 sec): 3 clusters Score: Raw -1169505.015640 + Penalty 2979.788642 = -1166525.226998 nChanged 2 SP:Iteration 57Q (2172.326721 sec): 3 clusters Score: Raw -1169505.185406 + Penalty 2979.788642 = -1166525.396764 nChanged 0 SP:Iteration 58F (2172.379146 sec): 3 clusters Score: Raw -1169505.185406 + Penalty 2979.788642 = -1166525.396764 nChanged 0 Trying to split cluster 25 (3016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2172.416664 sec): 2 clusters Score: Raw -363875.943755 + Penalty 1301.899093 = -362574.044662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2172.454666 sec): 3 clusters Score: Raw -362462.447146 + Penalty 2603.798187 = -359858.648959 nChanged 1158 SP:Iteration 1F (2172.483631 sec): 3 clusters Score: Raw -363182.865407 + Penalty 2603.798187 = -360579.067220 nChanged 238 SP:Iteration 2F (2172.526534 sec): 3 clusters Score: Raw -363346.910655 + Penalty 2603.798187 = -360743.112468 nChanged 169 SP:Iteration 3F (2172.576351 sec): 3 clusters Score: Raw -363471.697693 + Penalty 2603.798187 = -360867.899506 nChanged 138 SP:Iteration 4Q (2172.636435 sec): 3 clusters Score: Raw -363573.094929 + Penalty 2603.798187 = -360969.296742 nChanged 117 SP:Iteration 5Q (2172.677029 sec): 3 clusters Score: Raw -363656.962232 + Penalty 2603.798187 = -361053.164045 nChanged 101 SP:Iteration 6Q (2172.727212 sec): 3 clusters Score: Raw -363729.466847 + Penalty 2603.798187 = -361125.668660 nChanged 107 SP:Iteration 7Q (2172.781362 sec): 3 clusters Score: Raw -363818.243308 + Penalty 2603.798187 = -361214.445121 nChanged 114 SP:Iteration 8Q (2172.828308 sec): 3 clusters Score: Raw -363905.596258 + Penalty 2603.798187 = -361301.798071 nChanged 110 SP:Iteration 9Q (2172.886079 sec): 3 clusters Score: Raw -363999.592384 + Penalty 2603.798187 = -361395.794197 nChanged 112 SP:Iteration 10Q (2172.929348 sec): 3 clusters Score: Raw -364101.667627 + Penalty 2603.798187 = -361497.869440 nChanged 95 SP:Iteration 11Q (2172.977817 sec): 3 clusters Score: Raw -364199.159877 + Penalty 2603.798187 = -361595.361690 nChanged 87 SP:Iteration 12Q (2173.018589 sec): 3 clusters Score: Raw -364286.982049 + Penalty 2603.798187 = -361683.183862 nChanged 68 SP:Iteration 13Q (2173.058416 sec): 3 clusters Score: Raw -364359.053276 + Penalty 2603.798187 = -361755.255089 nChanged 54 SP:Iteration 14Q (2173.107427 sec): 3 clusters Score: Raw -364406.890060 + Penalty 2603.798187 = -361803.091873 nChanged 44 SP:Iteration 15Q (2173.167842 sec): 3 clusters Score: Raw -364433.004857 + Penalty 2603.798187 = -361829.206670 nChanged 27 SP:Iteration 16Q (2173.200595 sec): 3 clusters Score: Raw -364445.756778 + Penalty 2603.798187 = -361841.958591 nChanged 14 SP:Iteration 17Q (2173.247275 sec): 3 clusters Score: Raw -364452.241067 + Penalty 2603.798187 = -361848.442880 nChanged 11 SP:Iteration 18Q (2173.297479 sec): 3 clusters Score: Raw -364456.810534 + Penalty 2603.798187 = -361853.012347 nChanged 4 SP:Iteration 19Q (2173.346207 sec): 3 clusters Score: Raw -364459.065380 + Penalty 2603.798187 = -361855.267193 nChanged 6 SP:Iteration 20F (2173.393841 sec): 3 clusters Score: Raw -364462.205264 + Penalty 2603.798187 = -361858.407077 nChanged 7 SP:Iteration 21Q (2173.428807 sec): 3 clusters Score: Raw -364465.322193 + Penalty 2603.798187 = -361861.524006 nChanged 5 SP:Iteration 22Q (2173.482683 sec): 3 clusters Score: Raw -364467.145286 + Penalty 2603.798187 = -361863.347100 nChanged 2 SP:Iteration 23Q (2173.512766 sec): 3 clusters Score: Raw -364467.742122 + Penalty 2603.798187 = -361863.943935 nChanged 1 SP:Iteration 24Q (2173.554167 sec): 3 clusters Score: Raw -364467.988756 + Penalty 2603.798187 = -361864.190569 nChanged 0 SP:Iteration 25F (2173.603422 sec): 3 clusters Score: Raw -364467.988756 + Penalty 2603.798187 = -361864.190569 nChanged 0 Trying to split cluster 26 (2533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2173.636907 sec): 2 clusters Score: Raw -330946.146563 + Penalty 1273.538443 = -329672.608120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2173.675796 sec): 3 clusters Score: Raw -329811.287891 + Penalty 2547.076886 = -327264.211004 nChanged 933 SP:Iteration 1F (2173.710063 sec): 3 clusters Score: Raw -330434.743034 + Penalty 2547.076886 = -327887.666148 nChanged 222 SP:Iteration 2F (2173.756401 sec): 3 clusters Score: Raw -330657.596568 + Penalty 2547.076886 = -328110.519682 nChanged 197 SP:Iteration 3F (2173.803448 sec): 3 clusters Score: Raw -330899.728682 + Penalty 2547.076886 = -328352.651796 nChanged 168 SP:Iteration 4F (2173.852219 sec): 3 clusters Score: Raw -331113.997037 + Penalty 2547.076886 = -328566.920151 nChanged 140 SP:Iteration 5F (2173.901739 sec): 3 clusters Score: Raw -331273.503483 + Penalty 2547.076886 = -328726.426597 nChanged 103 SP:Iteration 6Q (2173.950475 sec): 3 clusters Score: Raw -331381.239675 + Penalty 2547.076886 = -328834.162789 nChanged 81 SP:Iteration 7Q (2173.993404 sec): 3 clusters Score: Raw -331446.615810 + Penalty 2547.076886 = -328899.538923 nChanged 53 SP:Iteration 8Q (2174.035554 sec): 3 clusters Score: Raw -331485.058642 + Penalty 2547.076886 = -328937.981756 nChanged 38 SP:Iteration 9Q (2174.079450 sec): 3 clusters Score: Raw -331510.152651 + Penalty 2547.076886 = -328963.075765 nChanged 25 SP:Iteration 10Q (2174.140715 sec): 3 clusters Score: Raw -331534.265678 + Penalty 2547.076886 = -328987.188792 nChanged 20 SP:Iteration 11Q (2174.191941 sec): 3 clusters Score: Raw -331549.489040 + Penalty 2547.076886 = -329002.412154 nChanged 15 SP:Iteration 12Q (2174.233022 sec): 3 clusters Score: Raw -331559.117052 + Penalty 2547.076886 = -329012.040165 nChanged 6 SP:Iteration 13Q (2174.281443 sec): 3 clusters Score: Raw -331561.998072 + Penalty 2547.076886 = -329014.921186 nChanged 5 SP:Iteration 14Q (2174.334688 sec): 3 clusters Score: Raw -331565.919554 + Penalty 2547.076886 = -329018.842668 nChanged 8 SP:Iteration 15Q (2174.379661 sec): 3 clusters Score: Raw -331571.922245 + Penalty 2547.076886 = -329024.845359 nChanged 3 SP:Iteration 16Q (2174.433867 sec): 3 clusters Score: Raw -331572.973906 + Penalty 2547.076886 = -329025.897020 nChanged 1 SP:Iteration 17Q (2174.479297 sec): 3 clusters Score: Raw -331573.304269 + Penalty 2547.076886 = -329026.227383 nChanged 1 SP:Iteration 18Q (2174.530315 sec): 3 clusters Score: Raw -331573.672181 + Penalty 2547.076886 = -329026.595294 nChanged 0 SP:Iteration 19F (2174.586008 sec): 3 clusters Score: Raw -331573.672181 + Penalty 2547.076886 = -329026.595294 nChanged 0 Trying to split cluster 27 (5115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2174.615919 sec): 2 clusters Score: Raw -601871.565529 + Penalty 1387.739060 = -600483.826469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2174.668962 sec): 3 clusters Score: Raw -599235.392094 + Penalty 2775.478120 = -596459.913974 nChanged 2045 SP:Iteration 1F (2174.724200 sec): 3 clusters Score: Raw -600643.802955 + Penalty 2775.478120 = -597868.324835 nChanged 465 SP:Iteration 2F (2174.778796 sec): 3 clusters Score: Raw -601137.603911 + Penalty 2775.478120 = -598362.125791 nChanged 419 SP:Iteration 3F (2174.831567 sec): 3 clusters Score: Raw -601569.777168 + Penalty 2775.478120 = -598794.299048 nChanged 407 SP:Iteration 4F (2174.880387 sec): 3 clusters Score: Raw -601970.108855 + Penalty 2775.478120 = -599194.630734 nChanged 336 SP:Iteration 5F (2174.947086 sec): 3 clusters Score: Raw -602305.930785 + Penalty 2775.478120 = -599530.452665 nChanged 273 SP:Iteration 6F (2174.988402 sec): 3 clusters Score: Raw -602562.788485 + Penalty 2775.478120 = -599787.310364 nChanged 213 SP:Iteration 7Q (2175.050822 sec): 3 clusters Score: Raw -602782.793703 + Penalty 2775.478120 = -600007.315582 nChanged 177 SP:Iteration 8Q (2175.108421 sec): 3 clusters Score: Raw -602958.086855 + Penalty 2775.478120 = -600182.608735 nChanged 147 SP:Iteration 9Q (2175.154145 sec): 3 clusters Score: Raw -603060.637397 + Penalty 2775.478120 = -600285.159277 nChanged 114 SP:Iteration 10Q (2175.223230 sec): 3 clusters Score: Raw -603118.817939 + Penalty 2775.478120 = -600343.339818 nChanged 90 SP:Iteration 11Q (2175.281133 sec): 3 clusters Score: Raw -603161.470011 + Penalty 2775.478120 = -600385.991890 nChanged 62 SP:Iteration 12Q (2175.335025 sec): 3 clusters Score: Raw -603179.401520 + Penalty 2775.478120 = -600403.923400 nChanged 42 SP:Iteration 13Q (2175.390354 sec): 3 clusters Score: Raw -603193.738981 + Penalty 2775.478120 = -600418.260861 nChanged 36 SP:Iteration 14Q (2175.442428 sec): 3 clusters Score: Raw -603206.923300 + Penalty 2775.478120 = -600431.445180 nChanged 37 SP:Iteration 15Q (2175.486526 sec): 3 clusters Score: Raw -603219.396371 + Penalty 2775.478120 = -600443.918251 nChanged 46 SP:Iteration 16Q (2175.553279 sec): 3 clusters Score: Raw -603235.733889 + Penalty 2775.478120 = -600460.255769 nChanged 32 SP:Iteration 17Q (2175.604101 sec): 3 clusters Score: Raw -603244.456907 + Penalty 2775.478120 = -600468.978786 nChanged 24 SP:Iteration 18Q (2175.664295 sec): 3 clusters Score: Raw -603250.678324 + Penalty 2775.478120 = -600475.200203 nChanged 17 SP:Iteration 19Q (2175.714509 sec): 3 clusters Score: Raw -603256.344621 + Penalty 2775.478120 = -600480.866501 nChanged 22 SP:Iteration 20F (2175.767837 sec): 3 clusters Score: Raw -603264.197413 + Penalty 2775.478120 = -600488.719293 nChanged 25 SP:Iteration 21Q (2175.818186 sec): 3 clusters Score: Raw -603273.277865 + Penalty 2775.478120 = -600497.799744 nChanged 23 SP:Iteration 22Q (2175.869301 sec): 3 clusters Score: Raw -603282.477921 + Penalty 2775.478120 = -600506.999800 nChanged 19 SP:Iteration 23Q (2175.927064 sec): 3 clusters Score: Raw -603291.281596 + Penalty 2775.478120 = -600515.803476 nChanged 23 SP:Iteration 24Q (2175.987964 sec): 3 clusters Score: Raw -603299.272121 + Penalty 2775.478120 = -600523.794001 nChanged 23 SP:Iteration 25Q (2176.026448 sec): 3 clusters Score: Raw -603305.482299 + Penalty 2775.478120 = -600530.004179 nChanged 20 SP:Iteration 26Q (2176.072150 sec): 3 clusters Score: Raw -603313.174069 + Penalty 2775.478120 = -600537.695948 nChanged 20 SP:Iteration 27Q (2176.126175 sec): 3 clusters Score: Raw -603318.952306 + Penalty 2775.478120 = -600543.474185 nChanged 18 SP:Iteration 28Q (2176.188853 sec): 3 clusters Score: Raw -603325.019542 + Penalty 2775.478120 = -600549.541421 nChanged 16 SP:Iteration 29Q (2176.234514 sec): 3 clusters Score: Raw -603328.466407 + Penalty 2775.478120 = -600552.988286 nChanged 9 SP:Iteration 30Q (2176.302351 sec): 3 clusters Score: Raw -603330.482746 + Penalty 2775.478120 = -600555.004626 nChanged 9 SP:Iteration 31Q (2176.357692 sec): 3 clusters Score: Raw -603332.109569 + Penalty 2775.478120 = -600556.631448 nChanged 8 SP:Iteration 32Q (2176.412800 sec): 3 clusters Score: Raw -603333.533943 + Penalty 2775.478120 = -600558.055822 nChanged 13 SP:Iteration 33Q (2176.464983 sec): 3 clusters Score: Raw -603336.155243 + Penalty 2775.478120 = -600560.677122 nChanged 6 SP:Iteration 34Q (2176.514195 sec): 3 clusters Score: Raw -603337.316365 + Penalty 2775.478120 = -600561.838244 nChanged 5 SP:Iteration 35Q (2176.575900 sec): 3 clusters Score: Raw -603338.187633 + Penalty 2775.478120 = -600562.709513 nChanged 8 SP:Iteration 36Q (2176.633222 sec): 3 clusters Score: Raw -603340.052768 + Penalty 2775.478120 = -600564.574647 nChanged 6 SP:Iteration 37Q (2176.677917 sec): 3 clusters Score: Raw -603341.922091 + Penalty 2775.478120 = -600566.443970 nChanged 4 SP:Iteration 38Q (2176.740253 sec): 3 clusters Score: Raw -603342.977816 + Penalty 2775.478120 = -600567.499696 nChanged 5 SP:Iteration 39Q (2176.794886 sec): 3 clusters Score: Raw -603344.329530 + Penalty 2775.478120 = -600568.851409 nChanged 3 SP:Iteration 40F (2176.847713 sec): 3 clusters Score: Raw -603344.860137 + Penalty 2775.478120 = -600569.382017 nChanged 1 SP:Iteration 41Q (2176.897278 sec): 3 clusters Score: Raw -603344.980470 + Penalty 2775.478120 = -600569.502350 nChanged 0 SP:Iteration 42F (2176.953776 sec): 3 clusters Score: Raw -603344.980470 + Penalty 2775.478120 = -600569.502350 nChanged 0 Score: Raw -129533564.861658 + Penalty 99196.477587 = -129434368.384070 Splitting cluster 27 changes total score from -129435064.719177 to -129434368.384070 So it's not getting split. Trying to split cluster 28 (3881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2204.871694 sec): 2 clusters Score: Raw -476066.456204 + Penalty 1342.875321 = -474723.580883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2204.923062 sec): 3 clusters Score: Raw -474131.782002 + Penalty 2685.750643 = -471446.031359 nChanged 1544 SP:Iteration 1F (2204.964027 sec): 3 clusters Score: Raw -475053.760286 + Penalty 2685.750643 = -472368.009644 nChanged 345 SP:Iteration 2F (2205.023454 sec): 3 clusters Score: Raw -475321.395675 + Penalty 2685.750643 = -472635.645032 nChanged 272 SP:Iteration 3F (2205.062345 sec): 3 clusters Score: Raw -475519.991907 + Penalty 2685.750643 = -472834.241264 nChanged 224 SP:Iteration 4F (2205.118073 sec): 3 clusters Score: Raw -475689.917450 + Penalty 2685.750643 = -473004.166808 nChanged 185 SP:Iteration 5Q (2205.171880 sec): 3 clusters Score: Raw -475851.320273 + Penalty 2685.750643 = -473165.569631 nChanged 184 SP:Iteration 6Q (2205.221299 sec): 3 clusters Score: Raw -476007.130327 + Penalty 2685.750643 = -473321.379684 nChanged 165 SP:Iteration 7Q (2205.259295 sec): 3 clusters Score: Raw -476147.756287 + Penalty 2685.750643 = -473462.005644 nChanged 121 SP:Iteration 8Q (2205.303553 sec): 3 clusters Score: Raw -476230.524714 + Penalty 2685.750643 = -473544.774071 nChanged 74 SP:Iteration 9Q (2205.356121 sec): 3 clusters Score: Raw -476285.157924 + Penalty 2685.750643 = -473599.407281 nChanged 85 SP:Iteration 10Q (2205.398225 sec): 3 clusters Score: Raw -476357.453527 + Penalty 2685.750643 = -473671.702884 nChanged 90 SP:Iteration 11Q (2205.449030 sec): 3 clusters Score: Raw -476414.396427 + Penalty 2685.750643 = -473728.645784 nChanged 61 SP:Iteration 12Q (2205.502597 sec): 3 clusters Score: Raw -476449.293631 + Penalty 2685.750643 = -473763.542988 nChanged 44 SP:Iteration 13Q (2205.552670 sec): 3 clusters Score: Raw -476478.143460 + Penalty 2685.750643 = -473792.392818 nChanged 51 SP:Iteration 14Q (2205.603084 sec): 3 clusters Score: Raw -476515.635284 + Penalty 2685.750643 = -473829.884641 nChanged 59 SP:Iteration 15Q (2205.657351 sec): 3 clusters Score: Raw -476558.013330 + Penalty 2685.750643 = -473872.262687 nChanged 49 SP:Iteration 16Q (2205.709927 sec): 3 clusters Score: Raw -476592.032116 + Penalty 2685.750643 = -473906.281473 nChanged 50 SP:Iteration 17Q (2205.761807 sec): 3 clusters Score: Raw -476627.095384 + Penalty 2685.750643 = -473941.344741 nChanged 51 SP:Iteration 18Q (2205.817678 sec): 3 clusters Score: Raw -476661.567825 + Penalty 2685.750643 = -473975.817182 nChanged 50 SP:Iteration 19Q (2205.871134 sec): 3 clusters Score: Raw -476693.783300 + Penalty 2685.750643 = -474008.032657 nChanged 43 SP:Iteration 20F (2205.932060 sec): 3 clusters Score: Raw -476725.957092 + Penalty 2685.750643 = -474040.206449 nChanged 47 SP:Iteration 21Q (2205.977137 sec): 3 clusters Score: Raw -476769.334257 + Penalty 2685.750643 = -474083.583614 nChanged 41 SP:Iteration 22Q (2206.027375 sec): 3 clusters Score: Raw -476803.687906 + Penalty 2685.750643 = -474117.937264 nChanged 28 SP:Iteration 23Q (2206.074863 sec): 3 clusters Score: Raw -476821.844705 + Penalty 2685.750643 = -474136.094063 nChanged 23 SP:Iteration 24Q (2206.126043 sec): 3 clusters Score: Raw -476834.625572 + Penalty 2685.750643 = -474148.874929 nChanged 20 SP:Iteration 25Q (2206.178144 sec): 3 clusters Score: Raw -476845.171664 + Penalty 2685.750643 = -474159.421021 nChanged 13 SP:Iteration 26Q (2206.220985 sec): 3 clusters Score: Raw -476851.959248 + Penalty 2685.750643 = -474166.208605 nChanged 12 SP:Iteration 27Q (2206.283451 sec): 3 clusters Score: Raw -476857.479282 + Penalty 2685.750643 = -474171.728639 nChanged 10 SP:Iteration 28Q (2206.323167 sec): 3 clusters Score: Raw -476860.238124 + Penalty 2685.750643 = -474174.487481 nChanged 7 SP:Iteration 29Q (2206.372643 sec): 3 clusters Score: Raw -476861.642735 + Penalty 2685.750643 = -474175.892093 nChanged 2 SP:Iteration 30Q (2206.430684 sec): 3 clusters Score: Raw -476862.109536 + Penalty 2685.750643 = -474176.358893 nChanged 1 SP:Iteration 31Q (2206.481210 sec): 3 clusters Score: Raw -476862.563940 + Penalty 2685.750643 = -474176.813297 nChanged 0 SP:Iteration 32F (2206.528634 sec): 3 clusters Score: Raw -476862.563940 + Penalty 2685.750643 = -474176.813297 nChanged 0 Trying to split cluster 29 (3218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2206.555503 sec): 2 clusters Score: Raw -368926.156881 + Penalty 1312.433741 = -367613.723141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2206.611424 sec): 3 clusters Score: Raw -367382.726873 + Penalty 2624.867481 = -364757.859392 nChanged 1207 SP:Iteration 1F (2206.663787 sec): 3 clusters Score: Raw -368173.851599 + Penalty 2624.867481 = -365548.984118 nChanged 269 SP:Iteration 2F (2206.719092 sec): 3 clusters Score: Raw -368383.787156 + Penalty 2624.867481 = -365758.919675 nChanged 185 SP:Iteration 3F (2206.771048 sec): 3 clusters Score: Raw -368526.980969 + Penalty 2624.867481 = -365902.113488 nChanged 192 SP:Iteration 4F (2206.809601 sec): 3 clusters Score: Raw -368667.725402 + Penalty 2624.867481 = -366042.857921 nChanged 162 SP:Iteration 5F (2206.851884 sec): 3 clusters Score: Raw -368823.327601 + Penalty 2624.867481 = -366198.460119 nChanged 161 SP:Iteration 6F (2206.899593 sec): 3 clusters Score: Raw -368996.151127 + Penalty 2624.867481 = -366371.283645 nChanged 155 SP:Iteration 7Q (2206.952169 sec): 3 clusters Score: Raw -369138.622221 + Penalty 2624.867481 = -366513.754740 nChanged 128 SP:Iteration 8Q (2207.000387 sec): 3 clusters Score: Raw -369275.855079 + Penalty 2624.867481 = -366650.987598 nChanged 139 SP:Iteration 9Q (2207.043634 sec): 3 clusters Score: Raw -369430.287525 + Penalty 2624.867481 = -366805.420043 nChanged 115 SP:Iteration 10Q (2207.103718 sec): 3 clusters Score: Raw -369586.554284 + Penalty 2624.867481 = -366961.686803 nChanged 117 SP:Iteration 11Q (2207.148702 sec): 3 clusters Score: Raw -369722.056797 + Penalty 2624.867481 = -367097.189316 nChanged 81 SP:Iteration 12Q (2207.194866 sec): 3 clusters Score: Raw -369806.650159 + Penalty 2624.867481 = -367181.782678 nChanged 50 SP:Iteration 13Q (2207.233954 sec): 3 clusters Score: Raw -369837.869069 + Penalty 2624.867481 = -367213.001587 nChanged 30 SP:Iteration 14Q (2207.283013 sec): 3 clusters Score: Raw -369851.752196 + Penalty 2624.867481 = -367226.884715 nChanged 12 SP:Iteration 15Q (2207.329681 sec): 3 clusters Score: Raw -369855.187934 + Penalty 2624.867481 = -367230.320453 nChanged 6 SP:Iteration 16Q (2207.372356 sec): 3 clusters Score: Raw -369856.926274 + Penalty 2624.867481 = -367232.058792 nChanged 3 SP:Iteration 17Q (2207.418813 sec): 3 clusters Score: Raw -369857.846090 + Penalty 2624.867481 = -367232.978609 nChanged 1 SP:Iteration 18Q (2207.460422 sec): 3 clusters Score: Raw -369858.061727 + Penalty 2624.867481 = -367233.194246 nChanged 2 SP:Iteration 19Q (2207.505055 sec): 3 clusters Score: Raw -369858.455608 + Penalty 2624.867481 = -367233.588127 nChanged 0 SP:Iteration 20F (2207.549680 sec): 3 clusters Score: Raw -369858.455608 + Penalty 2624.867481 = -367233.588127 nChanged 0 Trying to split cluster 30 (6818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2207.585726 sec): 2 clusters Score: Raw -852381.426512 + Penalty 1434.439736 = -850946.986776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2207.630714 sec): 3 clusters Score: Raw -848692.002595 + Penalty 2868.879472 = -845823.123123 nChanged 2854 SP:Iteration 1F (2207.696050 sec): 3 clusters Score: Raw -850204.185699 + Penalty 2868.879472 = -847335.306227 nChanged 456 SP:Iteration 2F (2207.737737 sec): 3 clusters Score: Raw -850426.710910 + Penalty 2868.879472 = -847557.831438 nChanged 365 SP:Iteration 3F (2207.799191 sec): 3 clusters Score: Raw -850571.397307 + Penalty 2868.879472 = -847702.517835 nChanged 262 SP:Iteration 4Q (2207.844475 sec): 3 clusters Score: Raw -850657.460624 + Penalty 2868.879472 = -847788.581152 nChanged 192 SP:Iteration 5Q (2207.896749 sec): 3 clusters Score: Raw -850726.333029 + Penalty 2868.879472 = -847857.453556 nChanged 177 SP:Iteration 6Q (2207.957674 sec): 3 clusters Score: Raw -850788.704042 + Penalty 2868.879472 = -847919.824570 nChanged 158 SP:Iteration 7Q (2207.996132 sec): 3 clusters Score: Raw -850844.923240 + Penalty 2868.879472 = -847976.043768 nChanged 148 SP:Iteration 8Q (2208.046757 sec): 3 clusters Score: Raw -850901.508629 + Penalty 2868.879472 = -848032.629157 nChanged 144 SP:Iteration 9Q (2208.095655 sec): 3 clusters Score: Raw -850950.649536 + Penalty 2868.879472 = -848081.770063 nChanged 133 SP:Iteration 10Q (2208.146304 sec): 3 clusters Score: Raw -850997.730054 + Penalty 2868.879472 = -848128.850581 nChanged 132 SP:Iteration 11Q (2208.206420 sec): 3 clusters Score: Raw -851052.214950 + Penalty 2868.879472 = -848183.335478 nChanged 148 SP:Iteration 12Q (2208.251423 sec): 3 clusters Score: Raw -851117.585344 + Penalty 2868.879472 = -848248.705871 nChanged 160 SP:Iteration 13Q (2208.302868 sec): 3 clusters Score: Raw -851198.623770 + Penalty 2868.879472 = -848329.744298 nChanged 173 SP:Iteration 14Q (2208.360323 sec): 3 clusters Score: Raw -851285.226621 + Penalty 2868.879472 = -848416.347149 nChanged 173 SP:Iteration 15Q (2208.413036 sec): 3 clusters Score: Raw -851373.551111 + Penalty 2868.879472 = -848504.671639 nChanged 174 SP:Iteration 16Q (2208.467771 sec): 3 clusters Score: Raw -851457.497479 + Penalty 2868.879472 = -848588.618007 nChanged 166 SP:Iteration 17Q (2208.511552 sec): 3 clusters Score: Raw -851542.679842 + Penalty 2868.879472 = -848673.800370 nChanged 166 SP:Iteration 18Q (2208.567931 sec): 3 clusters Score: Raw -851636.345670 + Penalty 2868.879472 = -848767.466198 nChanged 183 SP:Iteration 19Q (2208.607051 sec): 3 clusters Score: Raw -851731.371344 + Penalty 2868.879472 = -848862.491872 nChanged 173 SP:Iteration 20F (2208.662573 sec): 3 clusters Score: Raw -851816.881257 + Penalty 2868.879472 = -848948.001785 nChanged 142 SP:Iteration 21Q (2208.725422 sec): 3 clusters Score: Raw -851880.518542 + Penalty 2868.879472 = -849011.639070 nChanged 114 SP:Iteration 22Q (2208.770015 sec): 3 clusters Score: Raw -851934.830794 + Penalty 2868.879472 = -849065.951321 nChanged 121 SP:Iteration 23Q (2208.821603 sec): 3 clusters Score: Raw -851994.010866 + Penalty 2868.879472 = -849125.131394 nChanged 128 SP:Iteration 24Q (2208.887089 sec): 3 clusters Score: Raw -852055.494730 + Penalty 2868.879472 = -849186.615258 nChanged 108 SP:Iteration 25Q (2208.941041 sec): 3 clusters Score: Raw -852103.431503 + Penalty 2868.879472 = -849234.552031 nChanged 95 SP:Iteration 26Q (2208.992644 sec): 3 clusters Score: Raw -852147.504709 + Penalty 2868.879472 = -849278.625237 nChanged 106 SP:Iteration 27Q (2209.046571 sec): 3 clusters Score: Raw -852199.523814 + Penalty 2868.879472 = -849330.644342 nChanged 90 SP:Iteration 28Q (2209.089540 sec): 3 clusters Score: Raw -852244.744061 + Penalty 2868.879472 = -849375.864589 nChanged 80 SP:Iteration 29Q (2209.142561 sec): 3 clusters Score: Raw -852290.427170 + Penalty 2868.879472 = -849421.547697 nChanged 77 SP:Iteration 30Q (2209.201045 sec): 3 clusters Score: Raw -852333.338815 + Penalty 2868.879472 = -849464.459343 nChanged 66 SP:Iteration 31Q (2209.268536 sec): 3 clusters Score: Raw -852375.944396 + Penalty 2868.879472 = -849507.064924 nChanged 61 SP:Iteration 32Q (2209.327306 sec): 3 clusters Score: Raw -852414.646106 + Penalty 2868.879472 = -849545.766634 nChanged 42 SP:Iteration 33Q (2209.372310 sec): 3 clusters Score: Raw -852437.545200 + Penalty 2868.879472 = -849568.665728 nChanged 34 SP:Iteration 34Q (2209.437462 sec): 3 clusters Score: Raw -852454.395189 + Penalty 2868.879472 = -849585.515717 nChanged 30 SP:Iteration 35Q (2209.492822 sec): 3 clusters Score: Raw -852471.141360 + Penalty 2868.879472 = -849602.261888 nChanged 23 SP:Iteration 36Q (2209.542086 sec): 3 clusters Score: Raw -852485.204306 + Penalty 2868.879472 = -849616.324834 nChanged 24 SP:Iteration 37Q (2209.600385 sec): 3 clusters Score: Raw -852497.960328 + Penalty 2868.879472 = -849629.080856 nChanged 21 SP:Iteration 38Q (2209.666947 sec): 3 clusters Score: Raw -852508.990395 + Penalty 2868.879472 = -849640.110923 nChanged 21 SP:Iteration 39Q (2209.709339 sec): 3 clusters Score: Raw -852522.389977 + Penalty 2868.879472 = -849653.510505 nChanged 20 SP:Iteration 40F (2209.757625 sec): 3 clusters Score: Raw -852535.448441 + Penalty 2868.879472 = -849666.568969 nChanged 18 SP:Iteration 41Q (2209.810479 sec): 3 clusters Score: Raw -852546.001985 + Penalty 2868.879472 = -849677.122513 nChanged 14 SP:Iteration 42Q (2209.856304 sec): 3 clusters Score: Raw -852551.651641 + Penalty 2868.879472 = -849682.772169 nChanged 13 SP:Iteration 43Q (2209.913580 sec): 3 clusters Score: Raw -852559.687060 + Penalty 2868.879472 = -849690.807587 nChanged 5 SP:Iteration 44Q (2209.976086 sec): 3 clusters Score: Raw -852561.678247 + Penalty 2868.879472 = -849692.798775 nChanged 3 SP:Iteration 45Q (2210.027951 sec): 3 clusters Score: Raw -852562.718302 + Penalty 2868.879472 = -849693.838830 nChanged 2 SP:Iteration 46Q (2210.085666 sec): 3 clusters Score: Raw -852564.560622 + Penalty 2868.879472 = -849695.681150 nChanged 1 SP:Iteration 47Q (2210.138761 sec): 3 clusters Score: Raw -852565.343160 + Penalty 2868.879472 = -849696.463688 nChanged 2 SP:Iteration 48Q (2210.197459 sec): 3 clusters Score: Raw -852566.164582 + Penalty 2868.879472 = -849697.285110 nChanged 2 SP:Iteration 49Q (2210.243323 sec): 3 clusters Score: Raw -852567.133873 + Penalty 2868.879472 = -849698.254400 nChanged 3 SP:Iteration 50Q (2210.296180 sec): 3 clusters Score: Raw -852567.859588 + Penalty 2868.879472 = -849698.980116 nChanged 2 SP:Iteration 51Q (2210.351597 sec): 3 clusters Score: Raw -852568.180397 + Penalty 2868.879472 = -849699.300925 nChanged 0 SP:Iteration 52F (2210.408981 sec): 3 clusters Score: Raw -852568.180397 + Penalty 2868.879472 = -849699.300925 nChanged 0 Trying to split cluster 31 (5567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2210.449148 sec): 2 clusters Score: Raw -649262.939048 + Penalty 1401.499383 = -647861.439665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2210.499327 sec): 3 clusters Score: Raw -646382.936397 + Penalty 2802.998766 = -643579.937631 nChanged 2280 SP:Iteration 1F (2210.544556 sec): 3 clusters Score: Raw -647726.987671 + Penalty 2802.998766 = -644923.988905 nChanged 412 SP:Iteration 2F (2210.609940 sec): 3 clusters Score: Raw -647978.805207 + Penalty 2802.998766 = -645175.806441 nChanged 308 SP:Iteration 3F (2210.662918 sec): 3 clusters Score: Raw -648148.903393 + Penalty 2802.998766 = -645345.904626 nChanged 259 SP:Iteration 4Q (2210.715931 sec): 3 clusters Score: Raw -648278.720996 + Penalty 2802.998766 = -645475.722230 nChanged 205 SP:Iteration 5Q (2210.765826 sec): 3 clusters Score: Raw -648376.950994 + Penalty 2802.998766 = -645573.952228 nChanged 172 SP:Iteration 6Q (2210.809876 sec): 3 clusters Score: Raw -648459.085602 + Penalty 2802.998766 = -645656.086836 nChanged 152 SP:Iteration 7Q (2210.871455 sec): 3 clusters Score: Raw -648524.528073 + Penalty 2802.998766 = -645721.529307 nChanged 131 SP:Iteration 8Q (2210.914008 sec): 3 clusters Score: Raw -648577.269734 + Penalty 2802.998766 = -645774.270968 nChanged 112 SP:Iteration 9Q (2210.970331 sec): 3 clusters Score: Raw -648621.254626 + Penalty 2802.998766 = -645818.255860 nChanged 98 SP:Iteration 10Q (2211.027413 sec): 3 clusters Score: Raw -648658.435744 + Penalty 2802.998766 = -645855.436978 nChanged 109 SP:Iteration 11Q (2211.083118 sec): 3 clusters Score: Raw -648700.742013 + Penalty 2802.998766 = -645897.743247 nChanged 105 SP:Iteration 12Q (2211.131668 sec): 3 clusters Score: Raw -648743.240723 + Penalty 2802.998766 = -645940.241957 nChanged 107 SP:Iteration 13Q (2211.185811 sec): 3 clusters Score: Raw -648781.505311 + Penalty 2802.998766 = -645978.506545 nChanged 86 SP:Iteration 14Q (2211.254920 sec): 3 clusters Score: Raw -648809.507132 + Penalty 2802.998766 = -646006.508366 nChanged 70 SP:Iteration 15Q (2211.300699 sec): 3 clusters Score: Raw -648828.500300 + Penalty 2802.998766 = -646025.501534 nChanged 61 SP:Iteration 16Q (2211.354324 sec): 3 clusters Score: Raw -648853.459922 + Penalty 2802.998766 = -646050.461155 nChanged 73 SP:Iteration 17Q (2211.407513 sec): 3 clusters Score: Raw -648885.471641 + Penalty 2802.998766 = -646082.472875 nChanged 97 SP:Iteration 18Q (2211.459487 sec): 3 clusters Score: Raw -648927.918710 + Penalty 2802.998766 = -646124.919944 nChanged 87 SP:Iteration 19Q (2211.508079 sec): 3 clusters Score: Raw -648963.472976 + Penalty 2802.998766 = -646160.474210 nChanged 91 SP:Iteration 20F (2211.565291 sec): 3 clusters Score: Raw -648998.529572 + Penalty 2802.998766 = -646195.530806 nChanged 92 SP:Iteration 21Q (2211.625762 sec): 3 clusters Score: Raw -649039.363197 + Penalty 2802.998766 = -646236.364431 nChanged 113 SP:Iteration 22Q (2211.682443 sec): 3 clusters Score: Raw -649083.749971 + Penalty 2802.998766 = -646280.751204 nChanged 94 SP:Iteration 23Q (2211.739943 sec): 3 clusters Score: Raw -649125.624327 + Penalty 2802.998766 = -646322.625561 nChanged 89 SP:Iteration 24Q (2211.783051 sec): 3 clusters Score: Raw -649164.754853 + Penalty 2802.998766 = -646361.756087 nChanged 89 SP:Iteration 25Q (2211.836084 sec): 3 clusters Score: Raw -649208.256639 + Penalty 2802.998766 = -646405.257873 nChanged 91 SP:Iteration 26Q (2211.891149 sec): 3 clusters Score: Raw -649244.411075 + Penalty 2802.998766 = -646441.412309 nChanged 86 SP:Iteration 27Q (2211.954343 sec): 3 clusters Score: Raw -649284.558764 + Penalty 2802.998766 = -646481.559998 nChanged 64 SP:Iteration 28Q (2212.001927 sec): 3 clusters Score: Raw -649315.600420 + Penalty 2802.998766 = -646512.601654 nChanged 71 SP:Iteration 29Q (2212.052997 sec): 3 clusters Score: Raw -649350.593075 + Penalty 2802.998766 = -646547.594309 nChanged 74 SP:Iteration 30Q (2212.115155 sec): 3 clusters Score: Raw -649382.538246 + Penalty 2802.998766 = -646579.539480 nChanged 59 SP:Iteration 31Q (2212.162118 sec): 3 clusters Score: Raw -649411.919225 + Penalty 2802.998766 = -646608.920459 nChanged 61 SP:Iteration 32Q (2212.226818 sec): 3 clusters Score: Raw -649436.568696 + Penalty 2802.998766 = -646633.569930 nChanged 45 SP:Iteration 33Q (2212.279702 sec): 3 clusters Score: Raw -649452.895191 + Penalty 2802.998766 = -646649.896425 nChanged 37 SP:Iteration 34Q (2212.333670 sec): 3 clusters Score: Raw -649463.493008 + Penalty 2802.998766 = -646660.494241 nChanged 22 SP:Iteration 35Q (2212.371882 sec): 3 clusters Score: Raw -649470.393013 + Penalty 2802.998766 = -646667.394247 nChanged 15 SP:Iteration 36Q (2212.425929 sec): 3 clusters Score: Raw -649474.265589 + Penalty 2802.998766 = -646671.266823 nChanged 14 SP:Iteration 37Q (2212.480781 sec): 3 clusters Score: Raw -649477.725584 + Penalty 2802.998766 = -646674.726817 nChanged 11 SP:Iteration 38Q (2212.534933 sec): 3 clusters Score: Raw -649480.245489 + Penalty 2802.998766 = -646677.246723 nChanged 13 SP:Iteration 39Q (2212.589238 sec): 3 clusters Score: Raw -649482.903268 + Penalty 2802.998766 = -646679.904502 nChanged 11 SP:Iteration 40F (2212.653945 sec): 3 clusters Score: Raw -649484.848477 + Penalty 2802.998766 = -646681.849711 nChanged 14 SP:Iteration 41Q (2212.698925 sec): 3 clusters Score: Raw -649488.076267 + Penalty 2802.998766 = -646685.077501 nChanged 6 SP:Iteration 42Q (2212.758793 sec): 3 clusters Score: Raw -649489.601887 + Penalty 2802.998766 = -646686.603121 nChanged 9 SP:Iteration 43Q (2212.801715 sec): 3 clusters Score: Raw -649492.097632 + Penalty 2802.998766 = -646689.098866 nChanged 14 SP:Iteration 44Q (2212.862032 sec): 3 clusters Score: Raw -649494.171195 + Penalty 2802.998766 = -646691.172429 nChanged 9 SP:Iteration 45Q (2212.911176 sec): 3 clusters Score: Raw -649496.129078 + Penalty 2802.998766 = -646693.130312 nChanged 9 SP:Iteration 46Q (2212.967184 sec): 3 clusters Score: Raw -649498.739435 + Penalty 2802.998766 = -646695.740669 nChanged 8 SP:Iteration 47Q (2213.027672 sec): 3 clusters Score: Raw -649499.930661 + Penalty 2802.998766 = -646696.931895 nChanged 7 SP:Iteration 48Q (2213.061001 sec): 3 clusters Score: Raw -649500.749606 + Penalty 2802.998766 = -646697.750839 nChanged 2 SP:Iteration 49Q (2213.115006 sec): 3 clusters Score: Raw -649501.014313 + Penalty 2802.998766 = -646698.015547 nChanged 2 SP:Iteration 50Q (2213.171817 sec): 3 clusters Score: Raw -649501.262565 + Penalty 2802.998766 = -646698.263799 nChanged 0 SP:Iteration 51F (2213.225579 sec): 3 clusters Score: Raw -649501.262565 + Penalty 2802.998766 = -646698.263799 nChanged 0 Trying to split cluster 32 (4381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2213.266512 sec): 2 clusters Score: Raw -529027.918243 + Penalty 1362.567747 = -527665.350496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2213.307062 sec): 3 clusters Score: Raw -526863.314839 + Penalty 2725.135494 = -524138.179345 nChanged 1727 SP:Iteration 1F (2213.360988 sec): 3 clusters Score: Raw -527906.626803 + Penalty 2725.135494 = -525181.491309 nChanged 349 SP:Iteration 2F (2213.418818 sec): 3 clusters Score: Raw -528171.504974 + Penalty 2725.135494 = -525446.369481 nChanged 295 SP:Iteration 3F (2213.459354 sec): 3 clusters Score: Raw -528459.246419 + Penalty 2725.135494 = -525734.110926 nChanged 298 SP:Iteration 4F (2213.507271 sec): 3 clusters Score: Raw -528851.823656 + Penalty 2725.135494 = -526126.688162 nChanged 278 SP:Iteration 5F (2213.561679 sec): 3 clusters Score: Raw -529196.572885 + Penalty 2725.135494 = -526471.437391 nChanged 242 SP:Iteration 6F (2213.617659 sec): 3 clusters Score: Raw -529471.058604 + Penalty 2725.135494 = -526745.923111 nChanged 219 SP:Iteration 7Q (2213.676069 sec): 3 clusters Score: Raw -529737.913409 + Penalty 2725.135494 = -527012.777916 nChanged 180 SP:Iteration 8Q (2213.711715 sec): 3 clusters Score: Raw -529938.866576 + Penalty 2725.135494 = -527213.731083 nChanged 116 SP:Iteration 9Q (2213.762686 sec): 3 clusters Score: Raw -530083.533108 + Penalty 2725.135494 = -527358.397615 nChanged 94 SP:Iteration 10Q (2213.815941 sec): 3 clusters Score: Raw -530163.655678 + Penalty 2725.135494 = -527438.520184 nChanged 70 SP:Iteration 11Q (2213.860785 sec): 3 clusters Score: Raw -530219.123238 + Penalty 2725.135494 = -527493.987745 nChanged 44 SP:Iteration 12Q (2213.883870 sec): 3 clusters Score: Raw -530249.897178 + Penalty 2725.135494 = -527524.761684 nChanged 32 SP:Iteration 13Q (2213.936011 sec): 3 clusters Score: Raw -530265.489486 + Penalty 2725.135494 = -527540.353992 nChanged 19 SP:Iteration 14Q (2213.991538 sec): 3 clusters Score: Raw -530274.535673 + Penalty 2725.135494 = -527549.400180 nChanged 21 SP:Iteration 15Q (2214.044352 sec): 3 clusters Score: Raw -530284.688616 + Penalty 2725.135494 = -527559.553123 nChanged 14 SP:Iteration 16Q (2214.094337 sec): 3 clusters Score: Raw -530289.698537 + Penalty 2725.135494 = -527564.563043 nChanged 9 SP:Iteration 17Q (2214.145590 sec): 3 clusters Score: Raw -530293.464340 + Penalty 2725.135494 = -527568.328847 nChanged 5 SP:Iteration 18Q (2214.200236 sec): 3 clusters Score: Raw -530294.941308 + Penalty 2725.135494 = -527569.805814 nChanged 2 SP:Iteration 19Q (2214.233989 sec): 3 clusters Score: Raw -530295.796532 + Penalty 2725.135494 = -527570.661039 nChanged 1 SP:Iteration 20F (2214.293423 sec): 3 clusters Score: Raw -530297.970299 + Penalty 2725.135494 = -527572.834806 nChanged 3 SP:Iteration 21Q (2214.327835 sec): 3 clusters Score: Raw -530300.304210 + Penalty 2725.135494 = -527575.168716 nChanged 2 SP:Iteration 22Q (2214.378961 sec): 3 clusters Score: Raw -530300.979706 + Penalty 2725.135494 = -527575.844213 nChanged 1 SP:Iteration 23Q (2214.432693 sec): 3 clusters Score: Raw -530301.308444 + Penalty 2725.135494 = -527576.172951 nChanged 2 SP:Iteration 24Q (2214.482548 sec): 3 clusters Score: Raw -530301.605561 + Penalty 2725.135494 = -527576.470068 nChanged 0 SP:Iteration 25F (2214.544766 sec): 3 clusters Score: Raw -530301.605561 + Penalty 2725.135494 = -527576.470068 nChanged 0 Trying to split cluster 33 (17859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2214.580356 sec): 2 clusters Score: Raw -2242403.436043 + Penalty 1590.917715 = -2240812.518328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2214.653813 sec): 3 clusters Score: Raw -2231760.474808 + Penalty 3181.835430 = -2228578.639378 nChanged 7980 SP:Iteration 1F (2214.719578 sec): 3 clusters Score: Raw -2236229.927173 + Penalty 3181.835430 = -2233048.091743 nChanged 991 SP:Iteration 2F (2214.781879 sec): 3 clusters Score: Raw -2236639.311699 + Penalty 3181.835430 = -2233457.476269 nChanged 917 SP:Iteration 3F (2214.864857 sec): 3 clusters Score: Raw -2237083.775897 + Penalty 3181.835430 = -2233901.940467 nChanged 956 SP:Iteration 4F (2214.931103 sec): 3 clusters Score: Raw -2237649.107075 + Penalty 3181.835430 = -2234467.271645 nChanged 1092 SP:Iteration 5F (2215.003851 sec): 3 clusters Score: Raw -2238358.744189 + Penalty 3181.835430 = -2235176.908758 nChanged 1084 SP:Iteration 6F (2215.069215 sec): 3 clusters Score: Raw -2239059.536553 + Penalty 3181.835430 = -2235877.701123 nChanged 1000 SP:Iteration 7F (2215.147453 sec): 3 clusters Score: Raw -2239622.128763 + Penalty 3181.835430 = -2236440.293333 nChanged 835 SP:Iteration 8Q (2215.220164 sec): 3 clusters Score: Raw -2240042.974386 + Penalty 3181.835430 = -2236861.138956 nChanged 624 SP:Iteration 9Q (2215.306291 sec): 3 clusters Score: Raw -2240282.008454 + Penalty 3181.835430 = -2237100.173024 nChanged 481 SP:Iteration 10Q (2215.385201 sec): 3 clusters Score: Raw -2240448.454150 + Penalty 3181.835430 = -2237266.618720 nChanged 382 SP:Iteration 11Q (2215.462449 sec): 3 clusters Score: Raw -2240555.311400 + Penalty 3181.835430 = -2237373.475970 nChanged 283 SP:Iteration 12Q (2215.541326 sec): 3 clusters Score: Raw -2240618.035450 + Penalty 3181.835430 = -2237436.200020 nChanged 221 SP:Iteration 13Q (2215.624104 sec): 3 clusters Score: Raw -2240668.800715 + Penalty 3181.835430 = -2237486.965285 nChanged 215 SP:Iteration 14Q (2215.707812 sec): 3 clusters Score: Raw -2240709.337797 + Penalty 3181.835430 = -2237527.502367 nChanged 173 SP:Iteration 15Q (2215.777990 sec): 3 clusters Score: Raw -2240746.591467 + Penalty 3181.835430 = -2237564.756037 nChanged 176 SP:Iteration 16Q (2215.871703 sec): 3 clusters Score: Raw -2240780.305349 + Penalty 3181.835430 = -2237598.469919 nChanged 140 SP:Iteration 17Q (2215.939606 sec): 3 clusters Score: Raw -2240810.401221 + Penalty 3181.835430 = -2237628.565791 nChanged 143 SP:Iteration 18Q (2216.016501 sec): 3 clusters Score: Raw -2240839.029451 + Penalty 3181.835430 = -2237657.194021 nChanged 131 SP:Iteration 19Q (2216.093712 sec): 3 clusters Score: Raw -2240865.063849 + Penalty 3181.835430 = -2237683.228419 nChanged 126 SP:Iteration 20F (2216.165815 sec): 3 clusters Score: Raw -2240890.011078 + Penalty 3181.835430 = -2237708.175648 nChanged 138 SP:Iteration 21Q (2216.244161 sec): 3 clusters Score: Raw -2240921.015078 + Penalty 3181.835430 = -2237739.179648 nChanged 132 SP:Iteration 22Q (2216.319535 sec): 3 clusters Score: Raw -2240956.496642 + Penalty 3181.835430 = -2237774.661211 nChanged 175 SP:Iteration 23Q (2216.383599 sec): 3 clusters Score: Raw -2241010.653047 + Penalty 3181.835430 = -2237828.817617 nChanged 181 SP:Iteration 24Q (2216.462605 sec): 3 clusters Score: Raw -2241062.728157 + Penalty 3181.835430 = -2237880.892727 nChanged 184 SP:Iteration 25Q (2216.533649 sec): 3 clusters Score: Raw -2241116.833316 + Penalty 3181.835430 = -2237934.997886 nChanged 193 SP:Iteration 26Q (2216.611020 sec): 3 clusters Score: Raw -2241177.661258 + Penalty 3181.835430 = -2237995.825828 nChanged 181 SP:Iteration 27Q (2216.688727 sec): 3 clusters Score: Raw -2241228.199631 + Penalty 3181.835430 = -2238046.364201 nChanged 173 SP:Iteration 28Q (2216.766898 sec): 3 clusters Score: Raw -2241274.826034 + Penalty 3181.835430 = -2238092.990604 nChanged 166 SP:Iteration 29Q (2216.837774 sec): 3 clusters Score: Raw -2241331.716974 + Penalty 3181.835430 = -2238149.881544 nChanged 185 SP:Iteration 30Q (2216.905588 sec): 3 clusters Score: Raw -2241396.426824 + Penalty 3181.835430 = -2238214.591394 nChanged 168 SP:Iteration 31Q (2216.987799 sec): 3 clusters Score: Raw -2241453.955916 + Penalty 3181.835430 = -2238272.120486 nChanged 176 SP:Iteration 32Q (2217.064140 sec): 3 clusters Score: Raw -2241518.343944 + Penalty 3181.835430 = -2238336.508514 nChanged 161 SP:Iteration 33Q (2217.134525 sec): 3 clusters Score: Raw -2241576.359412 + Penalty 3181.835430 = -2238394.523982 nChanged 182 SP:Iteration 34Q (2217.212911 sec): 3 clusters Score: Raw -2241634.440563 + Penalty 3181.835430 = -2238452.605133 nChanged 150 SP:Iteration 35Q (2217.290055 sec): 3 clusters Score: Raw -2241678.885775 + Penalty 3181.835430 = -2238497.050345 nChanged 165 SP:Iteration 36Q (2217.366664 sec): 3 clusters Score: Raw -2241732.347069 + Penalty 3181.835430 = -2238550.511639 nChanged 152 SP:Iteration 37Q (2217.442876 sec): 3 clusters Score: Raw -2241783.264793 + Penalty 3181.835430 = -2238601.429363 nChanged 156 SP:Iteration 38Q (2217.503721 sec): 3 clusters Score: Raw -2241839.547035 + Penalty 3181.835430 = -2238657.711605 nChanged 167 SP:Iteration 39Q (2217.579476 sec): 3 clusters Score: Raw -2241889.672658 + Penalty 3181.835430 = -2238707.837228 nChanged 138 SP:Iteration 40F (2217.653983 sec): 3 clusters Score: Raw -2241923.495444 + Penalty 3181.835430 = -2238741.660013 nChanged 123 SP:Iteration 41Q (2217.728826 sec): 3 clusters Score: Raw -2241955.415300 + Penalty 3181.835430 = -2238773.579870 nChanged 109 SP:Iteration 42Q (2217.795545 sec): 3 clusters Score: Raw -2241982.483876 + Penalty 3181.835430 = -2238800.648446 nChanged 111 SP:Iteration 43Q (2217.860391 sec): 3 clusters Score: Raw -2242010.247522 + Penalty 3181.835430 = -2238828.412092 nChanged 108 SP:Iteration 44Q (2217.931101 sec): 3 clusters Score: Raw -2242037.411915 + Penalty 3181.835430 = -2238855.576485 nChanged 103 SP:Iteration 45Q (2218.010714 sec): 3 clusters Score: Raw -2242063.220834 + Penalty 3181.835430 = -2238881.385404 nChanged 87 SP:Iteration 46Q (2218.073530 sec): 3 clusters Score: Raw -2242088.897974 + Penalty 3181.835430 = -2238907.062544 nChanged 92 SP:Iteration 47Q (2218.144278 sec): 3 clusters Score: Raw -2242114.544464 + Penalty 3181.835430 = -2238932.709033 nChanged 88 SP:Iteration 48Q (2218.214338 sec): 3 clusters Score: Raw -2242134.081158 + Penalty 3181.835430 = -2238952.245728 nChanged 71 SP:Iteration 49Q (2218.284810 sec): 3 clusters Score: Raw -2242148.604813 + Penalty 3181.835430 = -2238966.769383 nChanged 69 SP:Iteration 50Q (2218.349379 sec): 3 clusters Score: Raw -2242165.938230 + Penalty 3181.835430 = -2238984.102800 nChanged 65 SP:Iteration 51Q (2218.418243 sec): 3 clusters Score: Raw -2242179.874000 + Penalty 3181.835430 = -2238998.038570 nChanged 59 SP:Iteration 52Q (2218.487193 sec): 3 clusters Score: Raw -2242190.191997 + Penalty 3181.835430 = -2239008.356567 nChanged 56 SP:Iteration 53Q (2218.569630 sec): 3 clusters Score: Raw -2242200.943720 + Penalty 3181.835430 = -2239019.108290 nChanged 49 SP:Iteration 54Q (2218.627519 sec): 3 clusters Score: Raw -2242208.709164 + Penalty 3181.835430 = -2239026.873734 nChanged 46 SP:Iteration 55Q (2218.712397 sec): 3 clusters Score: Raw -2242215.575051 + Penalty 3181.835430 = -2239033.739621 nChanged 46 SP:Iteration 56Q (2218.772422 sec): 3 clusters Score: Raw -2242223.039210 + Penalty 3181.835430 = -2239041.203780 nChanged 39 SP:Iteration 57Q (2218.842642 sec): 3 clusters Score: Raw -2242229.562843 + Penalty 3181.835430 = -2239047.727413 nChanged 36 SP:Iteration 58Q (2218.910924 sec): 3 clusters Score: Raw -2242235.018540 + Penalty 3181.835430 = -2239053.183110 nChanged 32 SP:Iteration 59Q (2218.973601 sec): 3 clusters Score: Raw -2242240.899378 + Penalty 3181.835430 = -2239059.063947 nChanged 36 SP:Iteration 60F (2219.052563 sec): 3 clusters Score: Raw -2242246.053389 + Penalty 3181.835430 = -2239064.217959 nChanged 25 SP:Iteration 61Q (2219.120002 sec): 3 clusters Score: Raw -2242250.100992 + Penalty 3181.835430 = -2239068.265562 nChanged 29 SP:Iteration 62Q (2219.187197 sec): 3 clusters Score: Raw -2242254.426630 + Penalty 3181.835430 = -2239072.591200 nChanged 29 SP:Iteration 63Q (2219.246495 sec): 3 clusters Score: Raw -2242257.900703 + Penalty 3181.835430 = -2239076.065273 nChanged 19 SP:Iteration 64Q (2219.324255 sec): 3 clusters Score: Raw -2242260.034474 + Penalty 3181.835430 = -2239078.199044 nChanged 18 SP:Iteration 65Q (2219.391761 sec): 3 clusters Score: Raw -2242262.306580 + Penalty 3181.835430 = -2239080.471150 nChanged 14 SP:Iteration 66Q (2219.461440 sec): 3 clusters Score: Raw -2242264.064876 + Penalty 3181.835430 = -2239082.229446 nChanged 9 SP:Iteration 67Q (2219.523882 sec): 3 clusters Score: Raw -2242264.899475 + Penalty 3181.835430 = -2239083.064045 nChanged 12 SP:Iteration 68Q (2219.599420 sec): 3 clusters Score: Raw -2242265.988345 + Penalty 3181.835430 = -2239084.152915 nChanged 7 SP:Iteration 69Q (2219.669831 sec): 3 clusters Score: Raw -2242266.592128 + Penalty 3181.835430 = -2239084.756697 nChanged 10 SP:Iteration 70Q (2219.727919 sec): 3 clusters Score: Raw -2242267.379825 + Penalty 3181.835430 = -2239085.544395 nChanged 6 SP:Iteration 71Q (2219.794343 sec): 3 clusters Score: Raw -2242267.894763 + Penalty 3181.835430 = -2239086.059333 nChanged 7 SP:Iteration 72Q (2219.862772 sec): 3 clusters Score: Raw -2242268.604111 + Penalty 3181.835430 = -2239086.768681 nChanged 10 SP:Iteration 73Q (2219.926547 sec): 3 clusters Score: Raw -2242269.638991 + Penalty 3181.835430 = -2239087.803561 nChanged 5 SP:Iteration 74Q (2220.002793 sec): 3 clusters Score: Raw -2242270.196692 + Penalty 3181.835430 = -2239088.361262 nChanged 7 SP:Iteration 75Q (2220.055890 sec): 3 clusters Score: Raw -2242270.982521 + Penalty 3181.835430 = -2239089.147091 nChanged 8 SP:Iteration 76Q (2220.124351 sec): 3 clusters Score: Raw -2242271.826724 + Penalty 3181.835430 = -2239089.991294 nChanged 9 SP:Iteration 77Q (2220.197841 sec): 3 clusters Score: Raw -2242272.702550 + Penalty 3181.835430 = -2239090.867119 nChanged 8 SP:Iteration 78Q (2220.255602 sec): 3 clusters Score: Raw -2242273.314260 + Penalty 3181.835430 = -2239091.478830 nChanged 3 SP:Iteration 79Q (2220.321908 sec): 3 clusters Score: Raw -2242273.587259 + Penalty 3181.835430 = -2239091.751829 nChanged 5 SP:Iteration 80F (2220.388070 sec): 3 clusters Score: Raw -2242273.819097 + Penalty 3181.835430 = -2239091.983666 nChanged 3 SP:Iteration 81Q (2220.464766 sec): 3 clusters Score: Raw -2242274.037624 + Penalty 3181.835430 = -2239092.202194 nChanged 2 SP:Iteration 82Q (2220.532307 sec): 3 clusters Score: Raw -2242274.329616 + Penalty 3181.835430 = -2239092.494186 nChanged 4 SP:Iteration 83Q (2220.601319 sec): 3 clusters Score: Raw -2242274.713997 + Penalty 3181.835430 = -2239092.878567 nChanged 5 SP:Iteration 84Q (2220.682928 sec): 3 clusters Score: Raw -2242275.089247 + Penalty 3181.835430 = -2239093.253817 nChanged 8 SP:Iteration 85Q (2220.746721 sec): 3 clusters Score: Raw -2242275.878983 + Penalty 3181.835430 = -2239094.043553 nChanged 7 SP:Iteration 86Q (2220.827529 sec): 3 clusters Score: Raw -2242276.634054 + Penalty 3181.835430 = -2239094.798624 nChanged 8 SP:Iteration 87Q (2220.902345 sec): 3 clusters Score: Raw -2242277.725406 + Penalty 3181.835430 = -2239095.889976 nChanged 11 SP:Iteration 88Q (2220.969465 sec): 3 clusters Score: Raw -2242278.916019 + Penalty 3181.835430 = -2239097.080589 nChanged 10 SP:Iteration 89Q (2221.037375 sec): 3 clusters Score: Raw -2242280.111290 + Penalty 3181.835430 = -2239098.275860 nChanged 3 SP:Iteration 90Q (2221.102795 sec): 3 clusters Score: Raw -2242280.430846 + Penalty 3181.835430 = -2239098.595416 nChanged 1 SP:Iteration 91Q (2221.157923 sec): 3 clusters Score: Raw -2242280.679735 + Penalty 3181.835430 = -2239098.844305 nChanged 5 SP:Iteration 92Q (2221.233218 sec): 3 clusters Score: Raw -2242281.172437 + Penalty 3181.835430 = -2239099.337007 nChanged 5 SP:Iteration 93Q (2221.296438 sec): 3 clusters Score: Raw -2242281.994675 + Penalty 3181.835430 = -2239100.159245 nChanged 11 SP:Iteration 94Q (2221.378543 sec): 3 clusters Score: Raw -2242283.378207 + Penalty 3181.835430 = -2239101.542777 nChanged 10 SP:Iteration 95Q (2221.444696 sec): 3 clusters Score: Raw -2242284.784126 + Penalty 3181.835430 = -2239102.948696 nChanged 10 SP:Iteration 96Q (2221.520928 sec): 3 clusters Score: Raw -2242286.210390 + Penalty 3181.835430 = -2239104.374960 nChanged 15 SP:Iteration 97Q (2221.592746 sec): 3 clusters Score: Raw -2242288.547721 + Penalty 3181.835430 = -2239106.712291 nChanged 18 SP:Iteration 98Q (2221.665513 sec): 3 clusters Score: Raw -2242291.418729 + Penalty 3181.835430 = -2239109.583299 nChanged 24 SP:Iteration 99Q (2221.731317 sec): 3 clusters Score: Raw -2242294.590513 + Penalty 3181.835430 = -2239112.755083 nChanged 20 SP:Iteration 100F (2221.806543 sec): 3 clusters Score: Raw -2242297.516818 + Penalty 3181.835430 = -2239115.681388 nChanged 17 SP:Iteration 101Q (2221.879951 sec): 3 clusters Score: Raw -2242299.629521 + Penalty 3181.835430 = -2239117.794091 nChanged 12 SP:Iteration 102Q (2221.951721 sec): 3 clusters Score: Raw -2242301.325651 + Penalty 3181.835430 = -2239119.490221 nChanged 10 SP:Iteration 103Q (2222.018886 sec): 3 clusters Score: Raw -2242303.254657 + Penalty 3181.835430 = -2239121.419227 nChanged 15 SP:Iteration 104Q (2222.089630 sec): 3 clusters Score: Raw -2242305.813800 + Penalty 3181.835430 = -2239123.978370 nChanged 12 SP:Iteration 105Q (2222.154466 sec): 3 clusters Score: Raw -2242307.531499 + Penalty 3181.835430 = -2239125.696069 nChanged 10 SP:Iteration 106Q (2222.234289 sec): 3 clusters Score: Raw -2242309.851075 + Penalty 3181.835430 = -2239128.015645 nChanged 13 SP:Iteration 107Q (2222.310940 sec): 3 clusters Score: Raw -2242312.429373 + Penalty 3181.835430 = -2239130.593943 nChanged 16 SP:Iteration 108Q (2222.383683 sec): 3 clusters Score: Raw -2242315.359381 + Penalty 3181.835430 = -2239133.523951 nChanged 15 SP:Iteration 109Q (2222.456933 sec): 3 clusters Score: Raw -2242318.285580 + Penalty 3181.835430 = -2239136.450150 nChanged 15 SP:Iteration 110Q (2222.533324 sec): 3 clusters Score: Raw -2242320.971262 + Penalty 3181.835430 = -2239139.135832 nChanged 13 SP:Iteration 111Q (2222.608035 sec): 3 clusters Score: Raw -2242322.669903 + Penalty 3181.835430 = -2239140.834473 nChanged 13 SP:Iteration 112Q (2222.683141 sec): 3 clusters Score: Raw -2242324.952813 + Penalty 3181.835430 = -2239143.117383 nChanged 17 SP:Iteration 113Q (2222.755839 sec): 3 clusters Score: Raw -2242328.627839 + Penalty 3181.835430 = -2239146.792409 nChanged 20 SP:Iteration 114Q (2222.829406 sec): 3 clusters Score: Raw -2242332.350964 + Penalty 3181.835430 = -2239150.515534 nChanged 16 SP:Iteration 115Q (2222.898436 sec): 3 clusters Score: Raw -2242334.823585 + Penalty 3181.835430 = -2239152.988155 nChanged 16 SP:Iteration 116Q (2222.977994 sec): 3 clusters Score: Raw -2242336.951782 + Penalty 3181.835430 = -2239155.116352 nChanged 13 SP:Iteration 117Q (2223.054229 sec): 3 clusters Score: Raw -2242338.858604 + Penalty 3181.835430 = -2239157.023174 nChanged 13 SP:Iteration 118Q (2223.126119 sec): 3 clusters Score: Raw -2242341.107412 + Penalty 3181.835430 = -2239159.271982 nChanged 14 SP:Iteration 119Q (2223.200098 sec): 3 clusters Score: Raw -2242343.125971 + Penalty 3181.835430 = -2239161.290541 nChanged 16 SP:Iteration 120F (2223.278008 sec): 3 clusters Score: Raw -2242345.283283 + Penalty 3181.835430 = -2239163.447853 nChanged 17 SP:Iteration 121Q (2223.342512 sec): 3 clusters Score: Raw -2242348.869425 + Penalty 3181.835430 = -2239167.033995 nChanged 22 SP:Iteration 122Q (2223.419196 sec): 3 clusters Score: Raw -2242353.192895 + Penalty 3181.835430 = -2239171.357465 nChanged 29 SP:Iteration 123Q (2223.491416 sec): 3 clusters Score: Raw -2242359.903152 + Penalty 3181.835430 = -2239178.067722 nChanged 34 SP:Iteration 124Q (2223.563207 sec): 3 clusters Score: Raw -2242366.517908 + Penalty 3181.835430 = -2239184.682478 nChanged 21 SP:Iteration 125Q (2223.631918 sec): 3 clusters Score: Raw -2242371.353134 + Penalty 3181.835430 = -2239189.517703 nChanged 20 SP:Iteration 126Q (2223.702114 sec): 3 clusters Score: Raw -2242375.968816 + Penalty 3181.835430 = -2239194.133386 nChanged 20 SP:Iteration 127Q (2223.762979 sec): 3 clusters Score: Raw -2242380.057100 + Penalty 3181.835430 = -2239198.221670 nChanged 23 SP:Iteration 128Q (2223.820229 sec): 3 clusters Score: Raw -2242385.805497 + Penalty 3181.835430 = -2239203.970066 nChanged 29 SP:Iteration 129Q (2223.887332 sec): 3 clusters Score: Raw -2242394.160506 + Penalty 3181.835430 = -2239212.325076 nChanged 31 SP:Iteration 130Q (2223.963497 sec): 3 clusters Score: Raw -2242403.744973 + Penalty 3181.835430 = -2239221.909543 nChanged 36 SP:Iteration 131Q (2224.034850 sec): 3 clusters Score: Raw -2242413.438622 + Penalty 3181.835430 = -2239231.603192 nChanged 45 SP:Iteration 132Q (2224.102095 sec): 3 clusters Score: Raw -2242426.740495 + Penalty 3181.835430 = -2239244.905065 nChanged 50 SP:Iteration 133Q (2224.176755 sec): 3 clusters Score: Raw -2242442.001723 + Penalty 3181.835430 = -2239260.166293 nChanged 54 SP:Iteration 134Q (2224.262027 sec): 3 clusters Score: Raw -2242460.586741 + Penalty 3181.835430 = -2239278.751311 nChanged 52 SP:Iteration 135Q (2224.319875 sec): 3 clusters Score: Raw -2242480.160657 + Penalty 3181.835430 = -2239298.325227 nChanged 54 SP:Iteration 136Q (2224.399511 sec): 3 clusters Score: Raw -2242495.105491 + Penalty 3181.835430 = -2239313.270061 nChanged 46 SP:Iteration 137Q (2224.463570 sec): 3 clusters Score: Raw -2242509.578186 + Penalty 3181.835430 = -2239327.742756 nChanged 43 SP:Iteration 138Q (2224.522341 sec): 3 clusters Score: Raw -2242525.130610 + Penalty 3181.835430 = -2239343.295180 nChanged 51 SP:Iteration 139Q (2224.596339 sec): 3 clusters Score: Raw -2242541.325269 + Penalty 3181.835430 = -2239359.489839 nChanged 38 SP:Iteration 140F (2224.659632 sec): 3 clusters Score: Raw -2242552.141069 + Penalty 3181.835430 = -2239370.305639 nChanged 39 SP:Iteration 141Q (2224.732025 sec): 3 clusters Score: Raw -2242563.572960 + Penalty 3181.835430 = -2239381.737530 nChanged 38 SP:Iteration 142Q (2224.790705 sec): 3 clusters Score: Raw -2242574.302869 + Penalty 3181.835430 = -2239392.467439 nChanged 29 SP:Iteration 143Q (2224.853436 sec): 3 clusters Score: Raw -2242580.920318 + Penalty 3181.835430 = -2239399.084888 nChanged 22 SP:Iteration 144Q (2224.931855 sec): 3 clusters Score: Raw -2242586.638106 + Penalty 3181.835430 = -2239404.802676 nChanged 22 SP:Iteration 145Q (2224.997628 sec): 3 clusters Score: Raw -2242592.491864 + Penalty 3181.835430 = -2239410.656434 nChanged 24 SP:Iteration 146Q (2225.072746 sec): 3 clusters Score: Raw -2242597.895761 + Penalty 3181.835430 = -2239416.060331 nChanged 28 SP:Iteration 147Q (2225.139356 sec): 3 clusters Score: Raw -2242605.486111 + Penalty 3181.835430 = -2239423.650681 nChanged 20 SP:Iteration 148Q (2225.207388 sec): 3 clusters Score: Raw -2242610.404077 + Penalty 3181.835430 = -2239428.568647 nChanged 23 SP:Iteration 149Q (2225.276619 sec): 3 clusters Score: Raw -2242617.155538 + Penalty 3181.835430 = -2239435.320108 nChanged 27 SP:Iteration 150Q (2225.344508 sec): 3 clusters Score: Raw -2242626.309922 + Penalty 3181.835430 = -2239444.474492 nChanged 30 SP:Iteration 151Q (2225.412863 sec): 3 clusters Score: Raw -2242634.993097 + Penalty 3181.835430 = -2239453.157667 nChanged 23 SP:Iteration 152Q (2225.480091 sec): 3 clusters Score: Raw -2242642.843494 + Penalty 3181.835430 = -2239461.008064 nChanged 26 SP:Iteration 153Q (2225.554492 sec): 3 clusters Score: Raw -2242650.388174 + Penalty 3181.835430 = -2239468.552744 nChanged 24 SP:Iteration 154Q (2225.613024 sec): 3 clusters Score: Raw -2242658.157615 + Penalty 3181.835430 = -2239476.322185 nChanged 20 SP:Iteration 155Q (2225.691449 sec): 3 clusters Score: Raw -2242664.131551 + Penalty 3181.835430 = -2239482.296121 nChanged 21 SP:Iteration 156Q (2225.753870 sec): 3 clusters Score: Raw -2242669.756993 + Penalty 3181.835430 = -2239487.921563 nChanged 14 SP:Iteration 157Q (2225.824661 sec): 3 clusters Score: Raw -2242673.817880 + Penalty 3181.835430 = -2239491.982450 nChanged 11 SP:Iteration 158Q (2225.889398 sec): 3 clusters Score: Raw -2242676.659236 + Penalty 3181.835430 = -2239494.823806 nChanged 17 SP:Iteration 159Q (2225.961421 sec): 3 clusters Score: Raw -2242680.872334 + Penalty 3181.835430 = -2239499.036904 nChanged 20 SP:Iteration 160F (2226.033052 sec): 3 clusters Score: Raw -2242686.236486 + Penalty 3181.835430 = -2239504.401056 nChanged 11 SP:Iteration 161Q (2226.104079 sec): 3 clusters Score: Raw -2242688.769137 + Penalty 3181.835430 = -2239506.933707 nChanged 8 SP:Iteration 162Q (2226.197955 sec): 3 clusters Score: Raw -2242690.576119 + Penalty 3181.835430 = -2239508.740689 nChanged 4 SP:Iteration 163Q (2226.270887 sec): 3 clusters Score: Raw -2242691.660320 + Penalty 3181.835430 = -2239509.824890 nChanged 4 SP:Iteration 164Q (2226.335618 sec): 3 clusters Score: Raw -2242693.096865 + Penalty 3181.835430 = -2239511.261435 nChanged 5 SP:Iteration 165Q (2226.417277 sec): 3 clusters Score: Raw -2242694.149612 + Penalty 3181.835430 = -2239512.314182 nChanged 4 SP:Iteration 166Q (2226.491653 sec): 3 clusters Score: Raw -2242695.541830 + Penalty 3181.835430 = -2239513.706400 nChanged 4 SP:Iteration 167Q (2226.555051 sec): 3 clusters Score: Raw -2242696.875599 + Penalty 3181.835430 = -2239515.040169 nChanged 3 SP:Iteration 168Q (2226.633599 sec): 3 clusters Score: Raw -2242697.215498 + Penalty 3181.835430 = -2239515.380068 nChanged 0 SP:Iteration 169F (2226.704723 sec): 3 clusters Score: Raw -2242697.215498 + Penalty 3181.835430 = -2239515.380068 nChanged 0 Trying to split cluster 34 (3714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2226.732985 sec): 2 clusters Score: Raw -449203.585883 + Penalty 1335.728021 = -447867.857863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2226.791328 sec): 3 clusters Score: Raw -447352.542053 + Penalty 2671.456041 = -444681.086012 nChanged 1444 SP:Iteration 1F (2226.836636 sec): 3 clusters Score: Raw -448226.739569 + Penalty 2671.456041 = -445555.283528 nChanged 294 SP:Iteration 2F (2226.891277 sec): 3 clusters Score: Raw -448457.559419 + Penalty 2671.456041 = -445786.103378 nChanged 241 SP:Iteration 3F (2226.957497 sec): 3 clusters Score: Raw -448660.887587 + Penalty 2671.456041 = -445989.431546 nChanged 225 SP:Iteration 4F (2227.008641 sec): 3 clusters Score: Raw -448863.184021 + Penalty 2671.456041 = -446191.727980 nChanged 222 SP:Iteration 5F (2227.062990 sec): 3 clusters Score: Raw -449065.695279 + Penalty 2671.456041 = -446394.239238 nChanged 204 SP:Iteration 6F (2227.116316 sec): 3 clusters Score: Raw -449238.715981 + Penalty 2671.456041 = -446567.259940 nChanged 174 SP:Iteration 7Q (2227.166926 sec): 3 clusters Score: Raw -449382.133759 + Penalty 2671.456041 = -446710.677718 nChanged 143 SP:Iteration 8Q (2227.207172 sec): 3 clusters Score: Raw -449475.645196 + Penalty 2671.456041 = -446804.189155 nChanged 85 SP:Iteration 9Q (2227.256148 sec): 3 clusters Score: Raw -449523.644987 + Penalty 2671.456041 = -446852.188946 nChanged 63 SP:Iteration 10Q (2227.303897 sec): 3 clusters Score: Raw -449560.537378 + Penalty 2671.456041 = -446889.081337 nChanged 38 SP:Iteration 11Q (2227.349739 sec): 3 clusters Score: Raw -449579.459382 + Penalty 2671.456041 = -446908.003341 nChanged 36 SP:Iteration 12Q (2227.406243 sec): 3 clusters Score: Raw -449597.947883 + Penalty 2671.456041 = -446926.491842 nChanged 18 SP:Iteration 13Q (2227.459843 sec): 3 clusters Score: Raw -449603.249236 + Penalty 2671.456041 = -446931.793195 nChanged 12 SP:Iteration 14Q (2227.508625 sec): 3 clusters Score: Raw -449608.018641 + Penalty 2671.456041 = -446936.562600 nChanged 13 SP:Iteration 15Q (2227.551566 sec): 3 clusters Score: Raw -449612.049293 + Penalty 2671.456041 = -446940.593252 nChanged 10 SP:Iteration 16Q (2227.611093 sec): 3 clusters Score: Raw -449616.123074 + Penalty 2671.456041 = -446944.667032 nChanged 7 SP:Iteration 17Q (2227.653644 sec): 3 clusters Score: Raw -449620.239576 + Penalty 2671.456041 = -446948.783535 nChanged 14 SP:Iteration 18Q (2227.706751 sec): 3 clusters Score: Raw -449625.401475 + Penalty 2671.456041 = -446953.945434 nChanged 11 SP:Iteration 19Q (2227.767422 sec): 3 clusters Score: Raw -449630.187094 + Penalty 2671.456041 = -446958.731052 nChanged 10 SP:Iteration 20F (2227.817511 sec): 3 clusters Score: Raw -449633.984923 + Penalty 2671.456041 = -446962.528881 nChanged 13 SP:Iteration 21Q (2227.862200 sec): 3 clusters Score: Raw -449640.116316 + Penalty 2671.456041 = -446968.660275 nChanged 19 SP:Iteration 22Q (2227.922398 sec): 3 clusters Score: Raw -449647.116354 + Penalty 2671.456041 = -446975.660313 nChanged 7 SP:Iteration 23Q (2227.976068 sec): 3 clusters Score: Raw -449649.469249 + Penalty 2671.456041 = -446978.013208 nChanged 6 SP:Iteration 24Q (2228.025210 sec): 3 clusters Score: Raw -449651.579665 + Penalty 2671.456041 = -446980.123624 nChanged 7 SP:Iteration 25Q (2228.065557 sec): 3 clusters Score: Raw -449653.135946 + Penalty 2671.456041 = -446981.679905 nChanged 4 SP:Iteration 26Q (2228.120538 sec): 3 clusters Score: Raw -449653.979297 + Penalty 2671.456041 = -446982.523255 nChanged 4 SP:Iteration 27Q (2228.162814 sec): 3 clusters Score: Raw -449654.890147 + Penalty 2671.456041 = -446983.434106 nChanged 4 SP:Iteration 28Q (2228.220875 sec): 3 clusters Score: Raw -449656.894556 + Penalty 2671.456041 = -446985.438515 nChanged 6 SP:Iteration 29Q (2228.259580 sec): 3 clusters Score: Raw -449658.631763 + Penalty 2671.456041 = -446987.175722 nChanged 5 SP:Iteration 30Q (2228.316242 sec): 3 clusters Score: Raw -449660.578713 + Penalty 2671.456041 = -446989.122672 nChanged 8 SP:Iteration 31Q (2228.372892 sec): 3 clusters Score: Raw -449662.722554 + Penalty 2671.456041 = -446991.266513 nChanged 7 SP:Iteration 32Q (2228.424449 sec): 3 clusters Score: Raw -449664.836733 + Penalty 2671.456041 = -446993.380692 nChanged 6 SP:Iteration 33Q (2228.477519 sec): 3 clusters Score: Raw -449666.296238 + Penalty 2671.456041 = -446994.840197 nChanged 6 SP:Iteration 34Q (2228.518871 sec): 3 clusters Score: Raw -449670.434695 + Penalty 2671.456041 = -446998.978653 nChanged 12 SP:Iteration 35Q (2228.573597 sec): 3 clusters Score: Raw -449679.893591 + Penalty 2671.456041 = -447008.437550 nChanged 11 SP:Iteration 36Q (2228.620526 sec): 3 clusters Score: Raw -449683.602809 + Penalty 2671.456041 = -447012.146768 nChanged 11 SP:Iteration 37Q (2228.678978 sec): 3 clusters Score: Raw -449688.212270 + Penalty 2671.456041 = -447016.756229 nChanged 11 SP:Iteration 38Q (2228.727902 sec): 3 clusters Score: Raw -449694.556633 + Penalty 2671.456041 = -447023.100592 nChanged 15 SP:Iteration 39Q (2228.785712 sec): 3 clusters Score: Raw -449702.617405 + Penalty 2671.456041 = -447031.161364 nChanged 18 SP:Iteration 40F (2228.831045 sec): 3 clusters Score: Raw -449709.746343 + Penalty 2671.456041 = -447038.290301 nChanged 19 SP:Iteration 41Q (2228.884412 sec): 3 clusters Score: Raw -449716.383458 + Penalty 2671.456041 = -447044.927417 nChanged 13 SP:Iteration 42Q (2228.923060 sec): 3 clusters Score: Raw -449719.853453 + Penalty 2671.456041 = -447048.397411 nChanged 17 SP:Iteration 43Q (2228.976429 sec): 3 clusters Score: Raw -449726.104751 + Penalty 2671.456041 = -447054.648710 nChanged 11 SP:Iteration 44Q (2229.029902 sec): 3 clusters Score: Raw -449730.956174 + Penalty 2671.456041 = -447059.500133 nChanged 15 SP:Iteration 45Q (2229.073204 sec): 3 clusters Score: Raw -449735.893601 + Penalty 2671.456041 = -447064.437560 nChanged 18 SP:Iteration 46Q (2229.135321 sec): 3 clusters Score: Raw -449743.850548 + Penalty 2671.456041 = -447072.394507 nChanged 14 SP:Iteration 47Q (2229.176782 sec): 3 clusters Score: Raw -449747.507119 + Penalty 2671.456041 = -447076.051078 nChanged 14 SP:Iteration 48Q (2229.222249 sec): 3 clusters Score: Raw -449751.378054 + Penalty 2671.456041 = -447079.922013 nChanged 14 SP:Iteration 49Q (2229.271144 sec): 3 clusters Score: Raw -449755.728642 + Penalty 2671.456041 = -447084.272601 nChanged 19 SP:Iteration 50Q (2229.317643 sec): 3 clusters Score: Raw -449764.288180 + Penalty 2671.456041 = -447092.832139 nChanged 26 SP:Iteration 51Q (2229.367183 sec): 3 clusters Score: Raw -449777.242322 + Penalty 2671.456041 = -447105.786281 nChanged 28 SP:Iteration 52Q (2229.413807 sec): 3 clusters Score: Raw -449790.572853 + Penalty 2671.456041 = -447119.116811 nChanged 26 SP:Iteration 53Q (2229.459118 sec): 3 clusters Score: Raw -449804.919894 + Penalty 2671.456041 = -447133.463853 nChanged 34 SP:Iteration 54Q (2229.502884 sec): 3 clusters Score: Raw -449822.530470 + Penalty 2671.456041 = -447151.074429 nChanged 39 SP:Iteration 55Q (2229.554273 sec): 3 clusters Score: Raw -449846.862925 + Penalty 2671.456041 = -447175.406884 nChanged 55 SP:Iteration 56Q (2229.600911 sec): 3 clusters Score: Raw -449893.695237 + Penalty 2671.456041 = -447222.239196 nChanged 71 SP:Iteration 57Q (2229.652786 sec): 3 clusters Score: Raw -449941.244828 + Penalty 2671.456041 = -447269.788787 nChanged 78 SP:Iteration 58Q (2229.702313 sec): 3 clusters Score: Raw -449994.786914 + Penalty 2671.456041 = -447323.330872 nChanged 76 SP:Iteration 59Q (2229.754089 sec): 3 clusters Score: Raw -450048.219346 + Penalty 2671.456041 = -447376.763305 nChanged 69 SP:Iteration 60F (2229.809901 sec): 3 clusters Score: Raw -450092.372581 + Penalty 2671.456041 = -447420.916540 nChanged 64 SP:Iteration 61Q (2229.842688 sec): 3 clusters Score: Raw -450135.810044 + Penalty 2671.456041 = -447464.354003 nChanged 60 SP:Iteration 62Q (2229.901591 sec): 3 clusters Score: Raw -450177.176122 + Penalty 2671.456041 = -447505.720081 nChanged 53 SP:Iteration 63Q (2229.938070 sec): 3 clusters Score: Raw -450210.789802 + Penalty 2671.456041 = -447539.333761 nChanged 42 SP:Iteration 64Q (2229.999026 sec): 3 clusters Score: Raw -450235.795795 + Penalty 2671.456041 = -447564.339753 nChanged 37 SP:Iteration 65Q (2230.041323 sec): 3 clusters Score: Raw -450253.738741 + Penalty 2671.456041 = -447582.282700 nChanged 24 SP:Iteration 66Q (2230.100135 sec): 3 clusters Score: Raw -450270.317454 + Penalty 2671.456041 = -447598.861412 nChanged 24 SP:Iteration 67Q (2230.140799 sec): 3 clusters Score: Raw -450285.931504 + Penalty 2671.456041 = -447614.475463 nChanged 24 SP:Iteration 68Q (2230.188596 sec): 3 clusters Score: Raw -450300.241514 + Penalty 2671.456041 = -447628.785472 nChanged 21 SP:Iteration 69Q (2230.226146 sec): 3 clusters Score: Raw -450312.553907 + Penalty 2671.456041 = -447641.097866 nChanged 16 SP:Iteration 70Q (2230.278491 sec): 3 clusters Score: Raw -450321.638575 + Penalty 2671.456041 = -447650.182534 nChanged 18 SP:Iteration 71Q (2230.316546 sec): 3 clusters Score: Raw -450331.802644 + Penalty 2671.456041 = -447660.346603 nChanged 11 SP:Iteration 72Q (2230.366745 sec): 3 clusters Score: Raw -450335.829104 + Penalty 2671.456041 = -447664.373063 nChanged 9 SP:Iteration 73Q (2230.427478 sec): 3 clusters Score: Raw -450339.307568 + Penalty 2671.456041 = -447667.851527 nChanged 9 SP:Iteration 74Q (2230.465988 sec): 3 clusters Score: Raw -450342.974277 + Penalty 2671.456041 = -447671.518236 nChanged 7 SP:Iteration 75Q (2230.512382 sec): 3 clusters Score: Raw -450346.407158 + Penalty 2671.456041 = -447674.951117 nChanged 7 SP:Iteration 76Q (2230.565311 sec): 3 clusters Score: Raw -450348.842906 + Penalty 2671.456041 = -447677.386864 nChanged 4 SP:Iteration 77Q (2230.615961 sec): 3 clusters Score: Raw -450349.920265 + Penalty 2671.456041 = -447678.464224 nChanged 3 SP:Iteration 78Q (2230.654013 sec): 3 clusters Score: Raw -450351.069390 + Penalty 2671.456041 = -447679.613349 nChanged 5 SP:Iteration 79Q (2230.702551 sec): 3 clusters Score: Raw -450353.152031 + Penalty 2671.456041 = -447681.695990 nChanged 5 SP:Iteration 80F (2230.754683 sec): 3 clusters Score: Raw -450355.707271 + Penalty 2671.456041 = -447684.251230 nChanged 3 SP:Iteration 81Q (2230.796720 sec): 3 clusters Score: Raw -450356.704804 + Penalty 2671.456041 = -447685.248763 nChanged 3 SP:Iteration 82Q (2230.845812 sec): 3 clusters Score: Raw -450357.500520 + Penalty 2671.456041 = -447686.044479 nChanged 0 SP:Iteration 83F (2230.892533 sec): 3 clusters Score: Raw -450357.500520 + Penalty 2671.456041 = -447686.044479 nChanged 0 Trying to split cluster 35 (1685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2230.927401 sec): 2 clusters Score: Raw -203363.647585 + Penalty 1207.297137 = -202156.350448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2230.964855 sec): 3 clusters Score: Raw -202674.654437 + Penalty 2414.594274 = -200260.060163 nChanged 576 SP:Iteration 1F (2231.021976 sec): 3 clusters Score: Raw -203082.211693 + Penalty 2414.594274 = -200667.617419 nChanged 111 SP:Iteration 2F (2231.074811 sec): 3 clusters Score: Raw -203199.735466 + Penalty 2414.594274 = -200785.141192 nChanged 85 SP:Iteration 3F (2231.120486 sec): 3 clusters Score: Raw -203283.999432 + Penalty 2414.594274 = -200869.405158 nChanged 76 SP:Iteration 4Q (2231.172671 sec): 3 clusters Score: Raw -203367.905005 + Penalty 2414.594274 = -200953.310731 nChanged 71 SP:Iteration 5Q (2231.227032 sec): 3 clusters Score: Raw -203435.927436 + Penalty 2414.594274 = -201021.333162 nChanged 61 SP:Iteration 6Q (2231.265984 sec): 3 clusters Score: Raw -203490.551193 + Penalty 2414.594274 = -201075.956919 nChanged 49 SP:Iteration 7Q (2231.315086 sec): 3 clusters Score: Raw -203518.994488 + Penalty 2414.594274 = -201104.400214 nChanged 30 SP:Iteration 8Q (2231.367654 sec): 3 clusters Score: Raw -203541.581017 + Penalty 2414.594274 = -201126.986743 nChanged 23 SP:Iteration 9Q (2231.421574 sec): 3 clusters Score: Raw -203557.881540 + Penalty 2414.594274 = -201143.287266 nChanged 19 SP:Iteration 10Q (2231.466079 sec): 3 clusters Score: Raw -203569.433274 + Penalty 2414.594274 = -201154.839000 nChanged 18 SP:Iteration 11Q (2231.514680 sec): 3 clusters Score: Raw -203581.377005 + Penalty 2414.594274 = -201166.782731 nChanged 12 SP:Iteration 12Q (2231.561048 sec): 3 clusters Score: Raw -203590.845259 + Penalty 2414.594274 = -201176.250985 nChanged 10 SP:Iteration 13Q (2231.600613 sec): 3 clusters Score: Raw -203596.664814 + Penalty 2414.594274 = -201182.070540 nChanged 7 SP:Iteration 14Q (2231.651220 sec): 3 clusters Score: Raw -203602.471186 + Penalty 2414.594274 = -201187.876913 nChanged 9 SP:Iteration 15Q (2231.697891 sec): 3 clusters Score: Raw -203606.152446 + Penalty 2414.594274 = -201191.558173 nChanged 4 SP:Iteration 16Q (2231.753391 sec): 3 clusters Score: Raw -203610.264401 + Penalty 2414.594274 = -201195.670127 nChanged 5 SP:Iteration 17Q (2231.796019 sec): 3 clusters Score: Raw -203613.060360 + Penalty 2414.594274 = -201198.466086 nChanged 10 SP:Iteration 18Q (2231.843954 sec): 3 clusters Score: Raw -203621.444075 + Penalty 2414.594274 = -201206.849801 nChanged 9 SP:Iteration 19Q (2231.893417 sec): 3 clusters Score: Raw -203628.394972 + Penalty 2414.594274 = -201213.800698 nChanged 7 SP:Iteration 20F (2231.948308 sec): 3 clusters Score: Raw -203631.525230 + Penalty 2414.594274 = -201216.930956 nChanged 6 SP:Iteration 21Q (2232.001866 sec): 3 clusters Score: Raw -203635.174692 + Penalty 2414.594274 = -201220.580419 nChanged 12 SP:Iteration 22Q (2232.041822 sec): 3 clusters Score: Raw -203644.351049 + Penalty 2414.594274 = -201229.756775 nChanged 15 SP:Iteration 23Q (2232.103649 sec): 3 clusters Score: Raw -203654.265788 + Penalty 2414.594274 = -201239.671515 nChanged 9 SP:Iteration 24Q (2232.148442 sec): 3 clusters Score: Raw -203660.272424 + Penalty 2414.594274 = -201245.678150 nChanged 8 SP:Iteration 25Q (2232.188829 sec): 3 clusters Score: Raw -203665.470734 + Penalty 2414.594274 = -201250.876460 nChanged 7 SP:Iteration 26Q (2232.231847 sec): 3 clusters Score: Raw -203668.276453 + Penalty 2414.594274 = -201253.682179 nChanged 4 SP:Iteration 27Q (2232.284802 sec): 3 clusters Score: Raw -203670.221202 + Penalty 2414.594274 = -201255.626928 nChanged 5 SP:Iteration 28Q (2232.323525 sec): 3 clusters Score: Raw -203675.095803 + Penalty 2414.594274 = -201260.501529 nChanged 8 SP:Iteration 29Q (2232.381698 sec): 3 clusters Score: Raw -203681.606322 + Penalty 2414.594274 = -201267.012048 nChanged 8 SP:Iteration 30Q (2232.419514 sec): 3 clusters Score: Raw -203687.155287 + Penalty 2414.594274 = -201272.561013 nChanged 7 SP:Iteration 31Q (2232.474684 sec): 3 clusters Score: Raw -203692.379477 + Penalty 2414.594274 = -201277.785203 nChanged 5 SP:Iteration 32Q (2232.523362 sec): 3 clusters Score: Raw -203694.776426 + Penalty 2414.594274 = -201280.182152 nChanged 3 SP:Iteration 33Q (2232.561914 sec): 3 clusters Score: Raw -203696.227712 + Penalty 2414.594274 = -201281.633438 nChanged 5 SP:Iteration 34Q (2232.616137 sec): 3 clusters Score: Raw -203698.984627 + Penalty 2414.594274 = -201284.390353 nChanged 3 SP:Iteration 35Q (2232.658064 sec): 3 clusters Score: Raw -203700.071677 + Penalty 2414.594274 = -201285.477403 nChanged 0 SP:Iteration 36F (2232.705941 sec): 3 clusters Score: Raw -203700.071677 + Penalty 2414.594274 = -201285.477403 nChanged 0 Trying to split cluster 36 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2232.731054 sec): 2 clusters Score: Raw -18541.275228 + Penalty 861.787048 = -17679.488181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2232.776984 sec): 3 clusters Score: Raw -18768.150939 + Penalty 1723.574095 = -17044.576844 nChanged 40 SP:Iteration 1F (2232.816334 sec): 3 clusters Score: Raw -18897.815369 + Penalty 1723.574095 = -17174.241273 nChanged 4 SP:Iteration 2Q (2232.863468 sec): 3 clusters Score: Raw -18911.838890 + Penalty 1723.574095 = -17188.264795 nChanged 1 SP:Iteration 3Q (2232.917640 sec): 3 clusters Score: Raw -18914.673746 + Penalty 1723.574095 = -17191.099650 nChanged 0 SP:Iteration 4F (2232.942658 sec): 3 clusters Score: Raw -18914.673746 + Penalty 1723.574095 = -17191.099650 nChanged 0 Trying to split cluster 37 (5614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2232.984761 sec): 2 clusters Score: Raw -706430.360548 + Penalty 1402.865548 = -705027.495000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2233.039986 sec): 3 clusters Score: Raw -703515.252294 + Penalty 2805.731096 = -700709.521198 nChanged 2292 SP:Iteration 1F (2233.090751 sec): 3 clusters Score: Raw -704704.012382 + Penalty 2805.731096 = -701898.281286 nChanged 418 SP:Iteration 2F (2233.145651 sec): 3 clusters Score: Raw -704959.532357 + Penalty 2805.731096 = -702153.801261 nChanged 334 SP:Iteration 3F (2233.189215 sec): 3 clusters Score: Raw -705155.385567 + Penalty 2805.731096 = -702349.654471 nChanged 270 SP:Iteration 4Q (2233.249391 sec): 3 clusters Score: Raw -705316.471922 + Penalty 2805.731096 = -702510.740826 nChanged 254 SP:Iteration 5Q (2233.304617 sec): 3 clusters Score: Raw -705473.086831 + Penalty 2805.731096 = -702667.355735 nChanged 233 SP:Iteration 6Q (2233.355668 sec): 3 clusters Score: Raw -705627.377387 + Penalty 2805.731096 = -702821.646291 nChanged 242 SP:Iteration 7Q (2233.401556 sec): 3 clusters Score: Raw -705791.896586 + Penalty 2805.731096 = -702986.165490 nChanged 249 SP:Iteration 8Q (2233.459363 sec): 3 clusters Score: Raw -705944.611500 + Penalty 2805.731096 = -703138.880404 nChanged 228 SP:Iteration 9Q (2233.514080 sec): 3 clusters Score: Raw -706088.667002 + Penalty 2805.731096 = -703282.935906 nChanged 202 SP:Iteration 10Q (2233.582209 sec): 3 clusters Score: Raw -706217.544635 + Penalty 2805.731096 = -703411.813539 nChanged 168 SP:Iteration 11Q (2233.635208 sec): 3 clusters Score: Raw -706308.270748 + Penalty 2805.731096 = -703502.539652 nChanged 148 SP:Iteration 12Q (2233.689068 sec): 3 clusters Score: Raw -706381.067869 + Penalty 2805.731096 = -703575.336773 nChanged 115 SP:Iteration 13Q (2233.741687 sec): 3 clusters Score: Raw -706430.919840 + Penalty 2805.731096 = -703625.188744 nChanged 79 SP:Iteration 14Q (2233.788357 sec): 3 clusters Score: Raw -706470.180110 + Penalty 2805.731096 = -703664.449014 nChanged 71 SP:Iteration 15Q (2233.847682 sec): 3 clusters Score: Raw -706503.021090 + Penalty 2805.731096 = -703697.289994 nChanged 58 SP:Iteration 16Q (2233.895964 sec): 3 clusters Score: Raw -706531.041430 + Penalty 2805.731096 = -703725.310334 nChanged 59 SP:Iteration 17Q (2233.953486 sec): 3 clusters Score: Raw -706557.265888 + Penalty 2805.731096 = -703751.534792 nChanged 58 SP:Iteration 18Q (2234.017179 sec): 3 clusters Score: Raw -706584.896234 + Penalty 2805.731096 = -703779.165138 nChanged 58 SP:Iteration 19Q (2234.056497 sec): 3 clusters Score: Raw -706623.122002 + Penalty 2805.731096 = -703817.390906 nChanged 59 SP:Iteration 20F (2234.113434 sec): 3 clusters Score: Raw -706657.513989 + Penalty 2805.731096 = -703851.782893 nChanged 64 SP:Iteration 21Q (2234.168695 sec): 3 clusters Score: Raw -706691.163433 + Penalty 2805.731096 = -703885.432337 nChanged 60 SP:Iteration 22Q (2234.213715 sec): 3 clusters Score: Raw -706721.896172 + Penalty 2805.731096 = -703916.165076 nChanged 54 SP:Iteration 23Q (2234.267893 sec): 3 clusters Score: Raw -706746.557045 + Penalty 2805.731096 = -703940.825949 nChanged 43 SP:Iteration 24Q (2234.321140 sec): 3 clusters Score: Raw -706762.002681 + Penalty 2805.731096 = -703956.271585 nChanged 35 SP:Iteration 25Q (2234.379303 sec): 3 clusters Score: Raw -706775.172021 + Penalty 2805.731096 = -703969.440925 nChanged 31 SP:Iteration 26Q (2234.424518 sec): 3 clusters Score: Raw -706783.665714 + Penalty 2805.731096 = -703977.934618 nChanged 16 SP:Iteration 27Q (2234.467518 sec): 3 clusters Score: Raw -706788.620781 + Penalty 2805.731096 = -703982.889685 nChanged 15 SP:Iteration 28Q (2234.520468 sec): 3 clusters Score: Raw -706794.987200 + Penalty 2805.731096 = -703989.256104 nChanged 21 SP:Iteration 29Q (2234.563228 sec): 3 clusters Score: Raw -706803.154937 + Penalty 2805.731096 = -703997.423841 nChanged 23 SP:Iteration 30Q (2234.622019 sec): 3 clusters Score: Raw -706810.452335 + Penalty 2805.731096 = -704004.721239 nChanged 14 SP:Iteration 31Q (2234.664334 sec): 3 clusters Score: Raw -706814.238336 + Penalty 2805.731096 = -704008.507240 nChanged 10 SP:Iteration 32Q (2234.727778 sec): 3 clusters Score: Raw -706816.523889 + Penalty 2805.731096 = -704010.792793 nChanged 11 SP:Iteration 33Q (2234.779487 sec): 3 clusters Score: Raw -706819.335780 + Penalty 2805.731096 = -704013.604684 nChanged 10 SP:Iteration 34Q (2234.824013 sec): 3 clusters Score: Raw -706822.262564 + Penalty 2805.731096 = -704016.531468 nChanged 10 SP:Iteration 35Q (2234.869672 sec): 3 clusters Score: Raw -706824.560787 + Penalty 2805.731096 = -704018.829691 nChanged 8 SP:Iteration 36Q (2234.922537 sec): 3 clusters Score: Raw -706826.144812 + Penalty 2805.731096 = -704020.413716 nChanged 10 SP:Iteration 37Q (2234.975671 sec): 3 clusters Score: Raw -706828.629084 + Penalty 2805.731096 = -704022.897988 nChanged 6 SP:Iteration 38Q (2235.026707 sec): 3 clusters Score: Raw -706830.922070 + Penalty 2805.731096 = -704025.190974 nChanged 8 SP:Iteration 39Q (2235.069528 sec): 3 clusters Score: Raw -706833.526397 + Penalty 2805.731096 = -704027.795301 nChanged 9 SP:Iteration 40F (2235.121857 sec): 3 clusters Score: Raw -706835.707383 + Penalty 2805.731096 = -704029.976287 nChanged 9 SP:Iteration 41Q (2235.183618 sec): 3 clusters Score: Raw -706838.401611 + Penalty 2805.731096 = -704032.670515 nChanged 8 SP:Iteration 42Q (2235.234944 sec): 3 clusters Score: Raw -706840.004792 + Penalty 2805.731096 = -704034.273696 nChanged 4 SP:Iteration 43Q (2235.275413 sec): 3 clusters Score: Raw -706841.416735 + Penalty 2805.731096 = -704035.685639 nChanged 4 SP:Iteration 44Q (2235.332491 sec): 3 clusters Score: Raw -706842.316835 + Penalty 2805.731096 = -704036.585739 nChanged 1 SP:Iteration 45Q (2235.375881 sec): 3 clusters Score: Raw -706842.455604 + Penalty 2805.731096 = -704036.724508 nChanged 0 SP:Iteration 46F (2235.424944 sec): 3 clusters Score: Raw -706842.455604 + Penalty 2805.731096 = -704036.724508 nChanged 0 Trying to split cluster 38 (14165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2235.467133 sec): 2 clusters Score: Raw -1674386.956139 + Penalty 1553.261029 = -1672833.695110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2235.532167 sec): 3 clusters Score: Raw -1666046.083146 + Penalty 3106.522059 = -1662939.561087 nChanged 6248 SP:Iteration 1F (2235.598127 sec): 3 clusters Score: Raw -1669914.127266 + Penalty 3106.522059 = -1666807.605207 nChanged 1043 SP:Iteration 2F (2235.662740 sec): 3 clusters Score: Raw -1670561.731252 + Penalty 3106.522059 = -1667455.209193 nChanged 942 SP:Iteration 3F (2235.731948 sec): 3 clusters Score: Raw -1671164.053007 + Penalty 3106.522059 = -1668057.530948 nChanged 895 SP:Iteration 4F (2235.795196 sec): 3 clusters Score: Raw -1671812.791888 + Penalty 3106.522059 = -1668706.269829 nChanged 857 SP:Iteration 5F (2235.863552 sec): 3 clusters Score: Raw -1672567.441076 + Penalty 3106.522059 = -1669460.919017 nChanged 824 SP:Iteration 6F (2235.926181 sec): 3 clusters Score: Raw -1673286.405755 + Penalty 3106.522059 = -1670179.883696 nChanged 684 SP:Iteration 7Q (2235.988854 sec): 3 clusters Score: Raw -1673717.374506 + Penalty 3106.522059 = -1670610.852447 nChanged 531 SP:Iteration 8Q (2236.051809 sec): 3 clusters Score: Raw -1673993.192303 + Penalty 3106.522059 = -1670886.670244 nChanged 440 SP:Iteration 9Q (2236.124773 sec): 3 clusters Score: Raw -1674192.693378 + Penalty 3106.522059 = -1671086.171319 nChanged 324 SP:Iteration 10Q (2236.206002 sec): 3 clusters Score: Raw -1674318.138210 + Penalty 3106.522059 = -1671211.616151 nChanged 269 SP:Iteration 11Q (2236.278907 sec): 3 clusters Score: Raw -1674429.636308 + Penalty 3106.522059 = -1671323.114249 nChanged 244 SP:Iteration 12Q (2236.339871 sec): 3 clusters Score: Raw -1674537.527675 + Penalty 3106.522059 = -1671431.005616 nChanged 254 SP:Iteration 13Q (2236.415426 sec): 3 clusters Score: Raw -1674678.482909 + Penalty 3106.522059 = -1671571.960850 nChanged 296 SP:Iteration 14Q (2236.487871 sec): 3 clusters Score: Raw -1674837.302546 + Penalty 3106.522059 = -1671730.780487 nChanged 305 SP:Iteration 15Q (2236.559447 sec): 3 clusters Score: Raw -1675035.524949 + Penalty 3106.522059 = -1671929.002890 nChanged 331 SP:Iteration 16Q (2236.631100 sec): 3 clusters Score: Raw -1675298.471178 + Penalty 3106.522059 = -1672191.949119 nChanged 401 SP:Iteration 17Q (2236.694576 sec): 3 clusters Score: Raw -1675703.511021 + Penalty 3106.522059 = -1672596.988962 nChanged 448 SP:Iteration 18Q (2236.758190 sec): 3 clusters Score: Raw -1676116.708579 + Penalty 3106.522059 = -1673010.186520 nChanged 421 SP:Iteration 19Q (2236.829670 sec): 3 clusters Score: Raw -1676529.294601 + Penalty 3106.522059 = -1673422.772542 nChanged 367 SP:Iteration 20F (2236.896234 sec): 3 clusters Score: Raw -1676938.648322 + Penalty 3106.522059 = -1673832.126263 nChanged 320 SP:Iteration 21Q (2236.956691 sec): 3 clusters Score: Raw -1677231.230097 + Penalty 3106.522059 = -1674124.708038 nChanged 274 SP:Iteration 22Q (2237.028973 sec): 3 clusters Score: Raw -1677466.762170 + Penalty 3106.522059 = -1674360.240111 nChanged 222 SP:Iteration 23Q (2237.085252 sec): 3 clusters Score: Raw -1677622.304151 + Penalty 3106.522059 = -1674515.782092 nChanged 174 SP:Iteration 24Q (2237.147949 sec): 3 clusters Score: Raw -1677734.892175 + Penalty 3106.522059 = -1674628.370116 nChanged 126 SP:Iteration 25Q (2237.213017 sec): 3 clusters Score: Raw -1677806.303533 + Penalty 3106.522059 = -1674699.781474 nChanged 112 SP:Iteration 26Q (2237.285659 sec): 3 clusters Score: Raw -1677850.809687 + Penalty 3106.522059 = -1674744.287628 nChanged 73 SP:Iteration 27Q (2237.354365 sec): 3 clusters Score: Raw -1677875.181749 + Penalty 3106.522059 = -1674768.659690 nChanged 57 SP:Iteration 28Q (2237.412764 sec): 3 clusters Score: Raw -1677891.948747 + Penalty 3106.522059 = -1674785.426688 nChanged 38 SP:Iteration 29Q (2237.472605 sec): 3 clusters Score: Raw -1677901.267872 + Penalty 3106.522059 = -1674794.745813 nChanged 34 SP:Iteration 30Q (2237.542255 sec): 3 clusters Score: Raw -1677910.244302 + Penalty 3106.522059 = -1674803.722243 nChanged 33 SP:Iteration 31Q (2237.609919 sec): 3 clusters Score: Raw -1677917.658209 + Penalty 3106.522059 = -1674811.136150 nChanged 16 SP:Iteration 32Q (2237.676210 sec): 3 clusters Score: Raw -1677920.482547 + Penalty 3106.522059 = -1674813.960488 nChanged 9 SP:Iteration 33Q (2237.735779 sec): 3 clusters Score: Raw -1677922.323795 + Penalty 3106.522059 = -1674815.801736 nChanged 6 SP:Iteration 34Q (2237.801626 sec): 3 clusters Score: Raw -1677923.204692 + Penalty 3106.522059 = -1674816.682633 nChanged 7 SP:Iteration 35Q (2237.869201 sec): 3 clusters Score: Raw -1677924.280007 + Penalty 3106.522059 = -1674817.757948 nChanged 6 SP:Iteration 36Q (2237.926197 sec): 3 clusters Score: Raw -1677925.381915 + Penalty 3106.522059 = -1674818.859856 nChanged 6 SP:Iteration 37Q (2237.992467 sec): 3 clusters Score: Raw -1677926.502122 + Penalty 3106.522059 = -1674819.980063 nChanged 6 SP:Iteration 38Q (2238.056363 sec): 3 clusters Score: Raw -1677927.396659 + Penalty 3106.522059 = -1674820.874600 nChanged 5 SP:Iteration 39Q (2238.118860 sec): 3 clusters Score: Raw -1677928.093652 + Penalty 3106.522059 = -1674821.571593 nChanged 2 SP:Iteration 40F (2238.185244 sec): 3 clusters Score: Raw -1677928.289708 + Penalty 3106.522059 = -1674821.767649 nChanged 3 SP:Iteration 41Q (2238.251128 sec): 3 clusters Score: Raw -1677928.681965 + Penalty 3106.522059 = -1674822.159906 nChanged 4 SP:Iteration 42Q (2238.321942 sec): 3 clusters Score: Raw -1677929.247096 + Penalty 3106.522059 = -1674822.725037 nChanged 5 SP:Iteration 43Q (2238.389762 sec): 3 clusters Score: Raw -1677929.841395 + Penalty 3106.522059 = -1674823.319336 nChanged 4 SP:Iteration 44Q (2238.457164 sec): 3 clusters Score: Raw -1677930.222531 + Penalty 3106.522059 = -1674823.700472 nChanged 1 SP:Iteration 45Q (2238.524076 sec): 3 clusters Score: Raw -1677930.356097 + Penalty 3106.522059 = -1674823.834038 nChanged 2 SP:Iteration 46Q (2238.588274 sec): 3 clusters Score: Raw -1677930.592303 + Penalty 3106.522059 = -1674824.070244 nChanged 1 SP:Iteration 47Q (2238.657491 sec): 3 clusters Score: Raw -1677930.717115 + Penalty 3106.522059 = -1674824.195056 nChanged 3 SP:Iteration 48Q (2238.717779 sec): 3 clusters Score: Raw -1677931.386457 + Penalty 3106.522059 = -1674824.864398 nChanged 3 SP:Iteration 49Q (2238.795345 sec): 3 clusters Score: Raw -1677931.925922 + Penalty 3106.522059 = -1674825.403863 nChanged 3 SP:Iteration 50Q (2238.853955 sec): 3 clusters Score: Raw -1677932.295696 + Penalty 3106.522059 = -1674825.773637 nChanged 2 SP:Iteration 51Q (2238.929915 sec): 3 clusters Score: Raw -1677932.563949 + Penalty 3106.522059 = -1674826.041890 nChanged 2 SP:Iteration 52Q (2238.993898 sec): 3 clusters Score: Raw -1677932.690550 + Penalty 3106.522059 = -1674826.168491 nChanged 2 SP:Iteration 53Q (2239.066162 sec): 3 clusters Score: Raw -1677932.756939 + Penalty 3106.522059 = -1674826.234880 nChanged 1 SP:Iteration 54Q (2239.126017 sec): 3 clusters Score: Raw -1677932.797130 + Penalty 3106.522059 = -1674826.275071 nChanged 1 SP:Iteration 55Q (2239.192675 sec): 3 clusters Score: Raw -1677932.842487 + Penalty 3106.522059 = -1674826.320429 nChanged 0 SP:Iteration 56F (2239.264319 sec): 3 clusters Score: Raw -1677932.842487 + Penalty 3106.522059 = -1674826.320429 nChanged 0 Score: Raw -129535637.333063 + Penalty 99196.477587 = -129436440.855476 Splitting cluster 38 changes total score from -129435064.719177 to -129436440.855476 So it's getting split into cluster 44. Trying to split cluster 39 (358772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2267.468385 sec): 2 clusters Score: Raw -45931253.838749 + Penalty 2078.446885 = -45929175.391864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2268.132161 sec): 3 clusters Score: Raw -45691168.652344 + Penalty 4156.893770 = -45687011.758575 nChanged 175316 SP:Iteration 1F (2268.766349 sec): 3 clusters Score: Raw -45797642.618945 + Penalty 4156.893770 = -45793485.725175 nChanged 12172 SP:Iteration 2Q (2269.457621 sec): 3 clusters Score: Raw -45800970.394484 + Penalty 4156.893770 = -45796813.500714 nChanged 13472 SP:Iteration 3Q (2270.089954 sec): 3 clusters Score: Raw -45805489.904721 + Penalty 4156.893770 = -45801333.010951 nChanged 15331 SP:Iteration 4Q (2270.774246 sec): 3 clusters Score: Raw -45811740.373802 + Penalty 4156.893770 = -45807583.480033 nChanged 17433 SP:Iteration 5Q (2271.455222 sec): 3 clusters Score: Raw -45820298.389228 + Penalty 4156.893770 = -45816141.495458 nChanged 19226 SP:Iteration 6F (2272.108685 sec): 3 clusters Score: Raw -45831474.956015 + Penalty 4156.893770 = -45827318.062245 nChanged 20479 SP:Iteration 7F (2272.755124 sec): 3 clusters Score: Raw -45845044.857802 + Penalty 4156.893770 = -45840887.964032 nChanged 20507 SP:Iteration 8F (2273.401150 sec): 3 clusters Score: Raw -45859404.619577 + Penalty 4156.893770 = -45855247.725807 nChanged 19181 SP:Iteration 9F (2274.028919 sec): 3 clusters Score: Raw -45872723.292619 + Penalty 4156.893770 = -45868566.398849 nChanged 17135 SP:Iteration 10Q (2274.644031 sec): 3 clusters Score: Raw -45884209.516658 + Penalty 4156.893770 = -45880052.622889 nChanged 15137 SP:Iteration 11Q (2275.291248 sec): 3 clusters Score: Raw -45894142.126859 + Penalty 4156.893770 = -45889985.233089 nChanged 13645 SP:Iteration 12Q (2275.905277 sec): 3 clusters Score: Raw -45902920.934457 + Penalty 4156.893770 = -45898764.040688 nChanged 12247 SP:Iteration 13Q (2276.480005 sec): 3 clusters Score: Raw -45910798.041401 + Penalty 4156.893770 = -45906641.147632 nChanged 10486 SP:Iteration 14Q (2277.048868 sec): 3 clusters Score: Raw -45917476.752803 + Penalty 4156.893770 = -45913319.859033 nChanged 8406 SP:Iteration 15Q (2277.597274 sec): 3 clusters Score: Raw -45922677.455848 + Penalty 4156.893770 = -45918520.562078 nChanged 6175 SP:Iteration 16Q (2278.113391 sec): 3 clusters Score: Raw -45926269.108862 + Penalty 4156.893770 = -45922112.215093 nChanged 4299 SP:Iteration 17Q (2278.616333 sec): 3 clusters Score: Raw -45928563.804219 + Penalty 4156.893770 = -45924406.910449 nChanged 2917 SP:Iteration 18Q (2279.130538 sec): 3 clusters Score: Raw -45929984.244566 + Penalty 4156.893770 = -45925827.350797 nChanged 1928 SP:Iteration 19Q (2279.648762 sec): 3 clusters Score: Raw -45930817.646435 + Penalty 4156.893770 = -45926660.752665 nChanged 1253 SP:Iteration 20F (2280.278190 sec): 3 clusters Score: Raw -45931299.531957 + Penalty 4156.893770 = -45927142.638187 nChanged 849 SP:Iteration 21Q (2280.820846 sec): 3 clusters Score: Raw -45931595.095894 + Penalty 4156.893770 = -45927438.202125 nChanged 599 SP:Iteration 22Q (2281.350557 sec): 3 clusters Score: Raw -45931786.341852 + Penalty 4156.893770 = -45927629.448082 nChanged 435 SP:Iteration 23Q (2281.842289 sec): 3 clusters Score: Raw -45931918.348318 + Penalty 4156.893770 = -45927761.454549 nChanged 352 SP:Iteration 24Q (2282.324041 sec): 3 clusters Score: Raw -45932016.315868 + Penalty 4156.893770 = -45927859.422098 nChanged 269 SP:Iteration 25Q (2282.813521 sec): 3 clusters Score: Raw -45932090.029520 + Penalty 4156.893770 = -45927933.135750 nChanged 215 SP:Iteration 26Q (2283.346856 sec): 3 clusters Score: Raw -45932141.271524 + Penalty 4156.893770 = -45927984.377755 nChanged 145 SP:Iteration 27Q (2283.859788 sec): 3 clusters Score: Raw -45932171.673778 + Penalty 4156.893770 = -45928014.780009 nChanged 106 SP:Iteration 28Q (2284.371444 sec): 3 clusters Score: Raw -45932194.239112 + Penalty 4156.893770 = -45928037.345342 nChanged 102 SP:Iteration 29Q (2284.890274 sec): 3 clusters Score: Raw -45932214.800368 + Penalty 4156.893770 = -45928057.906599 nChanged 84 SP:Iteration 30Q (2285.409270 sec): 3 clusters Score: Raw -45932230.140989 + Penalty 4156.893770 = -45928073.247219 nChanged 78 SP:Iteration 31Q (2285.936143 sec): 3 clusters Score: Raw -45932245.159851 + Penalty 4156.893770 = -45928088.266081 nChanged 60 SP:Iteration 32Q (2286.472937 sec): 3 clusters Score: Raw -45932255.932834 + Penalty 4156.893770 = -45928099.039065 nChanged 53 SP:Iteration 33Q (2286.958428 sec): 3 clusters Score: Raw -45932264.832191 + Penalty 4156.893770 = -45928107.938422 nChanged 33 SP:Iteration 34Q (2287.488926 sec): 3 clusters Score: Raw -45932269.669028 + Penalty 4156.893770 = -45928112.775258 nChanged 26 SP:Iteration 35Q (2288.007920 sec): 3 clusters Score: Raw -45932273.397542 + Penalty 4156.893770 = -45928116.503772 nChanged 24 SP:Iteration 36Q (2288.522603 sec): 3 clusters Score: Raw -45932275.863843 + Penalty 4156.893770 = -45928118.970073 nChanged 16 SP:Iteration 37Q (2289.046167 sec): 3 clusters Score: Raw -45932278.003480 + Penalty 4156.893770 = -45928121.109710 nChanged 14 SP:Iteration 38Q (2289.557799 sec): 3 clusters Score: Raw -45932279.585275 + Penalty 4156.893770 = -45928122.691505 nChanged 6 SP:Iteration 39Q (2290.075511 sec): 3 clusters Score: Raw -45932280.343455 + Penalty 4156.893770 = -45928123.449686 nChanged 8 SP:Iteration 40F (2290.653476 sec): 3 clusters Score: Raw -45932281.365624 + Penalty 4156.893770 = -45928124.471854 nChanged 9 SP:Iteration 41Q (2291.162559 sec): 3 clusters Score: Raw -45932282.353026 + Penalty 4156.893770 = -45928125.459257 nChanged 10 SP:Iteration 42Q (2291.689134 sec): 3 clusters Score: Raw -45932283.811686 + Penalty 4156.893770 = -45928126.917917 nChanged 10 SP:Iteration 43Q (2292.216200 sec): 3 clusters Score: Raw -45932284.851584 + Penalty 4156.893770 = -45928127.957815 nChanged 6 SP:Iteration 44Q (2292.723126 sec): 3 clusters Score: Raw -45932285.342349 + Penalty 4156.893770 = -45928128.448579 nChanged 4 SP:Iteration 45Q (2293.220285 sec): 3 clusters Score: Raw -45932285.731037 + Penalty 4156.893770 = -45928128.837267 nChanged 4 SP:Iteration 46Q (2293.755931 sec): 3 clusters Score: Raw -45932286.231494 + Penalty 4156.893770 = -45928129.337724 nChanged 7 SP:Iteration 47Q (2294.260466 sec): 3 clusters Score: Raw -45932286.930304 + Penalty 4156.893770 = -45928130.036534 nChanged 5 SP:Iteration 48Q (2294.741966 sec): 3 clusters Score: Raw -45932287.524976 + Penalty 4156.893770 = -45928130.631207 nChanged 4 SP:Iteration 49Q (2295.270557 sec): 3 clusters Score: Raw -45932288.133345 + Penalty 4156.893770 = -45928131.239576 nChanged 3 SP:Iteration 50Q (2295.792605 sec): 3 clusters Score: Raw -45932288.603379 + Penalty 4156.893770 = -45928131.709610 nChanged 4 SP:Iteration 51Q (2296.313685 sec): 3 clusters Score: Raw -45932288.908916 + Penalty 4156.893770 = -45928132.015146 nChanged 6 SP:Iteration 52Q (2296.842341 sec): 3 clusters Score: Raw -45932289.392399 + Penalty 4156.893770 = -45928132.498630 nChanged 5 SP:Iteration 53Q (2297.369618 sec): 3 clusters Score: Raw -45932289.892030 + Penalty 4156.893770 = -45928132.998260 nChanged 3 SP:Iteration 54Q (2297.879071 sec): 3 clusters Score: Raw -45932290.254428 + Penalty 4156.893770 = -45928133.360659 nChanged 5 SP:Iteration 55Q (2298.353988 sec): 3 clusters Score: Raw -45932290.738838 + Penalty 4156.893770 = -45928133.845068 nChanged 2 SP:Iteration 56Q (2298.831032 sec): 3 clusters Score: Raw -45932290.952934 + Penalty 4156.893770 = -45928134.059164 nChanged 2 SP:Iteration 57Q (2299.337882 sec): 3 clusters Score: Raw -45932291.138113 + Penalty 4156.893770 = -45928134.244343 nChanged 2 SP:Iteration 58Q (2299.840629 sec): 3 clusters Score: Raw -45932291.377056 + Penalty 4156.893770 = -45928134.483286 nChanged 2 SP:Iteration 59Q (2300.303075 sec): 3 clusters Score: Raw -45932291.580154 + Penalty 4156.893770 = -45928134.686385 nChanged 3 SP:Iteration 60F (2300.910966 sec): 3 clusters Score: Raw -45932292.090824 + Penalty 4156.893770 = -45928135.197055 nChanged 5 SP:Iteration 61Q (2301.408370 sec): 3 clusters Score: Raw -45932292.609986 + Penalty 4156.893770 = -45928135.716217 nChanged 4 SP:Iteration 62Q (2301.913902 sec): 3 clusters Score: Raw -45932293.137429 + Penalty 4156.893770 = -45928136.243659 nChanged 5 SP:Iteration 63Q (2302.418917 sec): 3 clusters Score: Raw -45932293.528849 + Penalty 4156.893770 = -45928136.635079 nChanged 4 SP:Iteration 64Q (2302.910476 sec): 3 clusters Score: Raw -45932293.894702 + Penalty 4156.893770 = -45928137.000932 nChanged 4 SP:Iteration 65Q (2303.413706 sec): 3 clusters Score: Raw -45932294.276930 + Penalty 4156.893770 = -45928137.383160 nChanged 3 SP:Iteration 66Q (2303.882279 sec): 3 clusters Score: Raw -45932294.470651 + Penalty 4156.893770 = -45928137.576881 nChanged 1 SP:Iteration 67Q (2304.387940 sec): 3 clusters Score: Raw -45932294.545316 + Penalty 4156.893770 = -45928137.651546 nChanged 0 SP:Iteration 68F (2304.998522 sec): 3 clusters Score: Raw -45932294.545316 + Penalty 4156.893770 = -45928137.651546 nChanged 0 Trying to split cluster 40 (3496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2305.055832 sec): 2 clusters Score: Raw -412563.683301 + Penalty 1325.898395 = -411237.784906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2305.095787 sec): 3 clusters Score: Raw -410928.361044 + Penalty 2651.796789 = -408276.564255 nChanged 1377 SP:Iteration 1F (2305.145446 sec): 3 clusters Score: Raw -411862.557677 + Penalty 2651.796789 = -409210.760887 nChanged 316 SP:Iteration 2F (2305.197408 sec): 3 clusters Score: Raw -412129.831378 + Penalty 2651.796789 = -409478.034588 nChanged 235 SP:Iteration 3F (2305.252449 sec): 3 clusters Score: Raw -412315.569375 + Penalty 2651.796789 = -409663.772586 nChanged 196 SP:Iteration 4F (2305.295763 sec): 3 clusters Score: Raw -412466.664617 + Penalty 2651.796789 = -409814.867828 nChanged 169 SP:Iteration 5Q (2305.345193 sec): 3 clusters Score: Raw -412584.765278 + Penalty 2651.796789 = -409932.968489 nChanged 132 SP:Iteration 6Q (2305.395247 sec): 3 clusters Score: Raw -412670.303369 + Penalty 2651.796789 = -410018.506580 nChanged 114 SP:Iteration 7Q (2305.448556 sec): 3 clusters Score: Raw -412734.327526 + Penalty 2651.796789 = -410082.530736 nChanged 72 SP:Iteration 8Q (2305.493961 sec): 3 clusters Score: Raw -412772.469925 + Penalty 2651.796789 = -410120.673136 nChanged 74 SP:Iteration 9Q (2305.545076 sec): 3 clusters Score: Raw -412814.415563 + Penalty 2651.796789 = -410162.618774 nChanged 71 SP:Iteration 10Q (2305.594194 sec): 3 clusters Score: Raw -412858.418823 + Penalty 2651.796789 = -410206.622033 nChanged 68 SP:Iteration 11Q (2305.650255 sec): 3 clusters Score: Raw -412905.476595 + Penalty 2651.796789 = -410253.679806 nChanged 73 SP:Iteration 12Q (2305.701510 sec): 3 clusters Score: Raw -412951.422067 + Penalty 2651.796789 = -410299.625277 nChanged 65 SP:Iteration 13Q (2305.751757 sec): 3 clusters Score: Raw -412992.244750 + Penalty 2651.796789 = -410340.447960 nChanged 64 SP:Iteration 14Q (2305.803715 sec): 3 clusters Score: Raw -413040.426539 + Penalty 2651.796789 = -410388.629749 nChanged 52 SP:Iteration 15Q (2305.848080 sec): 3 clusters Score: Raw -413083.850546 + Penalty 2651.796789 = -410432.053757 nChanged 46 SP:Iteration 16Q (2305.892736 sec): 3 clusters Score: Raw -413132.138614 + Penalty 2651.796789 = -410480.341825 nChanged 49 SP:Iteration 17Q (2305.942319 sec): 3 clusters Score: Raw -413173.726550 + Penalty 2651.796789 = -410521.929761 nChanged 37 SP:Iteration 18Q (2305.983600 sec): 3 clusters Score: Raw -413208.998227 + Penalty 2651.796789 = -410557.201438 nChanged 44 SP:Iteration 19Q (2306.037811 sec): 3 clusters Score: Raw -413240.233752 + Penalty 2651.796789 = -410588.436963 nChanged 29 SP:Iteration 20F (2306.089692 sec): 3 clusters Score: Raw -413257.523987 + Penalty 2651.796789 = -410605.727197 nChanged 22 SP:Iteration 21Q (2306.140451 sec): 3 clusters Score: Raw -413274.437777 + Penalty 2651.796789 = -410622.640987 nChanged 19 SP:Iteration 22Q (2306.192649 sec): 3 clusters Score: Raw -413285.611421 + Penalty 2651.796789 = -410633.814631 nChanged 13 SP:Iteration 23Q (2306.241486 sec): 3 clusters Score: Raw -413298.368887 + Penalty 2651.796789 = -410646.572097 nChanged 14 SP:Iteration 24Q (2306.290705 sec): 3 clusters Score: Raw -413307.406290 + Penalty 2651.796789 = -410655.609501 nChanged 10 SP:Iteration 25Q (2306.334768 sec): 3 clusters Score: Raw -413314.070472 + Penalty 2651.796789 = -410662.273682 nChanged 8 SP:Iteration 26Q (2306.376228 sec): 3 clusters Score: Raw -413318.756782 + Penalty 2651.796789 = -410666.959993 nChanged 4 SP:Iteration 27Q (2306.425918 sec): 3 clusters Score: Raw -413320.259398 + Penalty 2651.796789 = -410668.462609 nChanged 3 SP:Iteration 28Q (2306.470713 sec): 3 clusters Score: Raw -413321.981034 + Penalty 2651.796789 = -410670.184245 nChanged 1 SP:Iteration 29Q (2306.523546 sec): 3 clusters Score: Raw -413322.169907 + Penalty 2651.796789 = -410670.373118 nChanged 1 SP:Iteration 30Q (2306.566285 sec): 3 clusters Score: Raw -413323.010682 + Penalty 2651.796789 = -410671.213893 nChanged 2 SP:Iteration 31Q (2306.614862 sec): 3 clusters Score: Raw -413324.735819 + Penalty 2651.796789 = -410672.939029 nChanged 5 SP:Iteration 32Q (2306.660401 sec): 3 clusters Score: Raw -413327.817392 + Penalty 2651.796789 = -410676.020602 nChanged 4 SP:Iteration 33Q (2306.713015 sec): 3 clusters Score: Raw -413329.586132 + Penalty 2651.796789 = -410677.789342 nChanged 2 SP:Iteration 34Q (2306.766304 sec): 3 clusters Score: Raw -413330.512295 + Penalty 2651.796789 = -410678.715505 nChanged 2 SP:Iteration 35Q (2306.812186 sec): 3 clusters Score: Raw -413331.476648 + Penalty 2651.796789 = -410679.679858 nChanged 2 SP:Iteration 36Q (2306.859758 sec): 3 clusters Score: Raw -413333.010202 + Penalty 2651.796789 = -410681.213412 nChanged 4 SP:Iteration 37Q (2306.916039 sec): 3 clusters Score: Raw -413335.378951 + Penalty 2651.796789 = -410683.582161 nChanged 0 SP:Iteration 38F (2306.957093 sec): 3 clusters Score: Raw -413335.378951 + Penalty 2651.796789 = -410683.582161 nChanged 0 Trying to split cluster 41 (1940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2306.987168 sec): 2 clusters Score: Raw -215233.212809 + Penalty 1230.197028 = -214003.015781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2307.017090 sec): 3 clusters Score: Raw -214507.170789 + Penalty 2460.394057 = -212046.776732 nChanged 701 SP:Iteration 1F (2307.067438 sec): 3 clusters Score: Raw -215146.046196 + Penalty 2460.394057 = -212685.652139 nChanged 192 SP:Iteration 2F (2307.125271 sec): 3 clusters Score: Raw -215394.998865 + Penalty 2460.394057 = -212934.604808 nChanged 121 SP:Iteration 3F (2307.163846 sec): 3 clusters Score: Raw -215528.528633 + Penalty 2460.394057 = -213068.134576 nChanged 86 SP:Iteration 4Q (2307.208067 sec): 3 clusters Score: Raw -215611.350161 + Penalty 2460.394057 = -213150.956104 nChanged 56 SP:Iteration 5Q (2307.247675 sec): 3 clusters Score: Raw -215656.850234 + Penalty 2460.394057 = -213196.456177 nChanged 38 SP:Iteration 6Q (2307.291317 sec): 3 clusters Score: Raw -215689.140629 + Penalty 2460.394057 = -213228.746572 nChanged 31 SP:Iteration 7Q (2307.329485 sec): 3 clusters Score: Raw -215716.592870 + Penalty 2460.394057 = -213256.198814 nChanged 29 SP:Iteration 8Q (2307.379269 sec): 3 clusters Score: Raw -215738.477263 + Penalty 2460.394057 = -213278.083206 nChanged 23 SP:Iteration 9Q (2307.430465 sec): 3 clusters Score: Raw -215757.867803 + Penalty 2460.394057 = -213297.473746 nChanged 21 SP:Iteration 10Q (2307.471213 sec): 3 clusters Score: Raw -215774.525455 + Penalty 2460.394057 = -213314.131398 nChanged 15 SP:Iteration 11Q (2307.510939 sec): 3 clusters Score: Raw -215783.046077 + Penalty 2460.394057 = -213322.652020 nChanged 14 SP:Iteration 12Q (2307.551518 sec): 3 clusters Score: Raw -215791.357222 + Penalty 2460.394057 = -213330.963165 nChanged 13 SP:Iteration 13Q (2307.589051 sec): 3 clusters Score: Raw -215800.634822 + Penalty 2460.394057 = -213340.240765 nChanged 8 SP:Iteration 14Q (2307.632482 sec): 3 clusters Score: Raw -215805.906499 + Penalty 2460.394057 = -213345.512442 nChanged 7 SP:Iteration 15Q (2307.681578 sec): 3 clusters Score: Raw -215810.856338 + Penalty 2460.394057 = -213350.462281 nChanged 10 SP:Iteration 16Q (2307.718230 sec): 3 clusters Score: Raw -215816.000701 + Penalty 2460.394057 = -213355.606644 nChanged 7 SP:Iteration 17Q (2307.771690 sec): 3 clusters Score: Raw -215821.334332 + Penalty 2460.394057 = -213360.940275 nChanged 10 SP:Iteration 18Q (2307.817882 sec): 3 clusters Score: Raw -215835.363773 + Penalty 2460.394057 = -213374.969716 nChanged 14 SP:Iteration 19Q (2307.855009 sec): 3 clusters Score: Raw -215844.337167 + Penalty 2460.394057 = -213383.943110 nChanged 7 SP:Iteration 20F (2307.900870 sec): 3 clusters Score: Raw -215851.436889 + Penalty 2460.394057 = -213391.042832 nChanged 10 SP:Iteration 21Q (2307.941327 sec): 3 clusters Score: Raw -215858.647490 + Penalty 2460.394057 = -213398.253433 nChanged 13 SP:Iteration 22Q (2307.987840 sec): 3 clusters Score: Raw -215876.567848 + Penalty 2460.394057 = -213416.173791 nChanged 19 SP:Iteration 23Q (2308.037549 sec): 3 clusters Score: Raw -215890.749997 + Penalty 2460.394057 = -213430.355941 nChanged 11 SP:Iteration 24Q (2308.082484 sec): 3 clusters Score: Raw -215903.835108 + Penalty 2460.394057 = -213443.441051 nChanged 22 SP:Iteration 25Q (2308.134660 sec): 3 clusters Score: Raw -215934.367039 + Penalty 2460.394057 = -213473.972982 nChanged 26 SP:Iteration 26Q (2308.180000 sec): 3 clusters Score: Raw -215963.337141 + Penalty 2460.394057 = -213502.943084 nChanged 19 SP:Iteration 27Q (2308.217673 sec): 3 clusters Score: Raw -215982.804829 + Penalty 2460.394057 = -213522.410772 nChanged 20 SP:Iteration 28Q (2308.263508 sec): 3 clusters Score: Raw -215998.779041 + Penalty 2460.394057 = -213538.384985 nChanged 18 SP:Iteration 29Q (2308.325217 sec): 3 clusters Score: Raw -216014.965001 + Penalty 2460.394057 = -213554.570944 nChanged 20 SP:Iteration 30Q (2308.364903 sec): 3 clusters Score: Raw -216027.110148 + Penalty 2460.394057 = -213566.716091 nChanged 8 SP:Iteration 31Q (2308.417444 sec): 3 clusters Score: Raw -216032.732541 + Penalty 2460.394057 = -213572.338484 nChanged 4 SP:Iteration 32Q (2308.455294 sec): 3 clusters Score: Raw -216034.438356 + Penalty 2460.394057 = -213574.044299 nChanged 2 SP:Iteration 33Q (2308.504389 sec): 3 clusters Score: Raw -216035.225686 + Penalty 2460.394057 = -213574.831629 nChanged 3 SP:Iteration 34Q (2308.557891 sec): 3 clusters Score: Raw -216036.376540 + Penalty 2460.394057 = -213575.982483 nChanged 2 SP:Iteration 35Q (2308.596774 sec): 3 clusters Score: Raw -216037.066883 + Penalty 2460.394057 = -213576.672826 nChanged 2 SP:Iteration 36Q (2308.641252 sec): 3 clusters Score: Raw -216037.776483 + Penalty 2460.394057 = -213577.382426 nChanged 1 SP:Iteration 37Q (2308.682126 sec): 3 clusters Score: Raw -216038.312697 + Penalty 2460.394057 = -213577.918640 nChanged 1 SP:Iteration 38Q (2308.724636 sec): 3 clusters Score: Raw -216038.856309 + Penalty 2460.394057 = -213578.462252 nChanged 0 SP:Iteration 39F (2308.766961 sec): 3 clusters Score: Raw -216038.856309 + Penalty 2460.394057 = -213578.462252 nChanged 0 Trying to split cluster 42 (4099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2308.801879 sec): 2 clusters Score: Raw -516028.258319 + Penalty 1351.755977 = -514676.502342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2308.851771 sec): 3 clusters Score: Raw -513962.440685 + Penalty 2703.511954 = -511258.928731 nChanged 1620 SP:Iteration 1F (2308.896056 sec): 3 clusters Score: Raw -514929.640529 + Penalty 2703.511954 = -512226.128575 nChanged 326 SP:Iteration 2F (2308.949043 sec): 3 clusters Score: Raw -515163.249280 + Penalty 2703.511954 = -512459.737325 nChanged 252 SP:Iteration 3F (2309.005861 sec): 3 clusters Score: Raw -515342.094603 + Penalty 2703.511954 = -512638.582649 nChanged 210 SP:Iteration 4F (2309.049249 sec): 3 clusters Score: Raw -515481.451109 + Penalty 2703.511954 = -512777.939155 nChanged 171 SP:Iteration 5Q (2309.091606 sec): 3 clusters Score: Raw -515582.352593 + Penalty 2703.511954 = -512878.840639 nChanged 159 SP:Iteration 6Q (2309.142358 sec): 3 clusters Score: Raw -515672.974874 + Penalty 2703.511954 = -512969.462920 nChanged 149 SP:Iteration 7Q (2309.192890 sec): 3 clusters Score: Raw -515763.753470 + Penalty 2703.511954 = -513060.241516 nChanged 128 SP:Iteration 8Q (2309.243912 sec): 3 clusters Score: Raw -515853.787815 + Penalty 2703.511954 = -513150.275861 nChanged 124 SP:Iteration 9Q (2309.297694 sec): 3 clusters Score: Raw -515943.188808 + Penalty 2703.511954 = -513239.676854 nChanged 110 SP:Iteration 10Q (2309.340706 sec): 3 clusters Score: Raw -516016.520464 + Penalty 2703.511954 = -513313.008509 nChanged 102 SP:Iteration 11Q (2309.395852 sec): 3 clusters Score: Raw -516075.266426 + Penalty 2703.511954 = -513371.754472 nChanged 78 SP:Iteration 12Q (2309.434084 sec): 3 clusters Score: Raw -516123.506632 + Penalty 2703.511954 = -513419.994678 nChanged 62 SP:Iteration 13Q (2309.484708 sec): 3 clusters Score: Raw -516158.973382 + Penalty 2703.511954 = -513455.461427 nChanged 56 SP:Iteration 14Q (2309.525501 sec): 3 clusters Score: Raw -516190.975746 + Penalty 2703.511954 = -513487.463791 nChanged 38 SP:Iteration 15Q (2309.584630 sec): 3 clusters Score: Raw -516207.678559 + Penalty 2703.511954 = -513504.166605 nChanged 27 SP:Iteration 16Q (2309.634479 sec): 3 clusters Score: Raw -516217.829447 + Penalty 2703.511954 = -513514.317493 nChanged 28 SP:Iteration 17Q (2309.680697 sec): 3 clusters Score: Raw -516229.051531 + Penalty 2703.511954 = -513525.539577 nChanged 32 SP:Iteration 18Q (2309.734841 sec): 3 clusters Score: Raw -516244.845969 + Penalty 2703.511954 = -513541.334015 nChanged 34 SP:Iteration 19Q (2309.775476 sec): 3 clusters Score: Raw -516260.559260 + Penalty 2703.511954 = -513557.047306 nChanged 32 SP:Iteration 20F (2309.829508 sec): 3 clusters Score: Raw -516277.435680 + Penalty 2703.511954 = -513573.923726 nChanged 34 SP:Iteration 21Q (2309.867094 sec): 3 clusters Score: Raw -516294.424046 + Penalty 2703.511954 = -513590.912092 nChanged 33 SP:Iteration 22Q (2309.908746 sec): 3 clusters Score: Raw -516308.107088 + Penalty 2703.511954 = -513604.595133 nChanged 25 SP:Iteration 23Q (2309.956126 sec): 3 clusters Score: Raw -516318.751970 + Penalty 2703.511954 = -513615.240016 nChanged 19 SP:Iteration 24Q (2310.008504 sec): 3 clusters Score: Raw -516324.827320 + Penalty 2703.511954 = -513621.315366 nChanged 10 SP:Iteration 25Q (2310.062407 sec): 3 clusters Score: Raw -516330.203783 + Penalty 2703.511954 = -513626.691829 nChanged 12 SP:Iteration 26Q (2310.103051 sec): 3 clusters Score: Raw -516336.187151 + Penalty 2703.511954 = -513632.675196 nChanged 13 SP:Iteration 27Q (2310.151270 sec): 3 clusters Score: Raw -516341.538158 + Penalty 2703.511954 = -513638.026203 nChanged 11 SP:Iteration 28Q (2310.192445 sec): 3 clusters Score: Raw -516344.553831 + Penalty 2703.511954 = -513641.041877 nChanged 11 SP:Iteration 29Q (2310.245920 sec): 3 clusters Score: Raw -516348.704801 + Penalty 2703.511954 = -513645.192847 nChanged 9 SP:Iteration 30Q (2310.298429 sec): 3 clusters Score: Raw -516353.085822 + Penalty 2703.511954 = -513649.573868 nChanged 14 SP:Iteration 31Q (2310.349053 sec): 3 clusters Score: Raw -516359.816960 + Penalty 2703.511954 = -513656.305006 nChanged 16 SP:Iteration 32Q (2310.408453 sec): 3 clusters Score: Raw -516367.112954 + Penalty 2703.511954 = -513663.601000 nChanged 11 SP:Iteration 33Q (2310.465943 sec): 3 clusters Score: Raw -516370.871430 + Penalty 2703.511954 = -513667.359476 nChanged 11 SP:Iteration 34Q (2310.527435 sec): 3 clusters Score: Raw -516372.947188 + Penalty 2703.511954 = -513669.435233 nChanged 10 SP:Iteration 35Q (2310.584707 sec): 3 clusters Score: Raw -516375.751221 + Penalty 2703.511954 = -513672.239267 nChanged 8 SP:Iteration 36Q (2310.640546 sec): 3 clusters Score: Raw -516378.770045 + Penalty 2703.511954 = -513675.258091 nChanged 5 SP:Iteration 37Q (2310.703679 sec): 3 clusters Score: Raw -516380.742874 + Penalty 2703.511954 = -513677.230919 nChanged 10 SP:Iteration 38Q (2310.754349 sec): 3 clusters Score: Raw -516384.634280 + Penalty 2703.511954 = -513681.122326 nChanged 10 SP:Iteration 39Q (2310.803885 sec): 3 clusters Score: Raw -516387.926503 + Penalty 2703.511954 = -513684.414549 nChanged 10 SP:Iteration 40F (2310.858500 sec): 3 clusters Score: Raw -516390.800716 + Penalty 2703.511954 = -513687.288762 nChanged 14 SP:Iteration 41Q (2310.913124 sec): 3 clusters Score: Raw -516398.736041 + Penalty 2703.511954 = -513695.224086 nChanged 11 SP:Iteration 42Q (2310.957490 sec): 3 clusters Score: Raw -516402.988244 + Penalty 2703.511954 = -513699.476290 nChanged 8 SP:Iteration 43Q (2311.008299 sec): 3 clusters Score: Raw -516406.642509 + Penalty 2703.511954 = -513703.130555 nChanged 11 SP:Iteration 44Q (2311.040702 sec): 3 clusters Score: Raw -516411.855482 + Penalty 2703.511954 = -513708.343528 nChanged 5 SP:Iteration 45Q (2311.073414 sec): 3 clusters Score: Raw -516414.091391 + Penalty 2703.511954 = -513710.579437 nChanged 8 SP:Iteration 46Q (2311.117107 sec): 3 clusters Score: Raw -516417.464912 + Penalty 2703.511954 = -513713.952958 nChanged 7 SP:Iteration 47Q (2311.179839 sec): 3 clusters Score: Raw -516420.070382 + Penalty 2703.511954 = -513716.558428 nChanged 7 SP:Iteration 48Q (2311.228434 sec): 3 clusters Score: Raw -516422.083284 + Penalty 2703.511954 = -513718.571330 nChanged 9 SP:Iteration 49Q (2311.274546 sec): 3 clusters Score: Raw -516425.218808 + Penalty 2703.511954 = -513721.706853 nChanged 12 SP:Iteration 50Q (2311.308194 sec): 3 clusters Score: Raw -516430.120285 + Penalty 2703.511954 = -513726.608331 nChanged 11 SP:Iteration 51Q (2311.366337 sec): 3 clusters Score: Raw -516437.285611 + Penalty 2703.511954 = -513733.773657 nChanged 7 SP:Iteration 52Q (2311.417536 sec): 3 clusters Score: Raw -516439.889410 + Penalty 2703.511954 = -513736.377455 nChanged 3 SP:Iteration 53Q (2311.464672 sec): 3 clusters Score: Raw -516441.017327 + Penalty 2703.511954 = -513737.505373 nChanged 4 SP:Iteration 54Q (2311.504889 sec): 3 clusters Score: Raw -516443.131547 + Penalty 2703.511954 = -513739.619592 nChanged 2 SP:Iteration 55Q (2311.553158 sec): 3 clusters Score: Raw -516443.564490 + Penalty 2703.511954 = -513740.052535 nChanged 0 SP:Iteration 56F (2311.603005 sec): 3 clusters Score: Raw -516443.564490 + Penalty 2703.511954 = -513740.052535 nChanged 0 Iteration 99Q (2323.999207 sec): 45 clusters Score: Raw -129538449.609120 + Penalty 99196.477587 = -129439253.131532 nChanged 5575 Iteration 100F (2351.807341 sec): 45 clusters Score: Raw -129540873.427606 + Penalty 99196.477587 = -129441676.950019 nChanged 4747 Iteration 101Q (2363.625262 sec): 45 clusters Score: Raw -129542100.404405 + Penalty 99196.477587 = -129442903.926818 nChanged 3266 Iteration 102Q (2375.123456 sec): 45 clusters Score: Raw -129542729.658341 + Penalty 99196.477587 = -129443533.180754 nChanged 2601 Iteration 103Q (2386.541489 sec): 45 clusters Score: Raw -129543166.042664 + Penalty 99196.477587 = -129443969.565077 nChanged 2200 Iteration 104Q (2398.089268 sec): 45 clusters Score: Raw -129543510.330840 + Penalty 99196.477587 = -129444313.853253 nChanged 1963 Iteration 105Q (2409.511073 sec): 45 clusters Score: Raw -129543789.235847 + Penalty 99196.477587 = -129444592.758259 nChanged 1739 Iteration 106Q (2421.433388 sec): 45 clusters Score: Raw -129544024.249520 + Penalty 99196.477587 = -129444827.771933 nChanged 1571 Iteration 107Q (2433.258949 sec): 45 clusters Score: Raw -129544220.632039 + Penalty 99196.477587 = -129445024.154452 nChanged 1496 Iteration 108Q (2444.966788 sec): 45 clusters Score: Raw -129544398.486391 + Penalty 99196.477587 = -129445202.008804 nChanged 1404 Iteration 109Q (2455.119305 sec): 45 clusters Score: Raw -129544552.175918 + Penalty 99196.477587 = -129445355.698331 nChanged 1298 Iteration 110Q (2466.541611 sec): 45 clusters Score: Raw -129544691.646318 + Penalty 99196.477587 = -129445495.168731 nChanged 1167 Iteration 111Q (2477.928331 sec): 45 clusters Score: Raw -129544811.743626 + Penalty 99196.477587 = -129445615.266039 nChanged 1004 Iteration 112Q (2488.988477 sec): 45 clusters Score: Raw -129544915.109755 + Penalty 99196.477587 = -129445718.632168 nChanged 1000 Iteration 113Q (2500.059856 sec): 45 clusters Score: Raw -129545016.184832 + Penalty 99196.477587 = -129445819.707245 nChanged 933 Iteration 114Q (2511.106312 sec): 45 clusters Score: Raw -129545119.982928 + Penalty 99196.477587 = -129445923.505341 nChanged 836 Iteration 115Q (2522.607579 sec): 45 clusters Score: Raw -129545205.828161 + Penalty 99196.477587 = -129446009.350574 nChanged 782 Iteration 116Q (2533.808297 sec): 45 clusters Score: Raw -129545297.698493 + Penalty 99196.477587 = -129446101.220905 nChanged 755 Iteration 117Q (2544.853073 sec): 45 clusters Score: Raw -129545395.570925 + Penalty 99196.477587 = -129446199.093338 nChanged 718 Iteration 118Q (2555.977724 sec): 45 clusters Score: Raw -129545484.704470 + Penalty 99196.477587 = -129446288.226883 nChanged 639 Iteration 119Q (2567.612056 sec): 45 clusters Score: Raw -129545582.800920 + Penalty 99196.477587 = -129446386.323333 nChanged 687 Iteration 120F (2595.420565 sec): 45 clusters Score: Raw -129545811.381706 + Penalty 99196.477587 = -129446614.904118 nChanged 651 Iteration 121Q (2606.916554 sec): 45 clusters Score: Raw -129546091.261365 + Penalty 99196.477587 = -129446894.783778 nChanged 680 Iteration 122Q (2618.543927 sec): 45 clusters Score: Raw -129546212.347765 + Penalty 99196.477587 = -129447015.870178 nChanged 637 Iteration 123Q (2629.080236 sec): 45 clusters Score: Raw -129546291.358707 + Penalty 99196.477587 = -129447094.881120 nChanged 598 Iteration 124Q (2640.642872 sec): 45 clusters Score: Raw -129546362.793213 + Penalty 99196.477587 = -129447166.315626 nChanged 591 Iteration 125Q (2652.518694 sec): 45 clusters Score: Raw -129546433.402482 + Penalty 99196.477587 = -129447236.924894 nChanged 570 Iteration 126Q (2664.257961 sec): 45 clusters Score: Raw -129546506.085441 + Penalty 99196.477587 = -129447309.607853 nChanged 546 Iteration 127Q (2675.913473 sec): 45 clusters Score: Raw -129546571.718573 + Penalty 99196.477587 = -129447375.240986 nChanged 509 Iteration 128Q (2687.393742 sec): 45 clusters Score: Raw -129546634.279376 + Penalty 99196.477587 = -129447437.801789 nChanged 482 Iteration 129Q (2698.867229 sec): 45 clusters Score: Raw -129546679.127460 + Penalty 99196.477587 = -129447482.649873 nChanged 442 Iteration 130Q (2710.361883 sec): 45 clusters Score: Raw -129546719.767555 + Penalty 99196.477587 = -129447523.289968 nChanged 416 Iteration 131Q (2721.805933 sec): 45 clusters Score: Raw -129546754.867317 + Penalty 99196.477587 = -129447558.389730 nChanged 410 Iteration 132Q (2733.413874 sec): 45 clusters Score: Raw -129546798.826745 + Penalty 99196.477587 = -129447602.349158 nChanged 393 Iteration 133Q (2744.632949 sec): 45 clusters Score: Raw -129546834.897388 + Penalty 99196.477587 = -129447638.419801 nChanged 389 Iteration 134Q (2756.069335 sec): 45 clusters Score: Raw -129546871.480974 + Penalty 99196.477587 = -129447675.003386 nChanged 392 Iteration 135Q (2767.424335 sec): 45 clusters Score: Raw -129546909.930488 + Penalty 99196.477587 = -129447713.452901 nChanged 396 Iteration 136Q (2778.974731 sec): 45 clusters Score: Raw -129546954.174055 + Penalty 99196.477587 = -129447757.696468 nChanged 400 Iteration 137Q (2790.701713 sec): 45 clusters Score: Raw -129546999.145535 + Penalty 99196.477587 = -129447802.667948 nChanged 401 Iteration 138Q (2802.325699 sec): 45 clusters Score: Raw -129547045.022842 + Penalty 99196.477587 = -129447848.545255 nChanged 426 Writing temp clu file Because OldScore, -129447802.667948, is greater than current (better) Score,-129447848.545255 Compute initial score before splitting: Score: Raw -129547045.022842 + Penalty 99196.477587 = -129447848.545255 Trying to split cluster 1 (11700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2802.698159 sec): 2 clusters Score: Raw -1344165.948648 + Penalty 1522.193420 = -1342643.755228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2802.747546 sec): 3 clusters Score: Raw -1337429.950662 + Penalty 3044.386839 = -1334385.563823 nChanged 5099 SP:Iteration 1F (2802.804152 sec): 3 clusters Score: Raw -1340250.309374 + Penalty 3044.386839 = -1337205.922535 nChanged 740 SP:Iteration 2F (2802.876376 sec): 3 clusters Score: Raw -1340626.636518 + Penalty 3044.386839 = -1337582.249679 nChanged 689 SP:Iteration 3F (2802.933878 sec): 3 clusters Score: Raw -1341009.214867 + Penalty 3044.386839 = -1337964.828027 nChanged 698 SP:Iteration 4F (2803.003639 sec): 3 clusters Score: Raw -1341422.816451 + Penalty 3044.386839 = -1338378.429612 nChanged 636 SP:Iteration 5F (2803.069869 sec): 3 clusters Score: Raw -1341790.359436 + Penalty 3044.386839 = -1338745.972597 nChanged 607 SP:Iteration 6F (2803.135906 sec): 3 clusters Score: Raw -1342111.410110 + Penalty 3044.386839 = -1339067.023271 nChanged 566 SP:Iteration 7Q (2803.200884 sec): 3 clusters Score: Raw -1342380.270145 + Penalty 3044.386839 = -1339335.883306 nChanged 469 SP:Iteration 8Q (2803.255099 sec): 3 clusters Score: Raw -1342586.002112 + Penalty 3044.386839 = -1339541.615273 nChanged 406 SP:Iteration 9Q (2803.322620 sec): 3 clusters Score: Raw -1342757.073849 + Penalty 3044.386839 = -1339712.687010 nChanged 352 SP:Iteration 10Q (2803.402139 sec): 3 clusters Score: Raw -1342894.137583 + Penalty 3044.386839 = -1339849.750744 nChanged 313 SP:Iteration 11Q (2803.461516 sec): 3 clusters Score: Raw -1343004.063388 + Penalty 3044.386839 = -1339959.676549 nChanged 269 SP:Iteration 12Q (2803.529695 sec): 3 clusters Score: Raw -1343090.644472 + Penalty 3044.386839 = -1340046.257633 nChanged 241 SP:Iteration 13Q (2803.599652 sec): 3 clusters Score: Raw -1343162.971672 + Penalty 3044.386839 = -1340118.584833 nChanged 194 SP:Iteration 14Q (2803.647858 sec): 3 clusters Score: Raw -1343213.805198 + Penalty 3044.386839 = -1340169.418359 nChanged 146 SP:Iteration 15Q (2803.725690 sec): 3 clusters Score: Raw -1343245.289817 + Penalty 3044.386839 = -1340200.902978 nChanged 124 SP:Iteration 16Q (2803.782574 sec): 3 clusters Score: Raw -1343269.459210 + Penalty 3044.386839 = -1340225.072371 nChanged 103 SP:Iteration 17Q (2803.846973 sec): 3 clusters Score: Raw -1343289.001078 + Penalty 3044.386839 = -1340244.614239 nChanged 93 SP:Iteration 18Q (2803.914126 sec): 3 clusters Score: Raw -1343306.684590 + Penalty 3044.386839 = -1340262.297750 nChanged 86 SP:Iteration 19Q (2803.984807 sec): 3 clusters Score: Raw -1343322.851885 + Penalty 3044.386839 = -1340278.465045 nChanged 82 SP:Iteration 20F (2804.045333 sec): 3 clusters Score: Raw -1343337.318750 + Penalty 3044.386839 = -1340292.931911 nChanged 87 SP:Iteration 21Q (2804.119343 sec): 3 clusters Score: Raw -1343352.265669 + Penalty 3044.386839 = -1340307.878830 nChanged 85 SP:Iteration 22Q (2804.178536 sec): 3 clusters Score: Raw -1343366.091298 + Penalty 3044.386839 = -1340321.704458 nChanged 78 SP:Iteration 23Q (2804.247492 sec): 3 clusters Score: Raw -1343376.510630 + Penalty 3044.386839 = -1340332.123791 nChanged 43 SP:Iteration 24Q (2804.324331 sec): 3 clusters Score: Raw -1343381.582424 + Penalty 3044.386839 = -1340337.195585 nChanged 35 SP:Iteration 25Q (2804.382558 sec): 3 clusters Score: Raw -1343385.395670 + Penalty 3044.386839 = -1340341.008830 nChanged 29 SP:Iteration 26Q (2804.445775 sec): 3 clusters Score: Raw -1343388.463442 + Penalty 3044.386839 = -1340344.076603 nChanged 16 SP:Iteration 27Q (2804.522407 sec): 3 clusters Score: Raw -1343390.009134 + Penalty 3044.386839 = -1340345.622295 nChanged 16 SP:Iteration 28Q (2804.575174 sec): 3 clusters Score: Raw -1343391.263270 + Penalty 3044.386839 = -1340346.876431 nChanged 8 SP:Iteration 29Q (2804.653827 sec): 3 clusters Score: Raw -1343392.043523 + Penalty 3044.386839 = -1340347.656684 nChanged 9 SP:Iteration 30Q (2804.720234 sec): 3 clusters Score: Raw -1343393.072751 + Penalty 3044.386839 = -1340348.685912 nChanged 11 SP:Iteration 31Q (2804.788697 sec): 3 clusters Score: Raw -1343394.424829 + Penalty 3044.386839 = -1340350.037990 nChanged 14 SP:Iteration 32Q (2804.853664 sec): 3 clusters Score: Raw -1343395.985513 + Penalty 3044.386839 = -1340351.598674 nChanged 20 SP:Iteration 33Q (2804.913022 sec): 3 clusters Score: Raw -1343397.941234 + Penalty 3044.386839 = -1340353.554394 nChanged 12 SP:Iteration 34Q (2804.976682 sec): 3 clusters Score: Raw -1343399.187116 + Penalty 3044.386839 = -1340354.800277 nChanged 6 SP:Iteration 35Q (2805.030645 sec): 3 clusters Score: Raw -1343399.580248 + Penalty 3044.386839 = -1340355.193409 nChanged 3 SP:Iteration 36Q (2805.095614 sec): 3 clusters Score: Raw -1343399.869422 + Penalty 3044.386839 = -1340355.482583 nChanged 6 SP:Iteration 37Q (2805.170279 sec): 3 clusters Score: Raw -1343400.487062 + Penalty 3044.386839 = -1340356.100223 nChanged 9 SP:Iteration 38Q (2805.223242 sec): 3 clusters Score: Raw -1343401.444575 + Penalty 3044.386839 = -1340357.057735 nChanged 9 SP:Iteration 39Q (2805.285450 sec): 3 clusters Score: Raw -1343402.340949 + Penalty 3044.386839 = -1340357.954109 nChanged 9 SP:Iteration 40F (2805.347335 sec): 3 clusters Score: Raw -1343403.030971 + Penalty 3044.386839 = -1340358.644132 nChanged 9 SP:Iteration 41Q (2805.417469 sec): 3 clusters Score: Raw -1343403.940598 + Penalty 3044.386839 = -1340359.553759 nChanged 4 SP:Iteration 42Q (2805.468266 sec): 3 clusters Score: Raw -1343404.431103 + Penalty 3044.386839 = -1340360.044264 nChanged 4 SP:Iteration 43Q (2805.547550 sec): 3 clusters Score: Raw -1343404.845808 + Penalty 3044.386839 = -1340360.458969 nChanged 3 SP:Iteration 44Q (2805.606058 sec): 3 clusters Score: Raw -1343405.126794 + Penalty 3044.386839 = -1340360.739954 nChanged 3 SP:Iteration 45Q (2805.674843 sec): 3 clusters Score: Raw -1343405.353090 + Penalty 3044.386839 = -1340360.966251 nChanged 3 SP:Iteration 46Q (2805.753197 sec): 3 clusters Score: Raw -1343405.561709 + Penalty 3044.386839 = -1340361.174869 nChanged 2 SP:Iteration 47Q (2805.810173 sec): 3 clusters Score: Raw -1343405.691124 + Penalty 3044.386839 = -1340361.304285 nChanged 1 SP:Iteration 48Q (2805.876428 sec): 3 clusters Score: Raw -1343405.716111 + Penalty 3044.386839 = -1340361.329272 nChanged 0 SP:Iteration 49F (2805.944221 sec): 3 clusters Score: Raw -1343405.716111 + Penalty 3044.386839 = -1340361.329272 nChanged 0 Trying to split cluster 2 (18358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2805.992164 sec): 2 clusters Score: Raw -2321716.249699 + Penalty 1595.395868 = -2320120.853831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2806.079220 sec): 3 clusters Score: Raw -2310776.635559 + Penalty 3190.791736 = -2307585.843823 nChanged 8213 SP:Iteration 1F (2806.148438 sec): 3 clusters Score: Raw -2315098.768425 + Penalty 3190.791736 = -2311907.976690 nChanged 934 SP:Iteration 2F (2806.216258 sec): 3 clusters Score: Raw -2315430.201718 + Penalty 3190.791736 = -2312239.409982 nChanged 853 SP:Iteration 3Q (2806.295190 sec): 3 clusters Score: Raw -2315763.689559 + Penalty 3190.791736 = -2312572.897823 nChanged 858 SP:Iteration 4Q (2806.362906 sec): 3 clusters Score: Raw -2316134.063211 + Penalty 3190.791736 = -2312943.271475 nChanged 926 SP:Iteration 5F (2806.440872 sec): 3 clusters Score: Raw -2316618.839731 + Penalty 3190.791736 = -2313428.047995 nChanged 1050 SP:Iteration 6F (2806.522477 sec): 3 clusters Score: Raw -2317231.242122 + Penalty 3190.791736 = -2314040.450386 nChanged 1109 SP:Iteration 7F (2806.586696 sec): 3 clusters Score: Raw -2317902.346428 + Penalty 3190.791736 = -2314711.554692 nChanged 1046 SP:Iteration 8F (2806.665052 sec): 3 clusters Score: Raw -2318597.748840 + Penalty 3190.791736 = -2315406.957104 nChanged 955 SP:Iteration 9F (2806.735726 sec): 3 clusters Score: Raw -2319278.886168 + Penalty 3190.791736 = -2316088.094432 nChanged 808 SP:Iteration 10Q (2806.809930 sec): 3 clusters Score: Raw -2319843.148118 + Penalty 3190.791736 = -2316652.356382 nChanged 640 SP:Iteration 11Q (2806.884810 sec): 3 clusters Score: Raw -2320222.878229 + Penalty 3190.791736 = -2317032.086494 nChanged 450 SP:Iteration 12Q (2806.948554 sec): 3 clusters Score: Raw -2320443.096294 + Penalty 3190.791736 = -2317252.304558 nChanged 346 SP:Iteration 13Q (2807.028555 sec): 3 clusters Score: Raw -2320600.431271 + Penalty 3190.791736 = -2317409.639535 nChanged 286 SP:Iteration 14Q (2807.083348 sec): 3 clusters Score: Raw -2320725.582564 + Penalty 3190.791736 = -2317534.790828 nChanged 260 SP:Iteration 15Q (2807.152509 sec): 3 clusters Score: Raw -2320826.852448 + Penalty 3190.791736 = -2317636.060712 nChanged 243 SP:Iteration 16Q (2807.229799 sec): 3 clusters Score: Raw -2320933.257081 + Penalty 3190.791736 = -2317742.465345 nChanged 227 SP:Iteration 17Q (2807.296626 sec): 3 clusters Score: Raw -2321034.375232 + Penalty 3190.791736 = -2317843.583496 nChanged 200 SP:Iteration 18Q (2807.370953 sec): 3 clusters Score: Raw -2321121.829693 + Penalty 3190.791736 = -2317931.037957 nChanged 179 SP:Iteration 19Q (2807.448801 sec): 3 clusters Score: Raw -2321201.155565 + Penalty 3190.791736 = -2318010.363829 nChanged 190 SP:Iteration 20F (2807.523477 sec): 3 clusters Score: Raw -2321296.187477 + Penalty 3190.791736 = -2318105.395741 nChanged 181 SP:Iteration 21Q (2807.598672 sec): 3 clusters Score: Raw -2321395.285405 + Penalty 3190.791736 = -2318204.493669 nChanged 155 SP:Iteration 22Q (2807.669309 sec): 3 clusters Score: Raw -2321472.488011 + Penalty 3190.791736 = -2318281.696275 nChanged 141 SP:Iteration 23Q (2807.738742 sec): 3 clusters Score: Raw -2321544.614960 + Penalty 3190.791736 = -2318353.823224 nChanged 137 SP:Iteration 24Q (2807.805593 sec): 3 clusters Score: Raw -2321618.109599 + Penalty 3190.791736 = -2318427.317864 nChanged 119 SP:Iteration 25Q (2807.879941 sec): 3 clusters Score: Raw -2321678.585375 + Penalty 3190.791736 = -2318487.793639 nChanged 115 SP:Iteration 26Q (2807.948708 sec): 3 clusters Score: Raw -2321737.516742 + Penalty 3190.791736 = -2318546.725006 nChanged 106 SP:Iteration 27Q (2808.026339 sec): 3 clusters Score: Raw -2321785.101727 + Penalty 3190.791736 = -2318594.309991 nChanged 75 SP:Iteration 28Q (2808.101146 sec): 3 clusters Score: Raw -2321814.654851 + Penalty 3190.791736 = -2318623.863115 nChanged 60 SP:Iteration 29Q (2808.177410 sec): 3 clusters Score: Raw -2321837.066874 + Penalty 3190.791736 = -2318646.275138 nChanged 58 SP:Iteration 30Q (2808.252694 sec): 3 clusters Score: Raw -2321857.403164 + Penalty 3190.791736 = -2318666.611428 nChanged 47 SP:Iteration 31Q (2808.326854 sec): 3 clusters Score: Raw -2321875.051801 + Penalty 3190.791736 = -2318684.260065 nChanged 45 SP:Iteration 32Q (2808.398081 sec): 3 clusters Score: Raw -2321897.006622 + Penalty 3190.791736 = -2318706.214886 nChanged 53 SP:Iteration 33Q (2808.463487 sec): 3 clusters Score: Raw -2321926.688546 + Penalty 3190.791736 = -2318735.896810 nChanged 53 SP:Iteration 34Q (2808.526192 sec): 3 clusters Score: Raw -2321948.938133 + Penalty 3190.791736 = -2318758.146397 nChanged 50 SP:Iteration 35Q (2808.587494 sec): 3 clusters Score: Raw -2321969.137835 + Penalty 3190.791736 = -2318778.346099 nChanged 40 SP:Iteration 36Q (2808.656895 sec): 3 clusters Score: Raw -2321982.630341 + Penalty 3190.791736 = -2318791.838606 nChanged 32 SP:Iteration 37Q (2808.734372 sec): 3 clusters Score: Raw -2321993.419447 + Penalty 3190.791736 = -2318802.627711 nChanged 26 SP:Iteration 38Q (2808.810949 sec): 3 clusters Score: Raw -2322000.754550 + Penalty 3190.791736 = -2318809.962814 nChanged 19 SP:Iteration 39Q (2808.883374 sec): 3 clusters Score: Raw -2322006.247770 + Penalty 3190.791736 = -2318815.456034 nChanged 20 SP:Iteration 40F (2808.958185 sec): 3 clusters Score: Raw -2322011.890099 + Penalty 3190.791736 = -2318821.098363 nChanged 22 SP:Iteration 41Q (2809.024472 sec): 3 clusters Score: Raw -2322017.519170 + Penalty 3190.791736 = -2318826.727434 nChanged 21 SP:Iteration 42Q (2809.108453 sec): 3 clusters Score: Raw -2322024.118301 + Penalty 3190.791736 = -2318833.326566 nChanged 14 SP:Iteration 43Q (2809.180407 sec): 3 clusters Score: Raw -2322027.655389 + Penalty 3190.791736 = -2318836.863653 nChanged 18 SP:Iteration 44Q (2809.248089 sec): 3 clusters Score: Raw -2322032.503698 + Penalty 3190.791736 = -2318841.711962 nChanged 17 SP:Iteration 45Q (2809.311984 sec): 3 clusters Score: Raw -2322037.839765 + Penalty 3190.791736 = -2318847.048029 nChanged 17 SP:Iteration 46Q (2809.392684 sec): 3 clusters Score: Raw -2322044.693537 + Penalty 3190.791736 = -2318853.901801 nChanged 17 SP:Iteration 47Q (2809.467574 sec): 3 clusters Score: Raw -2322050.606207 + Penalty 3190.791736 = -2318859.814471 nChanged 16 SP:Iteration 48Q (2809.544088 sec): 3 clusters Score: Raw -2322057.859362 + Penalty 3190.791736 = -2318867.067626 nChanged 19 SP:Iteration 49Q (2809.619182 sec): 3 clusters Score: Raw -2322067.571208 + Penalty 3190.791736 = -2318876.779472 nChanged 19 SP:Iteration 50Q (2809.686159 sec): 3 clusters Score: Raw -2322073.564106 + Penalty 3190.791736 = -2318882.772370 nChanged 16 SP:Iteration 51Q (2809.761886 sec): 3 clusters Score: Raw -2322077.271285 + Penalty 3190.791736 = -2318886.479549 nChanged 12 SP:Iteration 52Q (2809.835410 sec): 3 clusters Score: Raw -2322079.692085 + Penalty 3190.791736 = -2318888.900349 nChanged 4 SP:Iteration 53Q (2809.906537 sec): 3 clusters Score: Raw -2322080.212633 + Penalty 3190.791736 = -2318889.420898 nChanged 1 SP:Iteration 54Q (2809.978095 sec): 3 clusters Score: Raw -2322080.666595 + Penalty 3190.791736 = -2318889.874859 nChanged 2 SP:Iteration 55Q (2810.049802 sec): 3 clusters Score: Raw -2322081.064107 + Penalty 3190.791736 = -2318890.272371 nChanged 2 SP:Iteration 56Q (2810.116542 sec): 3 clusters Score: Raw -2322081.546819 + Penalty 3190.791736 = -2318890.755084 nChanged 4 SP:Iteration 57Q (2810.174661 sec): 3 clusters Score: Raw -2322082.309167 + Penalty 3190.791736 = -2318891.517431 nChanged 3 SP:Iteration 58Q (2810.249734 sec): 3 clusters Score: Raw -2322082.749686 + Penalty 3190.791736 = -2318891.957950 nChanged 5 SP:Iteration 59Q (2810.322361 sec): 3 clusters Score: Raw -2322083.563365 + Penalty 3190.791736 = -2318892.771629 nChanged 2 SP:Iteration 60F (2810.400989 sec): 3 clusters Score: Raw -2322083.692179 + Penalty 3190.791736 = -2318892.900443 nChanged 2 SP:Iteration 61Q (2810.473799 sec): 3 clusters Score: Raw -2322084.108189 + Penalty 3190.791736 = -2318893.316453 nChanged 3 SP:Iteration 62Q (2810.548005 sec): 3 clusters Score: Raw -2322084.521919 + Penalty 3190.791736 = -2318893.730184 nChanged 2 SP:Iteration 63Q (2810.620006 sec): 3 clusters Score: Raw -2322084.805761 + Penalty 3190.791736 = -2318894.014025 nChanged 0 SP:Iteration 64F (2810.700228 sec): 3 clusters Score: Raw -2322084.805761 + Penalty 3190.791736 = -2318894.014025 nChanged 0 Trying to split cluster 3 (11561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2810.739411 sec): 2 clusters Score: Raw -1424678.104913 + Penalty 1520.251305 = -1423157.853608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2810.796365 sec): 3 clusters Score: Raw -1418097.084872 + Penalty 3040.502609 = -1415056.582263 nChanged 5037 SP:Iteration 1F (2810.872857 sec): 3 clusters Score: Raw -1420775.661155 + Penalty 3040.502609 = -1417735.158546 nChanged 681 SP:Iteration 2F (2810.938632 sec): 3 clusters Score: Raw -1421064.752480 + Penalty 3040.502609 = -1418024.249871 nChanged 571 SP:Iteration 3Q (2811.002686 sec): 3 clusters Score: Raw -1421309.123585 + Penalty 3040.502609 = -1418268.620976 nChanged 476 SP:Iteration 4Q (2811.062969 sec): 3 clusters Score: Raw -1421497.115755 + Penalty 3040.502609 = -1418456.613146 nChanged 427 SP:Iteration 5Q (2811.130514 sec): 3 clusters Score: Raw -1421687.066019 + Penalty 3040.502609 = -1418646.563410 nChanged 424 SP:Iteration 6Q (2811.198727 sec): 3 clusters Score: Raw -1421897.459774 + Penalty 3040.502609 = -1418856.957164 nChanged 452 SP:Iteration 7Q (2811.266526 sec): 3 clusters Score: Raw -1422137.047087 + Penalty 3040.502609 = -1419096.544477 nChanged 487 SP:Iteration 8Q (2811.323455 sec): 3 clusters Score: Raw -1422421.458810 + Penalty 3040.502609 = -1419380.956201 nChanged 501 SP:Iteration 9Q (2811.391058 sec): 3 clusters Score: Raw -1422756.999163 + Penalty 3040.502609 = -1419716.496554 nChanged 560 SP:Iteration 10Q (2811.462250 sec): 3 clusters Score: Raw -1423161.104684 + Penalty 3040.502609 = -1420120.602075 nChanged 570 SP:Iteration 11Q (2811.517246 sec): 3 clusters Score: Raw -1423530.935844 + Penalty 3040.502609 = -1420490.433235 nChanged 511 SP:Iteration 12Q (2811.577456 sec): 3 clusters Score: Raw -1423843.030109 + Penalty 3040.502609 = -1420802.527500 nChanged 454 SP:Iteration 13Q (2811.640982 sec): 3 clusters Score: Raw -1424105.932869 + Penalty 3040.502609 = -1421065.430259 nChanged 407 SP:Iteration 14Q (2811.703735 sec): 3 clusters Score: Raw -1424332.332680 + Penalty 3040.502609 = -1421291.830071 nChanged 352 SP:Iteration 15Q (2811.775223 sec): 3 clusters Score: Raw -1424529.875532 + Penalty 3040.502609 = -1421489.372923 nChanged 328 SP:Iteration 16Q (2811.830012 sec): 3 clusters Score: Raw -1424718.509648 + Penalty 3040.502609 = -1421678.007039 nChanged 314 SP:Iteration 17Q (2811.881427 sec): 3 clusters Score: Raw -1424892.180674 + Penalty 3040.502609 = -1421851.678065 nChanged 295 SP:Iteration 18Q (2811.948429 sec): 3 clusters Score: Raw -1425041.387894 + Penalty 3040.502609 = -1422000.885285 nChanged 256 SP:Iteration 19Q (2812.017880 sec): 3 clusters Score: Raw -1425170.523912 + Penalty 3040.502609 = -1422130.021303 nChanged 233 SP:Iteration 20F (2812.070114 sec): 3 clusters Score: Raw -1425279.945152 + Penalty 3040.502609 = -1422239.442543 nChanged 222 SP:Iteration 21Q (2812.130540 sec): 3 clusters Score: Raw -1425370.486492 + Penalty 3040.502609 = -1422329.983883 nChanged 174 SP:Iteration 22Q (2812.203245 sec): 3 clusters Score: Raw -1425425.689165 + Penalty 3040.502609 = -1422385.186556 nChanged 127 SP:Iteration 23Q (2812.258227 sec): 3 clusters Score: Raw -1425460.960660 + Penalty 3040.502609 = -1422420.458050 nChanged 118 SP:Iteration 24Q (2812.319075 sec): 3 clusters Score: Raw -1425492.269229 + Penalty 3040.502609 = -1422451.766620 nChanged 112 SP:Iteration 25Q (2812.390859 sec): 3 clusters Score: Raw -1425519.259522 + Penalty 3040.502609 = -1422478.756913 nChanged 102 SP:Iteration 26Q (2812.443993 sec): 3 clusters Score: Raw -1425549.651171 + Penalty 3040.502609 = -1422509.148562 nChanged 106 SP:Iteration 27Q (2812.505848 sec): 3 clusters Score: Raw -1425583.321965 + Penalty 3040.502609 = -1422542.819355 nChanged 98 SP:Iteration 28Q (2812.567222 sec): 3 clusters Score: Raw -1425610.987894 + Penalty 3040.502609 = -1422570.485285 nChanged 75 SP:Iteration 29Q (2812.625355 sec): 3 clusters Score: Raw -1425630.345169 + Penalty 3040.502609 = -1422589.842560 nChanged 70 SP:Iteration 30Q (2812.685091 sec): 3 clusters Score: Raw -1425650.519185 + Penalty 3040.502609 = -1422610.016576 nChanged 74 SP:Iteration 31Q (2812.740875 sec): 3 clusters Score: Raw -1425668.235264 + Penalty 3040.502609 = -1422627.732655 nChanged 82 SP:Iteration 32Q (2812.801970 sec): 3 clusters Score: Raw -1425689.823304 + Penalty 3040.502609 = -1422649.320694 nChanged 80 SP:Iteration 33Q (2812.862372 sec): 3 clusters Score: Raw -1425710.858910 + Penalty 3040.502609 = -1422670.356301 nChanged 65 SP:Iteration 34Q (2812.916203 sec): 3 clusters Score: Raw -1425732.270706 + Penalty 3040.502609 = -1422691.768097 nChanged 74 SP:Iteration 35Q (2812.985627 sec): 3 clusters Score: Raw -1425759.964376 + Penalty 3040.502609 = -1422719.461767 nChanged 72 SP:Iteration 36Q (2813.033081 sec): 3 clusters Score: Raw -1425789.362673 + Penalty 3040.502609 = -1422748.860064 nChanged 80 SP:Iteration 37Q (2813.098195 sec): 3 clusters Score: Raw -1425817.878298 + Penalty 3040.502609 = -1422777.375689 nChanged 76 SP:Iteration 38Q (2813.163071 sec): 3 clusters Score: Raw -1425846.807482 + Penalty 3040.502609 = -1422806.304873 nChanged 77 SP:Iteration 39Q (2813.227078 sec): 3 clusters Score: Raw -1425870.968045 + Penalty 3040.502609 = -1422830.465436 nChanged 59 SP:Iteration 40F (2813.290767 sec): 3 clusters Score: Raw -1425889.554432 + Penalty 3040.502609 = -1422849.051823 nChanged 54 SP:Iteration 41Q (2813.360726 sec): 3 clusters Score: Raw -1425905.895858 + Penalty 3040.502609 = -1422865.393249 nChanged 48 SP:Iteration 42Q (2813.418659 sec): 3 clusters Score: Raw -1425917.934734 + Penalty 3040.502609 = -1422877.432124 nChanged 50 SP:Iteration 43Q (2813.485042 sec): 3 clusters Score: Raw -1425935.759300 + Penalty 3040.502609 = -1422895.256691 nChanged 62 SP:Iteration 44Q (2813.548045 sec): 3 clusters Score: Raw -1425956.907081 + Penalty 3040.502609 = -1422916.404472 nChanged 68 SP:Iteration 45Q (2813.611529 sec): 3 clusters Score: Raw -1425982.795095 + Penalty 3040.502609 = -1422942.292486 nChanged 66 SP:Iteration 46Q (2813.675530 sec): 3 clusters Score: Raw -1426001.744923 + Penalty 3040.502609 = -1422961.242314 nChanged 61 SP:Iteration 47Q (2813.747657 sec): 3 clusters Score: Raw -1426022.696098 + Penalty 3040.502609 = -1422982.193489 nChanged 59 SP:Iteration 48Q (2813.811511 sec): 3 clusters Score: Raw -1426041.814435 + Penalty 3040.502609 = -1423001.311826 nChanged 52 SP:Iteration 49Q (2813.876856 sec): 3 clusters Score: Raw -1426054.784924 + Penalty 3040.502609 = -1423014.282315 nChanged 36 SP:Iteration 50Q (2813.938394 sec): 3 clusters Score: Raw -1426064.113914 + Penalty 3040.502609 = -1423023.611304 nChanged 34 SP:Iteration 51Q (2813.991990 sec): 3 clusters Score: Raw -1426074.516667 + Penalty 3040.502609 = -1423034.014058 nChanged 42 SP:Iteration 52Q (2814.064274 sec): 3 clusters Score: Raw -1426085.803195 + Penalty 3040.502609 = -1423045.300586 nChanged 42 SP:Iteration 53Q (2814.117419 sec): 3 clusters Score: Raw -1426096.558310 + Penalty 3040.502609 = -1423056.055701 nChanged 38 SP:Iteration 54Q (2814.188040 sec): 3 clusters Score: Raw -1426103.447800 + Penalty 3040.502609 = -1423062.945191 nChanged 30 SP:Iteration 55Q (2814.251631 sec): 3 clusters Score: Raw -1426109.956168 + Penalty 3040.502609 = -1423069.453559 nChanged 29 SP:Iteration 56Q (2814.299060 sec): 3 clusters Score: Raw -1426115.706096 + Penalty 3040.502609 = -1423075.203487 nChanged 29 SP:Iteration 57Q (2814.365467 sec): 3 clusters Score: Raw -1426120.791631 + Penalty 3040.502609 = -1423080.289022 nChanged 23 SP:Iteration 58Q (2814.422951 sec): 3 clusters Score: Raw -1426124.931411 + Penalty 3040.502609 = -1423084.428801 nChanged 24 SP:Iteration 59Q (2814.499126 sec): 3 clusters Score: Raw -1426130.898371 + Penalty 3040.502609 = -1423090.395761 nChanged 28 SP:Iteration 60F (2814.564887 sec): 3 clusters Score: Raw -1426136.036876 + Penalty 3040.502609 = -1423095.534267 nChanged 17 SP:Iteration 61Q (2814.614617 sec): 3 clusters Score: Raw -1426139.000489 + Penalty 3040.502609 = -1423098.497880 nChanged 18 SP:Iteration 62Q (2814.677210 sec): 3 clusters Score: Raw -1426141.233073 + Penalty 3040.502609 = -1423100.730464 nChanged 14 SP:Iteration 63Q (2814.746632 sec): 3 clusters Score: Raw -1426143.082677 + Penalty 3040.502609 = -1423102.580068 nChanged 13 SP:Iteration 64Q (2814.801286 sec): 3 clusters Score: Raw -1426145.423152 + Penalty 3040.502609 = -1423104.920543 nChanged 20 SP:Iteration 65Q (2814.863576 sec): 3 clusters Score: Raw -1426147.775098 + Penalty 3040.502609 = -1423107.272488 nChanged 15 SP:Iteration 66Q (2814.925414 sec): 3 clusters Score: Raw -1426149.913890 + Penalty 3040.502609 = -1423109.411281 nChanged 14 SP:Iteration 67Q (2814.983703 sec): 3 clusters Score: Raw -1426151.941914 + Penalty 3040.502609 = -1423111.439305 nChanged 12 SP:Iteration 68Q (2815.048840 sec): 3 clusters Score: Raw -1426153.762897 + Penalty 3040.502609 = -1423113.260288 nChanged 10 SP:Iteration 69Q (2815.116642 sec): 3 clusters Score: Raw -1426155.291284 + Penalty 3040.502609 = -1423114.788675 nChanged 15 SP:Iteration 70Q (2815.183638 sec): 3 clusters Score: Raw -1426157.872749 + Penalty 3040.502609 = -1423117.370140 nChanged 22 SP:Iteration 71Q (2815.242187 sec): 3 clusters Score: Raw -1426160.957684 + Penalty 3040.502609 = -1423120.455074 nChanged 11 SP:Iteration 72Q (2815.314951 sec): 3 clusters Score: Raw -1426162.684435 + Penalty 3040.502609 = -1423122.181826 nChanged 10 SP:Iteration 73Q (2815.378536 sec): 3 clusters Score: Raw -1426164.246966 + Penalty 3040.502609 = -1423123.744356 nChanged 13 SP:Iteration 74Q (2815.446116 sec): 3 clusters Score: Raw -1426166.033254 + Penalty 3040.502609 = -1423125.530645 nChanged 14 SP:Iteration 75Q (2815.501401 sec): 3 clusters Score: Raw -1426168.604022 + Penalty 3040.502609 = -1423128.101413 nChanged 10 SP:Iteration 76Q (2815.568696 sec): 3 clusters Score: Raw -1426170.235321 + Penalty 3040.502609 = -1423129.732711 nChanged 18 SP:Iteration 77Q (2815.635496 sec): 3 clusters Score: Raw -1426173.019239 + Penalty 3040.502609 = -1423132.516630 nChanged 16 SP:Iteration 78Q (2815.708703 sec): 3 clusters Score: Raw -1426176.071117 + Penalty 3040.502609 = -1423135.568508 nChanged 16 SP:Iteration 79Q (2815.774573 sec): 3 clusters Score: Raw -1426178.292878 + Penalty 3040.502609 = -1423137.790269 nChanged 14 SP:Iteration 80F (2815.843800 sec): 3 clusters Score: Raw -1426180.380153 + Penalty 3040.502609 = -1423139.877543 nChanged 15 SP:Iteration 81Q (2815.909649 sec): 3 clusters Score: Raw -1426182.344955 + Penalty 3040.502609 = -1423141.842346 nChanged 8 SP:Iteration 82Q (2815.966269 sec): 3 clusters Score: Raw -1426183.131113 + Penalty 3040.502609 = -1423142.628504 nChanged 9 SP:Iteration 83Q (2816.033016 sec): 3 clusters Score: Raw -1426184.414018 + Penalty 3040.502609 = -1423143.911409 nChanged 8 SP:Iteration 84Q (2816.110087 sec): 3 clusters Score: Raw -1426185.251270 + Penalty 3040.502609 = -1423144.748661 nChanged 5 SP:Iteration 85Q (2816.172945 sec): 3 clusters Score: Raw -1426185.833216 + Penalty 3040.502609 = -1423145.330607 nChanged 5 SP:Iteration 86Q (2816.224663 sec): 3 clusters Score: Raw -1426186.269352 + Penalty 3040.502609 = -1423145.766743 nChanged 3 SP:Iteration 87Q (2816.283178 sec): 3 clusters Score: Raw -1426186.616376 + Penalty 3040.502609 = -1423146.113767 nChanged 3 SP:Iteration 88Q (2816.343945 sec): 3 clusters Score: Raw -1426186.990419 + Penalty 3040.502609 = -1423146.487810 nChanged 3 SP:Iteration 89Q (2816.410622 sec): 3 clusters Score: Raw -1426187.296695 + Penalty 3040.502609 = -1423146.794086 nChanged 3 SP:Iteration 90Q (2816.474653 sec): 3 clusters Score: Raw -1426187.516732 + Penalty 3040.502609 = -1423147.014122 nChanged 0 SP:Iteration 91F (2816.548377 sec): 3 clusters Score: Raw -1426187.516732 + Penalty 3040.502609 = -1423147.014122 nChanged 0 Trying to split cluster 4 (16927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2816.589142 sec): 2 clusters Score: Raw -2128011.071212 + Penalty 1582.208105 = -2126428.863107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2816.662964 sec): 3 clusters Score: Raw -2117925.743489 + Penalty 3164.416209 = -2114761.327280 nChanged 7642 SP:Iteration 1F (2816.728048 sec): 3 clusters Score: Raw -2122113.402758 + Penalty 3164.416209 = -2118948.986549 nChanged 958 SP:Iteration 2F (2816.813988 sec): 3 clusters Score: Raw -2122565.616569 + Penalty 3164.416209 = -2119401.200360 nChanged 954 SP:Iteration 3F (2816.889956 sec): 3 clusters Score: Raw -2123122.747519 + Penalty 3164.416209 = -2119958.331310 nChanged 1002 SP:Iteration 4F (2816.952151 sec): 3 clusters Score: Raw -2123760.205335 + Penalty 3164.416209 = -2120595.789125 nChanged 1050 SP:Iteration 5F (2817.022269 sec): 3 clusters Score: Raw -2124539.541517 + Penalty 3164.416209 = -2121375.125307 nChanged 1151 SP:Iteration 6F (2817.092687 sec): 3 clusters Score: Raw -2125393.971425 + Penalty 3164.416209 = -2122229.555216 nChanged 1188 SP:Iteration 7F (2817.145450 sec): 3 clusters Score: Raw -2126328.577796 + Penalty 3164.416209 = -2123164.161587 nChanged 1043 SP:Iteration 8F (2817.214258 sec): 3 clusters Score: Raw -2127157.666876 + Penalty 3164.416209 = -2123993.250666 nChanged 851 SP:Iteration 9F (2817.275628 sec): 3 clusters Score: Raw -2127895.547497 + Penalty 3164.416209 = -2124731.131288 nChanged 634 SP:Iteration 10Q (2817.343652 sec): 3 clusters Score: Raw -2128472.518053 + Penalty 3164.416209 = -2125308.101843 nChanged 439 SP:Iteration 11Q (2817.411364 sec): 3 clusters Score: Raw -2128822.864519 + Penalty 3164.416209 = -2125658.448310 nChanged 326 SP:Iteration 12Q (2817.478743 sec): 3 clusters Score: Raw -2129052.546642 + Penalty 3164.416209 = -2125888.130433 nChanged 258 SP:Iteration 13Q (2817.551583 sec): 3 clusters Score: Raw -2129248.465624 + Penalty 3164.416209 = -2126084.049415 nChanged 216 SP:Iteration 14Q (2817.609178 sec): 3 clusters Score: Raw -2129421.794321 + Penalty 3164.416209 = -2126257.378112 nChanged 167 SP:Iteration 15Q (2817.684380 sec): 3 clusters Score: Raw -2129561.364030 + Penalty 3164.416209 = -2126396.947820 nChanged 122 SP:Iteration 16Q (2817.755510 sec): 3 clusters Score: Raw -2129641.176216 + Penalty 3164.416209 = -2126476.760007 nChanged 76 SP:Iteration 17Q (2817.811312 sec): 3 clusters Score: Raw -2129674.920716 + Penalty 3164.416209 = -2126510.504507 nChanged 51 SP:Iteration 18Q (2817.880125 sec): 3 clusters Score: Raw -2129691.481203 + Penalty 3164.416209 = -2126527.064994 nChanged 33 SP:Iteration 19Q (2817.947930 sec): 3 clusters Score: Raw -2129701.566147 + Penalty 3164.416209 = -2126537.149937 nChanged 17 SP:Iteration 20F (2818.012031 sec): 3 clusters Score: Raw -2129705.590031 + Penalty 3164.416209 = -2126541.173822 nChanged 14 SP:Iteration 21Q (2818.083217 sec): 3 clusters Score: Raw -2129707.923600 + Penalty 3164.416209 = -2126543.507390 nChanged 9 SP:Iteration 22Q (2818.147959 sec): 3 clusters Score: Raw -2129709.553197 + Penalty 3164.416209 = -2126545.136988 nChanged 4 SP:Iteration 23Q (2818.217105 sec): 3 clusters Score: Raw -2129710.107764 + Penalty 3164.416209 = -2126545.691555 nChanged 4 SP:Iteration 24Q (2818.293938 sec): 3 clusters Score: Raw -2129710.623119 + Penalty 3164.416209 = -2126546.206910 nChanged 6 SP:Iteration 25Q (2818.355586 sec): 3 clusters Score: Raw -2129711.811097 + Penalty 3164.416209 = -2126547.394888 nChanged 2 SP:Iteration 26Q (2818.416667 sec): 3 clusters Score: Raw -2129712.354894 + Penalty 3164.416209 = -2126547.938685 nChanged 3 SP:Iteration 27Q (2818.461861 sec): 3 clusters Score: Raw -2129713.250597 + Penalty 3164.416209 = -2126548.834388 nChanged 2 SP:Iteration 28Q (2818.528023 sec): 3 clusters Score: Raw -2129713.485652 + Penalty 3164.416209 = -2126549.069443 nChanged 2 SP:Iteration 29Q (2818.606972 sec): 3 clusters Score: Raw -2129713.616491 + Penalty 3164.416209 = -2126549.200281 nChanged 0 SP:Iteration 30F (2818.679303 sec): 3 clusters Score: Raw -2129713.616491 + Penalty 3164.416209 = -2126549.200281 nChanged 0 Score: Raw -129548777.266303 + Penalty 101450.942987 = -129447326.323316 Splitting cluster 4 changes total score from -129447848.545255 to -129447326.323316 So it's not getting split. Trying to split cluster 5 (60864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2847.312984 sec): 2 clusters Score: Raw -7589131.209207 + Penalty 1790.164536 = -7587341.044671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2847.465152 sec): 3 clusters Score: Raw -7550364.718587 + Penalty 3580.329072 = -7546784.389515 nChanged 28671 SP:Iteration 1F (2847.606983 sec): 3 clusters Score: Raw -7566878.990448 + Penalty 3580.329072 = -7563298.661375 nChanged 2586 SP:Iteration 2Q (2847.753005 sec): 3 clusters Score: Raw -7567739.626441 + Penalty 3580.329072 = -7564159.297368 nChanged 2694 SP:Iteration 3Q (2847.901898 sec): 3 clusters Score: Raw -7568752.949824 + Penalty 3580.329072 = -7565172.620752 nChanged 2834 SP:Iteration 4Q (2848.058333 sec): 3 clusters Score: Raw -7570000.978627 + Penalty 3580.329072 = -7566420.649555 nChanged 3179 SP:Iteration 5F (2848.197595 sec): 3 clusters Score: Raw -7571574.606782 + Penalty 3580.329072 = -7567994.277710 nChanged 3338 SP:Iteration 6F (2848.346164 sec): 3 clusters Score: Raw -7573323.341768 + Penalty 3580.329072 = -7569743.012696 nChanged 3373 SP:Iteration 7F (2848.495286 sec): 3 clusters Score: Raw -7575229.345039 + Penalty 3580.329072 = -7571649.015967 nChanged 3343 SP:Iteration 8F (2848.641481 sec): 3 clusters Score: Raw -7577303.366292 + Penalty 3580.329072 = -7573723.037219 nChanged 3218 SP:Iteration 9F (2848.784935 sec): 3 clusters Score: Raw -7579294.092571 + Penalty 3580.329072 = -7575713.763499 nChanged 2952 SP:Iteration 10Q (2848.937693 sec): 3 clusters Score: Raw -7580851.403318 + Penalty 3580.329072 = -7577271.074246 nChanged 2304 SP:Iteration 11Q (2849.087899 sec): 3 clusters Score: Raw -7581816.582609 + Penalty 3580.329072 = -7578236.253537 nChanged 1759 SP:Iteration 12Q (2849.231243 sec): 3 clusters Score: Raw -7582370.639988 + Penalty 3580.329072 = -7578790.310916 nChanged 1276 SP:Iteration 13Q (2849.389252 sec): 3 clusters Score: Raw -7582678.523791 + Penalty 3580.329072 = -7579098.194718 nChanged 926 SP:Iteration 14Q (2849.533167 sec): 3 clusters Score: Raw -7582842.028039 + Penalty 3580.329072 = -7579261.698967 nChanged 657 SP:Iteration 15Q (2849.685138 sec): 3 clusters Score: Raw -7582939.844370 + Penalty 3580.329072 = -7579359.515298 nChanged 527 SP:Iteration 16Q (2849.836915 sec): 3 clusters Score: Raw -7583020.243464 + Penalty 3580.329072 = -7579439.914392 nChanged 503 SP:Iteration 17Q (2849.977553 sec): 3 clusters Score: Raw -7583095.402892 + Penalty 3580.329072 = -7579515.073820 nChanged 445 SP:Iteration 18Q (2850.100968 sec): 3 clusters Score: Raw -7583164.284159 + Penalty 3580.329072 = -7579583.955087 nChanged 422 SP:Iteration 19Q (2850.239835 sec): 3 clusters Score: Raw -7583227.508808 + Penalty 3580.329072 = -7579647.179736 nChanged 423 SP:Iteration 20F (2850.379202 sec): 3 clusters Score: Raw -7583288.643208 + Penalty 3580.329072 = -7579708.314136 nChanged 434 SP:Iteration 21Q (2850.513434 sec): 3 clusters Score: Raw -7583352.835780 + Penalty 3580.329072 = -7579772.506707 nChanged 437 SP:Iteration 22Q (2850.651981 sec): 3 clusters Score: Raw -7583422.399590 + Penalty 3580.329072 = -7579842.070518 nChanged 470 SP:Iteration 23Q (2850.790643 sec): 3 clusters Score: Raw -7583496.146544 + Penalty 3580.329072 = -7579915.817471 nChanged 495 SP:Iteration 24Q (2850.924354 sec): 3 clusters Score: Raw -7583579.146409 + Penalty 3580.329072 = -7579998.817336 nChanged 520 SP:Iteration 25Q (2851.074111 sec): 3 clusters Score: Raw -7583669.449534 + Penalty 3580.329072 = -7580089.120462 nChanged 558 SP:Iteration 26Q (2851.223626 sec): 3 clusters Score: Raw -7583772.793071 + Penalty 3580.329072 = -7580192.463998 nChanged 578 SP:Iteration 27Q (2851.372895 sec): 3 clusters Score: Raw -7583878.885587 + Penalty 3580.329072 = -7580298.556515 nChanged 596 SP:Iteration 28Q (2851.517171 sec): 3 clusters Score: Raw -7584003.768973 + Penalty 3580.329072 = -7580423.439901 nChanged 684 SP:Iteration 29Q (2851.656244 sec): 3 clusters Score: Raw -7584153.704942 + Penalty 3580.329072 = -7580573.375869 nChanged 687 SP:Iteration 30Q (2851.814467 sec): 3 clusters Score: Raw -7584310.430422 + Penalty 3580.329072 = -7580730.101349 nChanged 704 SP:Iteration 31Q (2851.956645 sec): 3 clusters Score: Raw -7584472.717129 + Penalty 3580.329072 = -7580892.388057 nChanged 705 SP:Iteration 32Q (2852.104976 sec): 3 clusters Score: Raw -7584641.502711 + Penalty 3580.329072 = -7581061.173638 nChanged 712 SP:Iteration 33Q (2852.244212 sec): 3 clusters Score: Raw -7584821.091088 + Penalty 3580.329072 = -7581240.762015 nChanged 710 SP:Iteration 34Q (2852.387903 sec): 3 clusters Score: Raw -7584990.984881 + Penalty 3580.329072 = -7581410.655808 nChanged 715 SP:Iteration 35Q (2852.529426 sec): 3 clusters Score: Raw -7585176.226398 + Penalty 3580.329072 = -7581595.897326 nChanged 716 SP:Iteration 36Q (2852.682029 sec): 3 clusters Score: Raw -7585370.359332 + Penalty 3580.329072 = -7581790.030260 nChanged 705 SP:Iteration 37Q (2852.827581 sec): 3 clusters Score: Raw -7585560.608076 + Penalty 3580.329072 = -7581980.279004 nChanged 709 SP:Iteration 38Q (2852.961749 sec): 3 clusters Score: Raw -7585759.832759 + Penalty 3580.329072 = -7582179.503687 nChanged 724 SP:Iteration 39Q (2853.098628 sec): 3 clusters Score: Raw -7585968.082616 + Penalty 3580.329072 = -7582387.753543 nChanged 702 SP:Iteration 40F (2853.242772 sec): 3 clusters Score: Raw -7586167.038411 + Penalty 3580.329072 = -7582586.709339 nChanged 673 SP:Iteration 41Q (2853.383187 sec): 3 clusters Score: Raw -7586369.010043 + Penalty 3580.329072 = -7582788.680970 nChanged 665 SP:Iteration 42Q (2853.515434 sec): 3 clusters Score: Raw -7586568.117302 + Penalty 3580.329072 = -7582987.788229 nChanged 617 SP:Iteration 43Q (2853.633240 sec): 3 clusters Score: Raw -7586756.187688 + Penalty 3580.329072 = -7583175.858616 nChanged 598 SP:Iteration 44Q (2853.764280 sec): 3 clusters Score: Raw -7586943.471255 + Penalty 3580.329072 = -7583363.142182 nChanged 577 SP:Iteration 45Q (2853.912852 sec): 3 clusters Score: Raw -7587130.367209 + Penalty 3580.329072 = -7583550.038137 nChanged 573 SP:Iteration 46Q (2854.042508 sec): 3 clusters Score: Raw -7587329.545477 + Penalty 3580.329072 = -7583749.216404 nChanged 580 SP:Iteration 47Q (2854.178951 sec): 3 clusters Score: Raw -7587547.456061 + Penalty 3580.329072 = -7583967.126989 nChanged 521 SP:Iteration 48Q (2854.315233 sec): 3 clusters Score: Raw -7587744.313648 + Penalty 3580.329072 = -7584163.984575 nChanged 482 SP:Iteration 49Q (2854.450155 sec): 3 clusters Score: Raw -7587923.115077 + Penalty 3580.329072 = -7584342.786005 nChanged 415 SP:Iteration 50Q (2854.588890 sec): 3 clusters Score: Raw -7588085.479696 + Penalty 3580.329072 = -7584505.150623 nChanged 437 SP:Iteration 51Q (2854.718253 sec): 3 clusters Score: Raw -7588264.047682 + Penalty 3580.329072 = -7584683.718610 nChanged 353 SP:Iteration 52Q (2854.848782 sec): 3 clusters Score: Raw -7588400.707306 + Penalty 3580.329072 = -7584820.378233 nChanged 317 SP:Iteration 53Q (2854.976914 sec): 3 clusters Score: Raw -7588523.601523 + Penalty 3580.329072 = -7584943.272450 nChanged 295 SP:Iteration 54Q (2855.111311 sec): 3 clusters Score: Raw -7588637.007570 + Penalty 3580.329072 = -7585056.678497 nChanged 280 SP:Iteration 55Q (2855.233239 sec): 3 clusters Score: Raw -7588757.034660 + Penalty 3580.329072 = -7585176.705588 nChanged 256 SP:Iteration 56Q (2855.366575 sec): 3 clusters Score: Raw -7588863.996447 + Penalty 3580.329072 = -7585283.667374 nChanged 217 SP:Iteration 57Q (2855.497208 sec): 3 clusters Score: Raw -7588953.081157 + Penalty 3580.329072 = -7585372.752084 nChanged 169 SP:Iteration 58Q (2855.631875 sec): 3 clusters Score: Raw -7589017.611394 + Penalty 3580.329072 = -7585437.282321 nChanged 137 SP:Iteration 59Q (2855.760351 sec): 3 clusters Score: Raw -7589070.164820 + Penalty 3580.329072 = -7585489.835747 nChanged 132 SP:Iteration 60F (2855.905550 sec): 3 clusters Score: Raw -7589118.770863 + Penalty 3580.329072 = -7585538.441791 nChanged 106 SP:Iteration 61Q (2856.020210 sec): 3 clusters Score: Raw -7589154.554122 + Penalty 3580.329072 = -7585574.225050 nChanged 88 SP:Iteration 62Q (2856.147879 sec): 3 clusters Score: Raw -7589182.038290 + Penalty 3580.329072 = -7585601.709217 nChanged 77 SP:Iteration 63Q (2856.270142 sec): 3 clusters Score: Raw -7589207.659348 + Penalty 3580.329072 = -7585627.330275 nChanged 90 SP:Iteration 64Q (2856.398397 sec): 3 clusters Score: Raw -7589236.047970 + Penalty 3580.329072 = -7585655.718897 nChanged 74 SP:Iteration 65Q (2856.534291 sec): 3 clusters Score: Raw -7589257.695712 + Penalty 3580.329072 = -7585677.366640 nChanged 65 SP:Iteration 66Q (2856.651998 sec): 3 clusters Score: Raw -7589278.886232 + Penalty 3580.329072 = -7585698.557159 nChanged 60 SP:Iteration 67Q (2856.783738 sec): 3 clusters Score: Raw -7589297.054480 + Penalty 3580.329072 = -7585716.725407 nChanged 50 SP:Iteration 68Q (2856.909430 sec): 3 clusters Score: Raw -7589309.882724 + Penalty 3580.329072 = -7585729.553651 nChanged 34 SP:Iteration 69Q (2857.032171 sec): 3 clusters Score: Raw -7589319.162579 + Penalty 3580.329072 = -7585738.833506 nChanged 39 SP:Iteration 70Q (2857.162945 sec): 3 clusters Score: Raw -7589329.122455 + Penalty 3580.329072 = -7585748.793383 nChanged 36 SP:Iteration 71Q (2857.291454 sec): 3 clusters Score: Raw -7589339.642459 + Penalty 3580.329072 = -7585759.313387 nChanged 27 SP:Iteration 72Q (2857.413843 sec): 3 clusters Score: Raw -7589348.539965 + Penalty 3580.329072 = -7585768.210892 nChanged 25 SP:Iteration 73Q (2857.545729 sec): 3 clusters Score: Raw -7589358.320543 + Penalty 3580.329072 = -7585777.991470 nChanged 21 SP:Iteration 74Q (2857.671336 sec): 3 clusters Score: Raw -7589365.688801 + Penalty 3580.329072 = -7585785.359728 nChanged 25 SP:Iteration 75Q (2857.793543 sec): 3 clusters Score: Raw -7589373.215904 + Penalty 3580.329072 = -7585792.886832 nChanged 21 SP:Iteration 76Q (2857.916481 sec): 3 clusters Score: Raw -7589380.062501 + Penalty 3580.329072 = -7585799.733429 nChanged 18 SP:Iteration 77Q (2858.037623 sec): 3 clusters Score: Raw -7589385.090651 + Penalty 3580.329072 = -7585804.761579 nChanged 19 SP:Iteration 78Q (2858.168649 sec): 3 clusters Score: Raw -7589390.723686 + Penalty 3580.329072 = -7585810.394614 nChanged 14 SP:Iteration 79Q (2858.295656 sec): 3 clusters Score: Raw -7589395.341615 + Penalty 3580.329072 = -7585815.012542 nChanged 18 SP:Iteration 80F (2858.434904 sec): 3 clusters Score: Raw -7589402.390049 + Penalty 3580.329072 = -7585822.060977 nChanged 20 SP:Iteration 81Q (2858.573014 sec): 3 clusters Score: Raw -7589407.099418 + Penalty 3580.329072 = -7585826.770345 nChanged 14 SP:Iteration 82Q (2858.692068 sec): 3 clusters Score: Raw -7589410.197847 + Penalty 3580.329072 = -7585829.868775 nChanged 17 SP:Iteration 83Q (2858.818459 sec): 3 clusters Score: Raw -7589414.852239 + Penalty 3580.329072 = -7585834.523166 nChanged 12 SP:Iteration 84Q (2858.933482 sec): 3 clusters Score: Raw -7589418.609619 + Penalty 3580.329072 = -7585838.280546 nChanged 11 SP:Iteration 85Q (2859.047433 sec): 3 clusters Score: Raw -7589421.578209 + Penalty 3580.329072 = -7585841.249137 nChanged 12 SP:Iteration 86Q (2859.168297 sec): 3 clusters Score: Raw -7589425.163317 + Penalty 3580.329072 = -7585844.834245 nChanged 12 SP:Iteration 87Q (2859.290719 sec): 3 clusters Score: Raw -7589428.356871 + Penalty 3580.329072 = -7585848.027799 nChanged 12 SP:Iteration 88Q (2859.400942 sec): 3 clusters Score: Raw -7589431.999144 + Penalty 3580.329072 = -7585851.670072 nChanged 11 SP:Iteration 89Q (2859.506302 sec): 3 clusters Score: Raw -7589435.199665 + Penalty 3580.329072 = -7585854.870593 nChanged 15 SP:Iteration 90Q (2859.625737 sec): 3 clusters Score: Raw -7589439.645726 + Penalty 3580.329072 = -7585859.316654 nChanged 9 SP:Iteration 91Q (2859.736963 sec): 3 clusters Score: Raw -7589442.375264 + Penalty 3580.329072 = -7585862.046191 nChanged 7 SP:Iteration 92Q (2859.866040 sec): 3 clusters Score: Raw -7589444.384042 + Penalty 3580.329072 = -7585864.054970 nChanged 4 SP:Iteration 93Q (2859.987813 sec): 3 clusters Score: Raw -7589445.793700 + Penalty 3580.329072 = -7585865.464628 nChanged 3 SP:Iteration 94Q (2860.119183 sec): 3 clusters Score: Raw -7589446.607296 + Penalty 3580.329072 = -7585866.278224 nChanged 3 SP:Iteration 95Q (2860.243521 sec): 3 clusters Score: Raw -7589447.363208 + Penalty 3580.329072 = -7585867.034136 nChanged 5 SP:Iteration 96Q (2860.368507 sec): 3 clusters Score: Raw -7589449.964096 + Penalty 3580.329072 = -7585869.635024 nChanged 9 SP:Iteration 97Q (2860.489077 sec): 3 clusters Score: Raw -7589453.277566 + Penalty 3580.329072 = -7585872.948493 nChanged 7 SP:Iteration 98Q (2860.615329 sec): 3 clusters Score: Raw -7589456.071663 + Penalty 3580.329072 = -7585875.742590 nChanged 5 SP:Iteration 99Q (2860.739698 sec): 3 clusters Score: Raw -7589458.874311 + Penalty 3580.329072 = -7585878.545238 nChanged 7 SP:Iteration 100F (2860.872707 sec): 3 clusters Score: Raw -7589461.205847 + Penalty 3580.329072 = -7585880.876775 nChanged 7 SP:Iteration 101Q (2861.006164 sec): 3 clusters Score: Raw -7589463.691364 + Penalty 3580.329072 = -7585883.362292 nChanged 6 SP:Iteration 102Q (2861.129554 sec): 3 clusters Score: Raw -7589464.734467 + Penalty 3580.329072 = -7585884.405395 nChanged 1 SP:Iteration 103Q (2861.258771 sec): 3 clusters Score: Raw -7589464.917934 + Penalty 3580.329072 = -7585884.588862 nChanged 0 SP:Iteration 104F (2861.392941 sec): 3 clusters Score: Raw -7589464.917934 + Penalty 3580.329072 = -7585884.588862 nChanged 0 Trying to split cluster 6 (34055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2861.470505 sec): 2 clusters Score: Raw -4301892.461014 + Penalty 1695.806473 = -4300196.654540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2861.572365 sec): 3 clusters Score: Raw -4280733.602879 + Penalty 3391.612947 = -4277341.989932 nChanged 15657 SP:Iteration 1F (2861.668280 sec): 3 clusters Score: Raw -4289437.403293 + Penalty 3391.612947 = -4286045.790346 nChanged 1598 SP:Iteration 2Q (2861.780804 sec): 3 clusters Score: Raw -4290004.127787 + Penalty 3391.612947 = -4286612.514841 nChanged 1718 SP:Iteration 3F (2861.884860 sec): 3 clusters Score: Raw -4290664.778447 + Penalty 3391.612947 = -4287273.165501 nChanged 1741 SP:Iteration 4F (2861.978231 sec): 3 clusters Score: Raw -4291395.450011 + Penalty 3391.612947 = -4288003.837064 nChanged 1831 SP:Iteration 5F (2862.089567 sec): 3 clusters Score: Raw -4292239.037153 + Penalty 3391.612947 = -4288847.424206 nChanged 1898 SP:Iteration 6F (2862.186974 sec): 3 clusters Score: Raw -4293161.156668 + Penalty 3391.612947 = -4289769.543722 nChanged 1825 SP:Iteration 7F (2862.285105 sec): 3 clusters Score: Raw -4294056.647950 + Penalty 3391.612947 = -4290665.035003 nChanged 1705 SP:Iteration 8F (2862.389360 sec): 3 clusters Score: Raw -4294898.790228 + Penalty 3391.612947 = -4291507.177281 nChanged 1563 SP:Iteration 9Q (2862.490964 sec): 3 clusters Score: Raw -4295667.997425 + Penalty 3391.612947 = -4292276.384478 nChanged 1354 SP:Iteration 10Q (2862.594416 sec): 3 clusters Score: Raw -4296423.390368 + Penalty 3391.612947 = -4293031.777421 nChanged 1389 SP:Iteration 11Q (2862.689075 sec): 3 clusters Score: Raw -4297278.038825 + Penalty 3391.612947 = -4293886.425879 nChanged 1391 SP:Iteration 12Q (2862.788226 sec): 3 clusters Score: Raw -4298269.959216 + Penalty 3391.612947 = -4294878.346269 nChanged 1307 SP:Iteration 13Q (2862.889037 sec): 3 clusters Score: Raw -4299327.364949 + Penalty 3391.612947 = -4295935.752002 nChanged 1132 SP:Iteration 14Q (2862.984957 sec): 3 clusters Score: Raw -4300330.105337 + Penalty 3391.612947 = -4296938.492391 nChanged 809 SP:Iteration 15Q (2863.086046 sec): 3 clusters Score: Raw -4301082.076464 + Penalty 3391.612947 = -4297690.463518 nChanged 477 SP:Iteration 16Q (2863.172869 sec): 3 clusters Score: Raw -4301535.739815 + Penalty 3391.612947 = -4298144.126868 nChanged 244 SP:Iteration 17Q (2863.257229 sec): 3 clusters Score: Raw -4301782.305590 + Penalty 3391.612947 = -4298390.692643 nChanged 129 SP:Iteration 18Q (2863.342830 sec): 3 clusters Score: Raw -4301916.821862 + Penalty 3391.612947 = -4298525.208915 nChanged 73 SP:Iteration 19Q (2863.432940 sec): 3 clusters Score: Raw -4301996.516621 + Penalty 3391.612947 = -4298604.903674 nChanged 49 SP:Iteration 20F (2863.525357 sec): 3 clusters Score: Raw -4302040.478185 + Penalty 3391.612947 = -4298648.865238 nChanged 37 SP:Iteration 21Q (2863.598652 sec): 3 clusters Score: Raw -4302072.648858 + Penalty 3391.612947 = -4298681.035912 nChanged 15 SP:Iteration 22Q (2863.676290 sec): 3 clusters Score: Raw -4302086.580003 + Penalty 3391.612947 = -4298694.967056 nChanged 18 SP:Iteration 23Q (2863.764803 sec): 3 clusters Score: Raw -4302102.786176 + Penalty 3391.612947 = -4298711.173230 nChanged 14 SP:Iteration 24Q (2863.839453 sec): 3 clusters Score: Raw -4302116.466820 + Penalty 3391.612947 = -4298724.853873 nChanged 6 SP:Iteration 25Q (2863.919651 sec): 3 clusters Score: Raw -4302123.693190 + Penalty 3391.612947 = -4298732.080243 nChanged 7 SP:Iteration 26Q (2864.006869 sec): 3 clusters Score: Raw -4302132.703371 + Penalty 3391.612947 = -4298741.090425 nChanged 8 SP:Iteration 27Q (2864.096515 sec): 3 clusters Score: Raw -4302142.939023 + Penalty 3391.612947 = -4298751.326076 nChanged 4 SP:Iteration 28Q (2864.197306 sec): 3 clusters Score: Raw -4302146.557901 + Penalty 3391.612947 = -4298754.944955 nChanged 4 SP:Iteration 29Q (2864.264394 sec): 3 clusters Score: Raw -4302149.261920 + Penalty 3391.612947 = -4298757.648973 nChanged 3 SP:Iteration 30Q (2864.348078 sec): 3 clusters Score: Raw -4302150.879488 + Penalty 3391.612947 = -4298759.266541 nChanged 0 SP:Iteration 31F (2864.438185 sec): 3 clusters Score: Raw -4302150.879488 + Penalty 3391.612947 = -4298759.266541 nChanged 0 Trying to split cluster 7 (3915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2864.473624 sec): 2 clusters Score: Raw -429877.377714 + Penalty 1344.292724 = -428533.084990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2864.519039 sec): 3 clusters Score: Raw -427925.024622 + Penalty 2688.585448 = -425236.439175 nChanged 1571 SP:Iteration 1F (2864.560712 sec): 3 clusters Score: Raw -428887.144890 + Penalty 2688.585448 = -426198.559442 nChanged 358 SP:Iteration 2F (2864.615593 sec): 3 clusters Score: Raw -429188.963279 + Penalty 2688.585448 = -426500.377832 nChanged 282 SP:Iteration 3F (2864.662909 sec): 3 clusters Score: Raw -429467.704399 + Penalty 2688.585448 = -426779.118951 nChanged 285 SP:Iteration 4F (2864.722616 sec): 3 clusters Score: Raw -429750.349374 + Penalty 2688.585448 = -427061.763926 nChanged 255 SP:Iteration 5F (2864.774166 sec): 3 clusters Score: Raw -430019.231958 + Penalty 2688.585448 = -427330.646511 nChanged 255 SP:Iteration 6F (2864.823253 sec): 3 clusters Score: Raw -430279.656916 + Penalty 2688.585448 = -427591.071468 nChanged 240 SP:Iteration 7F (2864.874488 sec): 3 clusters Score: Raw -430529.881107 + Penalty 2688.585448 = -427841.295659 nChanged 211 SP:Iteration 8F (2864.928646 sec): 3 clusters Score: Raw -430738.819714 + Penalty 2688.585448 = -428050.234266 nChanged 159 SP:Iteration 9Q (2864.965803 sec): 3 clusters Score: Raw -430888.196346 + Penalty 2688.585448 = -428199.610898 nChanged 115 SP:Iteration 10Q (2865.010691 sec): 3 clusters Score: Raw -431000.689257 + Penalty 2688.585448 = -428312.103809 nChanged 102 SP:Iteration 11Q (2865.060058 sec): 3 clusters Score: Raw -431088.216773 + Penalty 2688.585448 = -428399.631325 nChanged 78 SP:Iteration 12Q (2865.089789 sec): 3 clusters Score: Raw -431140.924991 + Penalty 2688.585448 = -428452.339543 nChanged 62 SP:Iteration 13Q (2865.149257 sec): 3 clusters Score: Raw -431179.123787 + Penalty 2688.585448 = -428490.538339 nChanged 40 SP:Iteration 14Q (2865.187804 sec): 3 clusters Score: Raw -431202.908311 + Penalty 2688.585448 = -428514.322863 nChanged 31 SP:Iteration 15Q (2865.243463 sec): 3 clusters Score: Raw -431219.239857 + Penalty 2688.585448 = -428530.654409 nChanged 24 SP:Iteration 16Q (2865.289080 sec): 3 clusters Score: Raw -431235.870807 + Penalty 2688.585448 = -428547.285359 nChanged 22 SP:Iteration 17Q (2865.333145 sec): 3 clusters Score: Raw -431248.626876 + Penalty 2688.585448 = -428560.041429 nChanged 20 SP:Iteration 18Q (2865.372926 sec): 3 clusters Score: Raw -431258.498573 + Penalty 2688.585448 = -428569.913125 nChanged 20 SP:Iteration 19Q (2865.425438 sec): 3 clusters Score: Raw -431270.520875 + Penalty 2688.585448 = -428581.935427 nChanged 25 SP:Iteration 20F (2865.467419 sec): 3 clusters Score: Raw -431282.260871 + Penalty 2688.585448 = -428593.675423 nChanged 27 SP:Iteration 21Q (2865.502808 sec): 3 clusters Score: Raw -431294.546207 + Penalty 2688.585448 = -428605.960759 nChanged 27 SP:Iteration 22Q (2865.533529 sec): 3 clusters Score: Raw -431307.342094 + Penalty 2688.585448 = -428618.756647 nChanged 18 SP:Iteration 23Q (2865.585421 sec): 3 clusters Score: Raw -431314.933782 + Penalty 2688.585448 = -428626.348334 nChanged 20 SP:Iteration 24Q (2865.635297 sec): 3 clusters Score: Raw -431322.844782 + Penalty 2688.585448 = -428634.259334 nChanged 18 SP:Iteration 25Q (2865.675190 sec): 3 clusters Score: Raw -431330.718831 + Penalty 2688.585448 = -428642.133384 nChanged 15 SP:Iteration 26Q (2865.709239 sec): 3 clusters Score: Raw -431335.480940 + Penalty 2688.585448 = -428646.895492 nChanged 7 SP:Iteration 27Q (2865.755411 sec): 3 clusters Score: Raw -431337.370583 + Penalty 2688.585448 = -428648.785135 nChanged 9 SP:Iteration 28Q (2865.800021 sec): 3 clusters Score: Raw -431339.612707 + Penalty 2688.585448 = -428651.027260 nChanged 7 SP:Iteration 29Q (2865.843485 sec): 3 clusters Score: Raw -431341.564439 + Penalty 2688.585448 = -428652.978992 nChanged 9 SP:Iteration 30Q (2865.889256 sec): 3 clusters Score: Raw -431343.036910 + Penalty 2688.585448 = -428654.451463 nChanged 2 SP:Iteration 31Q (2865.940016 sec): 3 clusters Score: Raw -431343.752379 + Penalty 2688.585448 = -428655.166931 nChanged 6 SP:Iteration 32Q (2865.997950 sec): 3 clusters Score: Raw -431347.117575 + Penalty 2688.585448 = -428658.532127 nChanged 3 SP:Iteration 33Q (2866.039346 sec): 3 clusters Score: Raw -431348.183200 + Penalty 2688.585448 = -428659.597752 nChanged 6 SP:Iteration 34Q (2866.095723 sec): 3 clusters Score: Raw -431349.396916 + Penalty 2688.585448 = -428660.811468 nChanged 4 SP:Iteration 35Q (2866.150726 sec): 3 clusters Score: Raw -431350.413816 + Penalty 2688.585448 = -428661.828369 nChanged 1 SP:Iteration 36Q (2866.191051 sec): 3 clusters Score: Raw -431350.736027 + Penalty 2688.585448 = -428662.150580 nChanged 1 SP:Iteration 37Q (2866.239349 sec): 3 clusters Score: Raw -431350.869600 + Penalty 2688.585448 = -428662.284152 nChanged 0 SP:Iteration 38F (2866.288325 sec): 3 clusters Score: Raw -431350.869600 + Penalty 2688.585448 = -428662.284152 nChanged 0 Score: Raw -129548548.212911 + Penalty 101450.942987 = -129447097.269924 Splitting cluster 7 changes total score from -129447848.545255 to -129447097.269924 So it's not getting split. Trying to split cluster 8 (12747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2894.570949 sec): 2 clusters Score: Raw -1512875.401195 + Penalty 1536.120825 = -1511339.280370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2894.634865 sec): 3 clusters Score: Raw -1505428.302473 + Penalty 3072.241649 = -1502356.060824 nChanged 5540 SP:Iteration 1F (2894.700810 sec): 3 clusters Score: Raw -1508528.811392 + Penalty 3072.241649 = -1505456.569743 nChanged 797 SP:Iteration 2F (2894.765571 sec): 3 clusters Score: Raw -1508901.467866 + Penalty 3072.241649 = -1505829.226217 nChanged 681 SP:Iteration 3F (2894.820796 sec): 3 clusters Score: Raw -1509241.082276 + Penalty 3072.241649 = -1506168.840627 nChanged 676 SP:Iteration 4F (2894.883121 sec): 3 clusters Score: Raw -1509661.402856 + Penalty 3072.241649 = -1506589.161206 nChanged 730 SP:Iteration 5F (2894.943515 sec): 3 clusters Score: Raw -1510175.726703 + Penalty 3072.241649 = -1507103.485054 nChanged 745 SP:Iteration 6F (2895.016080 sec): 3 clusters Score: Raw -1510718.202224 + Penalty 3072.241649 = -1507645.960574 nChanged 702 SP:Iteration 7F (2895.071661 sec): 3 clusters Score: Raw -1511276.325571 + Penalty 3072.241649 = -1508204.083922 nChanged 630 SP:Iteration 8Q (2895.145154 sec): 3 clusters Score: Raw -1511800.118629 + Penalty 3072.241649 = -1508727.876979 nChanged 509 SP:Iteration 9Q (2895.203146 sec): 3 clusters Score: Raw -1512257.776721 + Penalty 3072.241649 = -1509185.535071 nChanged 421 SP:Iteration 10Q (2895.264788 sec): 3 clusters Score: Raw -1512647.839067 + Penalty 3072.241649 = -1509575.597418 nChanged 338 SP:Iteration 11Q (2895.320013 sec): 3 clusters Score: Raw -1513002.060982 + Penalty 3072.241649 = -1509929.819332 nChanged 287 SP:Iteration 12Q (2895.348521 sec): 3 clusters Score: Raw -1513295.180502 + Penalty 3072.241649 = -1510222.938853 nChanged 226 SP:Iteration 13Q (2895.405322 sec): 3 clusters Score: Raw -1513533.440085 + Penalty 3072.241649 = -1510461.198436 nChanged 170 SP:Iteration 14Q (2895.473368 sec): 3 clusters Score: Raw -1513670.390036 + Penalty 3072.241649 = -1510598.148387 nChanged 131 SP:Iteration 15Q (2895.522802 sec): 3 clusters Score: Raw -1513751.568574 + Penalty 3072.241649 = -1510679.326925 nChanged 75 SP:Iteration 16Q (2895.583967 sec): 3 clusters Score: Raw -1513786.630554 + Penalty 3072.241649 = -1510714.388905 nChanged 58 SP:Iteration 17Q (2895.640556 sec): 3 clusters Score: Raw -1513819.782361 + Penalty 3072.241649 = -1510747.540712 nChanged 58 SP:Iteration 18Q (2895.707035 sec): 3 clusters Score: Raw -1513844.222468 + Penalty 3072.241649 = -1510771.980818 nChanged 32 SP:Iteration 19Q (2895.766283 sec): 3 clusters Score: Raw -1513854.414581 + Penalty 3072.241649 = -1510782.172931 nChanged 32 SP:Iteration 20F (2895.823419 sec): 3 clusters Score: Raw -1513864.591529 + Penalty 3072.241649 = -1510792.349880 nChanged 27 SP:Iteration 21Q (2895.878834 sec): 3 clusters Score: Raw -1513873.651238 + Penalty 3072.241649 = -1510801.409589 nChanged 21 SP:Iteration 22Q (2895.931548 sec): 3 clusters Score: Raw -1513882.039904 + Penalty 3072.241649 = -1510809.798255 nChanged 12 SP:Iteration 23Q (2895.987771 sec): 3 clusters Score: Raw -1513886.013792 + Penalty 3072.241649 = -1510813.772142 nChanged 10 SP:Iteration 24Q (2896.045911 sec): 3 clusters Score: Raw -1513889.404997 + Penalty 3072.241649 = -1510817.163348 nChanged 9 SP:Iteration 25Q (2896.103972 sec): 3 clusters Score: Raw -1513892.261391 + Penalty 3072.241649 = -1510820.019741 nChanged 7 SP:Iteration 26Q (2896.158607 sec): 3 clusters Score: Raw -1513894.597246 + Penalty 3072.241649 = -1510822.355597 nChanged 7 SP:Iteration 27Q (2896.219431 sec): 3 clusters Score: Raw -1513896.610135 + Penalty 3072.241649 = -1510824.368486 nChanged 6 SP:Iteration 28Q (2896.285443 sec): 3 clusters Score: Raw -1513898.167543 + Penalty 3072.241649 = -1510825.925894 nChanged 7 SP:Iteration 29Q (2896.341537 sec): 3 clusters Score: Raw -1513899.901688 + Penalty 3072.241649 = -1510827.660039 nChanged 7 SP:Iteration 30Q (2896.398177 sec): 3 clusters Score: Raw -1513901.914735 + Penalty 3072.241649 = -1510829.673086 nChanged 6 SP:Iteration 31Q (2896.467415 sec): 3 clusters Score: Raw -1513903.638894 + Penalty 3072.241649 = -1510831.397244 nChanged 4 SP:Iteration 32Q (2896.530725 sec): 3 clusters Score: Raw -1513904.268680 + Penalty 3072.241649 = -1510832.027031 nChanged 4 SP:Iteration 33Q (2896.585945 sec): 3 clusters Score: Raw -1513905.281189 + Penalty 3072.241649 = -1510833.039539 nChanged 2 SP:Iteration 34Q (2896.651824 sec): 3 clusters Score: Raw -1513905.539621 + Penalty 3072.241649 = -1510833.297971 nChanged 1 SP:Iteration 35Q (2896.713459 sec): 3 clusters Score: Raw -1513905.786175 + Penalty 3072.241649 = -1510833.544525 nChanged 2 SP:Iteration 36Q (2896.766890 sec): 3 clusters Score: Raw -1513906.093937 + Penalty 3072.241649 = -1510833.852287 nChanged 2 SP:Iteration 37Q (2896.825292 sec): 3 clusters Score: Raw -1513906.299842 + Penalty 3072.241649 = -1510834.058192 nChanged 1 SP:Iteration 38Q (2896.886290 sec): 3 clusters Score: Raw -1513906.468433 + Penalty 3072.241649 = -1510834.226784 nChanged 0 SP:Iteration 39F (2896.964619 sec): 3 clusters Score: Raw -1513906.468433 + Penalty 3072.241649 = -1510834.226784 nChanged 0 Trying to split cluster 9 (49433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2897.044259 sec): 2 clusters Score: Raw -6158186.904709 + Penalty 1756.360693 = -6156430.544016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2897.166355 sec): 3 clusters Score: Raw -6126808.957947 + Penalty 3512.721386 = -6123296.236561 nChanged 23325 SP:Iteration 1F (2897.276942 sec): 3 clusters Score: Raw -6140107.272446 + Penalty 3512.721386 = -6136594.551060 nChanged 2049 SP:Iteration 2Q (2897.409233 sec): 3 clusters Score: Raw -6140769.285416 + Penalty 3512.721386 = -6137256.564029 nChanged 2110 SP:Iteration 3Q (2897.532219 sec): 3 clusters Score: Raw -6141526.524540 + Penalty 3512.721386 = -6138013.803154 nChanged 2168 SP:Iteration 4Q (2897.653883 sec): 3 clusters Score: Raw -6142434.820000 + Penalty 3512.721386 = -6138922.098614 nChanged 2424 SP:Iteration 5Q (2897.786606 sec): 3 clusters Score: Raw -6143560.523763 + Penalty 3512.721386 = -6140047.802377 nChanged 2629 SP:Iteration 6F (2897.898962 sec): 3 clusters Score: Raw -6144936.083655 + Penalty 3512.721386 = -6141423.362269 nChanged 2817 SP:Iteration 7F (2898.025837 sec): 3 clusters Score: Raw -6146615.268530 + Penalty 3512.721386 = -6143102.547143 nChanged 2884 SP:Iteration 8F (2898.149831 sec): 3 clusters Score: Raw -6148551.837675 + Penalty 3512.721386 = -6145039.116289 nChanged 2735 SP:Iteration 9F (2898.278512 sec): 3 clusters Score: Raw -6150349.818018 + Penalty 3512.721386 = -6146837.096632 nChanged 2322 SP:Iteration 10Q (2898.409547 sec): 3 clusters Score: Raw -6151610.351198 + Penalty 3512.721386 = -6148097.629812 nChanged 1718 SP:Iteration 11Q (2898.523747 sec): 3 clusters Score: Raw -6152276.849403 + Penalty 3512.721386 = -6148764.128017 nChanged 1126 SP:Iteration 12Q (2898.645181 sec): 3 clusters Score: Raw -6152559.013045 + Penalty 3512.721386 = -6149046.291658 nChanged 671 SP:Iteration 13Q (2898.763044 sec): 3 clusters Score: Raw -6152706.670884 + Penalty 3512.721386 = -6149193.949497 nChanged 526 SP:Iteration 14Q (2898.884296 sec): 3 clusters Score: Raw -6152812.980949 + Penalty 3512.721386 = -6149300.259563 nChanged 499 SP:Iteration 15Q (2899.003546 sec): 3 clusters Score: Raw -6152919.746597 + Penalty 3512.721386 = -6149407.025211 nChanged 505 SP:Iteration 16Q (2899.123805 sec): 3 clusters Score: Raw -6153027.427789 + Penalty 3512.721386 = -6149514.706402 nChanged 514 SP:Iteration 17Q (2899.241382 sec): 3 clusters Score: Raw -6153141.480077 + Penalty 3512.721386 = -6149628.758691 nChanged 544 SP:Iteration 18Q (2899.360756 sec): 3 clusters Score: Raw -6153269.893770 + Penalty 3512.721386 = -6149757.172384 nChanged 556 SP:Iteration 19Q (2899.484788 sec): 3 clusters Score: Raw -6153395.866363 + Penalty 3512.721386 = -6149883.144977 nChanged 553 SP:Iteration 20F (2899.602821 sec): 3 clusters Score: Raw -6153515.562521 + Penalty 3512.721386 = -6150002.841135 nChanged 515 SP:Iteration 21Q (2899.733518 sec): 3 clusters Score: Raw -6153634.320538 + Penalty 3512.721386 = -6150121.599151 nChanged 564 SP:Iteration 22Q (2899.855631 sec): 3 clusters Score: Raw -6153775.740422 + Penalty 3512.721386 = -6150263.019035 nChanged 636 SP:Iteration 23Q (2899.971446 sec): 3 clusters Score: Raw -6153950.003368 + Penalty 3512.721386 = -6150437.281982 nChanged 657 SP:Iteration 24Q (2900.092952 sec): 3 clusters Score: Raw -6154146.111138 + Penalty 3512.721386 = -6150633.389752 nChanged 710 SP:Iteration 25Q (2900.214101 sec): 3 clusters Score: Raw -6154362.694858 + Penalty 3512.721386 = -6150849.973472 nChanged 724 SP:Iteration 26Q (2900.313228 sec): 3 clusters Score: Raw -6154592.884712 + Penalty 3512.721386 = -6151080.163326 nChanged 761 SP:Iteration 27Q (2900.413875 sec): 3 clusters Score: Raw -6154855.610784 + Penalty 3512.721386 = -6151342.889398 nChanged 808 SP:Iteration 28Q (2900.525666 sec): 3 clusters Score: Raw -6155163.085551 + Penalty 3512.721386 = -6151650.364165 nChanged 811 SP:Iteration 29Q (2900.624307 sec): 3 clusters Score: Raw -6155480.094210 + Penalty 3512.721386 = -6151967.372823 nChanged 791 SP:Iteration 30Q (2900.736881 sec): 3 clusters Score: Raw -6155804.271811 + Penalty 3512.721386 = -6152291.550425 nChanged 761 SP:Iteration 31Q (2900.852256 sec): 3 clusters Score: Raw -6156127.874467 + Penalty 3512.721386 = -6152615.153081 nChanged 763 SP:Iteration 32Q (2900.966378 sec): 3 clusters Score: Raw -6156465.294640 + Penalty 3512.721386 = -6152952.573254 nChanged 747 SP:Iteration 33Q (2901.080146 sec): 3 clusters Score: Raw -6156806.466109 + Penalty 3512.721386 = -6153293.744723 nChanged 656 SP:Iteration 34Q (2901.195292 sec): 3 clusters Score: Raw -6157133.731393 + Penalty 3512.721386 = -6153621.010006 nChanged 634 SP:Iteration 35Q (2901.299817 sec): 3 clusters Score: Raw -6157462.225671 + Penalty 3512.721386 = -6153949.504285 nChanged 544 SP:Iteration 36Q (2901.406978 sec): 3 clusters Score: Raw -6157753.875697 + Penalty 3512.721386 = -6154241.154311 nChanged 510 SP:Iteration 37Q (2901.522305 sec): 3 clusters Score: Raw -6158048.582678 + Penalty 3512.721386 = -6154535.861292 nChanged 429 SP:Iteration 38Q (2901.633828 sec): 3 clusters Score: Raw -6158314.031157 + Penalty 3512.721386 = -6154801.309771 nChanged 376 SP:Iteration 39Q (2901.742622 sec): 3 clusters Score: Raw -6158562.619867 + Penalty 3512.721386 = -6155049.898481 nChanged 331 SP:Iteration 40F (2901.854652 sec): 3 clusters Score: Raw -6158797.123431 + Penalty 3512.721386 = -6155284.402045 nChanged 262 SP:Iteration 41Q (2901.964809 sec): 3 clusters Score: Raw -6158992.667835 + Penalty 3512.721386 = -6155479.946449 nChanged 226 SP:Iteration 42Q (2902.069190 sec): 3 clusters Score: Raw -6159138.825370 + Penalty 3512.721386 = -6155626.103983 nChanged 177 SP:Iteration 43Q (2902.183027 sec): 3 clusters Score: Raw -6159241.315659 + Penalty 3512.721386 = -6155728.594272 nChanged 125 SP:Iteration 44Q (2902.290738 sec): 3 clusters Score: Raw -6159309.103924 + Penalty 3512.721386 = -6155796.382538 nChanged 102 SP:Iteration 45Q (2902.394133 sec): 3 clusters Score: Raw -6159362.657275 + Penalty 3512.721386 = -6155849.935889 nChanged 77 SP:Iteration 46Q (2902.494089 sec): 3 clusters Score: Raw -6159393.763454 + Penalty 3512.721386 = -6155881.042068 nChanged 55 SP:Iteration 47Q (2902.604426 sec): 3 clusters Score: Raw -6159411.353357 + Penalty 3512.721386 = -6155898.631971 nChanged 48 SP:Iteration 48Q (2902.717473 sec): 3 clusters Score: Raw -6159424.153089 + Penalty 3512.721386 = -6155911.431703 nChanged 30 SP:Iteration 49Q (2902.835126 sec): 3 clusters Score: Raw -6159431.712524 + Penalty 3512.721386 = -6155918.991138 nChanged 18 SP:Iteration 50Q (2902.945636 sec): 3 clusters Score: Raw -6159435.924882 + Penalty 3512.721386 = -6155923.203496 nChanged 15 SP:Iteration 51Q (2903.042522 sec): 3 clusters Score: Raw -6159440.252409 + Penalty 3512.721386 = -6155927.531023 nChanged 14 SP:Iteration 52Q (2903.158555 sec): 3 clusters Score: Raw -6159442.732695 + Penalty 3512.721386 = -6155930.011309 nChanged 9 SP:Iteration 53Q (2903.263544 sec): 3 clusters Score: Raw -6159444.380627 + Penalty 3512.721386 = -6155931.659240 nChanged 9 SP:Iteration 54Q (2903.378214 sec): 3 clusters Score: Raw -6159446.199432 + Penalty 3512.721386 = -6155933.478046 nChanged 9 SP:Iteration 55Q (2903.471729 sec): 3 clusters Score: Raw -6159447.427246 + Penalty 3512.721386 = -6155934.705860 nChanged 4 SP:Iteration 56Q (2903.566814 sec): 3 clusters Score: Raw -6159448.047678 + Penalty 3512.721386 = -6155935.326292 nChanged 4 SP:Iteration 57Q (2903.668241 sec): 3 clusters Score: Raw -6159448.984839 + Penalty 3512.721386 = -6155936.263453 nChanged 3 SP:Iteration 58Q (2903.767944 sec): 3 clusters Score: Raw -6159449.416304 + Penalty 3512.721386 = -6155936.694917 nChanged 1 SP:Iteration 59Q (2903.861886 sec): 3 clusters Score: Raw -6159449.511111 + Penalty 3512.721386 = -6155936.789725 nChanged 0 SP:Iteration 60F (2903.960191 sec): 3 clusters Score: Raw -6159449.511111 + Penalty 3512.721386 = -6155936.789725 nChanged 0 Trying to split cluster 10 (4150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2903.982153 sec): 2 clusters Score: Raw -506498.826284 + Penalty 1353.765337 = -505145.060947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2904.037865 sec): 3 clusters Score: Raw -504484.747323 + Penalty 2707.530674 = -501777.216648 nChanged 1606 SP:Iteration 1F (2904.086092 sec): 3 clusters Score: Raw -505383.200081 + Penalty 2707.530674 = -502675.669406 nChanged 279 SP:Iteration 2F (2904.146158 sec): 3 clusters Score: Raw -505533.632792 + Penalty 2707.530674 = -502826.102118 nChanged 220 SP:Iteration 3F (2904.189112 sec): 3 clusters Score: Raw -505648.886269 + Penalty 2707.530674 = -502941.355595 nChanged 184 SP:Iteration 4Q (2904.243423 sec): 3 clusters Score: Raw -505749.039183 + Penalty 2707.530674 = -503041.508509 nChanged 147 SP:Iteration 5Q (2904.294614 sec): 3 clusters Score: Raw -505825.490388 + Penalty 2707.530674 = -503117.959714 nChanged 135 SP:Iteration 6Q (2904.336862 sec): 3 clusters Score: Raw -505893.166757 + Penalty 2707.530674 = -503185.636082 nChanged 135 SP:Iteration 7Q (2904.392523 sec): 3 clusters Score: Raw -505962.987841 + Penalty 2707.530674 = -503255.457167 nChanged 124 SP:Iteration 8Q (2904.428703 sec): 3 clusters Score: Raw -506025.279074 + Penalty 2707.530674 = -503317.748399 nChanged 112 SP:Iteration 9Q (2904.480871 sec): 3 clusters Score: Raw -506075.468457 + Penalty 2707.530674 = -503367.937783 nChanged 100 SP:Iteration 10Q (2904.526652 sec): 3 clusters Score: Raw -506123.838983 + Penalty 2707.530674 = -503416.308309 nChanged 96 SP:Iteration 11Q (2904.572364 sec): 3 clusters Score: Raw -506170.578610 + Penalty 2707.530674 = -503463.047936 nChanged 103 SP:Iteration 12Q (2904.624432 sec): 3 clusters Score: Raw -506224.904873 + Penalty 2707.530674 = -503517.374198 nChanged 108 SP:Iteration 13Q (2904.671198 sec): 3 clusters Score: Raw -506290.333764 + Penalty 2707.530674 = -503582.803089 nChanged 113 SP:Iteration 14Q (2904.717803 sec): 3 clusters Score: Raw -506356.718710 + Penalty 2707.530674 = -503649.188035 nChanged 109 SP:Iteration 15Q (2904.767519 sec): 3 clusters Score: Raw -506418.831382 + Penalty 2707.530674 = -503711.300707 nChanged 91 SP:Iteration 16Q (2904.812866 sec): 3 clusters Score: Raw -506472.125857 + Penalty 2707.530674 = -503764.595183 nChanged 68 SP:Iteration 17Q (2904.871163 sec): 3 clusters Score: Raw -506518.071448 + Penalty 2707.530674 = -503810.540774 nChanged 61 SP:Iteration 18Q (2904.908452 sec): 3 clusters Score: Raw -506561.800908 + Penalty 2707.530674 = -503854.270233 nChanged 47 SP:Iteration 19Q (2904.956123 sec): 3 clusters Score: Raw -506595.666154 + Penalty 2707.530674 = -503888.135480 nChanged 40 SP:Iteration 20F (2905.012338 sec): 3 clusters Score: Raw -506620.701192 + Penalty 2707.530674 = -503913.170517 nChanged 24 SP:Iteration 21Q (2905.056147 sec): 3 clusters Score: Raw -506643.650762 + Penalty 2707.530674 = -503936.120088 nChanged 26 SP:Iteration 22Q (2905.106510 sec): 3 clusters Score: Raw -506661.081040 + Penalty 2707.530674 = -503953.550366 nChanged 19 SP:Iteration 23Q (2905.165755 sec): 3 clusters Score: Raw -506674.307982 + Penalty 2707.530674 = -503966.777308 nChanged 15 SP:Iteration 24Q (2905.212744 sec): 3 clusters Score: Raw -506684.246286 + Penalty 2707.530674 = -503976.715611 nChanged 15 SP:Iteration 25Q (2905.267186 sec): 3 clusters Score: Raw -506692.794815 + Penalty 2707.530674 = -503985.264140 nChanged 15 SP:Iteration 26Q (2905.326762 sec): 3 clusters Score: Raw -506703.627732 + Penalty 2707.530674 = -503996.097057 nChanged 16 SP:Iteration 27Q (2905.381660 sec): 3 clusters Score: Raw -506717.585386 + Penalty 2707.530674 = -504010.054712 nChanged 18 SP:Iteration 28Q (2905.432428 sec): 3 clusters Score: Raw -506727.544455 + Penalty 2707.530674 = -504020.013781 nChanged 13 SP:Iteration 29Q (2905.485116 sec): 3 clusters Score: Raw -506737.015840 + Penalty 2707.530674 = -504029.485166 nChanged 7 SP:Iteration 30Q (2905.536445 sec): 3 clusters Score: Raw -506742.906023 + Penalty 2707.530674 = -504035.375349 nChanged 8 SP:Iteration 31Q (2905.584142 sec): 3 clusters Score: Raw -506749.696716 + Penalty 2707.530674 = -504042.166041 nChanged 11 SP:Iteration 32Q (2905.638292 sec): 3 clusters Score: Raw -506757.617506 + Penalty 2707.530674 = -504050.086832 nChanged 11 SP:Iteration 33Q (2905.681935 sec): 3 clusters Score: Raw -506766.753104 + Penalty 2707.530674 = -504059.222430 nChanged 12 SP:Iteration 34Q (2905.740765 sec): 3 clusters Score: Raw -506776.309482 + Penalty 2707.530674 = -504068.778808 nChanged 7 SP:Iteration 35Q (2905.794041 sec): 3 clusters Score: Raw -506781.843104 + Penalty 2707.530674 = -504074.312429 nChanged 3 SP:Iteration 36Q (2905.836851 sec): 3 clusters Score: Raw -506784.582725 + Penalty 2707.530674 = -504077.052050 nChanged 4 SP:Iteration 37Q (2905.890196 sec): 3 clusters Score: Raw -506787.433165 + Penalty 2707.530674 = -504079.902491 nChanged 1 SP:Iteration 38Q (2905.928366 sec): 3 clusters Score: Raw -506788.216920 + Penalty 2707.530674 = -504080.686246 nChanged 2 SP:Iteration 39Q (2905.980265 sec): 3 clusters Score: Raw -506789.043664 + Penalty 2707.530674 = -504081.512989 nChanged 1 SP:Iteration 40F (2906.021715 sec): 3 clusters Score: Raw -506789.467719 + Penalty 2707.530674 = -504081.937045 nChanged 1 SP:Iteration 41Q (2906.076542 sec): 3 clusters Score: Raw -506790.914004 + Penalty 2707.530674 = -504083.383329 nChanged 2 SP:Iteration 42Q (2906.131547 sec): 3 clusters Score: Raw -506792.384633 + Penalty 2707.530674 = -504084.853958 nChanged 2 SP:Iteration 43Q (2906.179333 sec): 3 clusters Score: Raw -506793.188517 + Penalty 2707.530674 = -504085.657843 nChanged 1 SP:Iteration 44Q (2906.239771 sec): 3 clusters Score: Raw -506794.548091 + Penalty 2707.530674 = -504087.017417 nChanged 2 SP:Iteration 45Q (2906.280040 sec): 3 clusters Score: Raw -506795.563125 + Penalty 2707.530674 = -504088.032451 nChanged 0 SP:Iteration 46F (2906.335339 sec): 3 clusters Score: Raw -506795.563125 + Penalty 2707.530674 = -504088.032451 nChanged 0 Trying to split cluster 11 (4012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2906.354032 sec): 2 clusters Score: Raw -493719.830416 + Penalty 1348.269837 = -492371.560579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2906.408736 sec): 3 clusters Score: Raw -491685.036862 + Penalty 2696.539673 = -488988.497188 nChanged 1609 SP:Iteration 1F (2906.458956 sec): 3 clusters Score: Raw -492829.625043 + Penalty 2696.539673 = -490133.085369 nChanged 413 SP:Iteration 2F (2906.509556 sec): 3 clusters Score: Raw -493333.488938 + Penalty 2696.539673 = -490636.949265 nChanged 369 SP:Iteration 3F (2906.558270 sec): 3 clusters Score: Raw -493799.464560 + Penalty 2696.539673 = -491102.924886 nChanged 317 SP:Iteration 4F (2906.603203 sec): 3 clusters Score: Raw -494172.538864 + Penalty 2696.539673 = -491475.999190 nChanged 227 SP:Iteration 5F (2906.653671 sec): 3 clusters Score: Raw -494364.649890 + Penalty 2696.539673 = -491668.110216 nChanged 143 SP:Iteration 6Q (2906.691423 sec): 3 clusters Score: Raw -494464.172627 + Penalty 2696.539673 = -491767.632954 nChanged 89 SP:Iteration 7Q (2906.745648 sec): 3 clusters Score: Raw -494507.088948 + Penalty 2696.539673 = -491810.549274 nChanged 43 SP:Iteration 8Q (2906.794766 sec): 3 clusters Score: Raw -494523.947934 + Penalty 2696.539673 = -491827.408260 nChanged 33 SP:Iteration 9Q (2906.839011 sec): 3 clusters Score: Raw -494539.833154 + Penalty 2696.539673 = -491843.293481 nChanged 36 SP:Iteration 10Q (2906.894834 sec): 3 clusters Score: Raw -494555.195045 + Penalty 2696.539673 = -491858.655371 nChanged 23 SP:Iteration 11Q (2906.933101 sec): 3 clusters Score: Raw -494562.576877 + Penalty 2696.539673 = -491866.037204 nChanged 13 SP:Iteration 12Q (2906.983538 sec): 3 clusters Score: Raw -494566.536891 + Penalty 2696.539673 = -491869.997217 nChanged 12 SP:Iteration 13Q (2907.028951 sec): 3 clusters Score: Raw -494569.962767 + Penalty 2696.539673 = -491873.423093 nChanged 4 SP:Iteration 14Q (2907.082676 sec): 3 clusters Score: Raw -494571.311679 + Penalty 2696.539673 = -491874.772006 nChanged 4 SP:Iteration 15Q (2907.126720 sec): 3 clusters Score: Raw -494573.170449 + Penalty 2696.539673 = -491876.630776 nChanged 1 SP:Iteration 16Q (2907.167460 sec): 3 clusters Score: Raw -494573.802083 + Penalty 2696.539673 = -491877.262410 nChanged 1 SP:Iteration 17Q (2907.217599 sec): 3 clusters Score: Raw -494574.009858 + Penalty 2696.539673 = -491877.470184 nChanged 0 SP:Iteration 18F (2907.273432 sec): 3 clusters Score: Raw -494574.009858 + Penalty 2696.539673 = -491877.470184 nChanged 0 Trying to split cluster 12 (130299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2907.448176 sec): 2 clusters Score: Raw -16133875.473474 + Penalty 1913.857902 = -16131961.615572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2907.697600 sec): 3 clusters Score: Raw -16048785.064584 + Penalty 3827.715804 = -16044957.348780 nChanged 62530 SP:Iteration 1F (2907.951465 sec): 3 clusters Score: Raw -16085648.866580 + Penalty 3827.715804 = -16081821.150776 nChanged 5938 SP:Iteration 2Q (2908.224881 sec): 3 clusters Score: Raw -16087833.053377 + Penalty 3827.715804 = -16084005.337574 nChanged 7117 SP:Iteration 3F (2908.467358 sec): 3 clusters Score: Raw -16091214.228422 + Penalty 3827.715804 = -16087386.512618 nChanged 8458 SP:Iteration 4F (2908.710568 sec): 3 clusters Score: Raw -16095993.531891 + Penalty 3827.715804 = -16092165.816087 nChanged 9177 SP:Iteration 5F (2908.953783 sec): 3 clusters Score: Raw -16101840.218604 + Penalty 3827.715804 = -16098012.502801 nChanged 9100 SP:Iteration 6F (2909.192844 sec): 3 clusters Score: Raw -16108218.335305 + Penalty 3827.715804 = -16104390.619502 nChanged 8281 SP:Iteration 7F (2909.431093 sec): 3 clusters Score: Raw -16114531.692416 + Penalty 3827.715804 = -16110703.976613 nChanged 7244 SP:Iteration 8F (2909.679944 sec): 3 clusters Score: Raw -16120551.766533 + Penalty 3827.715804 = -16116724.050729 nChanged 5936 SP:Iteration 9Q (2909.946194 sec): 3 clusters Score: Raw -16125773.368778 + Penalty 3827.715804 = -16121945.652974 nChanged 4283 SP:Iteration 10Q (2910.213856 sec): 3 clusters Score: Raw -16129511.187425 + Penalty 3827.715804 = -16125683.471621 nChanged 2673 SP:Iteration 11Q (2910.452051 sec): 3 clusters Score: Raw -16131655.363103 + Penalty 3827.715804 = -16127827.647299 nChanged 1625 SP:Iteration 12Q (2910.678444 sec): 3 clusters Score: Raw -16132756.007749 + Penalty 3827.715804 = -16128928.291945 nChanged 1035 SP:Iteration 13Q (2910.893717 sec): 3 clusters Score: Raw -16133387.009362 + Penalty 3827.715804 = -16129559.293558 nChanged 757 SP:Iteration 14Q (2911.093489 sec): 3 clusters Score: Raw -16133805.189506 + Penalty 3827.715804 = -16129977.473703 nChanged 556 SP:Iteration 15Q (2911.301365 sec): 3 clusters Score: Raw -16134054.674093 + Penalty 3827.715804 = -16130226.958289 nChanged 402 SP:Iteration 16Q (2911.508663 sec): 3 clusters Score: Raw -16134209.373567 + Penalty 3827.715804 = -16130381.657764 nChanged 300 SP:Iteration 17Q (2911.714101 sec): 3 clusters Score: Raw -16134327.554586 + Penalty 3827.715804 = -16130499.838783 nChanged 272 SP:Iteration 18Q (2911.930806 sec): 3 clusters Score: Raw -16134427.899271 + Penalty 3827.715804 = -16130600.183467 nChanged 241 SP:Iteration 19Q (2912.137019 sec): 3 clusters Score: Raw -16134515.858127 + Penalty 3827.715804 = -16130688.142323 nChanged 194 SP:Iteration 20F (2912.393591 sec): 3 clusters Score: Raw -16134576.309709 + Penalty 3827.715804 = -16130748.593905 nChanged 145 SP:Iteration 21Q (2912.609725 sec): 3 clusters Score: Raw -16134615.112764 + Penalty 3827.715804 = -16130787.396960 nChanged 114 SP:Iteration 22Q (2912.808617 sec): 3 clusters Score: Raw -16134639.448855 + Penalty 3827.715804 = -16130811.733051 nChanged 79 SP:Iteration 23Q (2913.014180 sec): 3 clusters Score: Raw -16134658.661209 + Penalty 3827.715804 = -16130830.945406 nChanged 71 SP:Iteration 24Q (2913.240797 sec): 3 clusters Score: Raw -16134674.845266 + Penalty 3827.715804 = -16130847.129462 nChanged 66 SP:Iteration 25Q (2913.451314 sec): 3 clusters Score: Raw -16134689.760131 + Penalty 3827.715804 = -16130862.044327 nChanged 68 SP:Iteration 26Q (2913.654284 sec): 3 clusters Score: Raw -16134703.636708 + Penalty 3827.715804 = -16130875.920905 nChanged 50 SP:Iteration 27Q (2913.853677 sec): 3 clusters Score: Raw -16134714.207012 + Penalty 3827.715804 = -16130886.491208 nChanged 42 SP:Iteration 28Q (2914.058393 sec): 3 clusters Score: Raw -16134722.126202 + Penalty 3827.715804 = -16130894.410398 nChanged 42 SP:Iteration 29Q (2914.265229 sec): 3 clusters Score: Raw -16134732.014420 + Penalty 3827.715804 = -16130904.298617 nChanged 47 SP:Iteration 30Q (2914.470368 sec): 3 clusters Score: Raw -16134744.336992 + Penalty 3827.715804 = -16130916.621188 nChanged 43 SP:Iteration 31Q (2914.678880 sec): 3 clusters Score: Raw -16134752.841822 + Penalty 3827.715804 = -16130925.126018 nChanged 30 SP:Iteration 32Q (2914.880599 sec): 3 clusters Score: Raw -16134762.112479 + Penalty 3827.715804 = -16130934.396675 nChanged 34 SP:Iteration 33Q (2915.079133 sec): 3 clusters Score: Raw -16134772.767242 + Penalty 3827.715804 = -16130945.051439 nChanged 47 SP:Iteration 34Q (2915.292333 sec): 3 clusters Score: Raw -16134785.224339 + Penalty 3827.715804 = -16130957.508536 nChanged 47 SP:Iteration 35Q (2915.476045 sec): 3 clusters Score: Raw -16134798.877856 + Penalty 3827.715804 = -16130971.162052 nChanged 52 SP:Iteration 36Q (2915.680079 sec): 3 clusters Score: Raw -16134818.075032 + Penalty 3827.715804 = -16130990.359228 nChanged 57 SP:Iteration 37Q (2915.880675 sec): 3 clusters Score: Raw -16134837.507120 + Penalty 3827.715804 = -16131009.791317 nChanged 59 SP:Iteration 38Q (2916.098859 sec): 3 clusters Score: Raw -16134850.021888 + Penalty 3827.715804 = -16131022.306084 nChanged 43 SP:Iteration 39Q (2916.299047 sec): 3 clusters Score: Raw -16134860.160125 + Penalty 3827.715804 = -16131032.444321 nChanged 39 SP:Iteration 40F (2916.523644 sec): 3 clusters Score: Raw -16134871.880808 + Penalty 3827.715804 = -16131044.165005 nChanged 43 SP:Iteration 41Q (2916.729127 sec): 3 clusters Score: Raw -16134881.331220 + Penalty 3827.715804 = -16131053.615417 nChanged 24 SP:Iteration 42Q (2916.930593 sec): 3 clusters Score: Raw -16134886.332015 + Penalty 3827.715804 = -16131058.616212 nChanged 25 SP:Iteration 43Q (2917.140812 sec): 3 clusters Score: Raw -16134892.894504 + Penalty 3827.715804 = -16131065.178700 nChanged 23 SP:Iteration 44Q (2917.352812 sec): 3 clusters Score: Raw -16134898.924388 + Penalty 3827.715804 = -16131071.208584 nChanged 27 SP:Iteration 45Q (2917.561619 sec): 3 clusters Score: Raw -16134905.376704 + Penalty 3827.715804 = -16131077.660900 nChanged 30 SP:Iteration 46Q (2917.768372 sec): 3 clusters Score: Raw -16134911.182978 + Penalty 3827.715804 = -16131083.467174 nChanged 25 SP:Iteration 47Q (2917.983396 sec): 3 clusters Score: Raw -16134916.248064 + Penalty 3827.715804 = -16131088.532260 nChanged 15 SP:Iteration 48Q (2918.197624 sec): 3 clusters Score: Raw -16134920.196570 + Penalty 3827.715804 = -16131092.480767 nChanged 20 SP:Iteration 49Q (2918.403246 sec): 3 clusters Score: Raw -16134923.811627 + Penalty 3827.715804 = -16131096.095823 nChanged 19 SP:Iteration 50Q (2918.620093 sec): 3 clusters Score: Raw -16134927.709844 + Penalty 3827.715804 = -16131099.994040 nChanged 20 SP:Iteration 51Q (2918.801193 sec): 3 clusters Score: Raw -16134931.573946 + Penalty 3827.715804 = -16131103.858142 nChanged 14 SP:Iteration 52Q (2919.015780 sec): 3 clusters Score: Raw -16134934.173779 + Penalty 3827.715804 = -16131106.457976 nChanged 11 SP:Iteration 53Q (2919.223767 sec): 3 clusters Score: Raw -16134936.423379 + Penalty 3827.715804 = -16131108.707575 nChanged 9 SP:Iteration 54Q (2919.439815 sec): 3 clusters Score: Raw -16134938.448257 + Penalty 3827.715804 = -16131110.732454 nChanged 18 SP:Iteration 55Q (2919.643181 sec): 3 clusters Score: Raw -16134941.535088 + Penalty 3827.715804 = -16131113.819284 nChanged 13 SP:Iteration 56Q (2919.839972 sec): 3 clusters Score: Raw -16134945.424278 + Penalty 3827.715804 = -16131117.708475 nChanged 12 SP:Iteration 57Q (2920.021803 sec): 3 clusters Score: Raw -16134948.086315 + Penalty 3827.715804 = -16131120.370511 nChanged 13 SP:Iteration 58Q (2920.233094 sec): 3 clusters Score: Raw -16134950.640751 + Penalty 3827.715804 = -16131122.924947 nChanged 13 SP:Iteration 59Q (2920.438052 sec): 3 clusters Score: Raw -16134952.661806 + Penalty 3827.715804 = -16131124.946002 nChanged 9 SP:Iteration 60F (2920.683149 sec): 3 clusters Score: Raw -16134954.873720 + Penalty 3827.715804 = -16131127.157917 nChanged 10 SP:Iteration 61Q (2920.889989 sec): 3 clusters Score: Raw -16134957.138490 + Penalty 3827.715804 = -16131129.422686 nChanged 8 SP:Iteration 62Q (2921.081724 sec): 3 clusters Score: Raw -16134958.415144 + Penalty 3827.715804 = -16131130.699340 nChanged 7 SP:Iteration 63Q (2921.289706 sec): 3 clusters Score: Raw -16134959.360853 + Penalty 3827.715804 = -16131131.645049 nChanged 4 SP:Iteration 64Q (2921.481357 sec): 3 clusters Score: Raw -16134960.682421 + Penalty 3827.715804 = -16131132.966617 nChanged 6 SP:Iteration 65Q (2921.688296 sec): 3 clusters Score: Raw -16134961.703815 + Penalty 3827.715804 = -16131133.988011 nChanged 7 SP:Iteration 66Q (2921.893940 sec): 3 clusters Score: Raw -16134963.731912 + Penalty 3827.715804 = -16131136.016108 nChanged 8 SP:Iteration 67Q (2922.096764 sec): 3 clusters Score: Raw -16134964.928921 + Penalty 3827.715804 = -16131137.213117 nChanged 3 SP:Iteration 68Q (2922.294957 sec): 3 clusters Score: Raw -16134965.221799 + Penalty 3827.715804 = -16131137.505996 nChanged 1 SP:Iteration 69Q (2922.497277 sec): 3 clusters Score: Raw -16134965.305445 + Penalty 3827.715804 = -16131137.589642 nChanged 0 SP:Iteration 70F (2922.732473 sec): 3 clusters Score: Raw -16134965.305445 + Penalty 3827.715804 = -16131137.589642 nChanged 0 Trying to split cluster 13 (14943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2922.784886 sec): 2 clusters Score: Raw -1926974.145742 + Penalty 1561.949714 = -1925412.196028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2922.844255 sec): 3 clusters Score: Raw -1918173.961258 + Penalty 3123.899429 = -1915050.061830 nChanged 6585 SP:Iteration 1F (2922.898835 sec): 3 clusters Score: Raw -1921807.314834 + Penalty 3123.899429 = -1918683.415406 nChanged 939 SP:Iteration 2F (2922.967914 sec): 3 clusters Score: Raw -1922247.076148 + Penalty 3123.899429 = -1919123.176719 nChanged 811 SP:Iteration 3F (2923.033553 sec): 3 clusters Score: Raw -1922647.633695 + Penalty 3123.899429 = -1919523.734267 nChanged 742 SP:Iteration 4Q (2923.099755 sec): 3 clusters Score: Raw -1923029.511538 + Penalty 3123.899429 = -1919905.612110 nChanged 707 SP:Iteration 5Q (2923.169819 sec): 3 clusters Score: Raw -1923499.270720 + Penalty 3123.899429 = -1920375.371292 nChanged 742 SP:Iteration 6Q (2923.236948 sec): 3 clusters Score: Raw -1924086.925787 + Penalty 3123.899429 = -1920963.026359 nChanged 735 SP:Iteration 7Q (2923.312854 sec): 3 clusters Score: Raw -1924658.327718 + Penalty 3123.899429 = -1921534.428289 nChanged 669 SP:Iteration 8Q (2923.384668 sec): 3 clusters Score: Raw -1925167.942507 + Penalty 3123.899429 = -1922044.043079 nChanged 560 SP:Iteration 9Q (2923.448065 sec): 3 clusters Score: Raw -1925541.515155 + Penalty 3123.899429 = -1922417.615727 nChanged 438 SP:Iteration 10Q (2923.510180 sec): 3 clusters Score: Raw -1925825.271478 + Penalty 3123.899429 = -1922701.372049 nChanged 352 SP:Iteration 11Q (2923.579023 sec): 3 clusters Score: Raw -1926030.555107 + Penalty 3123.899429 = -1922906.655679 nChanged 305 SP:Iteration 12Q (2923.645583 sec): 3 clusters Score: Raw -1926188.030787 + Penalty 3123.899429 = -1923064.131359 nChanged 247 SP:Iteration 13Q (2923.716729 sec): 3 clusters Score: Raw -1926308.082296 + Penalty 3123.899429 = -1923184.182867 nChanged 194 SP:Iteration 14Q (2923.784019 sec): 3 clusters Score: Raw -1926394.517496 + Penalty 3123.899429 = -1923270.618067 nChanged 187 SP:Iteration 15Q (2923.837743 sec): 3 clusters Score: Raw -1926488.047069 + Penalty 3123.899429 = -1923364.147641 nChanged 162 SP:Iteration 16Q (2923.906347 sec): 3 clusters Score: Raw -1926577.763133 + Penalty 3123.899429 = -1923453.863704 nChanged 167 SP:Iteration 17Q (2923.966297 sec): 3 clusters Score: Raw -1926675.957593 + Penalty 3123.899429 = -1923552.058164 nChanged 145 SP:Iteration 18Q (2924.031748 sec): 3 clusters Score: Raw -1926755.974197 + Penalty 3123.899429 = -1923632.074768 nChanged 122 SP:Iteration 19Q (2924.097818 sec): 3 clusters Score: Raw -1926819.171893 + Penalty 3123.899429 = -1923695.272464 nChanged 88 SP:Iteration 20F (2924.159451 sec): 3 clusters Score: Raw -1926863.950130 + Penalty 3123.899429 = -1923740.050701 nChanged 76 SP:Iteration 21Q (2924.222850 sec): 3 clusters Score: Raw -1926902.313654 + Penalty 3123.899429 = -1923778.414225 nChanged 59 SP:Iteration 22Q (2924.288391 sec): 3 clusters Score: Raw -1926929.950541 + Penalty 3123.899429 = -1923806.051113 nChanged 40 SP:Iteration 23Q (2924.350721 sec): 3 clusters Score: Raw -1926952.109627 + Penalty 3123.899429 = -1923828.210199 nChanged 48 SP:Iteration 24Q (2924.411262 sec): 3 clusters Score: Raw -1926983.879241 + Penalty 3123.899429 = -1923859.979812 nChanged 49 SP:Iteration 25Q (2924.477133 sec): 3 clusters Score: Raw -1927016.988209 + Penalty 3123.899429 = -1923893.088781 nChanged 42 SP:Iteration 26Q (2924.521888 sec): 3 clusters Score: Raw -1927043.888076 + Penalty 3123.899429 = -1923919.988647 nChanged 37 SP:Iteration 27Q (2924.588621 sec): 3 clusters Score: Raw -1927067.360454 + Penalty 3123.899429 = -1923943.461025 nChanged 24 SP:Iteration 28Q (2924.655376 sec): 3 clusters Score: Raw -1927080.293299 + Penalty 3123.899429 = -1923956.393871 nChanged 23 SP:Iteration 29Q (2924.720576 sec): 3 clusters Score: Raw -1927091.953491 + Penalty 3123.899429 = -1923968.054062 nChanged 13 SP:Iteration 30Q (2924.775639 sec): 3 clusters Score: Raw -1927100.368722 + Penalty 3123.899429 = -1923976.469293 nChanged 14 SP:Iteration 31Q (2924.839512 sec): 3 clusters Score: Raw -1927108.366039 + Penalty 3123.899429 = -1923984.466610 nChanged 11 SP:Iteration 32Q (2924.902254 sec): 3 clusters Score: Raw -1927114.845861 + Penalty 3123.899429 = -1923990.946432 nChanged 12 SP:Iteration 33Q (2924.964185 sec): 3 clusters Score: Raw -1927123.111610 + Penalty 3123.899429 = -1923999.212181 nChanged 14 SP:Iteration 34Q (2925.015957 sec): 3 clusters Score: Raw -1927133.160264 + Penalty 3123.899429 = -1924009.260836 nChanged 6 SP:Iteration 35Q (2925.062879 sec): 3 clusters Score: Raw -1927136.399948 + Penalty 3123.899429 = -1924012.500519 nChanged 7 SP:Iteration 36Q (2925.133176 sec): 3 clusters Score: Raw -1927139.250626 + Penalty 3123.899429 = -1924015.351198 nChanged 6 SP:Iteration 37Q (2925.178943 sec): 3 clusters Score: Raw -1927144.767373 + Penalty 3123.899429 = -1924020.867944 nChanged 10 SP:Iteration 38Q (2925.244529 sec): 3 clusters Score: Raw -1927151.886566 + Penalty 3123.899429 = -1924027.987137 nChanged 12 SP:Iteration 39Q (2925.298916 sec): 3 clusters Score: Raw -1927160.253789 + Penalty 3123.899429 = -1924036.354361 nChanged 11 SP:Iteration 40F (2925.353417 sec): 3 clusters Score: Raw -1927167.490275 + Penalty 3123.899429 = -1924043.590847 nChanged 10 SP:Iteration 41Q (2925.413096 sec): 3 clusters Score: Raw -1927173.570220 + Penalty 3123.899429 = -1924049.670791 nChanged 5 SP:Iteration 42Q (2925.473626 sec): 3 clusters Score: Raw -1927177.220212 + Penalty 3123.899429 = -1924053.320783 nChanged 5 SP:Iteration 43Q (2925.534535 sec): 3 clusters Score: Raw -1927179.379965 + Penalty 3123.899429 = -1924055.480536 nChanged 4 SP:Iteration 44Q (2925.597112 sec): 3 clusters Score: Raw -1927181.365496 + Penalty 3123.899429 = -1924057.466067 nChanged 5 SP:Iteration 45Q (2925.660393 sec): 3 clusters Score: Raw -1927185.731426 + Penalty 3123.899429 = -1924061.831997 nChanged 7 SP:Iteration 46Q (2925.732637 sec): 3 clusters Score: Raw -1927190.460308 + Penalty 3123.899429 = -1924066.560879 nChanged 6 SP:Iteration 47Q (2925.795099 sec): 3 clusters Score: Raw -1927193.915949 + Penalty 3123.899429 = -1924070.016521 nChanged 6 SP:Iteration 48Q (2925.851849 sec): 3 clusters Score: Raw -1927196.909396 + Penalty 3123.899429 = -1924073.009968 nChanged 3 SP:Iteration 49Q (2925.908721 sec): 3 clusters Score: Raw -1927198.856009 + Penalty 3123.899429 = -1924074.956580 nChanged 4 SP:Iteration 50Q (2925.979483 sec): 3 clusters Score: Raw -1927201.231722 + Penalty 3123.899429 = -1924077.332293 nChanged 4 SP:Iteration 51Q (2926.039282 sec): 3 clusters Score: Raw -1927202.421867 + Penalty 3123.899429 = -1924078.522438 nChanged 0 SP:Iteration 52F (2926.106970 sec): 3 clusters Score: Raw -1927202.421867 + Penalty 3123.899429 = -1924078.522438 nChanged 0 Trying to split cluster 14 (47412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2926.197527 sec): 2 clusters Score: Raw -5981126.946457 + Penalty 1749.577479 = -5979377.368978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2926.311949 sec): 3 clusters Score: Raw -5951302.974644 + Penalty 3499.154958 = -5947803.819686 nChanged 22116 SP:Iteration 1F (2926.428739 sec): 3 clusters Score: Raw -5963598.367123 + Penalty 3499.154958 = -5960099.212165 nChanged 1889 SP:Iteration 2Q (2926.547548 sec): 3 clusters Score: Raw -5964179.938778 + Penalty 3499.154958 = -5960680.783820 nChanged 1883 SP:Iteration 3Q (2926.669936 sec): 3 clusters Score: Raw -5964784.466758 + Penalty 3499.154958 = -5961285.311800 nChanged 1931 SP:Iteration 4Q (2926.791667 sec): 3 clusters Score: Raw -5965478.913201 + Penalty 3499.154958 = -5961979.758243 nChanged 2051 SP:Iteration 5Q (2926.911331 sec): 3 clusters Score: Raw -5966274.208511 + Penalty 3499.154958 = -5962775.053553 nChanged 2162 SP:Iteration 6Q (2927.025495 sec): 3 clusters Score: Raw -5967270.227142 + Penalty 3499.154958 = -5963771.072184 nChanged 2367 SP:Iteration 7Q (2927.153530 sec): 3 clusters Score: Raw -5968554.112533 + Penalty 3499.154958 = -5965054.957575 nChanged 2662 SP:Iteration 8F (2927.270098 sec): 3 clusters Score: Raw -5970317.145648 + Penalty 3499.154958 = -5966817.990690 nChanged 2768 SP:Iteration 9F (2927.388359 sec): 3 clusters Score: Raw -5972424.328040 + Penalty 3499.154958 = -5968925.173082 nChanged 2691 SP:Iteration 10F (2927.514089 sec): 3 clusters Score: Raw -5974557.811229 + Penalty 3499.154958 = -5971058.656271 nChanged 2271 SP:Iteration 11Q (2927.633521 sec): 3 clusters Score: Raw -5976315.006035 + Penalty 3499.154958 = -5972815.851077 nChanged 1775 SP:Iteration 12Q (2927.746023 sec): 3 clusters Score: Raw -5977615.991397 + Penalty 3499.154958 = -5974116.836439 nChanged 1381 SP:Iteration 13Q (2927.854532 sec): 3 clusters Score: Raw -5978577.603209 + Penalty 3499.154958 = -5975078.448251 nChanged 1070 SP:Iteration 14Q (2927.963671 sec): 3 clusters Score: Raw -5979335.848611 + Penalty 3499.154958 = -5975836.693653 nChanged 861 SP:Iteration 15Q (2928.079320 sec): 3 clusters Score: Raw -5979983.156648 + Penalty 3499.154958 = -5976484.001690 nChanged 638 SP:Iteration 16Q (2928.178146 sec): 3 clusters Score: Raw -5980457.424826 + Penalty 3499.154958 = -5976958.269868 nChanged 418 SP:Iteration 17Q (2928.283717 sec): 3 clusters Score: Raw -5980761.327733 + Penalty 3499.154958 = -5977262.172775 nChanged 302 SP:Iteration 18Q (2928.388458 sec): 3 clusters Score: Raw -5980998.864088 + Penalty 3499.154958 = -5977499.709130 nChanged 194 SP:Iteration 19Q (2928.500324 sec): 3 clusters Score: Raw -5981132.735381 + Penalty 3499.154958 = -5977633.580423 nChanged 121 SP:Iteration 20F (2928.608704 sec): 3 clusters Score: Raw -5981207.895829 + Penalty 3499.154958 = -5977708.740871 nChanged 85 SP:Iteration 21Q (2928.710359 sec): 3 clusters Score: Raw -5981266.972959 + Penalty 3499.154958 = -5977767.818001 nChanged 62 SP:Iteration 22Q (2928.813170 sec): 3 clusters Score: Raw -5981309.752574 + Penalty 3499.154958 = -5977810.597616 nChanged 40 SP:Iteration 23Q (2928.902611 sec): 3 clusters Score: Raw -5981337.719516 + Penalty 3499.154958 = -5977838.564558 nChanged 28 SP:Iteration 24Q (2929.003678 sec): 3 clusters Score: Raw -5981358.480388 + Penalty 3499.154958 = -5977859.325430 nChanged 21 SP:Iteration 25Q (2929.094888 sec): 3 clusters Score: Raw -5981373.479010 + Penalty 3499.154958 = -5977874.324052 nChanged 19 SP:Iteration 26Q (2929.192141 sec): 3 clusters Score: Raw -5981387.173871 + Penalty 3499.154958 = -5977888.018913 nChanged 12 SP:Iteration 27Q (2929.294579 sec): 3 clusters Score: Raw -5981396.080235 + Penalty 3499.154958 = -5977896.925277 nChanged 10 SP:Iteration 28Q (2929.393121 sec): 3 clusters Score: Raw -5981402.300027 + Penalty 3499.154958 = -5977903.145069 nChanged 9 SP:Iteration 29Q (2929.492789 sec): 3 clusters Score: Raw -5981407.800231 + Penalty 3499.154958 = -5977908.645273 nChanged 7 SP:Iteration 30Q (2929.593417 sec): 3 clusters Score: Raw -5981412.384045 + Penalty 3499.154958 = -5977913.229087 nChanged 4 SP:Iteration 31Q (2929.691973 sec): 3 clusters Score: Raw -5981415.197887 + Penalty 3499.154958 = -5977916.042928 nChanged 10 SP:Iteration 32Q (2929.792986 sec): 3 clusters Score: Raw -5981422.947289 + Penalty 3499.154958 = -5977923.792331 nChanged 10 SP:Iteration 33Q (2929.888728 sec): 3 clusters Score: Raw -5981428.064846 + Penalty 3499.154958 = -5977928.909888 nChanged 2 SP:Iteration 34Q (2929.982602 sec): 3 clusters Score: Raw -5981429.316419 + Penalty 3499.154958 = -5977930.161461 nChanged 2 SP:Iteration 35Q (2930.084603 sec): 3 clusters Score: Raw -5981430.393958 + Penalty 3499.154958 = -5977931.239000 nChanged 2 SP:Iteration 36Q (2930.187107 sec): 3 clusters Score: Raw -5981431.467059 + Penalty 3499.154958 = -5977932.312101 nChanged 0 SP:Iteration 37F (2930.304308 sec): 3 clusters Score: Raw -5981431.467059 + Penalty 3499.154958 = -5977932.312101 nChanged 0 Trying to split cluster 15 (8182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2930.342783 sec): 2 clusters Score: Raw -989548.823694 + Penalty 1464.074934 = -988084.748761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2930.400290 sec): 3 clusters Score: Raw -985019.644221 + Penalty 2928.149867 = -982091.494354 nChanged 3458 SP:Iteration 1F (2930.459432 sec): 3 clusters Score: Raw -986810.424634 + Penalty 2928.149867 = -983882.274767 nChanged 539 SP:Iteration 2F (2930.516103 sec): 3 clusters Score: Raw -987098.409057 + Penalty 2928.149867 = -984170.259190 nChanged 493 SP:Iteration 3F (2930.574951 sec): 3 clusters Score: Raw -987381.643638 + Penalty 2928.149867 = -984453.493771 nChanged 486 SP:Iteration 4F (2930.630091 sec): 3 clusters Score: Raw -987700.753804 + Penalty 2928.149867 = -984772.603937 nChanged 467 SP:Iteration 5F (2930.689921 sec): 3 clusters Score: Raw -988063.325937 + Penalty 2928.149867 = -985135.176070 nChanged 433 SP:Iteration 6F (2930.751607 sec): 3 clusters Score: Raw -988442.132869 + Penalty 2928.149867 = -985513.983002 nChanged 439 SP:Iteration 7F (2930.812775 sec): 3 clusters Score: Raw -988888.729529 + Penalty 2928.149867 = -985960.579662 nChanged 414 SP:Iteration 8F (2930.881610 sec): 3 clusters Score: Raw -989305.474484 + Penalty 2928.149867 = -986377.324617 nChanged 369 SP:Iteration 9Q (2930.925524 sec): 3 clusters Score: Raw -989608.833294 + Penalty 2928.149867 = -986680.683427 nChanged 342 SP:Iteration 10Q (2930.995993 sec): 3 clusters Score: Raw -989851.825606 + Penalty 2928.149867 = -986923.675739 nChanged 338 SP:Iteration 11Q (2931.056856 sec): 3 clusters Score: Raw -990091.786675 + Penalty 2928.149867 = -987163.636808 nChanged 330 SP:Iteration 12Q (2931.106597 sec): 3 clusters Score: Raw -990297.422675 + Penalty 2928.149867 = -987369.272808 nChanged 300 SP:Iteration 13Q (2931.159368 sec): 3 clusters Score: Raw -990496.833798 + Penalty 2928.149867 = -987568.683931 nChanged 298 SP:Iteration 14Q (2931.215763 sec): 3 clusters Score: Raw -990685.303037 + Penalty 2928.149867 = -987757.153170 nChanged 235 SP:Iteration 15Q (2931.270188 sec): 3 clusters Score: Raw -990820.053981 + Penalty 2928.149867 = -987891.904114 nChanged 195 SP:Iteration 16Q (2931.327284 sec): 3 clusters Score: Raw -990914.158894 + Penalty 2928.149867 = -987986.009027 nChanged 152 SP:Iteration 17Q (2931.392828 sec): 3 clusters Score: Raw -990982.797656 + Penalty 2928.149867 = -988054.647789 nChanged 131 SP:Iteration 18Q (2931.449141 sec): 3 clusters Score: Raw -991037.574372 + Penalty 2928.149867 = -988109.424505 nChanged 96 SP:Iteration 19Q (2931.496823 sec): 3 clusters Score: Raw -991073.306944 + Penalty 2928.149867 = -988145.157077 nChanged 77 SP:Iteration 20F (2931.544369 sec): 3 clusters Score: Raw -991100.680985 + Penalty 2928.149867 = -988172.531118 nChanged 61 SP:Iteration 21Q (2931.596433 sec): 3 clusters Score: Raw -991116.400406 + Penalty 2928.149867 = -988188.250539 nChanged 43 SP:Iteration 22Q (2931.652860 sec): 3 clusters Score: Raw -991126.664372 + Penalty 2928.149867 = -988198.514505 nChanged 40 SP:Iteration 23Q (2931.709116 sec): 3 clusters Score: Raw -991140.259111 + Penalty 2928.149867 = -988212.109244 nChanged 43 SP:Iteration 24Q (2931.771685 sec): 3 clusters Score: Raw -991159.364671 + Penalty 2928.149867 = -988231.214804 nChanged 54 SP:Iteration 25Q (2931.828802 sec): 3 clusters Score: Raw -991178.109277 + Penalty 2928.149867 = -988249.959410 nChanged 50 SP:Iteration 26Q (2931.883393 sec): 3 clusters Score: Raw -991196.089889 + Penalty 2928.149867 = -988267.940022 nChanged 56 SP:Iteration 27Q (2931.943373 sec): 3 clusters Score: Raw -991213.585246 + Penalty 2928.149867 = -988285.435379 nChanged 46 SP:Iteration 28Q (2931.993778 sec): 3 clusters Score: Raw -991229.265881 + Penalty 2928.149867 = -988301.116014 nChanged 27 SP:Iteration 29Q (2932.055763 sec): 3 clusters Score: Raw -991236.175336 + Penalty 2928.149867 = -988308.025469 nChanged 18 SP:Iteration 30Q (2932.112602 sec): 3 clusters Score: Raw -991241.054581 + Penalty 2928.149867 = -988312.904714 nChanged 21 SP:Iteration 31Q (2932.168790 sec): 3 clusters Score: Raw -991246.977183 + Penalty 2928.149867 = -988318.827316 nChanged 24 SP:Iteration 32Q (2932.221810 sec): 3 clusters Score: Raw -991253.192438 + Penalty 2928.149867 = -988325.042571 nChanged 28 SP:Iteration 33Q (2932.271763 sec): 3 clusters Score: Raw -991259.731679 + Penalty 2928.149867 = -988331.581812 nChanged 27 SP:Iteration 34Q (2932.335302 sec): 3 clusters Score: Raw -991267.795761 + Penalty 2928.149867 = -988339.645894 nChanged 29 SP:Iteration 35Q (2932.381586 sec): 3 clusters Score: Raw -991275.237035 + Penalty 2928.149867 = -988347.087168 nChanged 20 SP:Iteration 36Q (2932.435190 sec): 3 clusters Score: Raw -991281.198316 + Penalty 2928.149867 = -988353.048449 nChanged 18 SP:Iteration 37Q (2932.484094 sec): 3 clusters Score: Raw -991285.169282 + Penalty 2928.149867 = -988357.019415 nChanged 15 SP:Iteration 38Q (2932.536447 sec): 3 clusters Score: Raw -991288.137729 + Penalty 2928.149867 = -988359.987862 nChanged 15 SP:Iteration 39Q (2932.591419 sec): 3 clusters Score: Raw -991290.698331 + Penalty 2928.149867 = -988362.548464 nChanged 14 SP:Iteration 40F (2932.641165 sec): 3 clusters Score: Raw -991293.211702 + Penalty 2928.149867 = -988365.061835 nChanged 9 SP:Iteration 41Q (2932.695885 sec): 3 clusters Score: Raw -991294.739998 + Penalty 2928.149867 = -988366.590131 nChanged 7 SP:Iteration 42Q (2932.743998 sec): 3 clusters Score: Raw -991295.950082 + Penalty 2928.149867 = -988367.800215 nChanged 6 SP:Iteration 43Q (2932.796222 sec): 3 clusters Score: Raw -991296.864659 + Penalty 2928.149867 = -988368.714792 nChanged 4 SP:Iteration 44Q (2932.845025 sec): 3 clusters Score: Raw -991297.348724 + Penalty 2928.149867 = -988369.198857 nChanged 2 SP:Iteration 45Q (2932.899151 sec): 3 clusters Score: Raw -991297.702838 + Penalty 2928.149867 = -988369.552971 nChanged 2 SP:Iteration 46Q (2932.942616 sec): 3 clusters Score: Raw -991297.851739 + Penalty 2928.149867 = -988369.701872 nChanged 2 SP:Iteration 47Q (2933.007453 sec): 3 clusters Score: Raw -991298.047118 + Penalty 2928.149867 = -988369.897251 nChanged 2 SP:Iteration 48Q (2933.058776 sec): 3 clusters Score: Raw -991298.160326 + Penalty 2928.149867 = -988370.010459 nChanged 0 SP:Iteration 49F (2933.107910 sec): 3 clusters Score: Raw -991298.160326 + Penalty 2928.149867 = -988370.010459 nChanged 0 Score: Raw -129548824.057657 + Penalty 101450.942987 = -129447373.114670 Splitting cluster 15 changes total score from -129447848.545255 to -129447373.114670 So it's not getting split. Trying to split cluster 16 (3735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2960.803035 sec): 2 clusters Score: Raw -463550.189243 + Penalty 1336.644253 = -462213.544990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2960.849709 sec): 3 clusters Score: Raw -461688.035519 + Penalty 2673.288507 = -459014.747013 nChanged 1442 SP:Iteration 1F (2960.888075 sec): 3 clusters Score: Raw -462516.750308 + Penalty 2673.288507 = -459843.461802 nChanged 296 SP:Iteration 2F (2960.948365 sec): 3 clusters Score: Raw -462719.652222 + Penalty 2673.288507 = -460046.363715 nChanged 226 SP:Iteration 3F (2960.992064 sec): 3 clusters Score: Raw -462868.160687 + Penalty 2673.288507 = -460194.872181 nChanged 180 SP:Iteration 4Q (2961.043056 sec): 3 clusters Score: Raw -462984.013056 + Penalty 2673.288507 = -460310.724549 nChanged 154 SP:Iteration 5Q (2961.100494 sec): 3 clusters Score: Raw -463070.611829 + Penalty 2673.288507 = -460397.323322 nChanged 129 SP:Iteration 6Q (2961.151220 sec): 3 clusters Score: Raw -463150.321799 + Penalty 2673.288507 = -460477.033292 nChanged 109 SP:Iteration 7Q (2961.197924 sec): 3 clusters Score: Raw -463211.707624 + Penalty 2673.288507 = -460538.419118 nChanged 99 SP:Iteration 8Q (2961.254380 sec): 3 clusters Score: Raw -463267.297035 + Penalty 2673.288507 = -460594.008528 nChanged 94 SP:Iteration 9Q (2961.311246 sec): 3 clusters Score: Raw -463323.095168 + Penalty 2673.288507 = -460649.806662 nChanged 84 SP:Iteration 10Q (2961.352920 sec): 3 clusters Score: Raw -463372.350119 + Penalty 2673.288507 = -460699.061613 nChanged 80 SP:Iteration 11Q (2961.404676 sec): 3 clusters Score: Raw -463414.863333 + Penalty 2673.288507 = -460741.574826 nChanged 74 SP:Iteration 12Q (2961.468619 sec): 3 clusters Score: Raw -463456.502148 + Penalty 2673.288507 = -460783.213642 nChanged 68 SP:Iteration 13Q (2961.515673 sec): 3 clusters Score: Raw -463491.664249 + Penalty 2673.288507 = -460818.375742 nChanged 59 SP:Iteration 14Q (2961.567445 sec): 3 clusters Score: Raw -463522.232517 + Penalty 2673.288507 = -460848.944010 nChanged 58 SP:Iteration 15Q (2961.609388 sec): 3 clusters Score: Raw -463547.144670 + Penalty 2673.288507 = -460873.856163 nChanged 47 SP:Iteration 16Q (2961.656743 sec): 3 clusters Score: Raw -463572.736913 + Penalty 2673.288507 = -460899.448406 nChanged 49 SP:Iteration 17Q (2961.700039 sec): 3 clusters Score: Raw -463597.561251 + Penalty 2673.288507 = -460924.272744 nChanged 48 SP:Iteration 18Q (2961.753225 sec): 3 clusters Score: Raw -463627.754025 + Penalty 2673.288507 = -460954.465518 nChanged 59 SP:Iteration 19Q (2961.816604 sec): 3 clusters Score: Raw -463662.789903 + Penalty 2673.288507 = -460989.501396 nChanged 54 SP:Iteration 20F (2961.873189 sec): 3 clusters Score: Raw -463691.707958 + Penalty 2673.288507 = -461018.419451 nChanged 47 SP:Iteration 21Q (2961.925392 sec): 3 clusters Score: Raw -463713.199982 + Penalty 2673.288507 = -461039.911475 nChanged 44 SP:Iteration 22Q (2961.978163 sec): 3 clusters Score: Raw -463734.529170 + Penalty 2673.288507 = -461061.240663 nChanged 33 SP:Iteration 23Q (2962.030843 sec): 3 clusters Score: Raw -463750.249540 + Penalty 2673.288507 = -461076.961033 nChanged 22 SP:Iteration 24Q (2962.080389 sec): 3 clusters Score: Raw -463757.039679 + Penalty 2673.288507 = -461083.751172 nChanged 20 SP:Iteration 25Q (2962.140804 sec): 3 clusters Score: Raw -463764.335557 + Penalty 2673.288507 = -461091.047050 nChanged 25 SP:Iteration 26Q (2962.195026 sec): 3 clusters Score: Raw -463775.037039 + Penalty 2673.288507 = -461101.748533 nChanged 24 SP:Iteration 27Q (2962.246196 sec): 3 clusters Score: Raw -463785.724349 + Penalty 2673.288507 = -461112.435842 nChanged 20 SP:Iteration 28Q (2962.290324 sec): 3 clusters Score: Raw -463794.691605 + Penalty 2673.288507 = -461121.403099 nChanged 24 SP:Iteration 29Q (2962.349384 sec): 3 clusters Score: Raw -463803.336123 + Penalty 2673.288507 = -461130.047617 nChanged 14 SP:Iteration 30Q (2962.395016 sec): 3 clusters Score: Raw -463808.896291 + Penalty 2673.288507 = -461135.607784 nChanged 17 SP:Iteration 31Q (2962.456357 sec): 3 clusters Score: Raw -463813.869081 + Penalty 2673.288507 = -461140.580574 nChanged 12 SP:Iteration 32Q (2962.500979 sec): 3 clusters Score: Raw -463817.124650 + Penalty 2673.288507 = -461143.836144 nChanged 3 SP:Iteration 33Q (2962.558870 sec): 3 clusters Score: Raw -463817.986280 + Penalty 2673.288507 = -461144.697774 nChanged 3 SP:Iteration 34Q (2962.603129 sec): 3 clusters Score: Raw -463818.885673 + Penalty 2673.288507 = -461145.597167 nChanged 3 SP:Iteration 35Q (2962.657546 sec): 3 clusters Score: Raw -463819.976961 + Penalty 2673.288507 = -461146.688454 nChanged 4 SP:Iteration 36Q (2962.709836 sec): 3 clusters Score: Raw -463821.342658 + Penalty 2673.288507 = -461148.054151 nChanged 5 SP:Iteration 37Q (2962.761824 sec): 3 clusters Score: Raw -463823.051630 + Penalty 2673.288507 = -461149.763123 nChanged 5 SP:Iteration 38Q (2962.812956 sec): 3 clusters Score: Raw -463824.605338 + Penalty 2673.288507 = -461151.316831 nChanged 6 SP:Iteration 39Q (2962.865284 sec): 3 clusters Score: Raw -463827.227265 + Penalty 2673.288507 = -461153.938758 nChanged 10 SP:Iteration 40F (2962.914348 sec): 3 clusters Score: Raw -463830.969546 + Penalty 2673.288507 = -461157.681039 nChanged 8 SP:Iteration 41Q (2962.965573 sec): 3 clusters Score: Raw -463832.631349 + Penalty 2673.288507 = -461159.342842 nChanged 5 SP:Iteration 42Q (2963.014293 sec): 3 clusters Score: Raw -463834.245070 + Penalty 2673.288507 = -461160.956563 nChanged 4 SP:Iteration 43Q (2963.066539 sec): 3 clusters Score: Raw -463835.318237 + Penalty 2673.288507 = -461162.029731 nChanged 5 SP:Iteration 44Q (2963.107007 sec): 3 clusters Score: Raw -463837.035133 + Penalty 2673.288507 = -461163.746627 nChanged 3 SP:Iteration 45Q (2963.154960 sec): 3 clusters Score: Raw -463837.808560 + Penalty 2673.288507 = -461164.520053 nChanged 1 SP:Iteration 46Q (2963.218293 sec): 3 clusters Score: Raw -463838.093626 + Penalty 2673.288507 = -461164.805119 nChanged 0 SP:Iteration 47F (2963.257534 sec): 3 clusters Score: Raw -463838.093626 + Penalty 2673.288507 = -461164.805119 nChanged 0 Trying to split cluster 17 (579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2963.284433 sec): 2 clusters Score: Raw -63208.281744 + Penalty 1033.711653 = -62174.570091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2963.343643 sec): 3 clusters Score: Raw -63198.428252 + Penalty 2067.423305 = -61131.004947 nChanged 149 SP:Iteration 1F (2963.384993 sec): 3 clusters Score: Raw -63459.682854 + Penalty 2067.423305 = -61392.259549 nChanged 61 SP:Iteration 2F (2963.441677 sec): 3 clusters Score: Raw -63602.062211 + Penalty 2067.423305 = -61534.638906 nChanged 41 SP:Iteration 3F (2963.487382 sec): 3 clusters Score: Raw -63703.798641 + Penalty 2067.423305 = -61636.375336 nChanged 25 SP:Iteration 4Q (2963.534918 sec): 3 clusters Score: Raw -63797.098465 + Penalty 2067.423305 = -61729.675160 nChanged 17 SP:Iteration 5Q (2963.585731 sec): 3 clusters Score: Raw -63847.963641 + Penalty 2067.423305 = -61780.540336 nChanged 12 SP:Iteration 6Q (2963.633736 sec): 3 clusters Score: Raw -63876.611250 + Penalty 2067.423305 = -61809.187945 nChanged 9 SP:Iteration 7Q (2963.674658 sec): 3 clusters Score: Raw -63894.400599 + Penalty 2067.423305 = -61826.977294 nChanged 5 SP:Iteration 8Q (2963.727916 sec): 3 clusters Score: Raw -63903.047428 + Penalty 2067.423305 = -61835.624122 nChanged 4 SP:Iteration 9Q (2963.763276 sec): 3 clusters Score: Raw -63911.080527 + Penalty 2067.423305 = -61843.657222 nChanged 2 SP:Iteration 10Q (2963.804043 sec): 3 clusters Score: Raw -63919.437166 + Penalty 2067.423305 = -61852.013861 nChanged 2 SP:Iteration 11Q (2963.851233 sec): 3 clusters Score: Raw -63922.492697 + Penalty 2067.423305 = -61855.069392 nChanged 1 SP:Iteration 12Q (2963.903839 sec): 3 clusters Score: Raw -63924.945944 + Penalty 2067.423305 = -61857.522639 nChanged 1 SP:Iteration 13Q (2963.940363 sec): 3 clusters Score: Raw -63926.191392 + Penalty 2067.423305 = -61858.768087 nChanged 1 SP:Iteration 14Q (2963.992764 sec): 3 clusters Score: Raw -63930.723509 + Penalty 2067.423305 = -61863.300204 nChanged 1 SP:Iteration 15Q (2964.045980 sec): 3 clusters Score: Raw -63933.181967 + Penalty 2067.423305 = -61865.758662 nChanged 1 SP:Iteration 16Q (2964.094572 sec): 3 clusters Score: Raw -63933.794327 + Penalty 2067.423305 = -61866.371021 nChanged 1 SP:Iteration 17Q (2964.145190 sec): 3 clusters Score: Raw -63935.929835 + Penalty 2067.423305 = -61868.506529 nChanged 1 SP:Iteration 18Q (2964.197243 sec): 3 clusters Score: Raw -63936.582142 + Penalty 2067.423305 = -61869.158836 nChanged 0 SP:Iteration 19F (2964.236844 sec): 3 clusters Score: Raw -63936.582142 + Penalty 2067.423305 = -61869.158836 nChanged 0 Trying to split cluster 18 (9998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2964.286903 sec): 2 clusters Score: Raw -1224017.365388 + Penalty 1496.647807 = -1222520.717580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2964.349232 sec): 3 clusters Score: Raw -1218403.053038 + Penalty 2993.295614 = -1215409.757424 nChanged 4321 SP:Iteration 1F (2964.414430 sec): 3 clusters Score: Raw -1220855.999577 + Penalty 2993.295614 = -1217862.703962 nChanged 654 SP:Iteration 2F (2964.464695 sec): 3 clusters Score: Raw -1221219.095169 + Penalty 2993.295614 = -1218225.799555 nChanged 601 SP:Iteration 3F (2964.529245 sec): 3 clusters Score: Raw -1221570.133599 + Penalty 2993.295614 = -1218576.837984 nChanged 569 SP:Iteration 4F (2964.587073 sec): 3 clusters Score: Raw -1221910.793209 + Penalty 2993.295614 = -1218917.497595 nChanged 586 SP:Iteration 5F (2964.638848 sec): 3 clusters Score: Raw -1222266.933909 + Penalty 2993.295614 = -1219273.638295 nChanged 571 SP:Iteration 6F (2964.698873 sec): 3 clusters Score: Raw -1222639.493499 + Penalty 2993.295614 = -1219646.197885 nChanged 530 SP:Iteration 7F (2964.761087 sec): 3 clusters Score: Raw -1222997.581844 + Penalty 2993.295614 = -1220004.286229 nChanged 476 SP:Iteration 8Q (2964.829749 sec): 3 clusters Score: Raw -1223331.169694 + Penalty 2993.295614 = -1220337.874080 nChanged 402 SP:Iteration 9Q (2964.871004 sec): 3 clusters Score: Raw -1223654.240644 + Penalty 2993.295614 = -1220660.945030 nChanged 317 SP:Iteration 10Q (2964.919031 sec): 3 clusters Score: Raw -1223907.726225 + Penalty 2993.295614 = -1220914.430611 nChanged 236 SP:Iteration 11Q (2964.974931 sec): 3 clusters Score: Raw -1224088.406519 + Penalty 2993.295614 = -1221095.110904 nChanged 180 SP:Iteration 12Q (2965.024116 sec): 3 clusters Score: Raw -1224179.611936 + Penalty 2993.295614 = -1221186.316322 nChanged 121 SP:Iteration 13Q (2965.057443 sec): 3 clusters Score: Raw -1224237.982957 + Penalty 2993.295614 = -1221244.687342 nChanged 107 SP:Iteration 14Q (2965.102968 sec): 3 clusters Score: Raw -1224287.317800 + Penalty 2993.295614 = -1221294.022186 nChanged 97 SP:Iteration 15Q (2965.171605 sec): 3 clusters Score: Raw -1224324.244156 + Penalty 2993.295614 = -1221330.948541 nChanged 67 SP:Iteration 16Q (2965.222013 sec): 3 clusters Score: Raw -1224346.703997 + Penalty 2993.295614 = -1221353.408383 nChanged 65 SP:Iteration 17Q (2965.276305 sec): 3 clusters Score: Raw -1224365.932852 + Penalty 2993.295614 = -1221372.637238 nChanged 46 SP:Iteration 18Q (2965.326267 sec): 3 clusters Score: Raw -1224378.706461 + Penalty 2993.295614 = -1221385.410847 nChanged 31 SP:Iteration 19Q (2965.382375 sec): 3 clusters Score: Raw -1224388.424845 + Penalty 2993.295614 = -1221395.129230 nChanged 29 SP:Iteration 20F (2965.445946 sec): 3 clusters Score: Raw -1224395.838496 + Penalty 2993.295614 = -1221402.542882 nChanged 24 SP:Iteration 21Q (2965.493785 sec): 3 clusters Score: Raw -1224402.913976 + Penalty 2993.295614 = -1221409.618361 nChanged 22 SP:Iteration 22Q (2965.549734 sec): 3 clusters Score: Raw -1224407.886357 + Penalty 2993.295614 = -1221414.590743 nChanged 15 SP:Iteration 23Q (2965.598176 sec): 3 clusters Score: Raw -1224411.048820 + Penalty 2993.295614 = -1221417.753206 nChanged 17 SP:Iteration 24Q (2965.654843 sec): 3 clusters Score: Raw -1224415.184122 + Penalty 2993.295614 = -1221421.888508 nChanged 8 SP:Iteration 25Q (2965.709725 sec): 3 clusters Score: Raw -1224417.175443 + Penalty 2993.295614 = -1221423.879828 nChanged 10 SP:Iteration 26Q (2965.768518 sec): 3 clusters Score: Raw -1224419.321382 + Penalty 2993.295614 = -1221426.025768 nChanged 5 SP:Iteration 27Q (2965.825507 sec): 3 clusters Score: Raw -1224420.043761 + Penalty 2993.295614 = -1221426.748146 nChanged 2 SP:Iteration 28Q (2965.889097 sec): 3 clusters Score: Raw -1224420.264840 + Penalty 2993.295614 = -1221426.969225 nChanged 1 SP:Iteration 29Q (2965.943298 sec): 3 clusters Score: Raw -1224420.410490 + Penalty 2993.295614 = -1221427.114875 nChanged 3 SP:Iteration 30Q (2965.991518 sec): 3 clusters Score: Raw -1224420.942124 + Penalty 2993.295614 = -1221427.646510 nChanged 3 SP:Iteration 31Q (2966.051410 sec): 3 clusters Score: Raw -1224421.427139 + Penalty 2993.295614 = -1221428.131524 nChanged 7 SP:Iteration 32Q (2966.107263 sec): 3 clusters Score: Raw -1224422.575497 + Penalty 2993.295614 = -1221429.279883 nChanged 4 SP:Iteration 33Q (2966.165621 sec): 3 clusters Score: Raw -1224422.986428 + Penalty 2993.295614 = -1221429.690814 nChanged 2 SP:Iteration 34Q (2966.228687 sec): 3 clusters Score: Raw -1224423.278213 + Penalty 2993.295614 = -1221429.982599 nChanged 2 SP:Iteration 35Q (2966.287135 sec): 3 clusters Score: Raw -1224423.639258 + Penalty 2993.295614 = -1221430.343643 nChanged 2 SP:Iteration 36Q (2966.341518 sec): 3 clusters Score: Raw -1224423.958860 + Penalty 2993.295614 = -1221430.663245 nChanged 1 SP:Iteration 37Q (2966.406755 sec): 3 clusters Score: Raw -1224424.068468 + Penalty 2993.295614 = -1221430.772853 nChanged 3 SP:Iteration 38Q (2966.466466 sec): 3 clusters Score: Raw -1224424.536582 + Penalty 2993.295614 = -1221431.240968 nChanged 3 SP:Iteration 39Q (2966.510821 sec): 3 clusters Score: Raw -1224425.091292 + Penalty 2993.295614 = -1221431.795678 nChanged 3 SP:Iteration 40F (2966.570230 sec): 3 clusters Score: Raw -1224425.698708 + Penalty 2993.295614 = -1221432.403093 nChanged 4 SP:Iteration 41Q (2966.624025 sec): 3 clusters Score: Raw -1224426.476318 + Penalty 2993.295614 = -1221433.180703 nChanged 7 SP:Iteration 42Q (2966.683175 sec): 3 clusters Score: Raw -1224428.401804 + Penalty 2993.295614 = -1221435.106190 nChanged 7 SP:Iteration 43Q (2966.740951 sec): 3 clusters Score: Raw -1224429.921243 + Penalty 2993.295614 = -1221436.625629 nChanged 5 SP:Iteration 44Q (2966.798622 sec): 3 clusters Score: Raw -1224431.133872 + Penalty 2993.295614 = -1221437.838258 nChanged 4 SP:Iteration 45Q (2966.853689 sec): 3 clusters Score: Raw -1224432.122959 + Penalty 2993.295614 = -1221438.827344 nChanged 3 SP:Iteration 46Q (2966.896161 sec): 3 clusters Score: Raw -1224432.540600 + Penalty 2993.295614 = -1221439.244986 nChanged 1 SP:Iteration 47Q (2966.955499 sec): 3 clusters Score: Raw -1224432.641167 + Penalty 2993.295614 = -1221439.345553 nChanged 1 SP:Iteration 48Q (2967.020199 sec): 3 clusters Score: Raw -1224432.852264 + Penalty 2993.295614 = -1221439.556650 nChanged 0 SP:Iteration 49F (2967.080847 sec): 3 clusters Score: Raw -1224432.852264 + Penalty 2993.295614 = -1221439.556650 nChanged 0 Trying to split cluster 19 (54545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2967.171562 sec): 2 clusters Score: Raw -6530706.275196 + Penalty 1772.351966 = -6528933.923230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2967.303554 sec): 3 clusters Score: Raw -6496101.766749 + Penalty 3544.703932 = -6492557.062817 nChanged 25648 SP:Iteration 1F (2967.428933 sec): 3 clusters Score: Raw -6511583.978079 + Penalty 3544.703932 = -6508039.274147 nChanged 3187 SP:Iteration 2F (2967.554910 sec): 3 clusters Score: Raw -6513076.202545 + Penalty 3544.703932 = -6509531.498614 nChanged 3588 SP:Iteration 3F (2967.686772 sec): 3 clusters Score: Raw -6515070.714357 + Penalty 3544.703932 = -6511526.010425 nChanged 3899 SP:Iteration 4F (2967.811639 sec): 3 clusters Score: Raw -6517555.105342 + Penalty 3544.703932 = -6514010.401410 nChanged 3836 SP:Iteration 5F (2967.952219 sec): 3 clusters Score: Raw -6520250.963083 + Penalty 3544.703932 = -6516706.259152 nChanged 3266 SP:Iteration 6F (2968.082131 sec): 3 clusters Score: Raw -6522786.779317 + Penalty 3544.703932 = -6519242.075385 nChanged 2533 SP:Iteration 7Q (2968.214525 sec): 3 clusters Score: Raw -6524910.027653 + Penalty 3544.703932 = -6521365.323721 nChanged 1857 SP:Iteration 8Q (2968.353370 sec): 3 clusters Score: Raw -6526535.482584 + Penalty 3544.703932 = -6522990.778653 nChanged 1295 SP:Iteration 9Q (2968.497291 sec): 3 clusters Score: Raw -6527812.748558 + Penalty 3544.703932 = -6524268.044627 nChanged 1019 SP:Iteration 10Q (2968.615739 sec): 3 clusters Score: Raw -6528785.640863 + Penalty 3544.703932 = -6525240.936931 nChanged 732 SP:Iteration 11Q (2968.744674 sec): 3 clusters Score: Raw -6529389.408697 + Penalty 3544.703932 = -6525844.704765 nChanged 518 SP:Iteration 12Q (2968.866238 sec): 3 clusters Score: Raw -6529719.817274 + Penalty 3544.703932 = -6526175.113342 nChanged 387 SP:Iteration 13Q (2968.987074 sec): 3 clusters Score: Raw -6529943.337445 + Penalty 3544.703932 = -6526398.633514 nChanged 317 SP:Iteration 14Q (2969.096761 sec): 3 clusters Score: Raw -6530097.258223 + Penalty 3544.703932 = -6526552.554291 nChanged 283 SP:Iteration 15Q (2969.208553 sec): 3 clusters Score: Raw -6530226.412329 + Penalty 3544.703932 = -6526681.708397 nChanged 256 SP:Iteration 16Q (2969.330068 sec): 3 clusters Score: Raw -6530341.064891 + Penalty 3544.703932 = -6526796.360960 nChanged 236 SP:Iteration 17Q (2969.448651 sec): 3 clusters Score: Raw -6530437.408598 + Penalty 3544.703932 = -6526892.704667 nChanged 214 SP:Iteration 18Q (2969.563798 sec): 3 clusters Score: Raw -6530514.002236 + Penalty 3544.703932 = -6526969.298305 nChanged 158 SP:Iteration 19Q (2969.675168 sec): 3 clusters Score: Raw -6530560.327411 + Penalty 3544.703932 = -6527015.623480 nChanged 132 SP:Iteration 20F (2969.809801 sec): 3 clusters Score: Raw -6530595.634833 + Penalty 3544.703932 = -6527050.930902 nChanged 120 SP:Iteration 21Q (2969.925047 sec): 3 clusters Score: Raw -6530626.515624 + Penalty 3544.703932 = -6527081.811693 nChanged 104 SP:Iteration 22Q (2970.038023 sec): 3 clusters Score: Raw -6530652.280988 + Penalty 3544.703932 = -6527107.577056 nChanged 89 SP:Iteration 23Q (2970.153748 sec): 3 clusters Score: Raw -6530672.021308 + Penalty 3544.703932 = -6527127.317376 nChanged 93 SP:Iteration 24Q (2970.265059 sec): 3 clusters Score: Raw -6530696.506020 + Penalty 3544.703932 = -6527151.802089 nChanged 95 SP:Iteration 25Q (2970.377469 sec): 3 clusters Score: Raw -6530721.589816 + Penalty 3544.703932 = -6527176.885884 nChanged 77 SP:Iteration 26Q (2970.498876 sec): 3 clusters Score: Raw -6530737.140994 + Penalty 3544.703932 = -6527192.437063 nChanged 66 SP:Iteration 27Q (2970.619753 sec): 3 clusters Score: Raw -6530750.187585 + Penalty 3544.703932 = -6527205.483654 nChanged 67 SP:Iteration 28Q (2970.741241 sec): 3 clusters Score: Raw -6530763.485209 + Penalty 3544.703932 = -6527218.781277 nChanged 57 SP:Iteration 29Q (2970.860499 sec): 3 clusters Score: Raw -6530774.870840 + Penalty 3544.703932 = -6527230.166908 nChanged 61 SP:Iteration 30Q (2970.980904 sec): 3 clusters Score: Raw -6530786.952438 + Penalty 3544.703932 = -6527242.248506 nChanged 46 SP:Iteration 31Q (2971.092522 sec): 3 clusters Score: Raw -6530795.156206 + Penalty 3544.703932 = -6527250.452275 nChanged 40 SP:Iteration 32Q (2971.214369 sec): 3 clusters Score: Raw -6530803.381379 + Penalty 3544.703932 = -6527258.677448 nChanged 45 SP:Iteration 33Q (2971.330940 sec): 3 clusters Score: Raw -6530812.399627 + Penalty 3544.703932 = -6527267.695696 nChanged 41 SP:Iteration 34Q (2971.435327 sec): 3 clusters Score: Raw -6530819.900994 + Penalty 3544.703932 = -6527275.197062 nChanged 40 SP:Iteration 35Q (2971.549297 sec): 3 clusters Score: Raw -6530827.862467 + Penalty 3544.703932 = -6527283.158535 nChanged 37 SP:Iteration 36Q (2971.661013 sec): 3 clusters Score: Raw -6530834.384302 + Penalty 3544.703932 = -6527289.680371 nChanged 36 SP:Iteration 37Q (2971.778837 sec): 3 clusters Score: Raw -6530839.209741 + Penalty 3544.703932 = -6527294.505809 nChanged 28 SP:Iteration 38Q (2971.890768 sec): 3 clusters Score: Raw -6530843.197441 + Penalty 3544.703932 = -6527298.493509 nChanged 24 SP:Iteration 39Q (2971.998362 sec): 3 clusters Score: Raw -6530847.293840 + Penalty 3544.703932 = -6527302.589908 nChanged 29 SP:Iteration 40F (2972.129728 sec): 3 clusters Score: Raw -6530852.635617 + Penalty 3544.703932 = -6527307.931685 nChanged 21 SP:Iteration 41Q (2972.234438 sec): 3 clusters Score: Raw -6530856.977003 + Penalty 3544.703932 = -6527312.273071 nChanged 31 SP:Iteration 42Q (2972.352301 sec): 3 clusters Score: Raw -6530863.953187 + Penalty 3544.703932 = -6527319.249255 nChanged 38 SP:Iteration 43Q (2972.474132 sec): 3 clusters Score: Raw -6530871.944225 + Penalty 3544.703932 = -6527327.240293 nChanged 36 SP:Iteration 44Q (2972.591419 sec): 3 clusters Score: Raw -6530879.539072 + Penalty 3544.703932 = -6527334.835141 nChanged 36 SP:Iteration 45Q (2972.707176 sec): 3 clusters Score: Raw -6530888.988360 + Penalty 3544.703932 = -6527344.284428 nChanged 31 SP:Iteration 46Q (2972.820833 sec): 3 clusters Score: Raw -6530894.142582 + Penalty 3544.703932 = -6527349.438651 nChanged 28 SP:Iteration 47Q (2972.940224 sec): 3 clusters Score: Raw -6530899.163354 + Penalty 3544.703932 = -6527354.459422 nChanged 25 SP:Iteration 48Q (2973.051432 sec): 3 clusters Score: Raw -6530903.999942 + Penalty 3544.703932 = -6527359.296011 nChanged 25 SP:Iteration 49Q (2973.166066 sec): 3 clusters Score: Raw -6530907.455809 + Penalty 3544.703932 = -6527362.751877 nChanged 21 SP:Iteration 50Q (2973.286394 sec): 3 clusters Score: Raw -6530910.211359 + Penalty 3544.703932 = -6527365.507427 nChanged 12 SP:Iteration 51Q (2973.396859 sec): 3 clusters Score: Raw -6530911.616851 + Penalty 3544.703932 = -6527366.912919 nChanged 9 SP:Iteration 52Q (2973.513731 sec): 3 clusters Score: Raw -6530912.712672 + Penalty 3544.703932 = -6527368.008740 nChanged 8 SP:Iteration 53Q (2973.636880 sec): 3 clusters Score: Raw -6530913.573338 + Penalty 3544.703932 = -6527368.869406 nChanged 9 SP:Iteration 54Q (2973.748267 sec): 3 clusters Score: Raw -6530914.819856 + Penalty 3544.703932 = -6527370.115925 nChanged 8 SP:Iteration 55Q (2973.871574 sec): 3 clusters Score: Raw -6530915.650386 + Penalty 3544.703932 = -6527370.946454 nChanged 7 SP:Iteration 56Q (2973.992046 sec): 3 clusters Score: Raw -6530916.177302 + Penalty 3544.703932 = -6527371.473371 nChanged 5 SP:Iteration 57Q (2974.096254 sec): 3 clusters Score: Raw -6530916.662326 + Penalty 3544.703932 = -6527371.958395 nChanged 6 SP:Iteration 58Q (2974.206425 sec): 3 clusters Score: Raw -6530917.437790 + Penalty 3544.703932 = -6527372.733859 nChanged 10 SP:Iteration 59Q (2974.323751 sec): 3 clusters Score: Raw -6530918.894620 + Penalty 3544.703932 = -6527374.190689 nChanged 7 SP:Iteration 60F (2974.444792 sec): 3 clusters Score: Raw -6530920.033862 + Penalty 3544.703932 = -6527375.329930 nChanged 9 SP:Iteration 61Q (2974.570607 sec): 3 clusters Score: Raw -6530921.217357 + Penalty 3544.703932 = -6527376.513425 nChanged 4 SP:Iteration 62Q (2974.689509 sec): 3 clusters Score: Raw -6530921.940545 + Penalty 3544.703932 = -6527377.236613 nChanged 8 SP:Iteration 63Q (2974.801843 sec): 3 clusters Score: Raw -6530923.310912 + Penalty 3544.703932 = -6527378.606980 nChanged 8 SP:Iteration 64Q (2974.927671 sec): 3 clusters Score: Raw -6530924.820306 + Penalty 3544.703932 = -6527380.116374 nChanged 11 SP:Iteration 65Q (2975.045562 sec): 3 clusters Score: Raw -6530926.625034 + Penalty 3544.703932 = -6527381.921102 nChanged 13 SP:Iteration 66Q (2975.157029 sec): 3 clusters Score: Raw -6530928.977887 + Penalty 3544.703932 = -6527384.273955 nChanged 13 SP:Iteration 67Q (2975.272047 sec): 3 clusters Score: Raw -6530931.159102 + Penalty 3544.703932 = -6527386.455170 nChanged 12 SP:Iteration 68Q (2975.382114 sec): 3 clusters Score: Raw -6530933.678478 + Penalty 3544.703932 = -6527388.974546 nChanged 14 SP:Iteration 69Q (2975.506055 sec): 3 clusters Score: Raw -6530936.177288 + Penalty 3544.703932 = -6527391.473357 nChanged 13 SP:Iteration 70Q (2975.620879 sec): 3 clusters Score: Raw -6530938.077613 + Penalty 3544.703932 = -6527393.373682 nChanged 11 SP:Iteration 71Q (2975.736616 sec): 3 clusters Score: Raw -6530940.178398 + Penalty 3544.703932 = -6527395.474467 nChanged 10 SP:Iteration 72Q (2975.852777 sec): 3 clusters Score: Raw -6530941.727630 + Penalty 3544.703932 = -6527397.023698 nChanged 15 SP:Iteration 73Q (2975.958390 sec): 3 clusters Score: Raw -6530943.294270 + Penalty 3544.703932 = -6527398.590338 nChanged 12 SP:Iteration 74Q (2976.066466 sec): 3 clusters Score: Raw -6530945.133290 + Penalty 3544.703932 = -6527400.429358 nChanged 11 SP:Iteration 75Q (2976.157045 sec): 3 clusters Score: Raw -6530946.660398 + Penalty 3544.703932 = -6527401.956466 nChanged 10 SP:Iteration 76Q (2976.264467 sec): 3 clusters Score: Raw -6530948.194398 + Penalty 3544.703932 = -6527403.490466 nChanged 12 SP:Iteration 77Q (2976.383643 sec): 3 clusters Score: Raw -6530949.436443 + Penalty 3544.703932 = -6527404.732511 nChanged 12 SP:Iteration 78Q (2976.497548 sec): 3 clusters Score: Raw -6530950.887546 + Penalty 3544.703932 = -6527406.183614 nChanged 7 SP:Iteration 79Q (2976.606582 sec): 3 clusters Score: Raw -6530951.857726 + Penalty 3544.703932 = -6527407.153794 nChanged 10 SP:Iteration 80F (2976.741274 sec): 3 clusters Score: Raw -6530953.139810 + Penalty 3544.703932 = -6527408.435879 nChanged 5 SP:Iteration 81Q (2976.840902 sec): 3 clusters Score: Raw -6530953.594379 + Penalty 3544.703932 = -6527408.890447 nChanged 6 SP:Iteration 82Q (2976.953714 sec): 3 clusters Score: Raw -6530954.291986 + Penalty 3544.703932 = -6527409.588054 nChanged 4 SP:Iteration 83Q (2977.048732 sec): 3 clusters Score: Raw -6530954.778614 + Penalty 3544.703932 = -6527410.074682 nChanged 3 SP:Iteration 84Q (2977.164696 sec): 3 clusters Score: Raw -6530955.083306 + Penalty 3544.703932 = -6527410.379375 nChanged 2 SP:Iteration 85Q (2977.287905 sec): 3 clusters Score: Raw -6530955.321034 + Penalty 3544.703932 = -6527410.617102 nChanged 0 SP:Iteration 86F (2977.422116 sec): 3 clusters Score: Raw -6530955.321034 + Penalty 3544.703932 = -6527410.617102 nChanged 0 Trying to split cluster 20 (5028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2977.456583 sec): 2 clusters Score: Raw -593776.336627 + Penalty 1384.951355 = -592391.385272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2977.501134 sec): 3 clusters Score: Raw -591252.982152 + Penalty 2769.902710 = -588483.079442 nChanged 2009 SP:Iteration 1F (2977.557787 sec): 3 clusters Score: Raw -592588.689596 + Penalty 2769.902710 = -589818.786886 nChanged 505 SP:Iteration 2F (2977.607009 sec): 3 clusters Score: Raw -592988.632529 + Penalty 2769.902710 = -590218.729818 nChanged 391 SP:Iteration 3F (2977.666580 sec): 3 clusters Score: Raw -593289.733197 + Penalty 2769.902710 = -590519.830487 nChanged 351 SP:Iteration 4F (2977.720668 sec): 3 clusters Score: Raw -593625.079424 + Penalty 2769.902710 = -590855.176714 nChanged 340 SP:Iteration 5F (2977.776276 sec): 3 clusters Score: Raw -593956.854916 + Penalty 2769.902710 = -591186.952205 nChanged 257 SP:Iteration 6F (2977.826102 sec): 3 clusters Score: Raw -594190.420497 + Penalty 2769.902710 = -591420.517786 nChanged 189 SP:Iteration 7Q (2977.895306 sec): 3 clusters Score: Raw -594375.221258 + Penalty 2769.902710 = -591605.318548 nChanged 121 SP:Iteration 8Q (2977.950052 sec): 3 clusters Score: Raw -594472.946074 + Penalty 2769.902710 = -591703.043364 nChanged 79 SP:Iteration 9Q (2977.992299 sec): 3 clusters Score: Raw -594532.811716 + Penalty 2769.902710 = -591762.909005 nChanged 58 SP:Iteration 10Q (2978.040237 sec): 3 clusters Score: Raw -594576.728439 + Penalty 2769.902710 = -591806.825729 nChanged 41 SP:Iteration 11Q (2978.099854 sec): 3 clusters Score: Raw -594614.109842 + Penalty 2769.902710 = -591844.207131 nChanged 35 SP:Iteration 12Q (2978.155976 sec): 3 clusters Score: Raw -594638.509441 + Penalty 2769.902710 = -591868.606730 nChanged 26 SP:Iteration 13Q (2978.213222 sec): 3 clusters Score: Raw -594659.795360 + Penalty 2769.902710 = -591889.892650 nChanged 23 SP:Iteration 14Q (2978.263504 sec): 3 clusters Score: Raw -594682.437171 + Penalty 2769.902710 = -591912.534461 nChanged 21 SP:Iteration 15Q (2978.313016 sec): 3 clusters Score: Raw -594692.571465 + Penalty 2769.902710 = -591922.668755 nChanged 13 SP:Iteration 16Q (2978.371633 sec): 3 clusters Score: Raw -594700.722139 + Penalty 2769.902710 = -591930.819429 nChanged 12 SP:Iteration 17Q (2978.409249 sec): 3 clusters Score: Raw -594706.775888 + Penalty 2769.902710 = -591936.873178 nChanged 5 SP:Iteration 18Q (2978.455761 sec): 3 clusters Score: Raw -594708.972579 + Penalty 2769.902710 = -591939.069869 nChanged 5 SP:Iteration 19Q (2978.503300 sec): 3 clusters Score: Raw -594710.185826 + Penalty 2769.902710 = -591940.283116 nChanged 5 SP:Iteration 20F (2978.551023 sec): 3 clusters Score: Raw -594712.823226 + Penalty 2769.902710 = -591942.920516 nChanged 2 SP:Iteration 21Q (2978.607233 sec): 3 clusters Score: Raw -594713.712333 + Penalty 2769.902710 = -591943.809623 nChanged 2 SP:Iteration 22Q (2978.649016 sec): 3 clusters Score: Raw -594714.544550 + Penalty 2769.902710 = -591944.641840 nChanged 1 SP:Iteration 23Q (2978.704145 sec): 3 clusters Score: Raw -594714.915961 + Penalty 2769.902710 = -591945.013251 nChanged 0 SP:Iteration 24F (2978.745520 sec): 3 clusters Score: Raw -594714.915961 + Penalty 2769.902710 = -591945.013251 nChanged 0 Trying to split cluster 21 (35645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2978.826581 sec): 2 clusters Score: Raw -4443570.902049 + Penalty 1703.221677 = -4441867.680372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2978.926263 sec): 3 clusters Score: Raw -4421311.197879 + Penalty 3406.443353 = -4417904.754526 nChanged 16653 SP:Iteration 1F (2979.022664 sec): 3 clusters Score: Raw -4430823.809619 + Penalty 3406.443353 = -4427417.366266 nChanged 1807 SP:Iteration 2F (2979.121396 sec): 3 clusters Score: Raw -4431584.088579 + Penalty 3406.443353 = -4428177.645226 nChanged 1891 SP:Iteration 3F (2979.220471 sec): 3 clusters Score: Raw -4432591.279241 + Penalty 3406.443353 = -4429184.835888 nChanged 2124 SP:Iteration 4F (2979.326647 sec): 3 clusters Score: Raw -4433980.552930 + Penalty 3406.443353 = -4430574.109577 nChanged 2395 SP:Iteration 5F (2979.415841 sec): 3 clusters Score: Raw -4435848.148779 + Penalty 3406.443353 = -4432441.705425 nChanged 2474 SP:Iteration 6F (2979.516796 sec): 3 clusters Score: Raw -4437887.115797 + Penalty 3406.443353 = -4434480.672444 nChanged 2336 SP:Iteration 7F (2979.612659 sec): 3 clusters Score: Raw -4439835.365593 + Penalty 3406.443353 = -4436428.922240 nChanged 2008 SP:Iteration 8F (2979.716107 sec): 3 clusters Score: Raw -4441414.736594 + Penalty 3406.443353 = -4438008.293240 nChanged 1524 SP:Iteration 9Q (2979.808855 sec): 3 clusters Score: Raw -4442443.351351 + Penalty 3406.443353 = -4439036.907998 nChanged 1093 SP:Iteration 10Q (2979.909428 sec): 3 clusters Score: Raw -4442999.578629 + Penalty 3406.443353 = -4439593.135276 nChanged 759 SP:Iteration 11Q (2980.012127 sec): 3 clusters Score: Raw -4443315.351976 + Penalty 3406.443353 = -4439908.908623 nChanged 582 SP:Iteration 12Q (2980.111943 sec): 3 clusters Score: Raw -4443538.003799 + Penalty 3406.443353 = -4440131.560446 nChanged 528 SP:Iteration 13Q (2980.214698 sec): 3 clusters Score: Raw -4443718.578731 + Penalty 3406.443353 = -4440312.135378 nChanged 469 SP:Iteration 14Q (2980.314067 sec): 3 clusters Score: Raw -4443874.672263 + Penalty 3406.443353 = -4440468.228910 nChanged 456 SP:Iteration 15Q (2980.410711 sec): 3 clusters Score: Raw -4444012.464436 + Penalty 3406.443353 = -4440606.021083 nChanged 388 SP:Iteration 16Q (2980.517358 sec): 3 clusters Score: Raw -4444127.733900 + Penalty 3406.443353 = -4440721.290547 nChanged 348 SP:Iteration 17Q (2980.616397 sec): 3 clusters Score: Raw -4444211.262440 + Penalty 3406.443353 = -4440804.819087 nChanged 287 SP:Iteration 18Q (2980.711748 sec): 3 clusters Score: Raw -4444269.633451 + Penalty 3406.443353 = -4440863.190097 nChanged 225 SP:Iteration 19Q (2980.812718 sec): 3 clusters Score: Raw -4444305.710498 + Penalty 3406.443353 = -4440899.267145 nChanged 180 SP:Iteration 20F (2980.920825 sec): 3 clusters Score: Raw -4444329.236124 + Penalty 3406.443353 = -4440922.792771 nChanged 132 SP:Iteration 21Q (2981.014937 sec): 3 clusters Score: Raw -4444344.909073 + Penalty 3406.443353 = -4440938.465720 nChanged 112 SP:Iteration 22Q (2981.118841 sec): 3 clusters Score: Raw -4444357.399113 + Penalty 3406.443353 = -4440950.955760 nChanged 102 SP:Iteration 23Q (2981.216936 sec): 3 clusters Score: Raw -4444367.996644 + Penalty 3406.443353 = -4440961.553291 nChanged 91 SP:Iteration 24Q (2981.319003 sec): 3 clusters Score: Raw -4444376.358747 + Penalty 3406.443353 = -4440969.915394 nChanged 64 SP:Iteration 25Q (2981.422217 sec): 3 clusters Score: Raw -4444383.104624 + Penalty 3406.443353 = -4440976.661271 nChanged 69 SP:Iteration 26Q (2981.539605 sec): 3 clusters Score: Raw -4444389.312728 + Penalty 3406.443353 = -4440982.869375 nChanged 63 SP:Iteration 27Q (2981.638923 sec): 3 clusters Score: Raw -4444394.138073 + Penalty 3406.443353 = -4440987.694720 nChanged 49 SP:Iteration 28Q (2981.754727 sec): 3 clusters Score: Raw -4444397.553688 + Penalty 3406.443353 = -4440991.110335 nChanged 56 SP:Iteration 29Q (2981.849398 sec): 3 clusters Score: Raw -4444401.539661 + Penalty 3406.443353 = -4440995.096308 nChanged 47 SP:Iteration 30Q (2981.934887 sec): 3 clusters Score: Raw -4444404.497014 + Penalty 3406.443353 = -4440998.053661 nChanged 41 SP:Iteration 31Q (2982.036407 sec): 3 clusters Score: Raw -4444407.011961 + Penalty 3406.443353 = -4441000.568608 nChanged 53 SP:Iteration 32Q (2982.131220 sec): 3 clusters Score: Raw -4444410.459210 + Penalty 3406.443353 = -4441004.015857 nChanged 48 SP:Iteration 33Q (2982.221413 sec): 3 clusters Score: Raw -4444413.915490 + Penalty 3406.443353 = -4441007.472137 nChanged 49 SP:Iteration 34Q (2982.316424 sec): 3 clusters Score: Raw -4444416.942306 + Penalty 3406.443353 = -4441010.498953 nChanged 50 SP:Iteration 35Q (2982.425054 sec): 3 clusters Score: Raw -4444420.692711 + Penalty 3406.443353 = -4441014.249357 nChanged 50 SP:Iteration 36Q (2982.531479 sec): 3 clusters Score: Raw -4444424.041580 + Penalty 3406.443353 = -4441017.598227 nChanged 45 SP:Iteration 37Q (2982.630622 sec): 3 clusters Score: Raw -4444426.962362 + Penalty 3406.443353 = -4441020.519009 nChanged 47 SP:Iteration 38Q (2982.734803 sec): 3 clusters Score: Raw -4444430.374690 + Penalty 3406.443353 = -4441023.931337 nChanged 42 SP:Iteration 39Q (2982.830646 sec): 3 clusters Score: Raw -4444433.385115 + Penalty 3406.443353 = -4441026.941761 nChanged 33 SP:Iteration 40F (2982.941097 sec): 3 clusters Score: Raw -4444435.189089 + Penalty 3406.443353 = -4441028.745736 nChanged 32 SP:Iteration 41Q (2983.035712 sec): 3 clusters Score: Raw -4444437.142734 + Penalty 3406.443353 = -4441030.699381 nChanged 30 SP:Iteration 42Q (2983.132827 sec): 3 clusters Score: Raw -4444439.032723 + Penalty 3406.443353 = -4441032.589370 nChanged 35 SP:Iteration 43Q (2983.234522 sec): 3 clusters Score: Raw -4444441.325550 + Penalty 3406.443353 = -4441034.882197 nChanged 41 SP:Iteration 44Q (2983.322412 sec): 3 clusters Score: Raw -4444444.779590 + Penalty 3406.443353 = -4441038.336237 nChanged 40 SP:Iteration 45Q (2983.418486 sec): 3 clusters Score: Raw -4444447.191092 + Penalty 3406.443353 = -4441040.747738 nChanged 44 SP:Iteration 46Q (2983.512669 sec): 3 clusters Score: Raw -4444449.558443 + Penalty 3406.443353 = -4441043.115090 nChanged 37 SP:Iteration 47Q (2983.614328 sec): 3 clusters Score: Raw -4444451.714973 + Penalty 3406.443353 = -4441045.271620 nChanged 30 SP:Iteration 48Q (2983.704483 sec): 3 clusters Score: Raw -4444453.366402 + Penalty 3406.443353 = -4441046.923049 nChanged 31 SP:Iteration 49Q (2983.800610 sec): 3 clusters Score: Raw -4444454.876574 + Penalty 3406.443353 = -4441048.433221 nChanged 24 SP:Iteration 50Q (2983.896233 sec): 3 clusters Score: Raw -4444456.010624 + Penalty 3406.443353 = -4441049.567271 nChanged 17 SP:Iteration 51Q (2983.989076 sec): 3 clusters Score: Raw -4444456.815090 + Penalty 3406.443353 = -4441050.371737 nChanged 15 SP:Iteration 52Q (2984.089024 sec): 3 clusters Score: Raw -4444457.424456 + Penalty 3406.443353 = -4441050.981103 nChanged 16 SP:Iteration 53Q (2984.175542 sec): 3 clusters Score: Raw -4444458.065601 + Penalty 3406.443353 = -4441051.622247 nChanged 15 SP:Iteration 54Q (2984.270332 sec): 3 clusters Score: Raw -4444458.822950 + Penalty 3406.443353 = -4441052.379597 nChanged 14 SP:Iteration 55Q (2984.372592 sec): 3 clusters Score: Raw -4444459.470257 + Penalty 3406.443353 = -4441053.026904 nChanged 16 SP:Iteration 56Q (2984.465704 sec): 3 clusters Score: Raw -4444460.488535 + Penalty 3406.443353 = -4441054.045182 nChanged 21 SP:Iteration 57Q (2984.559246 sec): 3 clusters Score: Raw -4444461.676888 + Penalty 3406.443353 = -4441055.233535 nChanged 28 SP:Iteration 58Q (2984.659145 sec): 3 clusters Score: Raw -4444463.755068 + Penalty 3406.443353 = -4441057.311715 nChanged 34 SP:Iteration 59Q (2984.747042 sec): 3 clusters Score: Raw -4444465.841639 + Penalty 3406.443353 = -4441059.398286 nChanged 31 SP:Iteration 60F (2984.841286 sec): 3 clusters Score: Raw -4444467.635404 + Penalty 3406.443353 = -4441061.192051 nChanged 29 SP:Iteration 61Q (2984.939159 sec): 3 clusters Score: Raw -4444469.599177 + Penalty 3406.443353 = -4441063.155823 nChanged 27 SP:Iteration 62Q (2985.028298 sec): 3 clusters Score: Raw -4444470.796268 + Penalty 3406.443353 = -4441064.352915 nChanged 19 SP:Iteration 63Q (2985.130116 sec): 3 clusters Score: Raw -4444471.811823 + Penalty 3406.443353 = -4441065.368470 nChanged 18 SP:Iteration 64Q (2985.225368 sec): 3 clusters Score: Raw -4444472.545000 + Penalty 3406.443353 = -4441066.101646 nChanged 20 SP:Iteration 65Q (2985.319143 sec): 3 clusters Score: Raw -4444473.612537 + Penalty 3406.443353 = -4441067.169183 nChanged 15 SP:Iteration 66Q (2985.412319 sec): 3 clusters Score: Raw -4444474.290536 + Penalty 3406.443353 = -4441067.847183 nChanged 27 SP:Iteration 67Q (2985.504331 sec): 3 clusters Score: Raw -4444475.599632 + Penalty 3406.443353 = -4441069.156278 nChanged 27 SP:Iteration 68Q (2985.595095 sec): 3 clusters Score: Raw -4444477.372654 + Penalty 3406.443353 = -4441070.929301 nChanged 30 SP:Iteration 69Q (2985.690828 sec): 3 clusters Score: Raw -4444478.900044 + Penalty 3406.443353 = -4441072.456690 nChanged 29 SP:Iteration 70Q (2985.781688 sec): 3 clusters Score: Raw -4444480.499516 + Penalty 3406.443353 = -4441074.056163 nChanged 25 SP:Iteration 71Q (2985.869906 sec): 3 clusters Score: Raw -4444481.697438 + Penalty 3406.443353 = -4441075.254085 nChanged 23 SP:Iteration 72Q (2985.965313 sec): 3 clusters Score: Raw -4444482.797094 + Penalty 3406.443353 = -4441076.353741 nChanged 20 SP:Iteration 73Q (2986.055539 sec): 3 clusters Score: Raw -4444483.786574 + Penalty 3406.443353 = -4441077.343221 nChanged 28 SP:Iteration 74Q (2986.152539 sec): 3 clusters Score: Raw -4444485.319646 + Penalty 3406.443353 = -4441078.876293 nChanged 33 SP:Iteration 75Q (2986.246307 sec): 3 clusters Score: Raw -4444487.306909 + Penalty 3406.443353 = -4441080.863556 nChanged 28 SP:Iteration 76Q (2986.344228 sec): 3 clusters Score: Raw -4444488.934217 + Penalty 3406.443353 = -4441082.490864 nChanged 39 SP:Iteration 77Q (2986.440207 sec): 3 clusters Score: Raw -4444491.419035 + Penalty 3406.443353 = -4441084.975681 nChanged 37 SP:Iteration 78Q (2986.540875 sec): 3 clusters Score: Raw -4444493.454995 + Penalty 3406.443353 = -4441087.011642 nChanged 32 SP:Iteration 79Q (2986.625212 sec): 3 clusters Score: Raw -4444495.252594 + Penalty 3406.443353 = -4441088.809241 nChanged 30 SP:Iteration 80F (2986.727022 sec): 3 clusters Score: Raw -4444497.103925 + Penalty 3406.443353 = -4441090.660572 nChanged 28 SP:Iteration 81Q (2986.824914 sec): 3 clusters Score: Raw -4444498.550501 + Penalty 3406.443353 = -4441092.107148 nChanged 27 SP:Iteration 82Q (2986.928450 sec): 3 clusters Score: Raw -4444500.050239 + Penalty 3406.443353 = -4441093.606886 nChanged 24 SP:Iteration 83Q (2987.025203 sec): 3 clusters Score: Raw -4444501.412619 + Penalty 3406.443353 = -4441094.969266 nChanged 22 SP:Iteration 84Q (2987.118756 sec): 3 clusters Score: Raw -4444502.411327 + Penalty 3406.443353 = -4441095.967974 nChanged 17 SP:Iteration 85Q (2987.220939 sec): 3 clusters Score: Raw -4444503.238793 + Penalty 3406.443353 = -4441096.795440 nChanged 19 SP:Iteration 86Q (2987.318511 sec): 3 clusters Score: Raw -4444504.137483 + Penalty 3406.443353 = -4441097.694130 nChanged 16 SP:Iteration 87Q (2987.418556 sec): 3 clusters Score: Raw -4444504.931879 + Penalty 3406.443353 = -4441098.488526 nChanged 16 SP:Iteration 88Q (2987.515729 sec): 3 clusters Score: Raw -4444505.777445 + Penalty 3406.443353 = -4441099.334092 nChanged 20 SP:Iteration 89Q (2987.611553 sec): 3 clusters Score: Raw -4444506.735040 + Penalty 3406.443353 = -4441100.291686 nChanged 21 SP:Iteration 90Q (2987.710161 sec): 3 clusters Score: Raw -4444507.889863 + Penalty 3406.443353 = -4441101.446510 nChanged 24 SP:Iteration 91Q (2987.803469 sec): 3 clusters Score: Raw -4444509.223044 + Penalty 3406.443353 = -4441102.779690 nChanged 20 SP:Iteration 92Q (2987.905573 sec): 3 clusters Score: Raw -4444510.130511 + Penalty 3406.443353 = -4441103.687158 nChanged 21 SP:Iteration 93Q (2987.998308 sec): 3 clusters Score: Raw -4444511.053762 + Penalty 3406.443353 = -4441104.610409 nChanged 20 SP:Iteration 94Q (2988.094046 sec): 3 clusters Score: Raw -4444512.099382 + Penalty 3406.443353 = -4441105.656029 nChanged 12 SP:Iteration 95Q (2988.181107 sec): 3 clusters Score: Raw -4444512.562935 + Penalty 3406.443353 = -4441106.119582 nChanged 12 SP:Iteration 96Q (2988.280448 sec): 3 clusters Score: Raw -4444513.222366 + Penalty 3406.443353 = -4441106.779013 nChanged 18 SP:Iteration 97Q (2988.387301 sec): 3 clusters Score: Raw -4444514.387627 + Penalty 3406.443353 = -4441107.944273 nChanged 16 SP:Iteration 98Q (2988.486465 sec): 3 clusters Score: Raw -4444515.247781 + Penalty 3406.443353 = -4441108.804427 nChanged 17 SP:Iteration 99Q (2988.580685 sec): 3 clusters Score: Raw -4444516.070058 + Penalty 3406.443353 = -4441109.626704 nChanged 20 SP:Iteration 100F (2988.670418 sec): 3 clusters Score: Raw -4444517.125538 + Penalty 3406.443353 = -4441110.682184 nChanged 16 SP:Iteration 101Q (2988.771262 sec): 3 clusters Score: Raw -4444517.825978 + Penalty 3406.443353 = -4441111.382625 nChanged 16 SP:Iteration 102Q (2988.876807 sec): 3 clusters Score: Raw -4444518.616925 + Penalty 3406.443353 = -4441112.173572 nChanged 26 SP:Iteration 103Q (2988.977946 sec): 3 clusters Score: Raw -4444519.790558 + Penalty 3406.443353 = -4441113.347205 nChanged 19 SP:Iteration 104Q (2989.072174 sec): 3 clusters Score: Raw -4444520.836987 + Penalty 3406.443353 = -4441114.393634 nChanged 22 SP:Iteration 105Q (2989.149892 sec): 3 clusters Score: Raw -4444521.714556 + Penalty 3406.443353 = -4441115.271203 nChanged 15 SP:Iteration 106Q (2989.248074 sec): 3 clusters Score: Raw -4444522.221340 + Penalty 3406.443353 = -4441115.777987 nChanged 10 SP:Iteration 107Q (2989.334220 sec): 3 clusters Score: Raw -4444522.503727 + Penalty 3406.443353 = -4441116.060374 nChanged 11 SP:Iteration 108Q (2989.435975 sec): 3 clusters Score: Raw -4444523.036093 + Penalty 3406.443353 = -4441116.592740 nChanged 15 SP:Iteration 109Q (2989.522913 sec): 3 clusters Score: Raw -4444523.790386 + Penalty 3406.443353 = -4441117.347033 nChanged 25 SP:Iteration 110Q (2989.618884 sec): 3 clusters Score: Raw -4444524.974253 + Penalty 3406.443353 = -4441118.530900 nChanged 18 SP:Iteration 111Q (2989.717879 sec): 3 clusters Score: Raw -4444525.848311 + Penalty 3406.443353 = -4441119.404958 nChanged 16 SP:Iteration 112Q (2989.810144 sec): 3 clusters Score: Raw -4444526.696459 + Penalty 3406.443353 = -4441120.253106 nChanged 11 SP:Iteration 113Q (2989.897057 sec): 3 clusters Score: Raw -4444527.079604 + Penalty 3406.443353 = -4441120.636251 nChanged 8 SP:Iteration 114Q (2989.989060 sec): 3 clusters Score: Raw -4444527.489828 + Penalty 3406.443353 = -4441121.046475 nChanged 8 SP:Iteration 115Q (2990.082580 sec): 3 clusters Score: Raw -4444527.760958 + Penalty 3406.443353 = -4441121.317605 nChanged 5 SP:Iteration 116Q (2990.155004 sec): 3 clusters Score: Raw -4444527.957681 + Penalty 3406.443353 = -4441121.514328 nChanged 4 SP:Iteration 117Q (2990.255324 sec): 3 clusters Score: Raw -4444528.120665 + Penalty 3406.443353 = -4441121.677312 nChanged 5 SP:Iteration 118Q (2990.339281 sec): 3 clusters Score: Raw -4444528.255614 + Penalty 3406.443353 = -4441121.812261 nChanged 1 SP:Iteration 119Q (2990.420646 sec): 3 clusters Score: Raw -4444528.269809 + Penalty 3406.443353 = -4441121.826456 nChanged 1 SP:Iteration 120F (2990.511068 sec): 3 clusters Score: Raw -4444528.287243 + Penalty 3406.443353 = -4441121.843890 nChanged 0 Trying to split cluster 22 (12307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2990.549980 sec): 2 clusters Score: Raw -1497496.364577 + Penalty 1530.412566 = -1495965.952011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2990.604491 sec): 3 clusters Score: Raw -1490376.084753 + Penalty 3060.825133 = -1487315.259620 nChanged 5407 SP:Iteration 1F (2990.676442 sec): 3 clusters Score: Raw -1493268.418896 + Penalty 3060.825133 = -1490207.593764 nChanged 797 SP:Iteration 2F (2990.733211 sec): 3 clusters Score: Raw -1493615.017647 + Penalty 3060.825133 = -1490554.192515 nChanged 650 SP:Iteration 3F (2990.794112 sec): 3 clusters Score: Raw -1493860.486725 + Penalty 3060.825133 = -1490799.661592 nChanged 524 SP:Iteration 4Q (2990.868694 sec): 3 clusters Score: Raw -1494045.179868 + Penalty 3060.825133 = -1490984.354735 nChanged 444 SP:Iteration 5Q (2990.923544 sec): 3 clusters Score: Raw -1494194.605318 + Penalty 3060.825133 = -1491133.780186 nChanged 388 SP:Iteration 6Q (2990.984821 sec): 3 clusters Score: Raw -1494343.108858 + Penalty 3060.825133 = -1491282.283725 nChanged 373 SP:Iteration 7Q (2991.053483 sec): 3 clusters Score: Raw -1494494.347824 + Penalty 3060.825133 = -1491433.522692 nChanged 373 SP:Iteration 8Q (2991.114268 sec): 3 clusters Score: Raw -1494667.459316 + Penalty 3060.825133 = -1491606.634183 nChanged 408 SP:Iteration 9Q (2991.173190 sec): 3 clusters Score: Raw -1494914.200257 + Penalty 3060.825133 = -1491853.375124 nChanged 501 SP:Iteration 10Q (2991.241164 sec): 3 clusters Score: Raw -1495264.253481 + Penalty 3060.825133 = -1492203.428348 nChanged 580 SP:Iteration 11Q (2991.295574 sec): 3 clusters Score: Raw -1495656.856276 + Penalty 3060.825133 = -1492596.031143 nChanged 599 SP:Iteration 12Q (2991.355256 sec): 3 clusters Score: Raw -1496074.643152 + Penalty 3060.825133 = -1493013.818019 nChanged 630 SP:Iteration 13F (2991.424065 sec): 3 clusters Score: Raw -1496504.793161 + Penalty 3060.825133 = -1493443.968029 nChanged 600 SP:Iteration 14Q (2991.478574 sec): 3 clusters Score: Raw -1496868.509843 + Penalty 3060.825133 = -1493807.684710 nChanged 550 SP:Iteration 15Q (2991.547507 sec): 3 clusters Score: Raw -1497188.283694 + Penalty 3060.825133 = -1494127.458562 nChanged 483 SP:Iteration 16Q (2991.597356 sec): 3 clusters Score: Raw -1497438.872734 + Penalty 3060.825133 = -1494378.047602 nChanged 402 SP:Iteration 17Q (2991.659613 sec): 3 clusters Score: Raw -1497607.450862 + Penalty 3060.825133 = -1494546.625729 nChanged 305 SP:Iteration 18Q (2991.725278 sec): 3 clusters Score: Raw -1497714.824588 + Penalty 3060.825133 = -1494653.999456 nChanged 204 SP:Iteration 19Q (2991.798431 sec): 3 clusters Score: Raw -1497769.051038 + Penalty 3060.825133 = -1494708.225905 nChanged 147 SP:Iteration 20F (2991.864400 sec): 3 clusters Score: Raw -1497797.853859 + Penalty 3060.825133 = -1494737.028726 nChanged 95 SP:Iteration 21Q (2991.928893 sec): 3 clusters Score: Raw -1497812.888704 + Penalty 3060.825133 = -1494752.063571 nChanged 68 SP:Iteration 22Q (2991.985682 sec): 3 clusters Score: Raw -1497821.927549 + Penalty 3060.825133 = -1494761.102416 nChanged 58 SP:Iteration 23Q (2992.043448 sec): 3 clusters Score: Raw -1497829.315863 + Penalty 3060.825133 = -1494768.490730 nChanged 48 SP:Iteration 24Q (2992.111580 sec): 3 clusters Score: Raw -1497835.346712 + Penalty 3060.825133 = -1494774.521580 nChanged 37 SP:Iteration 25Q (2992.167725 sec): 3 clusters Score: Raw -1497839.785431 + Penalty 3060.825133 = -1494778.960298 nChanged 27 SP:Iteration 26Q (2992.224874 sec): 3 clusters Score: Raw -1497842.823463 + Penalty 3060.825133 = -1494781.998330 nChanged 19 SP:Iteration 27Q (2992.293206 sec): 3 clusters Score: Raw -1497844.933334 + Penalty 3060.825133 = -1494784.108202 nChanged 13 SP:Iteration 28Q (2992.348373 sec): 3 clusters Score: Raw -1497846.385885 + Penalty 3060.825133 = -1494785.560752 nChanged 14 SP:Iteration 29Q (2992.422208 sec): 3 clusters Score: Raw -1497847.417076 + Penalty 3060.825133 = -1494786.591943 nChanged 12 SP:Iteration 30Q (2992.475430 sec): 3 clusters Score: Raw -1497848.119343 + Penalty 3060.825133 = -1494787.294211 nChanged 7 SP:Iteration 31Q (2992.549589 sec): 3 clusters Score: Raw -1497848.642247 + Penalty 3060.825133 = -1494787.817114 nChanged 6 SP:Iteration 32Q (2992.613389 sec): 3 clusters Score: Raw -1497849.009179 + Penalty 3060.825133 = -1494788.184046 nChanged 2 SP:Iteration 33Q (2992.681130 sec): 3 clusters Score: Raw -1497849.069839 + Penalty 3060.825133 = -1494788.244706 nChanged 0 SP:Iteration 34F (2992.742645 sec): 3 clusters Score: Raw -1497849.069839 + Penalty 3060.825133 = -1494788.244706 nChanged 0 Trying to split cluster 23 (15579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2992.784629 sec): 2 clusters Score: Raw -1922866.626602 + Penalty 1568.722859 = -1921297.903743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2992.859372 sec): 3 clusters Score: Raw -1913674.767704 + Penalty 3137.445718 = -1910537.321986 nChanged 7006 SP:Iteration 1F (2992.924708 sec): 3 clusters Score: Raw -1917344.356117 + Penalty 3137.445718 = -1914206.910399 nChanged 851 SP:Iteration 2F (2992.994623 sec): 3 clusters Score: Raw -1917707.645783 + Penalty 3137.445718 = -1914570.200065 nChanged 868 SP:Iteration 3F (2993.063001 sec): 3 clusters Score: Raw -1918149.788159 + Penalty 3137.445718 = -1915012.342441 nChanged 967 SP:Iteration 4F (2993.131833 sec): 3 clusters Score: Raw -1918745.554924 + Penalty 3137.445718 = -1915608.109206 nChanged 992 SP:Iteration 5F (2993.196247 sec): 3 clusters Score: Raw -1919403.884139 + Penalty 3137.445718 = -1916266.438421 nChanged 977 SP:Iteration 6F (2993.268083 sec): 3 clusters Score: Raw -1920085.496512 + Penalty 3137.445718 = -1916948.050794 nChanged 854 SP:Iteration 7F (2993.328959 sec): 3 clusters Score: Raw -1920689.678397 + Penalty 3137.445718 = -1917552.232679 nChanged 738 SP:Iteration 8Q (2993.404329 sec): 3 clusters Score: Raw -1921229.981365 + Penalty 3137.445718 = -1918092.535647 nChanged 602 SP:Iteration 9Q (2993.460746 sec): 3 clusters Score: Raw -1921657.805758 + Penalty 3137.445718 = -1918520.360040 nChanged 515 SP:Iteration 10Q (2993.535524 sec): 3 clusters Score: Raw -1922023.909692 + Penalty 3137.445718 = -1918886.463974 nChanged 385 SP:Iteration 11Q (2993.602104 sec): 3 clusters Score: Raw -1922309.453953 + Penalty 3137.445718 = -1919172.008235 nChanged 312 SP:Iteration 12Q (2993.668491 sec): 3 clusters Score: Raw -1922547.910548 + Penalty 3137.445718 = -1919410.464830 nChanged 255 SP:Iteration 13Q (2993.726950 sec): 3 clusters Score: Raw -1922752.209948 + Penalty 3137.445718 = -1919614.764230 nChanged 204 SP:Iteration 14Q (2993.796832 sec): 3 clusters Score: Raw -1922895.725138 + Penalty 3137.445718 = -1919758.279420 nChanged 185 SP:Iteration 15Q (2993.850096 sec): 3 clusters Score: Raw -1923024.138583 + Penalty 3137.445718 = -1919886.692865 nChanged 153 SP:Iteration 16Q (2993.928536 sec): 3 clusters Score: Raw -1923122.399623 + Penalty 3137.445718 = -1919984.953905 nChanged 139 SP:Iteration 17Q (2993.984531 sec): 3 clusters Score: Raw -1923204.650092 + Penalty 3137.445718 = -1920067.204374 nChanged 112 SP:Iteration 18Q (2994.050283 sec): 3 clusters Score: Raw -1923270.466843 + Penalty 3137.445718 = -1920133.021125 nChanged 85 SP:Iteration 19Q (2994.123326 sec): 3 clusters Score: Raw -1923314.392022 + Penalty 3137.445718 = -1920176.946304 nChanged 88 SP:Iteration 20F (2994.194996 sec): 3 clusters Score: Raw -1923360.176520 + Penalty 3137.445718 = -1920222.730802 nChanged 71 SP:Iteration 21Q (2994.269594 sec): 3 clusters Score: Raw -1923389.297242 + Penalty 3137.445718 = -1920251.851524 nChanged 49 SP:Iteration 22Q (2994.340804 sec): 3 clusters Score: Raw -1923408.397925 + Penalty 3137.445718 = -1920270.952207 nChanged 41 SP:Iteration 23Q (2994.394298 sec): 3 clusters Score: Raw -1923422.843521 + Penalty 3137.445718 = -1920285.397803 nChanged 28 SP:Iteration 24Q (2994.458125 sec): 3 clusters Score: Raw -1923431.886267 + Penalty 3137.445718 = -1920294.440549 nChanged 20 SP:Iteration 25Q (2994.513220 sec): 3 clusters Score: Raw -1923437.727331 + Penalty 3137.445718 = -1920300.281613 nChanged 19 SP:Iteration 26Q (2994.578559 sec): 3 clusters Score: Raw -1923443.541163 + Penalty 3137.445718 = -1920306.095445 nChanged 17 SP:Iteration 27Q (2994.644979 sec): 3 clusters Score: Raw -1923449.032696 + Penalty 3137.445718 = -1920311.586978 nChanged 21 SP:Iteration 28Q (2994.708749 sec): 3 clusters Score: Raw -1923454.825981 + Penalty 3137.445718 = -1920317.380263 nChanged 19 SP:Iteration 29Q (2994.784136 sec): 3 clusters Score: Raw -1923462.213161 + Penalty 3137.445718 = -1920324.767443 nChanged 18 SP:Iteration 30Q (2994.844629 sec): 3 clusters Score: Raw -1923468.641741 + Penalty 3137.445718 = -1920331.196023 nChanged 15 SP:Iteration 31Q (2994.910694 sec): 3 clusters Score: Raw -1923473.139788 + Penalty 3137.445718 = -1920335.694070 nChanged 11 SP:Iteration 32Q (2994.970297 sec): 3 clusters Score: Raw -1923476.759810 + Penalty 3137.445718 = -1920339.314092 nChanged 9 SP:Iteration 33Q (2995.038539 sec): 3 clusters Score: Raw -1923479.451385 + Penalty 3137.445718 = -1920342.005667 nChanged 7 SP:Iteration 34Q (2995.104007 sec): 3 clusters Score: Raw -1923481.783670 + Penalty 3137.445718 = -1920344.337952 nChanged 8 SP:Iteration 35Q (2995.170522 sec): 3 clusters Score: Raw -1923484.214162 + Penalty 3137.445718 = -1920346.768444 nChanged 7 SP:Iteration 36Q (2995.233732 sec): 3 clusters Score: Raw -1923487.278070 + Penalty 3137.445718 = -1920349.832352 nChanged 15 SP:Iteration 37Q (2995.294210 sec): 3 clusters Score: Raw -1923493.003075 + Penalty 3137.445718 = -1920355.557357 nChanged 16 SP:Iteration 38Q (2995.361235 sec): 3 clusters Score: Raw -1923498.724385 + Penalty 3137.445718 = -1920361.278667 nChanged 23 SP:Iteration 39Q (2995.426534 sec): 3 clusters Score: Raw -1923509.779048 + Penalty 3137.445718 = -1920372.333330 nChanged 22 SP:Iteration 40F (2995.498035 sec): 3 clusters Score: Raw -1923519.731128 + Penalty 3137.445718 = -1920382.285410 nChanged 22 SP:Iteration 41Q (2995.565023 sec): 3 clusters Score: Raw -1923528.012506 + Penalty 3137.445718 = -1920390.566788 nChanged 23 SP:Iteration 42Q (2995.639969 sec): 3 clusters Score: Raw -1923539.385987 + Penalty 3137.445718 = -1920401.940269 nChanged 31 SP:Iteration 43Q (2995.694967 sec): 3 clusters Score: Raw -1923554.769619 + Penalty 3137.445718 = -1920417.323901 nChanged 29 SP:Iteration 44Q (2995.751721 sec): 3 clusters Score: Raw -1923564.024476 + Penalty 3137.445718 = -1920426.578758 nChanged 24 SP:Iteration 45Q (2995.815482 sec): 3 clusters Score: Raw -1923574.179546 + Penalty 3137.445718 = -1920436.733828 nChanged 25 SP:Iteration 46Q (2995.879824 sec): 3 clusters Score: Raw -1923584.745583 + Penalty 3137.445718 = -1920447.299865 nChanged 25 SP:Iteration 47Q (2995.951458 sec): 3 clusters Score: Raw -1923592.392783 + Penalty 3137.445718 = -1920454.947065 nChanged 14 SP:Iteration 48Q (2996.000274 sec): 3 clusters Score: Raw -1923598.032277 + Penalty 3137.445718 = -1920460.586559 nChanged 16 SP:Iteration 49Q (2996.054909 sec): 3 clusters Score: Raw -1923603.076050 + Penalty 3137.445718 = -1920465.630332 nChanged 15 SP:Iteration 50Q (2996.125889 sec): 3 clusters Score: Raw -1923607.187104 + Penalty 3137.445718 = -1920469.741386 nChanged 10 SP:Iteration 51Q (2996.174808 sec): 3 clusters Score: Raw -1923609.596280 + Penalty 3137.445718 = -1920472.150562 nChanged 8 SP:Iteration 52Q (2996.247644 sec): 3 clusters Score: Raw -1923612.608747 + Penalty 3137.445718 = -1920475.163029 nChanged 7 SP:Iteration 53Q (2996.313758 sec): 3 clusters Score: Raw -1923615.153947 + Penalty 3137.445718 = -1920477.708229 nChanged 7 SP:Iteration 54Q (2996.374389 sec): 3 clusters Score: Raw -1923617.101649 + Penalty 3137.445718 = -1920479.655931 nChanged 10 SP:Iteration 55Q (2996.445528 sec): 3 clusters Score: Raw -1923620.316602 + Penalty 3137.445718 = -1920482.870883 nChanged 16 SP:Iteration 56Q (2996.498044 sec): 3 clusters Score: Raw -1923624.947102 + Penalty 3137.445718 = -1920487.501384 nChanged 17 SP:Iteration 57Q (2996.564905 sec): 3 clusters Score: Raw -1923630.227741 + Penalty 3137.445718 = -1920492.782023 nChanged 11 SP:Iteration 58Q (2996.632691 sec): 3 clusters Score: Raw -1923632.993095 + Penalty 3137.445718 = -1920495.547377 nChanged 8 SP:Iteration 59Q (2996.698366 sec): 3 clusters Score: Raw -1923635.348815 + Penalty 3137.445718 = -1920497.903097 nChanged 9 SP:Iteration 60F (2996.772677 sec): 3 clusters Score: Raw -1923637.262199 + Penalty 3137.445718 = -1920499.816481 nChanged 6 SP:Iteration 61Q (2996.828995 sec): 3 clusters Score: Raw -1923638.591998 + Penalty 3137.445718 = -1920501.146280 nChanged 11 SP:Iteration 62Q (2996.897912 sec): 3 clusters Score: Raw -1923641.395764 + Penalty 3137.445718 = -1920503.950046 nChanged 4 SP:Iteration 63Q (2996.964161 sec): 3 clusters Score: Raw -1923642.235528 + Penalty 3137.445718 = -1920504.789810 nChanged 2 SP:Iteration 64Q (2997.032191 sec): 3 clusters Score: Raw -1923642.776385 + Penalty 3137.445718 = -1920505.330667 nChanged 2 SP:Iteration 65Q (2997.092262 sec): 3 clusters Score: Raw -1923643.350233 + Penalty 3137.445718 = -1920505.904515 nChanged 6 SP:Iteration 66Q (2997.160138 sec): 3 clusters Score: Raw -1923645.336242 + Penalty 3137.445718 = -1920507.890524 nChanged 3 SP:Iteration 67Q (2997.216280 sec): 3 clusters Score: Raw -1923646.088509 + Penalty 3137.445718 = -1920508.642791 nChanged 3 SP:Iteration 68Q (2997.284304 sec): 3 clusters Score: Raw -1923646.441241 + Penalty 3137.445718 = -1920508.995523 nChanged 3 SP:Iteration 69Q (2997.353139 sec): 3 clusters Score: Raw -1923647.253123 + Penalty 3137.445718 = -1920509.807405 nChanged 5 SP:Iteration 70Q (2997.398979 sec): 3 clusters Score: Raw -1923648.624206 + Penalty 3137.445718 = -1920511.178488 nChanged 3 SP:Iteration 71Q (2997.459075 sec): 3 clusters Score: Raw -1923649.413176 + Penalty 3137.445718 = -1920511.967458 nChanged 4 SP:Iteration 72Q (2997.523660 sec): 3 clusters Score: Raw -1923650.678353 + Penalty 3137.445718 = -1920513.232635 nChanged 4 SP:Iteration 73Q (2997.599920 sec): 3 clusters Score: Raw -1923651.343188 + Penalty 3137.445718 = -1920513.897469 nChanged 2 SP:Iteration 74Q (2997.656717 sec): 3 clusters Score: Raw -1923651.570262 + Penalty 3137.445718 = -1920514.124544 nChanged 1 SP:Iteration 75Q (2997.718305 sec): 3 clusters Score: Raw -1923651.732508 + Penalty 3137.445718 = -1920514.286790 nChanged 0 SP:Iteration 76F (2997.789103 sec): 3 clusters Score: Raw -1923651.732508 + Penalty 3137.445718 = -1920514.286790 nChanged 0 Trying to split cluster 24 (9335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2997.819396 sec): 2 clusters Score: Raw -1139792.935055 + Penalty 1485.497984 = -1138307.437071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2997.875150 sec): 3 clusters Score: Raw -1134522.969121 + Penalty 2970.995968 = -1131551.973153 nChanged 4001 SP:Iteration 1F (2997.937290 sec): 3 clusters Score: Raw -1136703.315170 + Penalty 2970.995968 = -1133732.319202 nChanged 573 SP:Iteration 2F (2997.997202 sec): 3 clusters Score: Raw -1137009.942120 + Penalty 2970.995968 = -1134038.946152 nChanged 544 SP:Iteration 3F (2998.058901 sec): 3 clusters Score: Raw -1137329.908973 + Penalty 2970.995968 = -1134358.913005 nChanged 517 SP:Iteration 4F (2998.121430 sec): 3 clusters Score: Raw -1137616.070366 + Penalty 2970.995968 = -1134645.074398 nChanged 472 SP:Iteration 5F (2998.178692 sec): 3 clusters Score: Raw -1137885.682808 + Penalty 2970.995968 = -1134914.686840 nChanged 437 SP:Iteration 6Q (2998.241471 sec): 3 clusters Score: Raw -1138116.906431 + Penalty 2970.995968 = -1135145.910463 nChanged 396 SP:Iteration 7Q (2998.313316 sec): 3 clusters Score: Raw -1138358.368543 + Penalty 2970.995968 = -1135387.372575 nChanged 431 SP:Iteration 8Q (2998.362741 sec): 3 clusters Score: Raw -1138616.019838 + Penalty 2970.995968 = -1135645.023869 nChanged 423 SP:Iteration 9Q (2998.428693 sec): 3 clusters Score: Raw -1138871.819686 + Penalty 2970.995968 = -1135900.823718 nChanged 373 SP:Iteration 10Q (2998.487929 sec): 3 clusters Score: Raw -1139096.458655 + Penalty 2970.995968 = -1136125.462687 nChanged 330 SP:Iteration 11Q (2998.541831 sec): 3 clusters Score: Raw -1139295.204275 + Penalty 2970.995968 = -1136324.208307 nChanged 286 SP:Iteration 12Q (2998.602141 sec): 3 clusters Score: Raw -1139450.157311 + Penalty 2970.995968 = -1136479.161343 nChanged 220 SP:Iteration 13Q (2998.652783 sec): 3 clusters Score: Raw -1139544.495185 + Penalty 2970.995968 = -1136573.499217 nChanged 178 SP:Iteration 14Q (2998.723513 sec): 3 clusters Score: Raw -1139599.499202 + Penalty 2970.995968 = -1136628.503233 nChanged 124 SP:Iteration 15Q (2998.766380 sec): 3 clusters Score: Raw -1139634.642957 + Penalty 2970.995968 = -1136663.646989 nChanged 87 SP:Iteration 16Q (2998.822303 sec): 3 clusters Score: Raw -1139652.950816 + Penalty 2970.995968 = -1136681.954848 nChanged 67 SP:Iteration 17Q (2998.886666 sec): 3 clusters Score: Raw -1139666.299663 + Penalty 2970.995968 = -1136695.303695 nChanged 59 SP:Iteration 18Q (2998.933665 sec): 3 clusters Score: Raw -1139678.850218 + Penalty 2970.995968 = -1136707.854250 nChanged 49 SP:Iteration 19Q (2999.003370 sec): 3 clusters Score: Raw -1139688.368221 + Penalty 2970.995968 = -1136717.372253 nChanged 46 SP:Iteration 20F (2999.044035 sec): 3 clusters Score: Raw -1139697.081528 + Penalty 2970.995968 = -1136726.085560 nChanged 37 SP:Iteration 21Q (2999.114012 sec): 3 clusters Score: Raw -1139705.278011 + Penalty 2970.995968 = -1136734.282042 nChanged 38 SP:Iteration 22Q (2999.163060 sec): 3 clusters Score: Raw -1139713.077822 + Penalty 2970.995968 = -1136742.081854 nChanged 28 SP:Iteration 23Q (2999.222879 sec): 3 clusters Score: Raw -1139717.668884 + Penalty 2970.995968 = -1136746.672916 nChanged 26 SP:Iteration 24Q (2999.282013 sec): 3 clusters Score: Raw -1139721.721027 + Penalty 2970.995968 = -1136750.725059 nChanged 29 SP:Iteration 25Q (2999.342810 sec): 3 clusters Score: Raw -1139727.706853 + Penalty 2970.995968 = -1136756.710885 nChanged 40 SP:Iteration 26Q (2999.401252 sec): 3 clusters Score: Raw -1139735.087548 + Penalty 2970.995968 = -1136764.091579 nChanged 36 SP:Iteration 27Q (2999.464164 sec): 3 clusters Score: Raw -1139743.150695 + Penalty 2970.995968 = -1136772.154727 nChanged 56 SP:Iteration 28Q (2999.531950 sec): 3 clusters Score: Raw -1139757.856854 + Penalty 2970.995968 = -1136786.860885 nChanged 54 SP:Iteration 29Q (2999.578342 sec): 3 clusters Score: Raw -1139772.512054 + Penalty 2970.995968 = -1136801.516086 nChanged 47 SP:Iteration 30Q (2999.645503 sec): 3 clusters Score: Raw -1139782.347949 + Penalty 2970.995968 = -1136811.351981 nChanged 46 SP:Iteration 31Q (2999.701488 sec): 3 clusters Score: Raw -1139791.487638 + Penalty 2970.995968 = -1136820.491670 nChanged 52 SP:Iteration 32Q (2999.762983 sec): 3 clusters Score: Raw -1139801.572806 + Penalty 2970.995968 = -1136830.576838 nChanged 45 SP:Iteration 33Q (2999.825138 sec): 3 clusters Score: Raw -1139813.120752 + Penalty 2970.995968 = -1136842.124784 nChanged 55 SP:Iteration 34Q (2999.883567 sec): 3 clusters Score: Raw -1139826.835958 + Penalty 2970.995968 = -1136855.839990 nChanged 51 SP:Iteration 35Q (2999.945938 sec): 3 clusters Score: Raw -1139838.557482 + Penalty 2970.995968 = -1136867.561513 nChanged 50 SP:Iteration 36Q (2999.984783 sec): 3 clusters Score: Raw -1139850.934624 + Penalty 2970.995968 = -1136879.938656 nChanged 56 SP:Iteration 37Q (3000.046919 sec): 3 clusters Score: Raw -1139862.807950 + Penalty 2970.995968 = -1136891.811982 nChanged 58 SP:Iteration 38Q (3000.092509 sec): 3 clusters Score: Raw -1139876.257754 + Penalty 2970.995968 = -1136905.261786 nChanged 65 SP:Iteration 39Q (3000.150127 sec): 3 clusters Score: Raw -1139894.241479 + Penalty 2970.995968 = -1136923.245511 nChanged 70 SP:Iteration 40F (3000.206346 sec): 3 clusters Score: Raw -1139910.925088 + Penalty 2970.995968 = -1136939.929120 nChanged 68 SP:Iteration 41Q (3000.269062 sec): 3 clusters Score: Raw -1139927.507309 + Penalty 2970.995968 = -1136956.511341 nChanged 53 SP:Iteration 42Q (3000.334881 sec): 3 clusters Score: Raw -1139938.341019 + Penalty 2970.995968 = -1136967.345050 nChanged 44 SP:Iteration 43Q (3000.380362 sec): 3 clusters Score: Raw -1139947.756786 + Penalty 2970.995968 = -1136976.760818 nChanged 49 SP:Iteration 44Q (3000.437120 sec): 3 clusters Score: Raw -1139958.856525 + Penalty 2970.995968 = -1136987.860557 nChanged 44 SP:Iteration 45Q (3000.506638 sec): 3 clusters Score: Raw -1139968.009709 + Penalty 2970.995968 = -1136997.013741 nChanged 47 SP:Iteration 46Q (3000.550307 sec): 3 clusters Score: Raw -1139976.464189 + Penalty 2970.995968 = -1137005.468220 nChanged 35 SP:Iteration 47Q (3000.615993 sec): 3 clusters Score: Raw -1139982.183187 + Penalty 2970.995968 = -1137011.187219 nChanged 33 SP:Iteration 48Q (3000.675498 sec): 3 clusters Score: Raw -1139988.289346 + Penalty 2970.995968 = -1137017.293378 nChanged 33 SP:Iteration 49Q (3000.732463 sec): 3 clusters Score: Raw -1139993.096121 + Penalty 2970.995968 = -1137022.100153 nChanged 28 SP:Iteration 50Q (3000.778378 sec): 3 clusters Score: Raw -1139996.613090 + Penalty 2970.995968 = -1137025.617122 nChanged 19 SP:Iteration 51Q (3000.835085 sec): 3 clusters Score: Raw -1139999.187101 + Penalty 2970.995968 = -1137028.191133 nChanged 17 SP:Iteration 52Q (3000.899637 sec): 3 clusters Score: Raw -1140001.059872 + Penalty 2970.995968 = -1137030.063904 nChanged 14 SP:Iteration 53Q (3000.948179 sec): 3 clusters Score: Raw -1140002.476197 + Penalty 2970.995968 = -1137031.480229 nChanged 12 SP:Iteration 54Q (3001.014500 sec): 3 clusters Score: Raw -1140003.689850 + Penalty 2970.995968 = -1137032.693882 nChanged 12 SP:Iteration 55Q (3001.077443 sec): 3 clusters Score: Raw -1140004.996273 + Penalty 2970.995968 = -1137034.000305 nChanged 7 SP:Iteration 56Q (3001.126310 sec): 3 clusters Score: Raw -1140005.761844 + Penalty 2970.995968 = -1137034.765876 nChanged 8 SP:Iteration 57Q (3001.200554 sec): 3 clusters Score: Raw -1140006.442080 + Penalty 2970.995968 = -1137035.446112 nChanged 4 SP:Iteration 58Q (3001.257369 sec): 3 clusters Score: Raw -1140006.672941 + Penalty 2970.995968 = -1137035.676973 nChanged 4 SP:Iteration 59Q (3001.323412 sec): 3 clusters Score: Raw -1140007.079826 + Penalty 2970.995968 = -1137036.083857 nChanged 6 SP:Iteration 60F (3001.375972 sec): 3 clusters Score: Raw -1140007.893501 + Penalty 2970.995968 = -1137036.897532 nChanged 7 SP:Iteration 61Q (3001.442262 sec): 3 clusters Score: Raw -1140009.094366 + Penalty 2970.995968 = -1137038.098398 nChanged 6 SP:Iteration 62Q (3001.491395 sec): 3 clusters Score: Raw -1140010.054180 + Penalty 2970.995968 = -1137039.058211 nChanged 9 SP:Iteration 63Q (3001.546590 sec): 3 clusters Score: Raw -1140011.049830 + Penalty 2970.995968 = -1137040.053862 nChanged 4 SP:Iteration 64Q (3001.603745 sec): 3 clusters Score: Raw -1140011.603585 + Penalty 2970.995968 = -1137040.607617 nChanged 3 SP:Iteration 65Q (3001.673848 sec): 3 clusters Score: Raw -1140011.833152 + Penalty 2970.995968 = -1137040.837184 nChanged 2 SP:Iteration 66Q (3001.730840 sec): 3 clusters Score: Raw -1140011.965656 + Penalty 2970.995968 = -1137040.969687 nChanged 1 SP:Iteration 67Q (3001.777299 sec): 3 clusters Score: Raw -1140012.055337 + Penalty 2970.995968 = -1137041.059369 nChanged 2 SP:Iteration 68Q (3001.842401 sec): 3 clusters Score: Raw -1140012.217366 + Penalty 2970.995968 = -1137041.221398 nChanged 2 SP:Iteration 69Q (3001.895565 sec): 3 clusters Score: Raw -1140012.530604 + Penalty 2970.995968 = -1137041.534636 nChanged 2 SP:Iteration 70Q (3001.939648 sec): 3 clusters Score: Raw -1140012.622975 + Penalty 2970.995968 = -1137041.627007 nChanged 3 SP:Iteration 71Q (3001.996155 sec): 3 clusters Score: Raw -1140012.999858 + Penalty 2970.995968 = -1137042.003890 nChanged 6 SP:Iteration 72Q (3002.056191 sec): 3 clusters Score: Raw -1140013.674141 + Penalty 2970.995968 = -1137042.678173 nChanged 2 SP:Iteration 73Q (3002.118931 sec): 3 clusters Score: Raw -1140013.838058 + Penalty 2970.995968 = -1137042.842090 nChanged 3 SP:Iteration 74Q (3002.176831 sec): 3 clusters Score: Raw -1140014.110930 + Penalty 2970.995968 = -1137043.114962 nChanged 4 SP:Iteration 75Q (3002.230922 sec): 3 clusters Score: Raw -1140014.664711 + Penalty 2970.995968 = -1137043.668743 nChanged 6 SP:Iteration 76Q (3002.303370 sec): 3 clusters Score: Raw -1140015.415741 + Penalty 2970.995968 = -1137044.419772 nChanged 3 SP:Iteration 77Q (3002.350521 sec): 3 clusters Score: Raw -1140015.797374 + Penalty 2970.995968 = -1137044.801406 nChanged 1 SP:Iteration 78Q (3002.410001 sec): 3 clusters Score: Raw -1140015.874195 + Penalty 2970.995968 = -1137044.878227 nChanged 3 SP:Iteration 79Q (3002.472998 sec): 3 clusters Score: Raw -1140016.068088 + Penalty 2970.995968 = -1137045.072120 nChanged 0 SP:Iteration 80F (3002.534407 sec): 3 clusters Score: Raw -1140016.068088 + Penalty 2970.995968 = -1137045.072120 nChanged 0 Trying to split cluster 25 (3201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3002.574635 sec): 2 clusters Score: Raw -385069.165235 + Penalty 1311.573013 = -383757.592222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3002.607668 sec): 3 clusters Score: Raw -383521.453913 + Penalty 2623.146025 = -380898.307887 nChanged 1233 SP:Iteration 1F (3002.648785 sec): 3 clusters Score: Raw -384255.885216 + Penalty 2623.146025 = -381632.739191 nChanged 259 SP:Iteration 2F (3002.698527 sec): 3 clusters Score: Raw -384432.202319 + Penalty 2623.146025 = -381809.056294 nChanged 193 SP:Iteration 3F (3002.734553 sec): 3 clusters Score: Raw -384558.269917 + Penalty 2623.146025 = -381935.123892 nChanged 124 SP:Iteration 4Q (3002.797913 sec): 3 clusters Score: Raw -384624.309320 + Penalty 2623.146025 = -382001.163295 nChanged 82 SP:Iteration 5Q (3002.836589 sec): 3 clusters Score: Raw -384661.828044 + Penalty 2623.146025 = -382038.682019 nChanged 73 SP:Iteration 6Q (3002.897825 sec): 3 clusters Score: Raw -384699.357303 + Penalty 2623.146025 = -382076.211278 nChanged 62 SP:Iteration 7Q (3002.941546 sec): 3 clusters Score: Raw -384734.357645 + Penalty 2623.146025 = -382111.211620 nChanged 70 SP:Iteration 8Q (3002.999097 sec): 3 clusters Score: Raw -384774.434358 + Penalty 2623.146025 = -382151.288333 nChanged 61 SP:Iteration 9Q (3003.037151 sec): 3 clusters Score: Raw -384805.615936 + Penalty 2623.146025 = -382182.469911 nChanged 57 SP:Iteration 10Q (3003.089437 sec): 3 clusters Score: Raw -384833.236613 + Penalty 2623.146025 = -382210.090588 nChanged 52 SP:Iteration 11Q (3003.142914 sec): 3 clusters Score: Raw -384853.305647 + Penalty 2623.146025 = -382230.159621 nChanged 45 SP:Iteration 12Q (3003.189406 sec): 3 clusters Score: Raw -384873.151283 + Penalty 2623.146025 = -382250.005258 nChanged 41 SP:Iteration 13Q (3003.231581 sec): 3 clusters Score: Raw -384893.366989 + Penalty 2623.146025 = -382270.220964 nChanged 61 SP:Iteration 14Q (3003.284702 sec): 3 clusters Score: Raw -384925.321776 + Penalty 2623.146025 = -382302.175751 nChanged 54 SP:Iteration 15Q (3003.321624 sec): 3 clusters Score: Raw -384958.629967 + Penalty 2623.146025 = -382335.483942 nChanged 57 SP:Iteration 16Q (3003.374318 sec): 3 clusters Score: Raw -384990.263966 + Penalty 2623.146025 = -382367.117941 nChanged 58 SP:Iteration 17Q (3003.421254 sec): 3 clusters Score: Raw -385020.799924 + Penalty 2623.146025 = -382397.653899 nChanged 55 SP:Iteration 18Q (3003.468141 sec): 3 clusters Score: Raw -385050.106917 + Penalty 2623.146025 = -382426.960892 nChanged 45 SP:Iteration 19Q (3003.513089 sec): 3 clusters Score: Raw -385084.433471 + Penalty 2623.146025 = -382461.287445 nChanged 53 SP:Iteration 20F (3003.561783 sec): 3 clusters Score: Raw -385125.893107 + Penalty 2623.146025 = -382502.747081 nChanged 72 SP:Iteration 21Q (3003.605317 sec): 3 clusters Score: Raw -385172.572649 + Penalty 2623.146025 = -382549.426623 nChanged 68 SP:Iteration 22Q (3003.658099 sec): 3 clusters Score: Raw -385221.955329 + Penalty 2623.146025 = -382598.809304 nChanged 68 SP:Iteration 23Q (3003.698556 sec): 3 clusters Score: Raw -385264.646137 + Penalty 2623.146025 = -382641.500112 nChanged 56 SP:Iteration 24Q (3003.744536 sec): 3 clusters Score: Raw -385303.620986 + Penalty 2623.146025 = -382680.474961 nChanged 50 SP:Iteration 25Q (3003.786787 sec): 3 clusters Score: Raw -385335.925636 + Penalty 2623.146025 = -382712.779610 nChanged 48 SP:Iteration 26Q (3003.831869 sec): 3 clusters Score: Raw -385367.840283 + Penalty 2623.146025 = -382744.694257 nChanged 42 SP:Iteration 27Q (3003.876990 sec): 3 clusters Score: Raw -385394.507415 + Penalty 2623.146025 = -382771.361389 nChanged 28 SP:Iteration 28Q (3003.932567 sec): 3 clusters Score: Raw -385410.675332 + Penalty 2623.146025 = -382787.529306 nChanged 23 SP:Iteration 29Q (3003.976390 sec): 3 clusters Score: Raw -385424.038511 + Penalty 2623.146025 = -382800.892485 nChanged 25 SP:Iteration 30Q (3004.022399 sec): 3 clusters Score: Raw -385434.904831 + Penalty 2623.146025 = -382811.758806 nChanged 26 SP:Iteration 31Q (3004.072400 sec): 3 clusters Score: Raw -385445.153301 + Penalty 2623.146025 = -382822.007275 nChanged 20 SP:Iteration 32Q (3004.109748 sec): 3 clusters Score: Raw -385452.601626 + Penalty 2623.146025 = -382829.455600 nChanged 10 SP:Iteration 33Q (3004.154492 sec): 3 clusters Score: Raw -385456.100278 + Penalty 2623.146025 = -382832.954253 nChanged 3 SP:Iteration 34Q (3004.201461 sec): 3 clusters Score: Raw -385456.723042 + Penalty 2623.146025 = -382833.577017 nChanged 4 SP:Iteration 35Q (3004.262539 sec): 3 clusters Score: Raw -385457.731369 + Penalty 2623.146025 = -382834.585343 nChanged 2 SP:Iteration 36Q (3004.296171 sec): 3 clusters Score: Raw -385458.111411 + Penalty 2623.146025 = -382834.965385 nChanged 3 SP:Iteration 37Q (3004.346347 sec): 3 clusters Score: Raw -385459.103195 + Penalty 2623.146025 = -382835.957170 nChanged 1 SP:Iteration 38Q (3004.390614 sec): 3 clusters Score: Raw -385459.234469 + Penalty 2623.146025 = -382836.088444 nChanged 0 SP:Iteration 39F (3004.438412 sec): 3 clusters Score: Raw -385459.234469 + Penalty 2623.146025 = -382836.088444 nChanged 0 Trying to split cluster 26 (2994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3004.464874 sec): 2 clusters Score: Raw -397397.495672 + Penalty 1300.709404 = -396096.786268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3004.513959 sec): 3 clusters Score: Raw -395965.808353 + Penalty 2601.418809 = -393364.389545 nChanged 1115 SP:Iteration 1F (3004.565002 sec): 3 clusters Score: Raw -396632.433221 + Penalty 2601.418809 = -394031.014412 nChanged 238 SP:Iteration 2F (3004.609689 sec): 3 clusters Score: Raw -396803.020153 + Penalty 2601.418809 = -394201.601344 nChanged 175 SP:Iteration 3F (3004.651373 sec): 3 clusters Score: Raw -396912.966637 + Penalty 2601.418809 = -394311.547828 nChanged 114 SP:Iteration 4Q (3004.700293 sec): 3 clusters Score: Raw -396984.010260 + Penalty 2601.418809 = -394382.591451 nChanged 88 SP:Iteration 5Q (3004.742542 sec): 3 clusters Score: Raw -397044.238533 + Penalty 2601.418809 = -394442.819724 nChanged 68 SP:Iteration 6Q (3004.789480 sec): 3 clusters Score: Raw -397094.541982 + Penalty 2601.418809 = -394493.123174 nChanged 79 SP:Iteration 7Q (3004.836960 sec): 3 clusters Score: Raw -397151.685377 + Penalty 2601.418809 = -394550.266569 nChanged 71 SP:Iteration 8Q (3004.881115 sec): 3 clusters Score: Raw -397198.680120 + Penalty 2601.418809 = -394597.261311 nChanged 74 SP:Iteration 9Q (3004.923641 sec): 3 clusters Score: Raw -397240.910721 + Penalty 2601.418809 = -394639.491912 nChanged 66 SP:Iteration 10Q (3004.968676 sec): 3 clusters Score: Raw -397280.660529 + Penalty 2601.418809 = -394679.241720 nChanged 54 SP:Iteration 11Q (3005.018858 sec): 3 clusters Score: Raw -397318.891943 + Penalty 2601.418809 = -394717.473134 nChanged 39 SP:Iteration 12Q (3005.053351 sec): 3 clusters Score: Raw -397341.904468 + Penalty 2601.418809 = -394740.485659 nChanged 36 SP:Iteration 13Q (3005.102871 sec): 3 clusters Score: Raw -397359.338473 + Penalty 2601.418809 = -394757.919665 nChanged 31 SP:Iteration 14Q (3005.143771 sec): 3 clusters Score: Raw -397376.106877 + Penalty 2601.418809 = -394774.688069 nChanged 27 SP:Iteration 15Q (3005.192445 sec): 3 clusters Score: Raw -397388.780345 + Penalty 2601.418809 = -394787.361536 nChanged 21 SP:Iteration 16Q (3005.225837 sec): 3 clusters Score: Raw -397396.076804 + Penalty 2601.418809 = -394794.657996 nChanged 14 SP:Iteration 17Q (3005.272911 sec): 3 clusters Score: Raw -397401.509812 + Penalty 2601.418809 = -394800.091003 nChanged 17 SP:Iteration 18Q (3005.325097 sec): 3 clusters Score: Raw -397407.677477 + Penalty 2601.418809 = -394806.258668 nChanged 12 SP:Iteration 19Q (3005.377203 sec): 3 clusters Score: Raw -397411.673905 + Penalty 2601.418809 = -394810.255096 nChanged 8 SP:Iteration 20F (3005.429852 sec): 3 clusters Score: Raw -397415.449787 + Penalty 2601.418809 = -394814.030978 nChanged 10 SP:Iteration 21Q (3005.474478 sec): 3 clusters Score: Raw -397420.556435 + Penalty 2601.418809 = -394819.137626 nChanged 14 SP:Iteration 22Q (3005.517709 sec): 3 clusters Score: Raw -397426.411680 + Penalty 2601.418809 = -394824.992871 nChanged 11 SP:Iteration 23Q (3005.573628 sec): 3 clusters Score: Raw -397430.481264 + Penalty 2601.418809 = -394829.062456 nChanged 9 SP:Iteration 24Q (3005.625415 sec): 3 clusters Score: Raw -397434.100341 + Penalty 2601.418809 = -394832.681533 nChanged 9 SP:Iteration 25Q (3005.676470 sec): 3 clusters Score: Raw -397437.233472 + Penalty 2601.418809 = -394835.814663 nChanged 8 SP:Iteration 26Q (3005.721229 sec): 3 clusters Score: Raw -397440.997235 + Penalty 2601.418809 = -394839.578427 nChanged 14 SP:Iteration 27Q (3005.767013 sec): 3 clusters Score: Raw -397446.309310 + Penalty 2601.418809 = -394844.890501 nChanged 17 SP:Iteration 28Q (3005.818450 sec): 3 clusters Score: Raw -397451.681147 + Penalty 2601.418809 = -394850.262338 nChanged 10 SP:Iteration 29Q (3005.869226 sec): 3 clusters Score: Raw -397456.651293 + Penalty 2601.418809 = -394855.232484 nChanged 14 SP:Iteration 30Q (3005.907043 sec): 3 clusters Score: Raw -397462.030442 + Penalty 2601.418809 = -394860.611634 nChanged 10 SP:Iteration 31Q (3005.964263 sec): 3 clusters Score: Raw -397465.268286 + Penalty 2601.418809 = -394863.849478 nChanged 13 SP:Iteration 32Q (3006.000402 sec): 3 clusters Score: Raw -397470.289366 + Penalty 2601.418809 = -394868.870557 nChanged 14 SP:Iteration 33Q (3006.046413 sec): 3 clusters Score: Raw -397474.882371 + Penalty 2601.418809 = -394873.463563 nChanged 11 SP:Iteration 34Q (3006.104518 sec): 3 clusters Score: Raw -397478.672748 + Penalty 2601.418809 = -394877.253939 nChanged 11 SP:Iteration 35Q (3006.145038 sec): 3 clusters Score: Raw -397484.659859 + Penalty 2601.418809 = -394883.241051 nChanged 12 SP:Iteration 36Q (3006.193469 sec): 3 clusters Score: Raw -397490.350873 + Penalty 2601.418809 = -394888.932064 nChanged 14 SP:Iteration 37Q (3006.229081 sec): 3 clusters Score: Raw -397498.118258 + Penalty 2601.418809 = -394896.699450 nChanged 15 SP:Iteration 38Q (3006.271888 sec): 3 clusters Score: Raw -397504.637218 + Penalty 2601.418809 = -394903.218409 nChanged 12 SP:Iteration 39Q (3006.329380 sec): 3 clusters Score: Raw -397509.351500 + Penalty 2601.418809 = -394907.932691 nChanged 11 SP:Iteration 40F (3006.361442 sec): 3 clusters Score: Raw -397514.890908 + Penalty 2601.418809 = -394913.472099 nChanged 16 SP:Iteration 41Q (3006.407461 sec): 3 clusters Score: Raw -397522.205926 + Penalty 2601.418809 = -394920.787117 nChanged 15 SP:Iteration 42Q (3006.453137 sec): 3 clusters Score: Raw -397529.440629 + Penalty 2601.418809 = -394928.021820 nChanged 10 SP:Iteration 43Q (3006.499637 sec): 3 clusters Score: Raw -397535.345379 + Penalty 2601.418809 = -394933.926570 nChanged 13 SP:Iteration 44Q (3006.547964 sec): 3 clusters Score: Raw -397540.872250 + Penalty 2601.418809 = -394939.453441 nChanged 16 SP:Iteration 45Q (3006.596955 sec): 3 clusters Score: Raw -397546.480483 + Penalty 2601.418809 = -394945.061674 nChanged 7 SP:Iteration 46Q (3006.649455 sec): 3 clusters Score: Raw -397550.463667 + Penalty 2601.418809 = -394949.044859 nChanged 7 SP:Iteration 47Q (3006.691100 sec): 3 clusters Score: Raw -397553.855577 + Penalty 2601.418809 = -394952.436769 nChanged 9 SP:Iteration 48Q (3006.742251 sec): 3 clusters Score: Raw -397557.096856 + Penalty 2601.418809 = -394955.678048 nChanged 5 SP:Iteration 49Q (3006.786387 sec): 3 clusters Score: Raw -397560.005539 + Penalty 2601.418809 = -394958.586730 nChanged 5 SP:Iteration 50Q (3006.837085 sec): 3 clusters Score: Raw -397561.205509 + Penalty 2601.418809 = -394959.786700 nChanged 3 SP:Iteration 51Q (3006.886759 sec): 3 clusters Score: Raw -397562.642857 + Penalty 2601.418809 = -394961.224049 nChanged 3 SP:Iteration 52Q (3006.941024 sec): 3 clusters Score: Raw -397563.553845 + Penalty 2601.418809 = -394962.135036 nChanged 2 SP:Iteration 53Q (3006.982392 sec): 3 clusters Score: Raw -397564.834049 + Penalty 2601.418809 = -394963.415241 nChanged 1 SP:Iteration 54Q (3007.024149 sec): 3 clusters Score: Raw -397565.221175 + Penalty 2601.418809 = -394963.802366 nChanged 1 SP:Iteration 55Q (3007.077132 sec): 3 clusters Score: Raw -397565.600350 + Penalty 2601.418809 = -394964.181542 nChanged 1 SP:Iteration 56Q (3007.123354 sec): 3 clusters Score: Raw -397565.793562 + Penalty 2601.418809 = -394964.374753 nChanged 0 SP:Iteration 57F (3007.154509 sec): 3 clusters Score: Raw -397565.793562 + Penalty 2601.418809 = -394964.374753 nChanged 0 Trying to split cluster 27 (4662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3007.194632 sec): 2 clusters Score: Raw -549780.366765 + Penalty 1372.669971 = -548407.696794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3007.238249 sec): 3 clusters Score: Raw -547435.303769 + Penalty 2745.339941 = -544689.963828 nChanged 1921 SP:Iteration 1F (3007.297865 sec): 3 clusters Score: Raw -548973.169684 + Penalty 2745.339941 = -546227.829743 nChanged 512 SP:Iteration 2F (3007.343948 sec): 3 clusters Score: Raw -549756.919229 + Penalty 2745.339941 = -547011.579287 nChanged 424 SP:Iteration 3F (3007.395207 sec): 3 clusters Score: Raw -550283.164575 + Penalty 2745.339941 = -547537.824634 nChanged 363 SP:Iteration 4F (3007.449057 sec): 3 clusters Score: Raw -550690.876006 + Penalty 2745.339941 = -547945.536065 nChanged 298 SP:Iteration 5F (3007.496365 sec): 3 clusters Score: Raw -550990.881084 + Penalty 2745.339941 = -548245.541142 nChanged 206 SP:Iteration 6Q (3007.554407 sec): 3 clusters Score: Raw -551185.960744 + Penalty 2745.339941 = -548440.620803 nChanged 138 SP:Iteration 7Q (3007.606840 sec): 3 clusters Score: Raw -551299.039794 + Penalty 2745.339941 = -548553.699852 nChanged 74 SP:Iteration 8Q (3007.659856 sec): 3 clusters Score: Raw -551341.270515 + Penalty 2745.339941 = -548595.930574 nChanged 43 SP:Iteration 9Q (3007.700193 sec): 3 clusters Score: Raw -551366.782202 + Penalty 2745.339941 = -548621.442261 nChanged 40 SP:Iteration 10Q (3007.740014 sec): 3 clusters Score: Raw -551388.634581 + Penalty 2745.339941 = -548643.294640 nChanged 25 SP:Iteration 11Q (3007.800366 sec): 3 clusters Score: Raw -551397.976600 + Penalty 2745.339941 = -548652.636659 nChanged 15 SP:Iteration 12Q (3007.846550 sec): 3 clusters Score: Raw -551403.648824 + Penalty 2745.339941 = -548658.308883 nChanged 17 SP:Iteration 13Q (3007.888920 sec): 3 clusters Score: Raw -551409.476659 + Penalty 2745.339941 = -548664.136717 nChanged 10 SP:Iteration 14Q (3007.930261 sec): 3 clusters Score: Raw -551411.711480 + Penalty 2745.339941 = -548666.371539 nChanged 4 SP:Iteration 15Q (3007.983238 sec): 3 clusters Score: Raw -551412.528840 + Penalty 2745.339941 = -548667.188899 nChanged 5 SP:Iteration 16Q (3008.028238 sec): 3 clusters Score: Raw -551413.326819 + Penalty 2745.339941 = -548667.986877 nChanged 2 SP:Iteration 17Q (3008.074229 sec): 3 clusters Score: Raw -551413.692361 + Penalty 2745.339941 = -548668.352420 nChanged 0 SP:Iteration 18F (3008.131014 sec): 3 clusters Score: Raw -551413.692361 + Penalty 2745.339941 = -548668.352420 nChanged 0 Score: Raw -129548708.046622 + Penalty 101450.942987 = -129447257.103635 Splitting cluster 27 changes total score from -129447848.545255 to -129447257.103635 So it's not getting split. Trying to split cluster 28 (3775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3036.582624 sec): 2 clusters Score: Raw -463603.613222 + Penalty 1338.375295 = -462265.237927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3036.629276 sec): 3 clusters Score: Raw -461772.873418 + Penalty 2676.750590 = -459096.122828 nChanged 1445 SP:Iteration 1F (3036.673315 sec): 3 clusters Score: Raw -462627.844276 + Penalty 2676.750590 = -459951.093686 nChanged 297 SP:Iteration 2F (3036.727842 sec): 3 clusters Score: Raw -462828.489152 + Penalty 2676.750590 = -460151.738562 nChanged 231 SP:Iteration 3F (3036.777698 sec): 3 clusters Score: Raw -462989.815057 + Penalty 2676.750590 = -460313.064467 nChanged 201 SP:Iteration 4F (3036.817249 sec): 3 clusters Score: Raw -463172.238173 + Penalty 2676.750590 = -460495.487583 nChanged 206 SP:Iteration 5F (3036.858970 sec): 3 clusters Score: Raw -463359.932660 + Penalty 2676.750590 = -460683.182070 nChanged 189 SP:Iteration 6F (3036.916700 sec): 3 clusters Score: Raw -463523.717382 + Penalty 2676.750590 = -460846.966792 nChanged 177 SP:Iteration 7Q (3036.959501 sec): 3 clusters Score: Raw -463694.694636 + Penalty 2676.750590 = -461017.944046 nChanged 136 SP:Iteration 8Q (3037.007251 sec): 3 clusters Score: Raw -463817.435603 + Penalty 2676.750590 = -461140.685013 nChanged 126 SP:Iteration 9Q (3037.051256 sec): 3 clusters Score: Raw -463928.914503 + Penalty 2676.750590 = -461252.163913 nChanged 103 SP:Iteration 10Q (3037.103434 sec): 3 clusters Score: Raw -463999.284798 + Penalty 2676.750590 = -461322.534208 nChanged 67 SP:Iteration 11Q (3037.159322 sec): 3 clusters Score: Raw -464039.876813 + Penalty 2676.750590 = -461363.126223 nChanged 52 SP:Iteration 12Q (3037.201894 sec): 3 clusters Score: Raw -464074.725603 + Penalty 2676.750590 = -461397.975013 nChanged 60 SP:Iteration 13Q (3037.246975 sec): 3 clusters Score: Raw -464111.428817 + Penalty 2676.750590 = -461434.678227 nChanged 54 SP:Iteration 14Q (3037.294937 sec): 3 clusters Score: Raw -464141.759161 + Penalty 2676.750590 = -461465.008571 nChanged 41 SP:Iteration 15Q (3037.334995 sec): 3 clusters Score: Raw -464170.781585 + Penalty 2676.750590 = -461494.030995 nChanged 45 SP:Iteration 16Q (3037.383916 sec): 3 clusters Score: Raw -464196.984983 + Penalty 2676.750590 = -461520.234393 nChanged 36 SP:Iteration 17Q (3037.430318 sec): 3 clusters Score: Raw -464215.272408 + Penalty 2676.750590 = -461538.521818 nChanged 31 SP:Iteration 18Q (3037.481359 sec): 3 clusters Score: Raw -464235.698715 + Penalty 2676.750590 = -461558.948125 nChanged 32 SP:Iteration 19Q (3037.542247 sec): 3 clusters Score: Raw -464253.934684 + Penalty 2676.750590 = -461577.184094 nChanged 35 SP:Iteration 20F (3037.579605 sec): 3 clusters Score: Raw -464273.248862 + Penalty 2676.750590 = -461596.498272 nChanged 35 SP:Iteration 21Q (3037.632183 sec): 3 clusters Score: Raw -464299.918035 + Penalty 2676.750590 = -461623.167445 nChanged 31 SP:Iteration 22Q (3037.682333 sec): 3 clusters Score: Raw -464316.819636 + Penalty 2676.750590 = -461640.069046 nChanged 28 SP:Iteration 23Q (3037.732666 sec): 3 clusters Score: Raw -464331.603925 + Penalty 2676.750590 = -461654.853335 nChanged 25 SP:Iteration 24Q (3037.781039 sec): 3 clusters Score: Raw -464342.359981 + Penalty 2676.750590 = -461665.609391 nChanged 20 SP:Iteration 25Q (3037.825893 sec): 3 clusters Score: Raw -464352.849319 + Penalty 2676.750590 = -461676.098728 nChanged 16 SP:Iteration 26Q (3037.870719 sec): 3 clusters Score: Raw -464360.340807 + Penalty 2676.750590 = -461683.590217 nChanged 14 SP:Iteration 27Q (3037.914999 sec): 3 clusters Score: Raw -464367.870848 + Penalty 2676.750590 = -461691.120258 nChanged 11 SP:Iteration 28Q (3037.964167 sec): 3 clusters Score: Raw -464371.244967 + Penalty 2676.750590 = -461694.494377 nChanged 4 SP:Iteration 29Q (3038.010383 sec): 3 clusters Score: Raw -464372.375239 + Penalty 2676.750590 = -461695.624649 nChanged 3 SP:Iteration 30Q (3038.064874 sec): 3 clusters Score: Raw -464373.609982 + Penalty 2676.750590 = -461696.859392 nChanged 1 SP:Iteration 31Q (3038.115628 sec): 3 clusters Score: Raw -464373.897281 + Penalty 2676.750590 = -461697.146691 nChanged 2 SP:Iteration 32Q (3038.165634 sec): 3 clusters Score: Raw -464374.302618 + Penalty 2676.750590 = -461697.552028 nChanged 1 SP:Iteration 33Q (3038.214091 sec): 3 clusters Score: Raw -464374.441300 + Penalty 2676.750590 = -461697.690710 nChanged 1 SP:Iteration 34Q (3038.253425 sec): 3 clusters Score: Raw -464374.594074 + Penalty 2676.750590 = -461697.843484 nChanged 0 SP:Iteration 35F (3038.296086 sec): 3 clusters Score: Raw -464374.594074 + Penalty 2676.750590 = -461697.843484 nChanged 0 Trying to split cluster 29 (3278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3038.319318 sec): 2 clusters Score: Raw -371083.718771 + Penalty 1315.435673 = -369768.283097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3038.367112 sec): 3 clusters Score: Raw -369478.379095 + Penalty 2630.871347 = -366847.507748 nChanged 1292 SP:Iteration 1F (3038.413040 sec): 3 clusters Score: Raw -370286.391568 + Penalty 2630.871347 = -367655.520221 nChanged 277 SP:Iteration 2F (3038.455629 sec): 3 clusters Score: Raw -370501.160155 + Penalty 2630.871347 = -367870.288809 nChanged 213 SP:Iteration 3F (3038.506020 sec): 3 clusters Score: Raw -370690.470142 + Penalty 2630.871347 = -368059.598795 nChanged 210 SP:Iteration 4F (3038.554027 sec): 3 clusters Score: Raw -370863.361666 + Penalty 2630.871347 = -368232.490319 nChanged 165 SP:Iteration 5F (3038.600741 sec): 3 clusters Score: Raw -370975.889645 + Penalty 2630.871347 = -368345.018299 nChanged 130 SP:Iteration 6Q (3038.642618 sec): 3 clusters Score: Raw -371081.766237 + Penalty 2630.871347 = -368450.894891 nChanged 131 SP:Iteration 7Q (3038.697548 sec): 3 clusters Score: Raw -371187.105226 + Penalty 2630.871347 = -368556.233880 nChanged 110 SP:Iteration 8Q (3038.739262 sec): 3 clusters Score: Raw -371289.084238 + Penalty 2630.871347 = -368658.212892 nChanged 114 SP:Iteration 9Q (3038.778172 sec): 3 clusters Score: Raw -371393.332357 + Penalty 2630.871347 = -368762.461010 nChanged 107 SP:Iteration 10Q (3038.823786 sec): 3 clusters Score: Raw -371477.545905 + Penalty 2630.871347 = -368846.674558 nChanged 92 SP:Iteration 11Q (3038.859104 sec): 3 clusters Score: Raw -371561.505163 + Penalty 2630.871347 = -368930.633816 nChanged 84 SP:Iteration 12Q (3038.914117 sec): 3 clusters Score: Raw -371640.414356 + Penalty 2630.871347 = -369009.543010 nChanged 97 SP:Iteration 13Q (3038.949330 sec): 3 clusters Score: Raw -371735.584100 + Penalty 2630.871347 = -369104.712753 nChanged 78 SP:Iteration 14Q (3038.999473 sec): 3 clusters Score: Raw -371809.877721 + Penalty 2630.871347 = -369179.006375 nChanged 99 SP:Iteration 15Q (3039.050101 sec): 3 clusters Score: Raw -371930.694895 + Penalty 2630.871347 = -369299.823548 nChanged 107 SP:Iteration 16Q (3039.098241 sec): 3 clusters Score: Raw -372150.236743 + Penalty 2630.871347 = -369519.365396 nChanged 110 SP:Iteration 17Q (3039.150766 sec): 3 clusters Score: Raw -372502.853230 + Penalty 2630.871347 = -369871.981883 nChanged 100 SP:Iteration 18Q (3039.187676 sec): 3 clusters Score: Raw -372715.634911 + Penalty 2630.871347 = -370084.763564 nChanged 60 SP:Iteration 19Q (3039.244875 sec): 3 clusters Score: Raw -372774.789949 + Penalty 2630.871347 = -370143.918602 nChanged 40 SP:Iteration 20F (3039.292385 sec): 3 clusters Score: Raw -372819.595779 + Penalty 2630.871347 = -370188.724432 nChanged 27 SP:Iteration 21Q (3039.337586 sec): 3 clusters Score: Raw -372844.982181 + Penalty 2630.871347 = -370214.110834 nChanged 15 SP:Iteration 22Q (3039.376615 sec): 3 clusters Score: Raw -372853.928452 + Penalty 2630.871347 = -370223.057105 nChanged 10 SP:Iteration 23Q (3039.426406 sec): 3 clusters Score: Raw -372858.265479 + Penalty 2630.871347 = -370227.394132 nChanged 2 SP:Iteration 24Q (3039.468685 sec): 3 clusters Score: Raw -372860.048058 + Penalty 2630.871347 = -370229.176711 nChanged 2 SP:Iteration 25Q (3039.518309 sec): 3 clusters Score: Raw -372860.660868 + Penalty 2630.871347 = -370229.789521 nChanged 1 SP:Iteration 26Q (3039.568692 sec): 3 clusters Score: Raw -372860.868949 + Penalty 2630.871347 = -370229.997602 nChanged 0 SP:Iteration 27F (3039.623255 sec): 3 clusters Score: Raw -372860.868949 + Penalty 2630.871347 = -370229.997602 nChanged 0 Score: Raw -129548851.871203 + Penalty 101450.942987 = -129447400.928216 Splitting cluster 29 changes total score from -129447848.545255 to -129447400.928216 So it's not getting split. Trying to split cluster 30 (7723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3068.238128 sec): 2 clusters Score: Raw -963362.646581 + Penalty 1454.693202 = -961907.953379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3068.298220 sec): 3 clusters Score: Raw -959050.303789 + Penalty 2909.386405 = -956140.917384 nChanged 3299 SP:Iteration 1F (3068.353820 sec): 3 clusters Score: Raw -960856.948767 + Penalty 2909.386405 = -957947.562363 nChanged 519 SP:Iteration 2F (3068.398013 sec): 3 clusters Score: Raw -961111.674526 + Penalty 2909.386405 = -958202.288121 nChanged 433 SP:Iteration 3F (3068.448417 sec): 3 clusters Score: Raw -961340.392505 + Penalty 2909.386405 = -958431.006101 nChanged 393 SP:Iteration 4F (3068.501254 sec): 3 clusters Score: Raw -961548.439478 + Penalty 2909.386405 = -958639.053073 nChanged 369 SP:Iteration 5Q (3068.548823 sec): 3 clusters Score: Raw -961733.825621 + Penalty 2909.386405 = -958824.439216 nChanged 326 SP:Iteration 6Q (3068.575762 sec): 3 clusters Score: Raw -961902.900788 + Penalty 2909.386405 = -958993.514384 nChanged 335 SP:Iteration 7Q (3068.638692 sec): 3 clusters Score: Raw -962086.244487 + Penalty 2909.386405 = -959176.858083 nChanged 334 SP:Iteration 8Q (3068.683618 sec): 3 clusters Score: Raw -962277.910185 + Penalty 2909.386405 = -959368.523780 nChanged 325 SP:Iteration 9Q (3068.749015 sec): 3 clusters Score: Raw -962452.467830 + Penalty 2909.386405 = -959543.081425 nChanged 265 SP:Iteration 10Q (3068.808301 sec): 3 clusters Score: Raw -962579.794117 + Penalty 2909.386405 = -959670.407712 nChanged 235 SP:Iteration 11Q (3068.862478 sec): 3 clusters Score: Raw -962696.625392 + Penalty 2909.386405 = -959787.238987 nChanged 217 SP:Iteration 12Q (3068.910319 sec): 3 clusters Score: Raw -962797.515856 + Penalty 2909.386405 = -959888.129451 nChanged 199 SP:Iteration 13Q (3068.963413 sec): 3 clusters Score: Raw -962887.296031 + Penalty 2909.386405 = -959977.909626 nChanged 171 SP:Iteration 14Q (3069.016231 sec): 3 clusters Score: Raw -962966.730550 + Penalty 2909.386405 = -960057.344145 nChanged 159 SP:Iteration 15Q (3069.049892 sec): 3 clusters Score: Raw -963030.362477 + Penalty 2909.386405 = -960120.976073 nChanged 129 SP:Iteration 16Q (3069.109514 sec): 3 clusters Score: Raw -963082.557930 + Penalty 2909.386405 = -960173.171525 nChanged 99 SP:Iteration 17Q (3069.150344 sec): 3 clusters Score: Raw -963116.106898 + Penalty 2909.386405 = -960206.720493 nChanged 79 SP:Iteration 18Q (3069.216603 sec): 3 clusters Score: Raw -963143.862459 + Penalty 2909.386405 = -960234.476055 nChanged 75 SP:Iteration 19Q (3069.257169 sec): 3 clusters Score: Raw -963168.339966 + Penalty 2909.386405 = -960258.953561 nChanged 75 SP:Iteration 20F (3069.312776 sec): 3 clusters Score: Raw -963190.462172 + Penalty 2909.386405 = -960281.075767 nChanged 59 SP:Iteration 21Q (3069.371899 sec): 3 clusters Score: Raw -963206.394671 + Penalty 2909.386405 = -960297.008266 nChanged 46 SP:Iteration 22Q (3069.430655 sec): 3 clusters Score: Raw -963216.356706 + Penalty 2909.386405 = -960306.970301 nChanged 35 SP:Iteration 23Q (3069.487118 sec): 3 clusters Score: Raw -963222.917460 + Penalty 2909.386405 = -960313.531056 nChanged 28 SP:Iteration 24Q (3069.545860 sec): 3 clusters Score: Raw -963227.818332 + Penalty 2909.386405 = -960318.431927 nChanged 21 SP:Iteration 25Q (3069.602947 sec): 3 clusters Score: Raw -963233.241571 + Penalty 2909.386405 = -960323.855166 nChanged 18 SP:Iteration 26Q (3069.661430 sec): 3 clusters Score: Raw -963236.025767 + Penalty 2909.386405 = -960326.639362 nChanged 15 SP:Iteration 27Q (3069.722268 sec): 3 clusters Score: Raw -963237.957351 + Penalty 2909.386405 = -960328.570946 nChanged 15 SP:Iteration 28Q (3069.768981 sec): 3 clusters Score: Raw -963240.281883 + Penalty 2909.386405 = -960330.895478 nChanged 16 SP:Iteration 29Q (3069.830744 sec): 3 clusters Score: Raw -963242.831248 + Penalty 2909.386405 = -960333.444844 nChanged 17 SP:Iteration 30Q (3069.886758 sec): 3 clusters Score: Raw -963245.777990 + Penalty 2909.386405 = -960336.391585 nChanged 23 SP:Iteration 31Q (3069.936941 sec): 3 clusters Score: Raw -963250.355455 + Penalty 2909.386405 = -960340.969050 nChanged 21 SP:Iteration 32Q (3069.989966 sec): 3 clusters Score: Raw -963255.645286 + Penalty 2909.386405 = -960346.258881 nChanged 20 SP:Iteration 33Q (3070.038859 sec): 3 clusters Score: Raw -963259.350627 + Penalty 2909.386405 = -960349.964222 nChanged 22 SP:Iteration 34Q (3070.091187 sec): 3 clusters Score: Raw -963265.065069 + Penalty 2909.386405 = -960355.678664 nChanged 20 SP:Iteration 35Q (3070.162484 sec): 3 clusters Score: Raw -963268.576046 + Penalty 2909.386405 = -960359.189642 nChanged 21 SP:Iteration 36Q (3070.206479 sec): 3 clusters Score: Raw -963272.643484 + Penalty 2909.386405 = -960363.257079 nChanged 15 SP:Iteration 37Q (3070.274701 sec): 3 clusters Score: Raw -963277.449265 + Penalty 2909.386405 = -960368.062860 nChanged 24 SP:Iteration 38Q (3070.312271 sec): 3 clusters Score: Raw -963282.580560 + Penalty 2909.386405 = -960373.194155 nChanged 18 SP:Iteration 39Q (3070.372923 sec): 3 clusters Score: Raw -963286.404532 + Penalty 2909.386405 = -960377.018127 nChanged 18 SP:Iteration 40F (3070.428569 sec): 3 clusters Score: Raw -963290.197807 + Penalty 2909.386405 = -960380.811402 nChanged 23 SP:Iteration 41Q (3070.482972 sec): 3 clusters Score: Raw -963295.168419 + Penalty 2909.386405 = -960385.782014 nChanged 28 SP:Iteration 42Q (3070.535204 sec): 3 clusters Score: Raw -963301.856660 + Penalty 2909.386405 = -960392.470256 nChanged 31 SP:Iteration 43Q (3070.593535 sec): 3 clusters Score: Raw -963309.934680 + Penalty 2909.386405 = -960400.548275 nChanged 21 SP:Iteration 44Q (3070.650842 sec): 3 clusters Score: Raw -963314.631916 + Penalty 2909.386405 = -960405.245511 nChanged 27 SP:Iteration 45Q (3070.696953 sec): 3 clusters Score: Raw -963322.175823 + Penalty 2909.386405 = -960412.789418 nChanged 36 SP:Iteration 46Q (3070.755913 sec): 3 clusters Score: Raw -963331.046794 + Penalty 2909.386405 = -960421.660389 nChanged 26 SP:Iteration 47Q (3070.806186 sec): 3 clusters Score: Raw -963337.225474 + Penalty 2909.386405 = -960427.839069 nChanged 26 SP:Iteration 48Q (3070.860734 sec): 3 clusters Score: Raw -963342.813381 + Penalty 2909.386405 = -960433.426976 nChanged 25 SP:Iteration 49Q (3070.913440 sec): 3 clusters Score: Raw -963348.484948 + Penalty 2909.386405 = -960439.098543 nChanged 22 SP:Iteration 50Q (3070.959943 sec): 3 clusters Score: Raw -963353.084485 + Penalty 2909.386405 = -960443.698081 nChanged 19 SP:Iteration 51Q (3071.006630 sec): 3 clusters Score: Raw -963358.001598 + Penalty 2909.386405 = -960448.615194 nChanged 21 SP:Iteration 52Q (3071.076178 sec): 3 clusters Score: Raw -963362.065861 + Penalty 2909.386405 = -960452.679457 nChanged 15 SP:Iteration 53Q (3071.119182 sec): 3 clusters Score: Raw -963364.563796 + Penalty 2909.386405 = -960455.177392 nChanged 23 SP:Iteration 54Q (3071.182099 sec): 3 clusters Score: Raw -963369.646629 + Penalty 2909.386405 = -960460.260225 nChanged 20 SP:Iteration 55Q (3071.236511 sec): 3 clusters Score: Raw -963374.434669 + Penalty 2909.386405 = -960465.048264 nChanged 22 SP:Iteration 56Q (3071.285988 sec): 3 clusters Score: Raw -963380.839995 + Penalty 2909.386405 = -960471.453590 nChanged 18 SP:Iteration 57Q (3071.337896 sec): 3 clusters Score: Raw -963385.799361 + Penalty 2909.386405 = -960476.412956 nChanged 16 SP:Iteration 58Q (3071.388698 sec): 3 clusters Score: Raw -963388.761098 + Penalty 2909.386405 = -960479.374693 nChanged 17 SP:Iteration 59Q (3071.436059 sec): 3 clusters Score: Raw -963392.424708 + Penalty 2909.386405 = -960483.038303 nChanged 16 SP:Iteration 60F (3071.495213 sec): 3 clusters Score: Raw -963395.401368 + Penalty 2909.386405 = -960486.014964 nChanged 13 SP:Iteration 61Q (3071.548709 sec): 3 clusters Score: Raw -963398.083911 + Penalty 2909.386405 = -960488.697506 nChanged 13 SP:Iteration 62Q (3071.596142 sec): 3 clusters Score: Raw -963400.660728 + Penalty 2909.386405 = -960491.274323 nChanged 15 SP:Iteration 63Q (3071.650012 sec): 3 clusters Score: Raw -963404.751789 + Penalty 2909.386405 = -960495.365384 nChanged 15 SP:Iteration 64Q (3071.698563 sec): 3 clusters Score: Raw -963409.522236 + Penalty 2909.386405 = -960500.135831 nChanged 15 SP:Iteration 65Q (3071.738851 sec): 3 clusters Score: Raw -963412.841667 + Penalty 2909.386405 = -960503.455262 nChanged 16 SP:Iteration 66Q (3071.783564 sec): 3 clusters Score: Raw -963415.842270 + Penalty 2909.386405 = -960506.455866 nChanged 15 SP:Iteration 67Q (3071.832459 sec): 3 clusters Score: Raw -963418.025245 + Penalty 2909.386405 = -960508.638840 nChanged 11 SP:Iteration 68Q (3071.887465 sec): 3 clusters Score: Raw -963419.797599 + Penalty 2909.386405 = -960510.411194 nChanged 7 SP:Iteration 69Q (3071.941211 sec): 3 clusters Score: Raw -963421.278191 + Penalty 2909.386405 = -960511.891786 nChanged 6 SP:Iteration 70Q (3071.995592 sec): 3 clusters Score: Raw -963422.883715 + Penalty 2909.386405 = -960513.497310 nChanged 8 SP:Iteration 71Q (3072.051328 sec): 3 clusters Score: Raw -963424.740223 + Penalty 2909.386405 = -960515.353818 nChanged 8 SP:Iteration 72Q (3072.090377 sec): 3 clusters Score: Raw -963426.223708 + Penalty 2909.386405 = -960516.837303 nChanged 3 SP:Iteration 73Q (3072.114351 sec): 3 clusters Score: Raw -963426.584077 + Penalty 2909.386405 = -960517.197673 nChanged 1 SP:Iteration 74Q (3072.172992 sec): 3 clusters Score: Raw -963426.682953 + Penalty 2909.386405 = -960517.296548 nChanged 1 SP:Iteration 75Q (3072.236819 sec): 3 clusters Score: Raw -963426.864904 + Penalty 2909.386405 = -960517.478499 nChanged 1 SP:Iteration 76Q (3072.276910 sec): 3 clusters Score: Raw -963426.915768 + Penalty 2909.386405 = -960517.529364 nChanged 0 SP:Iteration 77F (3072.328988 sec): 3 clusters Score: Raw -963426.915768 + Penalty 2909.386405 = -960517.529364 nChanged 0 Trying to split cluster 31 (6773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3072.371481 sec): 2 clusters Score: Raw -794696.558962 + Penalty 1433.363652 = -793263.195310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3072.411074 sec): 3 clusters Score: Raw -791125.492440 + Penalty 2866.727305 = -788258.765135 nChanged 2766 SP:Iteration 1F (3072.475462 sec): 3 clusters Score: Raw -792739.737674 + Penalty 2866.727305 = -789873.010369 nChanged 493 SP:Iteration 2F (3072.523128 sec): 3 clusters Score: Raw -793037.968412 + Penalty 2866.727305 = -790171.241107 nChanged 419 SP:Iteration 3F (3072.570306 sec): 3 clusters Score: Raw -793351.579075 + Penalty 2866.727305 = -790484.851771 nChanged 415 SP:Iteration 4F (3072.623447 sec): 3 clusters Score: Raw -793713.236769 + Penalty 2866.727305 = -790846.509464 nChanged 406 SP:Iteration 5F (3072.672960 sec): 3 clusters Score: Raw -794034.341781 + Penalty 2866.727305 = -791167.614477 nChanged 361 SP:Iteration 6F (3072.724795 sec): 3 clusters Score: Raw -794303.331323 + Penalty 2866.727305 = -791436.604019 nChanged 315 SP:Iteration 7Q (3072.765048 sec): 3 clusters Score: Raw -794543.643335 + Penalty 2866.727305 = -791676.916031 nChanged 289 SP:Iteration 8Q (3072.818209 sec): 3 clusters Score: Raw -794743.056043 + Penalty 2866.727305 = -791876.328738 nChanged 232 SP:Iteration 9Q (3072.866972 sec): 3 clusters Score: Raw -794893.202326 + Penalty 2866.727305 = -792026.475022 nChanged 161 SP:Iteration 10Q (3072.927768 sec): 3 clusters Score: Raw -794985.707359 + Penalty 2866.727305 = -792118.980054 nChanged 155 SP:Iteration 11Q (3072.980393 sec): 3 clusters Score: Raw -795072.337043 + Penalty 2866.727305 = -792205.609739 nChanged 132 SP:Iteration 12Q (3073.029009 sec): 3 clusters Score: Raw -795133.768813 + Penalty 2866.727305 = -792267.041508 nChanged 101 SP:Iteration 13Q (3073.070638 sec): 3 clusters Score: Raw -795182.200425 + Penalty 2866.727305 = -792315.473120 nChanged 100 SP:Iteration 14Q (3073.130179 sec): 3 clusters Score: Raw -795225.657728 + Penalty 2866.727305 = -792358.930423 nChanged 95 SP:Iteration 15Q (3073.186263 sec): 3 clusters Score: Raw -795258.354038 + Penalty 2866.727305 = -792391.626733 nChanged 64 SP:Iteration 16Q (3073.223864 sec): 3 clusters Score: Raw -795284.580409 + Penalty 2866.727305 = -792417.853104 nChanged 63 SP:Iteration 17Q (3073.274446 sec): 3 clusters Score: Raw -795310.102377 + Penalty 2866.727305 = -792443.375072 nChanged 55 SP:Iteration 18Q (3073.325871 sec): 3 clusters Score: Raw -795328.000535 + Penalty 2866.727305 = -792461.273230 nChanged 54 SP:Iteration 19Q (3073.374769 sec): 3 clusters Score: Raw -795347.533812 + Penalty 2866.727305 = -792480.806507 nChanged 36 SP:Iteration 20F (3073.425584 sec): 3 clusters Score: Raw -795360.401261 + Penalty 2866.727305 = -792493.673956 nChanged 42 SP:Iteration 21Q (3073.467906 sec): 3 clusters Score: Raw -795373.418072 + Penalty 2866.727305 = -792506.690767 nChanged 38 SP:Iteration 22Q (3073.516712 sec): 3 clusters Score: Raw -795386.232014 + Penalty 2866.727305 = -792519.504709 nChanged 32 SP:Iteration 23Q (3073.571039 sec): 3 clusters Score: Raw -795398.628110 + Penalty 2866.727305 = -792531.900805 nChanged 32 SP:Iteration 24Q (3073.615528 sec): 3 clusters Score: Raw -795409.275741 + Penalty 2866.727305 = -792542.548436 nChanged 38 SP:Iteration 25Q (3073.666736 sec): 3 clusters Score: Raw -795422.965598 + Penalty 2866.727305 = -792556.238294 nChanged 47 SP:Iteration 26Q (3073.722127 sec): 3 clusters Score: Raw -795439.570826 + Penalty 2866.727305 = -792572.843521 nChanged 40 SP:Iteration 27Q (3073.787185 sec): 3 clusters Score: Raw -795456.888788 + Penalty 2866.727305 = -792590.161484 nChanged 57 SP:Iteration 28Q (3073.842889 sec): 3 clusters Score: Raw -795488.079030 + Penalty 2866.727305 = -792621.351725 nChanged 67 SP:Iteration 29Q (3073.897244 sec): 3 clusters Score: Raw -795521.265407 + Penalty 2866.727305 = -792654.538102 nChanged 63 SP:Iteration 30Q (3073.958360 sec): 3 clusters Score: Raw -795546.994961 + Penalty 2866.727305 = -792680.267657 nChanged 70 SP:Iteration 31Q (3074.005821 sec): 3 clusters Score: Raw -795578.848841 + Penalty 2866.727305 = -792712.121536 nChanged 60 SP:Iteration 32Q (3074.063216 sec): 3 clusters Score: Raw -795605.092982 + Penalty 2866.727305 = -792738.365677 nChanged 55 SP:Iteration 33Q (3074.116947 sec): 3 clusters Score: Raw -795622.018638 + Penalty 2866.727305 = -792755.291333 nChanged 50 SP:Iteration 34Q (3074.180225 sec): 3 clusters Score: Raw -795639.211681 + Penalty 2866.727305 = -792772.484377 nChanged 44 SP:Iteration 35Q (3074.221880 sec): 3 clusters Score: Raw -795656.431263 + Penalty 2866.727305 = -792789.703959 nChanged 40 SP:Iteration 36Q (3074.278496 sec): 3 clusters Score: Raw -795671.693255 + Penalty 2866.727305 = -792804.965950 nChanged 39 SP:Iteration 37Q (3074.329468 sec): 3 clusters Score: Raw -795686.863127 + Penalty 2866.727305 = -792820.135822 nChanged 39 SP:Iteration 38Q (3074.388210 sec): 3 clusters Score: Raw -795700.700001 + Penalty 2866.727305 = -792833.972696 nChanged 34 SP:Iteration 39Q (3074.443823 sec): 3 clusters Score: Raw -795709.888231 + Penalty 2866.727305 = -792843.160927 nChanged 19 SP:Iteration 40F (3074.493213 sec): 3 clusters Score: Raw -795714.241542 + Penalty 2866.727305 = -792847.514238 nChanged 12 SP:Iteration 41Q (3074.555411 sec): 3 clusters Score: Raw -795716.462663 + Penalty 2866.727305 = -792849.735359 nChanged 10 SP:Iteration 42Q (3074.607682 sec): 3 clusters Score: Raw -795718.220098 + Penalty 2866.727305 = -792851.492793 nChanged 11 SP:Iteration 43Q (3074.668829 sec): 3 clusters Score: Raw -795720.231873 + Penalty 2866.727305 = -792853.504568 nChanged 7 SP:Iteration 44Q (3074.709933 sec): 3 clusters Score: Raw -795721.196938 + Penalty 2866.727305 = -792854.469633 nChanged 3 SP:Iteration 45Q (3074.768248 sec): 3 clusters Score: Raw -795721.949726 + Penalty 2866.727305 = -792855.222421 nChanged 1 SP:Iteration 46Q (3074.809697 sec): 3 clusters Score: Raw -795722.300727 + Penalty 2866.727305 = -792855.573422 nChanged 2 SP:Iteration 47Q (3074.864227 sec): 3 clusters Score: Raw -795722.661864 + Penalty 2866.727305 = -792855.934560 nChanged 2 SP:Iteration 48Q (3074.916522 sec): 3 clusters Score: Raw -795723.084860 + Penalty 2866.727305 = -792856.357555 nChanged 0 SP:Iteration 49F (3074.975985 sec): 3 clusters Score: Raw -795723.084860 + Penalty 2866.727305 = -792856.357555 nChanged 0 Trying to split cluster 32 (4946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3075.012544 sec): 2 clusters Score: Raw -596159.998442 + Penalty 1382.279348 = -594777.719094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3075.063390 sec): 3 clusters Score: Raw -593625.566966 + Penalty 2764.558696 = -590861.008270 nChanged 1990 SP:Iteration 1F (3075.107216 sec): 3 clusters Score: Raw -594912.538682 + Penalty 2764.558696 = -592147.979986 nChanged 480 SP:Iteration 2F (3075.152586 sec): 3 clusters Score: Raw -595291.109187 + Penalty 2764.558696 = -592526.550491 nChanged 375 SP:Iteration 3F (3075.202352 sec): 3 clusters Score: Raw -595647.141177 + Penalty 2764.558696 = -592882.582481 nChanged 325 SP:Iteration 4F (3075.247335 sec): 3 clusters Score: Raw -596034.984923 + Penalty 2764.558696 = -593270.426227 nChanged 330 SP:Iteration 5F (3075.291032 sec): 3 clusters Score: Raw -596510.717254 + Penalty 2764.558696 = -593746.158558 nChanged 360 SP:Iteration 6F (3075.345823 sec): 3 clusters Score: Raw -596968.259736 + Penalty 2764.558696 = -594203.701041 nChanged 288 SP:Iteration 7F (3075.399150 sec): 3 clusters Score: Raw -597270.533355 + Penalty 2764.558696 = -594505.974660 nChanged 183 SP:Iteration 8Q (3075.449523 sec): 3 clusters Score: Raw -597433.229724 + Penalty 2764.558696 = -594668.671029 nChanged 128 SP:Iteration 9Q (3075.500557 sec): 3 clusters Score: Raw -597533.673296 + Penalty 2764.558696 = -594769.114600 nChanged 91 SP:Iteration 10Q (3075.561040 sec): 3 clusters Score: Raw -597597.077672 + Penalty 2764.558696 = -594832.518976 nChanged 71 SP:Iteration 11Q (3075.615597 sec): 3 clusters Score: Raw -597635.960864 + Penalty 2764.558696 = -594871.402168 nChanged 44 SP:Iteration 12Q (3075.665889 sec): 3 clusters Score: Raw -597659.981916 + Penalty 2764.558696 = -594895.423220 nChanged 35 SP:Iteration 13Q (3075.709124 sec): 3 clusters Score: Raw -597674.385760 + Penalty 2764.558696 = -594909.827064 nChanged 29 SP:Iteration 14Q (3075.760430 sec): 3 clusters Score: Raw -597684.824937 + Penalty 2764.558696 = -594920.266242 nChanged 12 SP:Iteration 15Q (3075.814801 sec): 3 clusters Score: Raw -597687.720702 + Penalty 2764.558696 = -594923.162007 nChanged 7 SP:Iteration 16Q (3075.880059 sec): 3 clusters Score: Raw -597689.844035 + Penalty 2764.558696 = -594925.285339 nChanged 8 SP:Iteration 17Q (3075.928646 sec): 3 clusters Score: Raw -597692.666028 + Penalty 2764.558696 = -594928.107332 nChanged 10 SP:Iteration 18Q (3075.981202 sec): 3 clusters Score: Raw -597695.327629 + Penalty 2764.558696 = -594930.768934 nChanged 5 SP:Iteration 19Q (3076.022606 sec): 3 clusters Score: Raw -597696.828261 + Penalty 2764.558696 = -594932.269566 nChanged 5 SP:Iteration 20F (3076.086939 sec): 3 clusters Score: Raw -597698.111600 + Penalty 2764.558696 = -594933.552904 nChanged 6 SP:Iteration 21Q (3076.128009 sec): 3 clusters Score: Raw -597699.956319 + Penalty 2764.558696 = -594935.397623 nChanged 5 SP:Iteration 22Q (3076.183253 sec): 3 clusters Score: Raw -597701.250300 + Penalty 2764.558696 = -594936.691604 nChanged 4 SP:Iteration 23Q (3076.238797 sec): 3 clusters Score: Raw -597701.724698 + Penalty 2764.558696 = -594937.166003 nChanged 3 SP:Iteration 24Q (3076.287084 sec): 3 clusters Score: Raw -597702.414050 + Penalty 2764.558696 = -594937.855354 nChanged 2 SP:Iteration 25Q (3076.338111 sec): 3 clusters Score: Raw -597702.763649 + Penalty 2764.558696 = -594938.204954 nChanged 3 SP:Iteration 26Q (3076.402109 sec): 3 clusters Score: Raw -597703.301264 + Penalty 2764.558696 = -594938.742569 nChanged 3 SP:Iteration 27Q (3076.438676 sec): 3 clusters Score: Raw -597704.609550 + Penalty 2764.558696 = -594940.050854 nChanged 5 SP:Iteration 28Q (3076.486118 sec): 3 clusters Score: Raw -597705.774586 + Penalty 2764.558696 = -594941.215890 nChanged 0 SP:Iteration 29F (3076.539755 sec): 3 clusters Score: Raw -597705.774586 + Penalty 2764.558696 = -594941.215890 nChanged 0 Score: Raw -129548620.497168 + Penalty 101450.942987 = -129447169.554181 Splitting cluster 32 changes total score from -129447848.545255 to -129447169.554181 So it's not getting split. Trying to split cluster 33 (17952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3105.140840 sec): 2 clusters Score: Raw -2253928.065443 + Penalty 1591.761731 = -2252336.303712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3105.200664 sec): 3 clusters Score: Raw -2243308.944859 + Penalty 3183.523463 = -2240125.421397 nChanged 7982 SP:Iteration 1F (3105.283871 sec): 3 clusters Score: Raw -2247799.949810 + Penalty 3183.523463 = -2244616.426348 nChanged 1049 SP:Iteration 2F (3105.359408 sec): 3 clusters Score: Raw -2248351.267135 + Penalty 3183.523463 = -2245167.743672 nChanged 1084 SP:Iteration 3F (3105.425099 sec): 3 clusters Score: Raw -2248993.623980 + Penalty 3183.523463 = -2245810.100518 nChanged 1122 SP:Iteration 4F (3105.500056 sec): 3 clusters Score: Raw -2249630.093884 + Penalty 3183.523463 = -2246446.570421 nChanged 1107 SP:Iteration 5F (3105.571122 sec): 3 clusters Score: Raw -2250235.362727 + Penalty 3183.523463 = -2247051.839265 nChanged 1016 SP:Iteration 6F (3105.647191 sec): 3 clusters Score: Raw -2250741.094588 + Penalty 3183.523463 = -2247557.571125 nChanged 831 SP:Iteration 7Q (3105.715250 sec): 3 clusters Score: Raw -2251097.729831 + Penalty 3183.523463 = -2247914.206368 nChanged 652 SP:Iteration 8Q (3105.789255 sec): 3 clusters Score: Raw -2251334.804737 + Penalty 3183.523463 = -2248151.281274 nChanged 482 SP:Iteration 9Q (3105.867726 sec): 3 clusters Score: Raw -2251483.885958 + Penalty 3183.523463 = -2248300.362495 nChanged 355 SP:Iteration 10Q (3105.935416 sec): 3 clusters Score: Raw -2251584.325111 + Penalty 3183.523463 = -2248400.801648 nChanged 313 SP:Iteration 11Q (3106.003952 sec): 3 clusters Score: Raw -2251670.743488 + Penalty 3183.523463 = -2248487.220026 nChanged 292 SP:Iteration 12Q (3106.070725 sec): 3 clusters Score: Raw -2251749.895966 + Penalty 3183.523463 = -2248566.372503 nChanged 269 SP:Iteration 13Q (3106.159678 sec): 3 clusters Score: Raw -2251830.383517 + Penalty 3183.523463 = -2248646.860054 nChanged 250 SP:Iteration 14Q (3106.229742 sec): 3 clusters Score: Raw -2251895.974305 + Penalty 3183.523463 = -2248712.450842 nChanged 213 SP:Iteration 15Q (3106.300084 sec): 3 clusters Score: Raw -2251955.359928 + Penalty 3183.523463 = -2248771.836465 nChanged 223 SP:Iteration 16Q (3106.368724 sec): 3 clusters Score: Raw -2252020.578092 + Penalty 3183.523463 = -2248837.054630 nChanged 220 SP:Iteration 17Q (3106.441212 sec): 3 clusters Score: Raw -2252083.969993 + Penalty 3183.523463 = -2248900.446530 nChanged 192 SP:Iteration 18Q (3106.513918 sec): 3 clusters Score: Raw -2252144.517650 + Penalty 3183.523463 = -2248960.994187 nChanged 203 SP:Iteration 19Q (3106.584193 sec): 3 clusters Score: Raw -2252207.114244 + Penalty 3183.523463 = -2249023.590781 nChanged 222 SP:Iteration 20F (3106.665238 sec): 3 clusters Score: Raw -2252287.739724 + Penalty 3183.523463 = -2249104.216261 nChanged 225 SP:Iteration 21Q (3106.736869 sec): 3 clusters Score: Raw -2252364.569189 + Penalty 3183.523463 = -2249181.045727 nChanged 233 SP:Iteration 22Q (3106.800959 sec): 3 clusters Score: Raw -2252440.238652 + Penalty 3183.523463 = -2249256.715189 nChanged 205 SP:Iteration 23Q (3106.875193 sec): 3 clusters Score: Raw -2252501.038541 + Penalty 3183.523463 = -2249317.515079 nChanged 191 SP:Iteration 24Q (3106.951205 sec): 3 clusters Score: Raw -2252561.701431 + Penalty 3183.523463 = -2249378.177968 nChanged 196 SP:Iteration 25Q (3107.029828 sec): 3 clusters Score: Raw -2252621.834047 + Penalty 3183.523463 = -2249438.310585 nChanged 194 SP:Iteration 26Q (3107.088261 sec): 3 clusters Score: Raw -2252675.738726 + Penalty 3183.523463 = -2249492.215264 nChanged 177 SP:Iteration 27Q (3107.159293 sec): 3 clusters Score: Raw -2252726.799435 + Penalty 3183.523463 = -2249543.275972 nChanged 194 SP:Iteration 28Q (3107.230609 sec): 3 clusters Score: Raw -2252783.274727 + Penalty 3183.523463 = -2249599.751264 nChanged 207 SP:Iteration 29Q (3107.299358 sec): 3 clusters Score: Raw -2252840.041624 + Penalty 3183.523463 = -2249656.518161 nChanged 200 SP:Iteration 30Q (3107.380151 sec): 3 clusters Score: Raw -2252894.738831 + Penalty 3183.523463 = -2249711.215368 nChanged 196 SP:Iteration 31Q (3107.451631 sec): 3 clusters Score: Raw -2252953.552700 + Penalty 3183.523463 = -2249770.029238 nChanged 204 SP:Iteration 32Q (3107.511822 sec): 3 clusters Score: Raw -2253027.136058 + Penalty 3183.523463 = -2249843.612595 nChanged 225 SP:Iteration 33Q (3107.578898 sec): 3 clusters Score: Raw -2253105.511935 + Penalty 3183.523463 = -2249921.988472 nChanged 217 SP:Iteration 34Q (3107.661040 sec): 3 clusters Score: Raw -2253172.969195 + Penalty 3183.523463 = -2249989.445732 nChanged 215 SP:Iteration 35Q (3107.717372 sec): 3 clusters Score: Raw -2253245.229158 + Penalty 3183.523463 = -2250061.705696 nChanged 205 SP:Iteration 36Q (3107.786139 sec): 3 clusters Score: Raw -2253321.818259 + Penalty 3183.523463 = -2250138.294797 nChanged 211 SP:Iteration 37Q (3107.863186 sec): 3 clusters Score: Raw -2253403.371171 + Penalty 3183.523463 = -2250219.847708 nChanged 192 SP:Iteration 38Q (3107.943843 sec): 3 clusters Score: Raw -2253476.983596 + Penalty 3183.523463 = -2250293.460133 nChanged 183 SP:Iteration 39Q (3108.006432 sec): 3 clusters Score: Raw -2253548.980976 + Penalty 3183.523463 = -2250365.457513 nChanged 168 SP:Iteration 40F (3108.071960 sec): 3 clusters Score: Raw -2253616.401135 + Penalty 3183.523463 = -2250432.877672 nChanged 153 SP:Iteration 41Q (3108.141476 sec): 3 clusters Score: Raw -2253668.851651 + Penalty 3183.523463 = -2250485.328188 nChanged 121 SP:Iteration 42Q (3108.219861 sec): 3 clusters Score: Raw -2253711.639167 + Penalty 3183.523463 = -2250528.115704 nChanged 120 SP:Iteration 43Q (3108.288027 sec): 3 clusters Score: Raw -2253760.674607 + Penalty 3183.523463 = -2250577.151144 nChanged 123 SP:Iteration 44Q (3108.362356 sec): 3 clusters Score: Raw -2253808.757108 + Penalty 3183.523463 = -2250625.233645 nChanged 108 SP:Iteration 45Q (3108.426760 sec): 3 clusters Score: Raw -2253848.412415 + Penalty 3183.523463 = -2250664.888952 nChanged 99 SP:Iteration 46Q (3108.499406 sec): 3 clusters Score: Raw -2253882.995833 + Penalty 3183.523463 = -2250699.472370 nChanged 95 SP:Iteration 47Q (3108.564486 sec): 3 clusters Score: Raw -2253918.424149 + Penalty 3183.523463 = -2250734.900687 nChanged 80 SP:Iteration 48Q (3108.645208 sec): 3 clusters Score: Raw -2253946.884223 + Penalty 3183.523463 = -2250763.360760 nChanged 71 SP:Iteration 49Q (3108.708175 sec): 3 clusters Score: Raw -2253973.835607 + Penalty 3183.523463 = -2250790.312144 nChanged 61 SP:Iteration 50Q (3108.788277 sec): 3 clusters Score: Raw -2253994.271583 + Penalty 3183.523463 = -2250810.748121 nChanged 49 SP:Iteration 51Q (3108.845334 sec): 3 clusters Score: Raw -2254010.400003 + Penalty 3183.523463 = -2250826.876541 nChanged 40 SP:Iteration 52Q (3108.909956 sec): 3 clusters Score: Raw -2254022.986753 + Penalty 3183.523463 = -2250839.463291 nChanged 38 SP:Iteration 53Q (3108.982182 sec): 3 clusters Score: Raw -2254033.498842 + Penalty 3183.523463 = -2250849.975380 nChanged 38 SP:Iteration 54Q (3109.052497 sec): 3 clusters Score: Raw -2254045.557015 + Penalty 3183.523463 = -2250862.033552 nChanged 26 SP:Iteration 55Q (3109.113829 sec): 3 clusters Score: Raw -2254053.338906 + Penalty 3183.523463 = -2250869.815443 nChanged 18 SP:Iteration 56Q (3109.190894 sec): 3 clusters Score: Raw -2254059.402679 + Penalty 3183.523463 = -2250875.879217 nChanged 16 SP:Iteration 57Q (3109.256012 sec): 3 clusters Score: Raw -2254063.497059 + Penalty 3183.523463 = -2250879.973596 nChanged 15 SP:Iteration 58Q (3109.309817 sec): 3 clusters Score: Raw -2254067.235063 + Penalty 3183.523463 = -2250883.711600 nChanged 17 SP:Iteration 59Q (3109.379178 sec): 3 clusters Score: Raw -2254070.655812 + Penalty 3183.523463 = -2250887.132349 nChanged 11 SP:Iteration 60F (3109.459867 sec): 3 clusters Score: Raw -2254072.858327 + Penalty 3183.523463 = -2250889.334864 nChanged 11 SP:Iteration 61Q (3109.515397 sec): 3 clusters Score: Raw -2254076.766819 + Penalty 3183.523463 = -2250893.243357 nChanged 16 SP:Iteration 62Q (3109.587244 sec): 3 clusters Score: Raw -2254082.090335 + Penalty 3183.523463 = -2250898.566872 nChanged 12 SP:Iteration 63Q (3109.652669 sec): 3 clusters Score: Raw -2254086.522443 + Penalty 3183.523463 = -2250902.998981 nChanged 13 SP:Iteration 64Q (3109.713333 sec): 3 clusters Score: Raw -2254089.572899 + Penalty 3183.523463 = -2250906.049436 nChanged 15 SP:Iteration 65Q (3109.777627 sec): 3 clusters Score: Raw -2254093.111657 + Penalty 3183.523463 = -2250909.588195 nChanged 8 SP:Iteration 66Q (3109.841732 sec): 3 clusters Score: Raw -2254095.433188 + Penalty 3183.523463 = -2250911.909726 nChanged 7 SP:Iteration 67Q (3109.910082 sec): 3 clusters Score: Raw -2254097.266169 + Penalty 3183.523463 = -2250913.742706 nChanged 6 SP:Iteration 68Q (3109.971632 sec): 3 clusters Score: Raw -2254098.299121 + Penalty 3183.523463 = -2250914.775658 nChanged 1 SP:Iteration 69Q (3110.049292 sec): 3 clusters Score: Raw -2254098.526905 + Penalty 3183.523463 = -2250915.003442 nChanged 1 SP:Iteration 70Q (3110.117832 sec): 3 clusters Score: Raw -2254098.726008 + Penalty 3183.523463 = -2250915.202545 nChanged 2 SP:Iteration 71Q (3110.176694 sec): 3 clusters Score: Raw -2254099.812169 + Penalty 3183.523463 = -2250916.288706 nChanged 4 SP:Iteration 72Q (3110.237421 sec): 3 clusters Score: Raw -2254100.814104 + Penalty 3183.523463 = -2250917.290642 nChanged 3 SP:Iteration 73Q (3110.294037 sec): 3 clusters Score: Raw -2254101.638672 + Penalty 3183.523463 = -2250918.115210 nChanged 4 SP:Iteration 74Q (3110.363686 sec): 3 clusters Score: Raw -2254102.498111 + Penalty 3183.523463 = -2250918.974649 nChanged 3 SP:Iteration 75Q (3110.434570 sec): 3 clusters Score: Raw -2254103.074763 + Penalty 3183.523463 = -2250919.551300 nChanged 3 SP:Iteration 76Q (3110.501354 sec): 3 clusters Score: Raw -2254103.451227 + Penalty 3183.523463 = -2250919.927765 nChanged 3 SP:Iteration 77Q (3110.561630 sec): 3 clusters Score: Raw -2254104.232078 + Penalty 3183.523463 = -2250920.708616 nChanged 7 SP:Iteration 78Q (3110.640089 sec): 3 clusters Score: Raw -2254105.510139 + Penalty 3183.523463 = -2250921.986676 nChanged 7 SP:Iteration 79Q (3110.702763 sec): 3 clusters Score: Raw -2254106.839767 + Penalty 3183.523463 = -2250923.316304 nChanged 7 SP:Iteration 80F (3110.778361 sec): 3 clusters Score: Raw -2254108.579283 + Penalty 3183.523463 = -2250925.055820 nChanged 9 SP:Iteration 81Q (3110.837838 sec): 3 clusters Score: Raw -2254110.472994 + Penalty 3183.523463 = -2250926.949531 nChanged 8 SP:Iteration 82Q (3110.904214 sec): 3 clusters Score: Raw -2254112.413823 + Penalty 3183.523463 = -2250928.890360 nChanged 6 SP:Iteration 83Q (3110.982304 sec): 3 clusters Score: Raw -2254114.449247 + Penalty 3183.523463 = -2250930.925784 nChanged 6 SP:Iteration 84Q (3111.036361 sec): 3 clusters Score: Raw -2254116.501972 + Penalty 3183.523463 = -2250932.978509 nChanged 6 SP:Iteration 85Q (3111.116202 sec): 3 clusters Score: Raw -2254117.782326 + Penalty 3183.523463 = -2250934.258863 nChanged 7 SP:Iteration 86Q (3111.174143 sec): 3 clusters Score: Raw -2254119.443312 + Penalty 3183.523463 = -2250935.919849 nChanged 8 SP:Iteration 87Q (3111.241596 sec): 3 clusters Score: Raw -2254121.381892 + Penalty 3183.523463 = -2250937.858429 nChanged 7 SP:Iteration 88Q (3111.301146 sec): 3 clusters Score: Raw -2254123.165216 + Penalty 3183.523463 = -2250939.641753 nChanged 4 SP:Iteration 89Q (3111.369769 sec): 3 clusters Score: Raw -2254123.965158 + Penalty 3183.523463 = -2250940.441695 nChanged 3 SP:Iteration 90Q (3111.436443 sec): 3 clusters Score: Raw -2254124.556196 + Penalty 3183.523463 = -2250941.032734 nChanged 5 SP:Iteration 91Q (3111.505191 sec): 3 clusters Score: Raw -2254126.407665 + Penalty 3183.523463 = -2250942.884202 nChanged 11 SP:Iteration 92Q (3111.585961 sec): 3 clusters Score: Raw -2254130.122441 + Penalty 3183.523463 = -2250946.598978 nChanged 11 SP:Iteration 93Q (3111.654493 sec): 3 clusters Score: Raw -2254133.486728 + Penalty 3183.523463 = -2250949.963265 nChanged 6 SP:Iteration 94Q (3111.705188 sec): 3 clusters Score: Raw -2254135.254819 + Penalty 3183.523463 = -2250951.731356 nChanged 5 SP:Iteration 95Q (3111.770958 sec): 3 clusters Score: Raw -2254136.324423 + Penalty 3183.523463 = -2250952.800961 nChanged 2 SP:Iteration 96Q (3111.847781 sec): 3 clusters Score: Raw -2254136.748616 + Penalty 3183.523463 = -2250953.225154 nChanged 6 SP:Iteration 97Q (3111.905788 sec): 3 clusters Score: Raw -2254139.134104 + Penalty 3183.523463 = -2250955.610641 nChanged 11 SP:Iteration 98Q (3111.979213 sec): 3 clusters Score: Raw -2254143.116670 + Penalty 3183.523463 = -2250959.593207 nChanged 8 SP:Iteration 99Q (3112.034935 sec): 3 clusters Score: Raw -2254145.985690 + Penalty 3183.523463 = -2250962.462227 nChanged 11 SP:Iteration 100F (3112.106890 sec): 3 clusters Score: Raw -2254152.043868 + Penalty 3183.523463 = -2250968.520405 nChanged 18 SP:Iteration 101Q (3112.172008 sec): 3 clusters Score: Raw -2254158.606615 + Penalty 3183.523463 = -2250975.083152 nChanged 17 SP:Iteration 102Q (3112.246714 sec): 3 clusters Score: Raw -2254164.815523 + Penalty 3183.523463 = -2250981.292061 nChanged 14 SP:Iteration 103Q (3112.310334 sec): 3 clusters Score: Raw -2254170.207285 + Penalty 3183.523463 = -2250986.683823 nChanged 13 SP:Iteration 104Q (3112.368176 sec): 3 clusters Score: Raw -2254174.836392 + Penalty 3183.523463 = -2250991.312929 nChanged 7 SP:Iteration 105Q (3112.431863 sec): 3 clusters Score: Raw -2254177.445618 + Penalty 3183.523463 = -2250993.922156 nChanged 4 SP:Iteration 106Q (3112.498569 sec): 3 clusters Score: Raw -2254179.297184 + Penalty 3183.523463 = -2250995.773721 nChanged 5 SP:Iteration 107Q (3112.564475 sec): 3 clusters Score: Raw -2254181.109117 + Penalty 3183.523463 = -2250997.585654 nChanged 7 SP:Iteration 108Q (3112.632866 sec): 3 clusters Score: Raw -2254182.920915 + Penalty 3183.523463 = -2250999.397452 nChanged 4 SP:Iteration 109Q (3112.716928 sec): 3 clusters Score: Raw -2254184.302227 + Penalty 3183.523463 = -2251000.778764 nChanged 3 SP:Iteration 110Q (3112.782124 sec): 3 clusters Score: Raw -2254185.049260 + Penalty 3183.523463 = -2251001.525798 nChanged 2 SP:Iteration 111Q (3112.851662 sec): 3 clusters Score: Raw -2254186.416367 + Penalty 3183.523463 = -2251002.892904 nChanged 1 SP:Iteration 112Q (3112.926538 sec): 3 clusters Score: Raw -2254186.617421 + Penalty 3183.523463 = -2251003.093958 nChanged 1 SP:Iteration 113Q (3113.000898 sec): 3 clusters Score: Raw -2254186.668351 + Penalty 3183.523463 = -2251003.144888 nChanged 0 SP:Iteration 114F (3113.080641 sec): 3 clusters Score: Raw -2254186.668351 + Penalty 3183.523463 = -2251003.144888 nChanged 0 Trying to split cluster 34 (3714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3113.112790 sec): 2 clusters Score: Raw -449190.116244 + Penalty 1335.728021 = -447854.388223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3113.156000 sec): 3 clusters Score: Raw -447334.394452 + Penalty 2671.456041 = -444662.938411 nChanged 1469 SP:Iteration 1F (3113.214044 sec): 3 clusters Score: Raw -448144.734950 + Penalty 2671.456041 = -445473.278909 nChanged 267 SP:Iteration 2F (3113.269482 sec): 3 clusters Score: Raw -448300.623076 + Penalty 2671.456041 = -445629.167035 nChanged 180 SP:Iteration 3Q (3113.330319 sec): 3 clusters Score: Raw -448406.148957 + Penalty 2671.456041 = -445734.692916 nChanged 157 SP:Iteration 4Q (3113.383710 sec): 3 clusters Score: Raw -448487.316516 + Penalty 2671.456041 = -445815.860475 nChanged 121 SP:Iteration 5Q (3113.430717 sec): 3 clusters Score: Raw -448549.663865 + Penalty 2671.456041 = -445878.207824 nChanged 117 SP:Iteration 6Q (3113.486355 sec): 3 clusters Score: Raw -448607.058293 + Penalty 2671.456041 = -445935.602252 nChanged 104 SP:Iteration 7Q (3113.549671 sec): 3 clusters Score: Raw -448668.703579 + Penalty 2671.456041 = -445997.247538 nChanged 104 SP:Iteration 8Q (3113.605026 sec): 3 clusters Score: Raw -448733.009759 + Penalty 2671.456041 = -446061.553718 nChanged 104 SP:Iteration 9Q (3113.652805 sec): 3 clusters Score: Raw -448789.470977 + Penalty 2671.456041 = -446118.014935 nChanged 98 SP:Iteration 10Q (3113.710944 sec): 3 clusters Score: Raw -448837.141738 + Penalty 2671.456041 = -446165.685697 nChanged 92 SP:Iteration 11Q (3113.758691 sec): 3 clusters Score: Raw -448885.639347 + Penalty 2671.456041 = -446214.183306 nChanged 91 SP:Iteration 12Q (3113.811792 sec): 3 clusters Score: Raw -448935.163753 + Penalty 2671.456041 = -446263.707712 nChanged 92 SP:Iteration 13Q (3113.866361 sec): 3 clusters Score: Raw -448984.738416 + Penalty 2671.456041 = -446313.282374 nChanged 87 SP:Iteration 14Q (3113.917873 sec): 3 clusters Score: Raw -449033.424559 + Penalty 2671.456041 = -446361.968518 nChanged 81 SP:Iteration 15Q (3113.982464 sec): 3 clusters Score: Raw -449083.850425 + Penalty 2671.456041 = -446412.394384 nChanged 79 SP:Iteration 16Q (3114.035249 sec): 3 clusters Score: Raw -449128.668763 + Penalty 2671.456041 = -446457.212722 nChanged 70 SP:Iteration 17Q (3114.075269 sec): 3 clusters Score: Raw -449168.205746 + Penalty 2671.456041 = -446496.749705 nChanged 61 SP:Iteration 18Q (3114.130049 sec): 3 clusters Score: Raw -449204.008893 + Penalty 2671.456041 = -446532.552852 nChanged 63 SP:Iteration 19Q (3114.177724 sec): 3 clusters Score: Raw -449241.438001 + Penalty 2671.456041 = -446569.981960 nChanged 51 SP:Iteration 20F (3114.222529 sec): 3 clusters Score: Raw -449283.066556 + Penalty 2671.456041 = -446611.610515 nChanged 50 SP:Iteration 21Q (3114.280604 sec): 3 clusters Score: Raw -449321.257436 + Penalty 2671.456041 = -446649.801394 nChanged 50 SP:Iteration 22Q (3114.332102 sec): 3 clusters Score: Raw -449358.522638 + Penalty 2671.456041 = -446687.066597 nChanged 41 SP:Iteration 23Q (3114.374482 sec): 3 clusters Score: Raw -449385.771173 + Penalty 2671.456041 = -446714.315132 nChanged 38 SP:Iteration 24Q (3114.417643 sec): 3 clusters Score: Raw -449418.048804 + Penalty 2671.456041 = -446746.592763 nChanged 33 SP:Iteration 25Q (3114.463641 sec): 3 clusters Score: Raw -449439.851579 + Penalty 2671.456041 = -446768.395538 nChanged 26 SP:Iteration 26Q (3114.505573 sec): 3 clusters Score: Raw -449457.563037 + Penalty 2671.456041 = -446786.106996 nChanged 20 SP:Iteration 27Q (3114.555170 sec): 3 clusters Score: Raw -449470.747211 + Penalty 2671.456041 = -446799.291169 nChanged 15 SP:Iteration 28Q (3114.619500 sec): 3 clusters Score: Raw -449480.383367 + Penalty 2671.456041 = -446808.927325 nChanged 14 SP:Iteration 29Q (3114.666340 sec): 3 clusters Score: Raw -449489.853075 + Penalty 2671.456041 = -446818.397034 nChanged 6 SP:Iteration 30Q (3114.714139 sec): 3 clusters Score: Raw -449494.110904 + Penalty 2671.456041 = -446822.654863 nChanged 7 SP:Iteration 31Q (3114.759321 sec): 3 clusters Score: Raw -449498.139175 + Penalty 2671.456041 = -446826.683134 nChanged 5 SP:Iteration 32Q (3114.809195 sec): 3 clusters Score: Raw -449502.681985 + Penalty 2671.456041 = -446831.225944 nChanged 6 SP:Iteration 33Q (3114.855644 sec): 3 clusters Score: Raw -449508.590283 + Penalty 2671.456041 = -446837.134241 nChanged 8 SP:Iteration 34Q (3114.905243 sec): 3 clusters Score: Raw -449511.523517 + Penalty 2671.456041 = -446840.067475 nChanged 4 SP:Iteration 35Q (3114.963532 sec): 3 clusters Score: Raw -449514.472280 + Penalty 2671.456041 = -446843.016239 nChanged 5 SP:Iteration 36Q (3115.005458 sec): 3 clusters Score: Raw -449518.176736 + Penalty 2671.456041 = -446846.720695 nChanged 4 SP:Iteration 37Q (3115.046368 sec): 3 clusters Score: Raw -449520.587794 + Penalty 2671.456041 = -446849.131753 nChanged 3 SP:Iteration 38Q (3115.094611 sec): 3 clusters Score: Raw -449521.953057 + Penalty 2671.456041 = -446850.497016 nChanged 0 SP:Iteration 39F (3115.152580 sec): 3 clusters Score: Raw -449521.953057 + Penalty 2671.456041 = -446850.497016 nChanged 0 Trying to split cluster 35 (1681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3115.170900 sec): 2 clusters Score: Raw -202881.066090 + Penalty 1206.910922 = -201674.155168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3115.229368 sec): 3 clusters Score: Raw -202212.507431 + Penalty 2413.821843 = -199798.685587 nChanged 582 SP:Iteration 1F (3115.278807 sec): 3 clusters Score: Raw -202631.191120 + Penalty 2413.821843 = -200217.369277 nChanged 137 SP:Iteration 2F (3115.324951 sec): 3 clusters Score: Raw -202741.795285 + Penalty 2413.821843 = -200327.973442 nChanged 76 SP:Iteration 3Q (3115.375723 sec): 3 clusters Score: Raw -202807.896888 + Penalty 2413.821843 = -200394.075044 nChanged 56 SP:Iteration 4Q (3115.430370 sec): 3 clusters Score: Raw -202837.744290 + Penalty 2413.821843 = -200423.922447 nChanged 33 SP:Iteration 5Q (3115.487292 sec): 3 clusters Score: Raw -202858.894510 + Penalty 2413.821843 = -200445.072667 nChanged 24 SP:Iteration 6Q (3115.531282 sec): 3 clusters Score: Raw -202873.431152 + Penalty 2413.821843 = -200459.609308 nChanged 27 SP:Iteration 7Q (3115.582577 sec): 3 clusters Score: Raw -202886.491687 + Penalty 2413.821843 = -200472.669844 nChanged 18 SP:Iteration 8Q (3115.636798 sec): 3 clusters Score: Raw -202897.155867 + Penalty 2413.821843 = -200483.334024 nChanged 15 SP:Iteration 9Q (3115.677006 sec): 3 clusters Score: Raw -202906.078447 + Penalty 2413.821843 = -200492.256603 nChanged 10 SP:Iteration 10Q (3115.737463 sec): 3 clusters Score: Raw -202911.983138 + Penalty 2413.821843 = -200498.161295 nChanged 4 SP:Iteration 11Q (3115.789117 sec): 3 clusters Score: Raw -202914.834371 + Penalty 2413.821843 = -200501.012527 nChanged 6 SP:Iteration 12Q (3115.830976 sec): 3 clusters Score: Raw -202920.411532 + Penalty 2413.821843 = -200506.589689 nChanged 8 SP:Iteration 13Q (3115.882027 sec): 3 clusters Score: Raw -202925.512931 + Penalty 2413.821843 = -200511.691087 nChanged 7 SP:Iteration 14Q (3115.939565 sec): 3 clusters Score: Raw -202930.418568 + Penalty 2413.821843 = -200516.596724 nChanged 10 SP:Iteration 15Q (3115.993505 sec): 3 clusters Score: Raw -202936.335959 + Penalty 2413.821843 = -200522.514116 nChanged 8 SP:Iteration 16Q (3116.027494 sec): 3 clusters Score: Raw -202942.816325 + Penalty 2413.821843 = -200528.994482 nChanged 8 SP:Iteration 17Q (3116.073045 sec): 3 clusters Score: Raw -202947.567930 + Penalty 2413.821843 = -200533.746087 nChanged 9 SP:Iteration 18Q (3116.114170 sec): 3 clusters Score: Raw -202952.284329 + Penalty 2413.821843 = -200538.462486 nChanged 11 SP:Iteration 19Q (3116.165438 sec): 3 clusters Score: Raw -202959.874079 + Penalty 2413.821843 = -200546.052235 nChanged 9 SP:Iteration 20F (3116.216645 sec): 3 clusters Score: Raw -202967.378163 + Penalty 2413.821843 = -200553.556320 nChanged 10 SP:Iteration 21Q (3116.267892 sec): 3 clusters Score: Raw -202971.857290 + Penalty 2413.821843 = -200558.035447 nChanged 8 SP:Iteration 22Q (3116.310773 sec): 3 clusters Score: Raw -202976.055523 + Penalty 2413.821843 = -200562.233679 nChanged 7 SP:Iteration 23Q (3116.355907 sec): 3 clusters Score: Raw -202979.634575 + Penalty 2413.821843 = -200565.812732 nChanged 8 SP:Iteration 24Q (3116.401069 sec): 3 clusters Score: Raw -202982.914158 + Penalty 2413.821843 = -200569.092314 nChanged 7 SP:Iteration 25Q (3116.443957 sec): 3 clusters Score: Raw -202987.286319 + Penalty 2413.821843 = -200573.464475 nChanged 12 SP:Iteration 26Q (3116.453217 sec): 3 clusters Score: Raw -202994.170620 + Penalty 2413.821843 = -200580.348776 nChanged 9 SP:Iteration 27Q (3116.497296 sec): 3 clusters Score: Raw -203001.350321 + Penalty 2413.821843 = -200587.528478 nChanged 12 SP:Iteration 28Q (3116.538254 sec): 3 clusters Score: Raw -203010.065261 + Penalty 2413.821843 = -200596.243418 nChanged 12 SP:Iteration 29Q (3116.584225 sec): 3 clusters Score: Raw -203020.046522 + Penalty 2413.821843 = -200606.224679 nChanged 16 SP:Iteration 30Q (3116.630047 sec): 3 clusters Score: Raw -203040.433546 + Penalty 2413.821843 = -200626.611703 nChanged 14 SP:Iteration 31Q (3116.678128 sec): 3 clusters Score: Raw -203066.118739 + Penalty 2413.821843 = -200652.296896 nChanged 20 SP:Iteration 32Q (3116.730747 sec): 3 clusters Score: Raw -203095.702413 + Penalty 2413.821843 = -200681.880569 nChanged 25 SP:Iteration 33Q (3116.781759 sec): 3 clusters Score: Raw -203118.129916 + Penalty 2413.821843 = -200704.308072 nChanged 27 SP:Iteration 34Q (3116.839285 sec): 3 clusters Score: Raw -203139.249308 + Penalty 2413.821843 = -200725.427465 nChanged 28 SP:Iteration 35Q (3116.873310 sec): 3 clusters Score: Raw -203164.806757 + Penalty 2413.821843 = -200750.984913 nChanged 34 SP:Iteration 36Q (3116.922688 sec): 3 clusters Score: Raw -203190.083719 + Penalty 2413.821843 = -200776.261875 nChanged 26 SP:Iteration 37Q (3116.965200 sec): 3 clusters Score: Raw -203204.324164 + Penalty 2413.821843 = -200790.502320 nChanged 16 SP:Iteration 38Q (3117.016658 sec): 3 clusters Score: Raw -203214.648603 + Penalty 2413.821843 = -200800.826760 nChanged 15 SP:Iteration 39Q (3117.070747 sec): 3 clusters Score: Raw -203225.124926 + Penalty 2413.821843 = -200811.303083 nChanged 13 SP:Iteration 40F (3117.116639 sec): 3 clusters Score: Raw -203231.545368 + Penalty 2413.821843 = -200817.723525 nChanged 9 SP:Iteration 41Q (3117.164616 sec): 3 clusters Score: Raw -203237.918224 + Penalty 2413.821843 = -200824.096381 nChanged 11 SP:Iteration 42Q (3117.208672 sec): 3 clusters Score: Raw -203241.489068 + Penalty 2413.821843 = -200827.667224 nChanged 6 SP:Iteration 43Q (3117.245691 sec): 3 clusters Score: Raw -203243.884961 + Penalty 2413.821843 = -200830.063118 nChanged 7 SP:Iteration 44Q (3117.306387 sec): 3 clusters Score: Raw -203247.523507 + Penalty 2413.821843 = -200833.701664 nChanged 6 SP:Iteration 45Q (3117.352263 sec): 3 clusters Score: Raw -203250.272723 + Penalty 2413.821843 = -200836.450880 nChanged 5 SP:Iteration 46Q (3117.410294 sec): 3 clusters Score: Raw -203252.575048 + Penalty 2413.821843 = -200838.753204 nChanged 7 SP:Iteration 47Q (3117.461106 sec): 3 clusters Score: Raw -203255.694342 + Penalty 2413.821843 = -200841.872499 nChanged 4 SP:Iteration 48Q (3117.506332 sec): 3 clusters Score: Raw -203257.367588 + Penalty 2413.821843 = -200843.545745 nChanged 3 SP:Iteration 49Q (3117.552812 sec): 3 clusters Score: Raw -203259.301489 + Penalty 2413.821843 = -200845.479646 nChanged 4 SP:Iteration 50Q (3117.604194 sec): 3 clusters Score: Raw -203262.702866 + Penalty 2413.821843 = -200848.881023 nChanged 5 SP:Iteration 51Q (3117.642687 sec): 3 clusters Score: Raw -203264.524775 + Penalty 2413.821843 = -200850.702932 nChanged 2 SP:Iteration 52Q (3117.693587 sec): 3 clusters Score: Raw -203265.369624 + Penalty 2413.821843 = -200851.547780 nChanged 1 SP:Iteration 53Q (3117.735160 sec): 3 clusters Score: Raw -203265.721238 + Penalty 2413.821843 = -200851.899395 nChanged 0 SP:Iteration 54F (3117.784306 sec): 3 clusters Score: Raw -203265.721238 + Penalty 2413.821843 = -200851.899395 nChanged 0 Trying to split cluster 36 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3117.812422 sec): 2 clusters Score: Raw -18737.363943 + Penalty 867.349938 = -17870.014005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3117.851915 sec): 3 clusters Score: Raw -19007.786659 + Penalty 1734.699876 = -17273.086783 nChanged 55 SP:Iteration 1F (3117.885753 sec): 3 clusters Score: Raw -19342.994303 + Penalty 1734.699876 = -17608.294427 nChanged 27 SP:Iteration 2F (3117.933311 sec): 3 clusters Score: Raw -19614.428713 + Penalty 1734.699876 = -17879.728837 nChanged 4 SP:Iteration 3Q (3117.969030 sec): 3 clusters Score: Raw -19642.373660 + Penalty 1734.699876 = -17907.673784 nChanged 1 SP:Iteration 4Q (3118.002944 sec): 3 clusters Score: Raw -19645.796639 + Penalty 1734.699876 = -17911.096763 nChanged 0 SP:Iteration 5F (3118.056507 sec): 3 clusters Score: Raw -19645.796639 + Penalty 1734.699876 = -17911.096763 nChanged 0 Score: Raw -129547983.153720 + Penalty 101450.942987 = -129446532.210733 Splitting cluster 36 changes total score from -129447848.545255 to -129446532.210733 So it's not getting split. Trying to split cluster 37 (5604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3149.290046 sec): 2 clusters Score: Raw -704389.042168 + Penalty 1402.575835 = -702986.466333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3149.340910 sec): 3 clusters Score: Raw -701401.653716 + Penalty 2805.151670 = -698596.502046 nChanged 2295 SP:Iteration 1F (3149.397383 sec): 3 clusters Score: Raw -702595.730230 + Penalty 2805.151670 = -699790.578560 nChanged 369 SP:Iteration 2F (3149.443618 sec): 3 clusters Score: Raw -702771.639639 + Penalty 2805.151670 = -699966.487969 nChanged 314 SP:Iteration 3F (3149.491269 sec): 3 clusters Score: Raw -702908.283309 + Penalty 2805.151670 = -700103.131639 nChanged 215 SP:Iteration 4Q (3149.537430 sec): 3 clusters Score: Raw -703011.784034 + Penalty 2805.151670 = -700206.632364 nChanged 200 SP:Iteration 5Q (3149.599499 sec): 3 clusters Score: Raw -703106.895385 + Penalty 2805.151670 = -700301.743716 nChanged 196 SP:Iteration 6Q (3149.650592 sec): 3 clusters Score: Raw -703201.651482 + Penalty 2805.151670 = -700396.499812 nChanged 198 SP:Iteration 7Q (3149.709051 sec): 3 clusters Score: Raw -703295.022334 + Penalty 2805.151670 = -700489.870664 nChanged 185 SP:Iteration 8Q (3149.761511 sec): 3 clusters Score: Raw -703376.092844 + Penalty 2805.151670 = -700570.941174 nChanged 160 SP:Iteration 9Q (3149.814198 sec): 3 clusters Score: Raw -703443.601667 + Penalty 2805.151670 = -700638.449997 nChanged 142 SP:Iteration 10Q (3149.863280 sec): 3 clusters Score: Raw -703500.952288 + Penalty 2805.151670 = -700695.800618 nChanged 137 SP:Iteration 11Q (3149.925970 sec): 3 clusters Score: Raw -703557.315457 + Penalty 2805.151670 = -700752.163787 nChanged 125 SP:Iteration 12Q (3149.980197 sec): 3 clusters Score: Raw -703620.054380 + Penalty 2805.151670 = -700814.902710 nChanged 150 SP:Iteration 13Q (3150.023743 sec): 3 clusters Score: Raw -703687.449784 + Penalty 2805.151670 = -700882.298114 nChanged 117 SP:Iteration 14Q (3150.083125 sec): 3 clusters Score: Raw -703738.573663 + Penalty 2805.151670 = -700933.421993 nChanged 118 SP:Iteration 15Q (3150.132682 sec): 3 clusters Score: Raw -703793.662834 + Penalty 2805.151670 = -700988.511164 nChanged 115 SP:Iteration 16Q (3150.191003 sec): 3 clusters Score: Raw -703845.398604 + Penalty 2805.151670 = -701040.246935 nChanged 103 SP:Iteration 17Q (3150.248100 sec): 3 clusters Score: Raw -703891.614964 + Penalty 2805.151670 = -701086.463294 nChanged 96 SP:Iteration 18Q (3150.290154 sec): 3 clusters Score: Raw -703932.541078 + Penalty 2805.151670 = -701127.389408 nChanged 85 SP:Iteration 19Q (3150.348527 sec): 3 clusters Score: Raw -703965.417941 + Penalty 2805.151670 = -701160.266271 nChanged 89 SP:Iteration 20F (3150.393815 sec): 3 clusters Score: Raw -704001.099549 + Penalty 2805.151670 = -701195.947879 nChanged 79 SP:Iteration 21Q (3150.448845 sec): 3 clusters Score: Raw -704030.569460 + Penalty 2805.151670 = -701225.417790 nChanged 73 SP:Iteration 22Q (3150.506745 sec): 3 clusters Score: Raw -704055.815449 + Penalty 2805.151670 = -701250.663779 nChanged 57 SP:Iteration 23Q (3150.555693 sec): 3 clusters Score: Raw -704077.322651 + Penalty 2805.151670 = -701272.170981 nChanged 56 SP:Iteration 24Q (3150.612738 sec): 3 clusters Score: Raw -704097.440500 + Penalty 2805.151670 = -701292.288830 nChanged 53 SP:Iteration 25Q (3150.664970 sec): 3 clusters Score: Raw -704115.125219 + Penalty 2805.151670 = -701309.973549 nChanged 52 SP:Iteration 26Q (3150.718074 sec): 3 clusters Score: Raw -704137.282904 + Penalty 2805.151670 = -701332.131234 nChanged 70 SP:Iteration 27Q (3150.774591 sec): 3 clusters Score: Raw -704168.038524 + Penalty 2805.151670 = -701362.886854 nChanged 67 SP:Iteration 28Q (3150.831020 sec): 3 clusters Score: Raw -704201.181984 + Penalty 2805.151670 = -701396.030314 nChanged 74 SP:Iteration 29Q (3150.872552 sec): 3 clusters Score: Raw -704241.087509 + Penalty 2805.151670 = -701435.935839 nChanged 88 SP:Iteration 30Q (3150.926834 sec): 3 clusters Score: Raw -704286.729404 + Penalty 2805.151670 = -701481.577734 nChanged 79 SP:Iteration 31Q (3150.975752 sec): 3 clusters Score: Raw -704325.866299 + Penalty 2805.151670 = -701520.714629 nChanged 70 SP:Iteration 32Q (3151.016220 sec): 3 clusters Score: Raw -704368.997421 + Penalty 2805.151670 = -701563.845751 nChanged 77 SP:Iteration 33Q (3151.071192 sec): 3 clusters Score: Raw -704414.053638 + Penalty 2805.151670 = -701608.901968 nChanged 55 SP:Iteration 34Q (3151.123483 sec): 3 clusters Score: Raw -704439.708289 + Penalty 2805.151670 = -701634.556619 nChanged 47 SP:Iteration 35Q (3151.167946 sec): 3 clusters Score: Raw -704461.483938 + Penalty 2805.151670 = -701656.332268 nChanged 51 SP:Iteration 36Q (3151.222022 sec): 3 clusters Score: Raw -704483.374517 + Penalty 2805.151670 = -701678.222847 nChanged 39 SP:Iteration 37Q (3151.270635 sec): 3 clusters Score: Raw -704499.839351 + Penalty 2805.151670 = -701694.687681 nChanged 30 SP:Iteration 38Q (3151.316197 sec): 3 clusters Score: Raw -704510.553876 + Penalty 2805.151670 = -701705.402206 nChanged 25 SP:Iteration 39Q (3151.379605 sec): 3 clusters Score: Raw -704517.111277 + Penalty 2805.151670 = -701711.959607 nChanged 20 SP:Iteration 40F (3151.412186 sec): 3 clusters Score: Raw -704521.568474 + Penalty 2805.151670 = -701716.416805 nChanged 17 SP:Iteration 41Q (3151.467304 sec): 3 clusters Score: Raw -704524.782366 + Penalty 2805.151670 = -701719.630696 nChanged 7 SP:Iteration 42Q (3151.523359 sec): 3 clusters Score: Raw -704527.058100 + Penalty 2805.151670 = -701721.906431 nChanged 12 SP:Iteration 43Q (3151.584236 sec): 3 clusters Score: Raw -704531.982436 + Penalty 2805.151670 = -701726.830766 nChanged 14 SP:Iteration 44Q (3151.626351 sec): 3 clusters Score: Raw -704536.086960 + Penalty 2805.151670 = -701730.935290 nChanged 9 SP:Iteration 45Q (3151.679029 sec): 3 clusters Score: Raw -704540.269262 + Penalty 2805.151670 = -701735.117592 nChanged 11 SP:Iteration 46Q (3151.731961 sec): 3 clusters Score: Raw -704544.315120 + Penalty 2805.151670 = -701739.163450 nChanged 11 SP:Iteration 47Q (3151.779046 sec): 3 clusters Score: Raw -704548.053242 + Penalty 2805.151670 = -701742.901572 nChanged 22 SP:Iteration 48Q (3151.822363 sec): 3 clusters Score: Raw -704554.901469 + Penalty 2805.151670 = -701749.749799 nChanged 20 SP:Iteration 49Q (3151.873460 sec): 3 clusters Score: Raw -704562.195359 + Penalty 2805.151670 = -701757.043689 nChanged 16 SP:Iteration 50Q (3151.925750 sec): 3 clusters Score: Raw -704569.037899 + Penalty 2805.151670 = -701763.886229 nChanged 15 SP:Iteration 51Q (3151.974045 sec): 3 clusters Score: Raw -704572.884710 + Penalty 2805.151670 = -701767.733040 nChanged 7 SP:Iteration 52Q (3152.016160 sec): 3 clusters Score: Raw -704574.939713 + Penalty 2805.151670 = -701769.788043 nChanged 3 SP:Iteration 53Q (3152.060065 sec): 3 clusters Score: Raw -704575.326629 + Penalty 2805.151670 = -701770.174959 nChanged 0 SP:Iteration 54F (3152.110355 sec): 3 clusters Score: Raw -704575.326629 + Penalty 2805.151670 = -701770.174959 nChanged 0 Trying to split cluster 38 (11803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3152.141230 sec): 2 clusters Score: Raw -1401376.372834 + Penalty 1523.617715 = -1399852.755119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3152.199700 sec): 3 clusters Score: Raw -1394647.569451 + Penalty 3047.235430 = -1391600.334021 nChanged 5111 SP:Iteration 1F (3152.262917 sec): 3 clusters Score: Raw -1397626.557981 + Penalty 3047.235430 = -1394579.322551 nChanged 807 SP:Iteration 2F (3152.331237 sec): 3 clusters Score: Raw -1398054.811732 + Penalty 3047.235430 = -1395007.576302 nChanged 635 SP:Iteration 3F (3152.393010 sec): 3 clusters Score: Raw -1398380.926104 + Penalty 3047.235430 = -1395333.690674 nChanged 581 SP:Iteration 4Q (3152.444038 sec): 3 clusters Score: Raw -1398682.911378 + Penalty 3047.235430 = -1395635.675948 nChanged 529 SP:Iteration 5Q (3152.515449 sec): 3 clusters Score: Raw -1398935.303887 + Penalty 3047.235430 = -1395888.068457 nChanged 486 SP:Iteration 6Q (3152.586118 sec): 3 clusters Score: Raw -1399125.161398 + Penalty 3047.235430 = -1396077.925968 nChanged 404 SP:Iteration 7Q (3152.658545 sec): 3 clusters Score: Raw -1399277.266240 + Penalty 3047.235430 = -1396230.030810 nChanged 358 SP:Iteration 8Q (3152.728131 sec): 3 clusters Score: Raw -1399405.733518 + Penalty 3047.235430 = -1396358.498088 nChanged 316 SP:Iteration 9Q (3152.788238 sec): 3 clusters Score: Raw -1399512.252648 + Penalty 3047.235430 = -1396465.017218 nChanged 287 SP:Iteration 10Q (3152.868014 sec): 3 clusters Score: Raw -1399592.225713 + Penalty 3047.235430 = -1396544.990283 nChanged 244 SP:Iteration 11Q (3152.927817 sec): 3 clusters Score: Raw -1399672.026186 + Penalty 3047.235430 = -1396624.790756 nChanged 258 SP:Iteration 12Q (3152.997608 sec): 3 clusters Score: Raw -1399760.303939 + Penalty 3047.235430 = -1396713.068509 nChanged 265 SP:Iteration 13Q (3153.077508 sec): 3 clusters Score: Raw -1399854.934881 + Penalty 3047.235430 = -1396807.699451 nChanged 280 SP:Iteration 14Q (3153.138525 sec): 3 clusters Score: Raw -1399962.061156 + Penalty 3047.235430 = -1396914.825726 nChanged 274 SP:Iteration 15Q (3153.211482 sec): 3 clusters Score: Raw -1400081.395793 + Penalty 3047.235430 = -1397034.160363 nChanged 317 SP:Iteration 16Q (3153.280101 sec): 3 clusters Score: Raw -1400235.512221 + Penalty 3047.235430 = -1397188.276791 nChanged 340 SP:Iteration 17Q (3153.342756 sec): 3 clusters Score: Raw -1400407.918674 + Penalty 3047.235430 = -1397360.683244 nChanged 348 SP:Iteration 18Q (3153.403182 sec): 3 clusters Score: Raw -1400590.589776 + Penalty 3047.235430 = -1397543.354346 nChanged 356 SP:Iteration 19Q (3153.465468 sec): 3 clusters Score: Raw -1400793.302819 + Penalty 3047.235430 = -1397746.067389 nChanged 358 SP:Iteration 20F (3153.537586 sec): 3 clusters Score: Raw -1401011.103971 + Penalty 3047.235430 = -1397963.868541 nChanged 335 SP:Iteration 21Q (3153.600263 sec): 3 clusters Score: Raw -1401231.171543 + Penalty 3047.235430 = -1398183.936113 nChanged 295 SP:Iteration 22Q (3153.677536 sec): 3 clusters Score: Raw -1401427.361015 + Penalty 3047.235430 = -1398380.125585 nChanged 231 SP:Iteration 23Q (3153.737007 sec): 3 clusters Score: Raw -1401592.780816 + Penalty 3047.235430 = -1398545.545386 nChanged 180 SP:Iteration 24Q (3153.805479 sec): 3 clusters Score: Raw -1401736.795992 + Penalty 3047.235430 = -1398689.560562 nChanged 122 SP:Iteration 25Q (3153.875390 sec): 3 clusters Score: Raw -1401827.414955 + Penalty 3047.235430 = -1398780.179525 nChanged 100 SP:Iteration 26Q (3153.929220 sec): 3 clusters Score: Raw -1401902.672155 + Penalty 3047.235430 = -1398855.436725 nChanged 87 SP:Iteration 27Q (3153.991607 sec): 3 clusters Score: Raw -1401959.367027 + Penalty 3047.235430 = -1398912.131597 nChanged 60 SP:Iteration 28Q (3154.065648 sec): 3 clusters Score: Raw -1401990.712023 + Penalty 3047.235430 = -1398943.476593 nChanged 50 SP:Iteration 29Q (3154.131539 sec): 3 clusters Score: Raw -1402019.226792 + Penalty 3047.235430 = -1398971.991362 nChanged 49 SP:Iteration 30Q (3154.195066 sec): 3 clusters Score: Raw -1402039.743532 + Penalty 3047.235430 = -1398992.508102 nChanged 25 SP:Iteration 31Q (3154.249368 sec): 3 clusters Score: Raw -1402049.815786 + Penalty 3047.235430 = -1399002.580356 nChanged 16 SP:Iteration 32Q (3154.310717 sec): 3 clusters Score: Raw -1402056.027653 + Penalty 3047.235430 = -1399008.792223 nChanged 10 SP:Iteration 33Q (3154.375632 sec): 3 clusters Score: Raw -1402058.973265 + Penalty 3047.235430 = -1399011.737835 nChanged 4 SP:Iteration 34Q (3154.439976 sec): 3 clusters Score: Raw -1402060.233591 + Penalty 3047.235430 = -1399012.998161 nChanged 4 SP:Iteration 35Q (3154.514726 sec): 3 clusters Score: Raw -1402061.184400 + Penalty 3047.235430 = -1399013.948970 nChanged 2 SP:Iteration 36Q (3154.580545 sec): 3 clusters Score: Raw -1402061.685118 + Penalty 3047.235430 = -1399014.449688 nChanged 2 SP:Iteration 37Q (3154.641678 sec): 3 clusters Score: Raw -1402062.361730 + Penalty 3047.235430 = -1399015.126299 nChanged 2 SP:Iteration 38Q (3154.701868 sec): 3 clusters Score: Raw -1402062.677345 + Penalty 3047.235430 = -1399015.441915 nChanged 0 SP:Iteration 39F (3154.753333 sec): 3 clusters Score: Raw -1402062.677345 + Penalty 3047.235430 = -1399015.441915 nChanged 0 Trying to split cluster 39 (356650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3155.275569 sec): 2 clusters Score: Raw -45664525.686375 + Penalty 2077.482906 = -45662448.203470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3155.950744 sec): 3 clusters Score: Raw -45425852.537189 + Penalty 4154.965811 = -45421697.571378 nChanged 173667 SP:Iteration 1F (3156.593494 sec): 3 clusters Score: Raw -45531084.796482 + Penalty 4154.965811 = -45526929.830671 nChanged 12434 SP:Iteration 2Q (3157.250104 sec): 3 clusters Score: Raw -45534640.649962 + Penalty 4154.965811 = -45530485.684151 nChanged 14740 SP:Iteration 3Q (3157.912086 sec): 3 clusters Score: Raw -45539881.640522 + Penalty 4154.965811 = -45535726.674711 nChanged 17733 SP:Iteration 4Q (3158.595235 sec): 3 clusters Score: Raw -45547622.926516 + Penalty 4154.965811 = -45543467.960705 nChanged 20954 SP:Iteration 5F (3159.220978 sec): 3 clusters Score: Raw -45558381.523703 + Penalty 4154.965811 = -45554226.557892 nChanged 22790 SP:Iteration 6F (3159.834671 sec): 3 clusters Score: Raw -45571415.117699 + Penalty 4154.965811 = -45567260.151888 nChanged 22477 SP:Iteration 7F (3160.447229 sec): 3 clusters Score: Raw -45585343.346970 + Penalty 4154.965811 = -45581188.381159 nChanged 20408 SP:Iteration 8F (3161.074413 sec): 3 clusters Score: Raw -45599456.376018 + Penalty 4154.965811 = -45595301.410207 nChanged 17280 SP:Iteration 9Q (3161.751903 sec): 3 clusters Score: Raw -45613334.938879 + Penalty 4154.965811 = -45609179.973068 nChanged 14059 SP:Iteration 10Q (3162.417520 sec): 3 clusters Score: Raw -45625891.080698 + Penalty 4154.965811 = -45621736.114887 nChanged 10883 SP:Iteration 11Q (3163.003039 sec): 3 clusters Score: Raw -45634383.870964 + Penalty 4154.965811 = -45630228.905153 nChanged 7926 SP:Iteration 12Q (3163.583593 sec): 3 clusters Score: Raw -45639201.674339 + Penalty 4154.965811 = -45635046.708528 nChanged 6158 SP:Iteration 13Q (3164.168198 sec): 3 clusters Score: Raw -45642444.852975 + Penalty 4154.965811 = -45638289.887164 nChanged 5512 SP:Iteration 14Q (3164.756483 sec): 3 clusters Score: Raw -45645140.839429 + Penalty 4154.965811 = -45640985.873618 nChanged 5069 SP:Iteration 15Q (3165.332668 sec): 3 clusters Score: Raw -45647528.784396 + Penalty 4154.965811 = -45643373.818585 nChanged 4625 SP:Iteration 16Q (3165.901588 sec): 3 clusters Score: Raw -45649685.068786 + Penalty 4154.965811 = -45645530.102975 nChanged 4211 SP:Iteration 17Q (3166.455982 sec): 3 clusters Score: Raw -45651638.505698 + Penalty 4154.965811 = -45647483.539887 nChanged 3758 SP:Iteration 18Q (3166.968235 sec): 3 clusters Score: Raw -45653359.468591 + Penalty 4154.965811 = -45649204.502780 nChanged 3346 SP:Iteration 19Q (3167.447108 sec): 3 clusters Score: Raw -45654911.369403 + Penalty 4154.965811 = -45650756.403592 nChanged 3016 SP:Iteration 20F (3168.079927 sec): 3 clusters Score: Raw -45656303.720362 + Penalty 4154.965811 = -45652148.754551 nChanged 2686 SP:Iteration 21Q (3168.611604 sec): 3 clusters Score: Raw -45657541.705894 + Penalty 4154.965811 = -45653386.740083 nChanged 2445 SP:Iteration 22Q (3169.155270 sec): 3 clusters Score: Raw -45658644.344791 + Penalty 4154.965811 = -45654489.378980 nChanged 2073 SP:Iteration 23Q (3169.665975 sec): 3 clusters Score: Raw -45659558.969667 + Penalty 4154.965811 = -45655404.003856 nChanged 1869 SP:Iteration 24Q (3170.200166 sec): 3 clusters Score: Raw -45660369.578811 + Penalty 4154.965811 = -45656214.613000 nChanged 1629 SP:Iteration 25Q (3170.741988 sec): 3 clusters Score: Raw -45661076.423028 + Penalty 4154.965811 = -45656921.457217 nChanged 1422 SP:Iteration 26Q (3171.219331 sec): 3 clusters Score: Raw -45661683.295852 + Penalty 4154.965811 = -45657528.330041 nChanged 1223 SP:Iteration 27Q (3171.730672 sec): 3 clusters Score: Raw -45662175.974135 + Penalty 4154.965811 = -45658021.008324 nChanged 1042 SP:Iteration 28Q (3172.237008 sec): 3 clusters Score: Raw -45662589.273070 + Penalty 4154.965811 = -45658434.307259 nChanged 897 SP:Iteration 29Q (3172.760258 sec): 3 clusters Score: Raw -45662937.283828 + Penalty 4154.965811 = -45658782.318017 nChanged 787 SP:Iteration 30Q (3173.259192 sec): 3 clusters Score: Raw -45663243.678726 + Penalty 4154.965811 = -45659088.712915 nChanged 698 SP:Iteration 31Q (3173.781967 sec): 3 clusters Score: Raw -45663516.756753 + Penalty 4154.965811 = -45659361.790942 nChanged 587 SP:Iteration 32Q (3174.299871 sec): 3 clusters Score: Raw -45663737.326512 + Penalty 4154.965811 = -45659582.360701 nChanged 502 SP:Iteration 33Q (3174.784036 sec): 3 clusters Score: Raw -45663918.190889 + Penalty 4154.965811 = -45659763.225078 nChanged 418 SP:Iteration 34Q (3175.266500 sec): 3 clusters Score: Raw -45664061.931847 + Penalty 4154.965811 = -45659906.966036 nChanged 346 SP:Iteration 35Q (3175.737400 sec): 3 clusters Score: Raw -45664184.287807 + Penalty 4154.965811 = -45660029.321996 nChanged 339 SP:Iteration 36Q (3176.246916 sec): 3 clusters Score: Raw -45664300.771770 + Penalty 4154.965811 = -45660145.805959 nChanged 311 SP:Iteration 37Q (3176.722614 sec): 3 clusters Score: Raw -45664408.616580 + Penalty 4154.965811 = -45660253.650769 nChanged 253 SP:Iteration 38Q (3177.219210 sec): 3 clusters Score: Raw -45664487.958512 + Penalty 4154.965811 = -45660332.992701 nChanged 227 SP:Iteration 39Q (3177.721049 sec): 3 clusters Score: Raw -45664564.277803 + Penalty 4154.965811 = -45660409.311992 nChanged 203 SP:Iteration 40F (3178.355251 sec): 3 clusters Score: Raw -45664635.689680 + Penalty 4154.965811 = -45660480.723869 nChanged 184 SP:Iteration 41Q (3178.878535 sec): 3 clusters Score: Raw -45664703.548255 + Penalty 4154.965811 = -45660548.582444 nChanged 152 SP:Iteration 42Q (3179.401604 sec): 3 clusters Score: Raw -45664754.672687 + Penalty 4154.965811 = -45660599.706876 nChanged 118 SP:Iteration 43Q (3179.905452 sec): 3 clusters Score: Raw -45664789.227569 + Penalty 4154.965811 = -45660634.261758 nChanged 91 SP:Iteration 44Q (3180.404177 sec): 3 clusters Score: Raw -45664816.684221 + Penalty 4154.965811 = -45660661.718410 nChanged 73 SP:Iteration 45Q (3180.910431 sec): 3 clusters Score: Raw -45664836.146570 + Penalty 4154.965811 = -45660681.180759 nChanged 63 SP:Iteration 46Q (3181.399926 sec): 3 clusters Score: Raw -45664853.183885 + Penalty 4154.965811 = -45660698.218074 nChanged 51 SP:Iteration 47Q (3181.851580 sec): 3 clusters Score: Raw -45664865.498646 + Penalty 4154.965811 = -45660710.532835 nChanged 43 SP:Iteration 48Q (3182.339966 sec): 3 clusters Score: Raw -45664875.279222 + Penalty 4154.965811 = -45660720.313411 nChanged 34 SP:Iteration 49Q (3182.829874 sec): 3 clusters Score: Raw -45664883.110942 + Penalty 4154.965811 = -45660728.145131 nChanged 33 SP:Iteration 50Q (3183.295390 sec): 3 clusters Score: Raw -45664891.358583 + Penalty 4154.965811 = -45660736.392772 nChanged 33 SP:Iteration 51Q (3183.806914 sec): 3 clusters Score: Raw -45664898.618754 + Penalty 4154.965811 = -45660743.652943 nChanged 24 SP:Iteration 52Q (3184.309308 sec): 3 clusters Score: Raw -45664904.198161 + Penalty 4154.965811 = -45660749.232350 nChanged 29 SP:Iteration 53Q (3184.826746 sec): 3 clusters Score: Raw -45664910.942597 + Penalty 4154.965811 = -45660755.976786 nChanged 30 SP:Iteration 54Q (3185.344463 sec): 3 clusters Score: Raw -45664917.075489 + Penalty 4154.965811 = -45660762.109678 nChanged 25 SP:Iteration 55Q (3185.859368 sec): 3 clusters Score: Raw -45664924.030233 + Penalty 4154.965811 = -45660769.064422 nChanged 25 SP:Iteration 56Q (3186.389608 sec): 3 clusters Score: Raw -45664930.491646 + Penalty 4154.965811 = -45660775.525835 nChanged 19 SP:Iteration 57Q (3186.842715 sec): 3 clusters Score: Raw -45664934.938873 + Penalty 4154.965811 = -45660779.973062 nChanged 16 SP:Iteration 58Q (3187.294984 sec): 3 clusters Score: Raw -45664938.551645 + Penalty 4154.965811 = -45660783.585834 nChanged 17 SP:Iteration 59Q (3187.811196 sec): 3 clusters Score: Raw -45664941.598412 + Penalty 4154.965811 = -45660786.632600 nChanged 13 SP:Iteration 60F (3188.433071 sec): 3 clusters Score: Raw -45664944.326356 + Penalty 4154.965811 = -45660789.360545 nChanged 12 SP:Iteration 61Q (3188.955852 sec): 3 clusters Score: Raw -45664946.419303 + Penalty 4154.965811 = -45660791.453492 nChanged 12 SP:Iteration 62Q (3189.464224 sec): 3 clusters Score: Raw -45664949.446898 + Penalty 4154.965811 = -45660794.481087 nChanged 13 SP:Iteration 63Q (3189.964794 sec): 3 clusters Score: Raw -45664952.022408 + Penalty 4154.965811 = -45660797.056597 nChanged 10 SP:Iteration 64Q (3190.475652 sec): 3 clusters Score: Raw -45664954.507148 + Penalty 4154.965811 = -45660799.541337 nChanged 10 SP:Iteration 65Q (3190.966152 sec): 3 clusters Score: Raw -45664956.258647 + Penalty 4154.965811 = -45660801.292836 nChanged 6 SP:Iteration 66Q (3191.429784 sec): 3 clusters Score: Raw -45664957.269235 + Penalty 4154.965811 = -45660802.303424 nChanged 4 SP:Iteration 67Q (3191.936780 sec): 3 clusters Score: Raw -45664958.192269 + Penalty 4154.965811 = -45660803.226458 nChanged 5 SP:Iteration 68Q (3192.443847 sec): 3 clusters Score: Raw -45664959.218770 + Penalty 4154.965811 = -45660804.252959 nChanged 4 SP:Iteration 69Q (3192.945482 sec): 3 clusters Score: Raw -45664960.100682 + Penalty 4154.965811 = -45660805.134871 nChanged 4 SP:Iteration 70Q (3193.452386 sec): 3 clusters Score: Raw -45664960.983036 + Penalty 4154.965811 = -45660806.017225 nChanged 6 SP:Iteration 71Q (3193.946227 sec): 3 clusters Score: Raw -45664962.171611 + Penalty 4154.965811 = -45660807.205800 nChanged 5 SP:Iteration 72Q (3194.452839 sec): 3 clusters Score: Raw -45664963.350865 + Penalty 4154.965811 = -45660808.385054 nChanged 3 SP:Iteration 73Q (3194.914445 sec): 3 clusters Score: Raw -45664964.041441 + Penalty 4154.965811 = -45660809.075630 nChanged 4 SP:Iteration 74Q (3195.407386 sec): 3 clusters Score: Raw -45664964.777486 + Penalty 4154.965811 = -45660809.811675 nChanged 6 SP:Iteration 75Q (3195.904568 sec): 3 clusters Score: Raw -45664966.388689 + Penalty 4154.965811 = -45660811.422878 nChanged 5 SP:Iteration 76Q (3196.418695 sec): 3 clusters Score: Raw -45664967.500531 + Penalty 4154.965811 = -45660812.534720 nChanged 2 SP:Iteration 77Q (3196.923979 sec): 3 clusters Score: Raw -45664967.858271 + Penalty 4154.965811 = -45660812.892460 nChanged 5 SP:Iteration 78Q (3197.383662 sec): 3 clusters Score: Raw -45664968.731652 + Penalty 4154.965811 = -45660813.765841 nChanged 2 SP:Iteration 79Q (3197.865648 sec): 3 clusters Score: Raw -45664969.241357 + Penalty 4154.965811 = -45660814.275546 nChanged 4 SP:Iteration 80F (3198.483001 sec): 3 clusters Score: Raw -45664970.141863 + Penalty 4154.965811 = -45660815.176052 nChanged 3 SP:Iteration 81Q (3198.942256 sec): 3 clusters Score: Raw -45664970.524578 + Penalty 4154.965811 = -45660815.558767 nChanged 0 SP:Iteration 82F (3199.516338 sec): 3 clusters Score: Raw -45664970.524578 + Penalty 4154.965811 = -45660815.558767 nChanged 0 Trying to split cluster 40 (3431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3199.578934 sec): 2 clusters Score: Raw -404864.886028 + Penalty 1322.848644 = -403542.037383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3199.633234 sec): 3 clusters Score: Raw -403165.389675 + Penalty 2645.697289 = -400519.692386 nChanged 1362 SP:Iteration 1F (3199.685590 sec): 3 clusters Score: Raw -404047.736021 + Penalty 2645.697289 = -401402.038732 nChanged 296 SP:Iteration 2F (3199.732744 sec): 3 clusters Score: Raw -404279.219829 + Penalty 2645.697289 = -401633.522540 nChanged 247 SP:Iteration 3F (3199.777944 sec): 3 clusters Score: Raw -404516.294812 + Penalty 2645.697289 = -401870.597523 nChanged 246 SP:Iteration 4F (3199.840284 sec): 3 clusters Score: Raw -404830.838402 + Penalty 2645.697289 = -402185.141113 nChanged 274 SP:Iteration 5F (3199.883987 sec): 3 clusters Score: Raw -405224.937351 + Penalty 2645.697289 = -402579.240062 nChanged 242 SP:Iteration 6F (3199.944844 sec): 3 clusters Score: Raw -405535.917304 + Penalty 2645.697289 = -402890.220015 nChanged 169 SP:Iteration 7Q (3199.998528 sec): 3 clusters Score: Raw -405724.936583 + Penalty 2645.697289 = -403079.239294 nChanged 115 SP:Iteration 8Q (3200.052160 sec): 3 clusters Score: Raw -405828.683604 + Penalty 2645.697289 = -403182.986315 nChanged 90 SP:Iteration 9Q (3200.098877 sec): 3 clusters Score: Raw -405897.706041 + Penalty 2645.697289 = -403252.008752 nChanged 62 SP:Iteration 10Q (3200.148656 sec): 3 clusters Score: Raw -405951.687195 + Penalty 2645.697289 = -403305.989906 nChanged 58 SP:Iteration 11Q (3200.188642 sec): 3 clusters Score: Raw -406007.023280 + Penalty 2645.697289 = -403361.325991 nChanged 52 SP:Iteration 12Q (3200.245122 sec): 3 clusters Score: Raw -406055.679442 + Penalty 2645.697289 = -403409.982153 nChanged 42 SP:Iteration 13Q (3200.298156 sec): 3 clusters Score: Raw -406089.751058 + Penalty 2645.697289 = -403444.053769 nChanged 37 SP:Iteration 14Q (3200.339768 sec): 3 clusters Score: Raw -406116.185910 + Penalty 2645.697289 = -403470.488622 nChanged 38 SP:Iteration 15Q (3200.389370 sec): 3 clusters Score: Raw -406144.234322 + Penalty 2645.697289 = -403498.537033 nChanged 28 SP:Iteration 16Q (3200.432009 sec): 3 clusters Score: Raw -406161.241230 + Penalty 2645.697289 = -403515.543941 nChanged 23 SP:Iteration 17Q (3200.479640 sec): 3 clusters Score: Raw -406179.159326 + Penalty 2645.697289 = -403533.462037 nChanged 19 SP:Iteration 18Q (3200.526200 sec): 3 clusters Score: Raw -406202.959292 + Penalty 2645.697289 = -403557.262003 nChanged 25 SP:Iteration 19Q (3200.574159 sec): 3 clusters Score: Raw -406222.921354 + Penalty 2645.697289 = -403577.224065 nChanged 12 SP:Iteration 20F (3200.626522 sec): 3 clusters Score: Raw -406229.895391 + Penalty 2645.697289 = -403584.198102 nChanged 13 SP:Iteration 21Q (3200.675603 sec): 3 clusters Score: Raw -406239.010071 + Penalty 2645.697289 = -403593.312782 nChanged 11 SP:Iteration 22Q (3200.726624 sec): 3 clusters Score: Raw -406248.725414 + Penalty 2645.697289 = -403603.028125 nChanged 10 SP:Iteration 23Q (3200.781637 sec): 3 clusters Score: Raw -406253.585572 + Penalty 2645.697289 = -403607.888283 nChanged 3 SP:Iteration 24Q (3200.827703 sec): 3 clusters Score: Raw -406254.895698 + Penalty 2645.697289 = -403609.198409 nChanged 3 SP:Iteration 25Q (3200.866416 sec): 3 clusters Score: Raw -406255.704990 + Penalty 2645.697289 = -403610.007701 nChanged 2 SP:Iteration 26Q (3200.903840 sec): 3 clusters Score: Raw -406256.506114 + Penalty 2645.697289 = -403610.808825 nChanged 1 SP:Iteration 27Q (3200.962440 sec): 3 clusters Score: Raw -406256.810730 + Penalty 2645.697289 = -403611.113441 nChanged 1 SP:Iteration 28Q (3201.008337 sec): 3 clusters Score: Raw -406257.601898 + Penalty 2645.697289 = -403611.904609 nChanged 1 SP:Iteration 29Q (3201.055200 sec): 3 clusters Score: Raw -406257.867189 + Penalty 2645.697289 = -403612.169900 nChanged 1 SP:Iteration 30Q (3201.105684 sec): 3 clusters Score: Raw -406257.920577 + Penalty 2645.697289 = -403612.223288 nChanged 0 SP:Iteration 31F (3201.161506 sec): 3 clusters Score: Raw -406257.920577 + Penalty 2645.697289 = -403612.223288 nChanged 0 Score: Raw -129548467.755575 + Penalty 101450.942987 = -129447016.812588 Splitting cluster 40 changes total score from -129447848.545255 to -129447016.812588 So it's not getting split. Trying to split cluster 41 (2169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3230.496980 sec): 2 clusters Score: Raw -241343.517744 + Penalty 1248.328496 = -240095.189249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3230.547319 sec): 3 clusters Score: Raw -240395.489767 + Penalty 2496.656991 = -237898.832776 nChanged 825 SP:Iteration 1F (3230.600025 sec): 3 clusters Score: Raw -241001.290630 + Penalty 2496.656991 = -238504.633639 nChanged 235 SP:Iteration 2F (3230.650723 sec): 3 clusters Score: Raw -241255.688923 + Penalty 2496.656991 = -238759.031932 nChanged 167 SP:Iteration 3F (3230.695435 sec): 3 clusters Score: Raw -241447.899095 + Penalty 2496.656991 = -238951.242104 nChanged 139 SP:Iteration 4F (3230.742501 sec): 3 clusters Score: Raw -241596.751050 + Penalty 2496.656991 = -239100.094059 nChanged 96 SP:Iteration 5Q (3230.786022 sec): 3 clusters Score: Raw -241706.649816 + Penalty 2496.656991 = -239209.992825 nChanged 65 SP:Iteration 6Q (3230.820625 sec): 3 clusters Score: Raw -241768.419422 + Penalty 2496.656991 = -239271.762431 nChanged 47 SP:Iteration 7Q (3230.863849 sec): 3 clusters Score: Raw -241811.908020 + Penalty 2496.656991 = -239315.251029 nChanged 40 SP:Iteration 8Q (3230.921614 sec): 3 clusters Score: Raw -241847.613367 + Penalty 2496.656991 = -239350.956376 nChanged 32 SP:Iteration 9Q (3230.959828 sec): 3 clusters Score: Raw -241866.190109 + Penalty 2496.656991 = -239369.533118 nChanged 20 SP:Iteration 10Q (3231.002785 sec): 3 clusters Score: Raw -241877.924291 + Penalty 2496.656991 = -239381.267300 nChanged 15 SP:Iteration 11Q (3231.048098 sec): 3 clusters Score: Raw -241891.414469 + Penalty 2496.656991 = -239394.757478 nChanged 17 SP:Iteration 12Q (3231.087643 sec): 3 clusters Score: Raw -241903.315986 + Penalty 2496.656991 = -239406.658995 nChanged 13 SP:Iteration 13Q (3231.131872 sec): 3 clusters Score: Raw -241910.299826 + Penalty 2496.656991 = -239413.642835 nChanged 10 SP:Iteration 14Q (3231.179266 sec): 3 clusters Score: Raw -241916.603188 + Penalty 2496.656991 = -239419.946197 nChanged 14 SP:Iteration 15Q (3231.220027 sec): 3 clusters Score: Raw -241925.193492 + Penalty 2496.656991 = -239428.536501 nChanged 10 SP:Iteration 16Q (3231.266024 sec): 3 clusters Score: Raw -241933.682631 + Penalty 2496.656991 = -239437.025640 nChanged 11 SP:Iteration 17Q (3231.312228 sec): 3 clusters Score: Raw -241943.840586 + Penalty 2496.656991 = -239447.183595 nChanged 17 SP:Iteration 18Q (3231.356208 sec): 3 clusters Score: Raw -241952.237695 + Penalty 2496.656991 = -239455.580704 nChanged 9 SP:Iteration 19Q (3231.399495 sec): 3 clusters Score: Raw -241959.702762 + Penalty 2496.656991 = -239463.045771 nChanged 7 SP:Iteration 20F (3231.440455 sec): 3 clusters Score: Raw -241963.806147 + Penalty 2496.656991 = -239467.149156 nChanged 7 SP:Iteration 21Q (3231.481790 sec): 3 clusters Score: Raw -241968.299482 + Penalty 2496.656991 = -239471.642491 nChanged 9 SP:Iteration 22Q (3231.521402 sec): 3 clusters Score: Raw -241974.030793 + Penalty 2496.656991 = -239477.373802 nChanged 4 SP:Iteration 23Q (3231.563120 sec): 3 clusters Score: Raw -241978.050033 + Penalty 2496.656991 = -239481.393042 nChanged 7 SP:Iteration 24Q (3231.607338 sec): 3 clusters Score: Raw -241981.825447 + Penalty 2496.656991 = -239485.168456 nChanged 6 SP:Iteration 25Q (3231.651282 sec): 3 clusters Score: Raw -241983.985275 + Penalty 2496.656991 = -239487.328284 nChanged 3 SP:Iteration 26Q (3231.690682 sec): 3 clusters Score: Raw -241985.729926 + Penalty 2496.656991 = -239489.072935 nChanged 5 SP:Iteration 27Q (3231.745765 sec): 3 clusters Score: Raw -241988.106111 + Penalty 2496.656991 = -239491.449120 nChanged 6 SP:Iteration 28Q (3231.793542 sec): 3 clusters Score: Raw -241991.215538 + Penalty 2496.656991 = -239494.558547 nChanged 11 SP:Iteration 29Q (3231.834681 sec): 3 clusters Score: Raw -241996.275567 + Penalty 2496.656991 = -239499.618576 nChanged 7 SP:Iteration 30Q (3231.876462 sec): 3 clusters Score: Raw -241999.250185 + Penalty 2496.656991 = -239502.593194 nChanged 4 SP:Iteration 31Q (3231.923492 sec): 3 clusters Score: Raw -242000.786385 + Penalty 2496.656991 = -239504.129394 nChanged 3 SP:Iteration 32Q (3231.960558 sec): 3 clusters Score: Raw -242001.906813 + Penalty 2496.656991 = -239505.249822 nChanged 6 SP:Iteration 33Q (3232.004584 sec): 3 clusters Score: Raw -242004.537984 + Penalty 2496.656991 = -239507.880993 nChanged 3 SP:Iteration 34Q (3232.058905 sec): 3 clusters Score: Raw -242005.484728 + Penalty 2496.656991 = -239508.827737 nChanged 4 SP:Iteration 35Q (3232.107344 sec): 3 clusters Score: Raw -242007.304121 + Penalty 2496.656991 = -239510.647130 nChanged 9 SP:Iteration 36Q (3232.148539 sec): 3 clusters Score: Raw -242011.219143 + Penalty 2496.656991 = -239514.562152 nChanged 8 SP:Iteration 37Q (3232.200404 sec): 3 clusters Score: Raw -242013.753506 + Penalty 2496.656991 = -239517.096515 nChanged 6 SP:Iteration 38Q (3232.247297 sec): 3 clusters Score: Raw -242016.685804 + Penalty 2496.656991 = -239520.028813 nChanged 5 SP:Iteration 39Q (3232.290958 sec): 3 clusters Score: Raw -242018.566778 + Penalty 2496.656991 = -239521.909786 nChanged 4 SP:Iteration 40F (3232.341342 sec): 3 clusters Score: Raw -242020.628142 + Penalty 2496.656991 = -239523.971151 nChanged 3 SP:Iteration 41Q (3232.386466 sec): 3 clusters Score: Raw -242021.832886 + Penalty 2496.656991 = -239525.175895 nChanged 5 SP:Iteration 42Q (3232.426414 sec): 3 clusters Score: Raw -242023.748410 + Penalty 2496.656991 = -239527.091419 nChanged 4 SP:Iteration 43Q (3232.467062 sec): 3 clusters Score: Raw -242025.200461 + Penalty 2496.656991 = -239528.543470 nChanged 2 SP:Iteration 44Q (3232.515796 sec): 3 clusters Score: Raw -242025.608990 + Penalty 2496.656991 = -239528.951999 nChanged 0 SP:Iteration 45F (3232.555756 sec): 3 clusters Score: Raw -242025.608990 + Penalty 2496.656991 = -239528.951999 nChanged 0 Trying to split cluster 42 (4429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3232.585814 sec): 2 clusters Score: Raw -556768.738382 + Penalty 1364.338479 = -555404.399903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3232.631232 sec): 3 clusters Score: Raw -554505.318786 + Penalty 2728.676959 = -551776.641827 nChanged 1767 SP:Iteration 1F (3232.696669 sec): 3 clusters Score: Raw -555452.359797 + Penalty 2728.676959 = -552723.682838 nChanged 348 SP:Iteration 2F (3232.743285 sec): 3 clusters Score: Raw -555660.922302 + Penalty 2728.676959 = -552932.245343 nChanged 279 SP:Iteration 3F (3232.785252 sec): 3 clusters Score: Raw -555845.089695 + Penalty 2728.676959 = -553116.412736 nChanged 253 SP:Iteration 4F (3232.845259 sec): 3 clusters Score: Raw -556004.637133 + Penalty 2728.676959 = -553275.960174 nChanged 210 SP:Iteration 5Q (3232.888857 sec): 3 clusters Score: Raw -556138.761785 + Penalty 2728.676959 = -553410.084826 nChanged 196 SP:Iteration 6Q (3232.938684 sec): 3 clusters Score: Raw -556287.424769 + Penalty 2728.676959 = -553558.747811 nChanged 173 SP:Iteration 7Q (3232.995337 sec): 3 clusters Score: Raw -556400.669979 + Penalty 2728.676959 = -553671.993020 nChanged 167 SP:Iteration 8Q (3233.049795 sec): 3 clusters Score: Raw -556512.213264 + Penalty 2728.676959 = -553783.536305 nChanged 160 SP:Iteration 9Q (3233.095273 sec): 3 clusters Score: Raw -556623.038733 + Penalty 2728.676959 = -553894.361774 nChanged 123 SP:Iteration 10Q (3233.149963 sec): 3 clusters Score: Raw -556696.704519 + Penalty 2728.676959 = -553968.027560 nChanged 97 SP:Iteration 11Q (3233.195972 sec): 3 clusters Score: Raw -556752.791555 + Penalty 2728.676959 = -554024.114597 nChanged 82 SP:Iteration 12Q (3233.246399 sec): 3 clusters Score: Raw -556813.669534 + Penalty 2728.676959 = -554084.992575 nChanged 74 SP:Iteration 13Q (3233.290835 sec): 3 clusters Score: Raw -556873.854889 + Penalty 2728.676959 = -554145.177930 nChanged 67 SP:Iteration 14Q (3233.343278 sec): 3 clusters Score: Raw -556933.607219 + Penalty 2728.676959 = -554204.930260 nChanged 71 SP:Iteration 15Q (3233.393004 sec): 3 clusters Score: Raw -556987.929562 + Penalty 2728.676959 = -554259.252603 nChanged 53 SP:Iteration 16Q (3233.440467 sec): 3 clusters Score: Raw -557026.217376 + Penalty 2728.676959 = -554297.540418 nChanged 44 SP:Iteration 17Q (3233.484998 sec): 3 clusters Score: Raw -557060.068877 + Penalty 2728.676959 = -554331.391918 nChanged 41 SP:Iteration 18Q (3233.545198 sec): 3 clusters Score: Raw -557094.070600 + Penalty 2728.676959 = -554365.393641 nChanged 36 SP:Iteration 19Q (3233.598085 sec): 3 clusters Score: Raw -557125.084836 + Penalty 2728.676959 = -554396.407878 nChanged 35 SP:Iteration 20F (3233.646422 sec): 3 clusters Score: Raw -557154.350127 + Penalty 2728.676959 = -554425.673168 nChanged 34 SP:Iteration 21Q (3233.693447 sec): 3 clusters Score: Raw -557177.152040 + Penalty 2728.676959 = -554448.475081 nChanged 21 SP:Iteration 22Q (3233.742512 sec): 3 clusters Score: Raw -557189.881509 + Penalty 2728.676959 = -554461.204550 nChanged 11 SP:Iteration 23Q (3233.792755 sec): 3 clusters Score: Raw -557195.540154 + Penalty 2728.676959 = -554466.863195 nChanged 8 SP:Iteration 24Q (3233.846714 sec): 3 clusters Score: Raw -557199.667459 + Penalty 2728.676959 = -554470.990500 nChanged 7 SP:Iteration 25Q (3233.890196 sec): 3 clusters Score: Raw -557204.595719 + Penalty 2728.676959 = -554475.918760 nChanged 9 SP:Iteration 26Q (3233.944855 sec): 3 clusters Score: Raw -557209.966483 + Penalty 2728.676959 = -554481.289524 nChanged 6 SP:Iteration 27Q (3233.986762 sec): 3 clusters Score: Raw -557212.974798 + Penalty 2728.676959 = -554484.297839 nChanged 2 SP:Iteration 28Q (3234.036124 sec): 3 clusters Score: Raw -557213.918196 + Penalty 2728.676959 = -554485.241237 nChanged 1 SP:Iteration 29Q (3234.099007 sec): 3 clusters Score: Raw -557214.601674 + Penalty 2728.676959 = -554485.924715 nChanged 1 SP:Iteration 30Q (3234.149776 sec): 3 clusters Score: Raw -557215.126084 + Penalty 2728.676959 = -554486.449125 nChanged 1 SP:Iteration 31Q (3234.194235 sec): 3 clusters Score: Raw -557215.498114 + Penalty 2728.676959 = -554486.821155 nChanged 1 SP:Iteration 32Q (3234.249472 sec): 3 clusters Score: Raw -557216.052025 + Penalty 2728.676959 = -554487.375066 nChanged 1 SP:Iteration 33Q (3234.298007 sec): 3 clusters Score: Raw -557216.708202 + Penalty 2728.676959 = -554488.031244 nChanged 0 SP:Iteration 34F (3234.355389 sec): 3 clusters Score: Raw -557216.708202 + Penalty 2728.676959 = -554488.031244 nChanged 0 Trying to split cluster 43 (35710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3234.431412 sec): 2 clusters Score: Raw -4413323.958005 + Penalty 1703.517732 = -4411620.440274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3234.540061 sec): 3 clusters Score: Raw -4391128.206780 + Penalty 3407.035463 = -4387721.171317 nChanged 16412 SP:Iteration 1F (3234.637101 sec): 3 clusters Score: Raw -4400672.425176 + Penalty 3407.035463 = -4397265.389713 nChanged 1917 SP:Iteration 2F (3234.746248 sec): 3 clusters Score: Raw -4401762.671700 + Penalty 3407.035463 = -4398355.636237 nChanged 2173 SP:Iteration 3F (3234.840949 sec): 3 clusters Score: Raw -4403247.603145 + Penalty 3407.035463 = -4399840.567681 nChanged 2441 SP:Iteration 4F (3234.928361 sec): 3 clusters Score: Raw -4404956.853126 + Penalty 3407.035463 = -4401549.817662 nChanged 2419 SP:Iteration 5F (3235.043752 sec): 3 clusters Score: Raw -4406551.014152 + Penalty 3407.035463 = -4403143.978688 nChanged 2265 SP:Iteration 6F (3235.147001 sec): 3 clusters Score: Raw -4407894.453447 + Penalty 3407.035463 = -4404487.417984 nChanged 1912 SP:Iteration 7F (3235.251049 sec): 3 clusters Score: Raw -4408937.569409 + Penalty 3407.035463 = -4405530.533946 nChanged 1543 SP:Iteration 8Q (3235.355674 sec): 3 clusters Score: Raw -4409648.733617 + Penalty 3407.035463 = -4406241.698154 nChanged 1147 SP:Iteration 9Q (3235.464628 sec): 3 clusters Score: Raw -4410068.684033 + Penalty 3407.035463 = -4406661.648570 nChanged 916 SP:Iteration 10Q (3235.573606 sec): 3 clusters Score: Raw -4410371.045823 + Penalty 3407.035463 = -4406964.010360 nChanged 714 SP:Iteration 11Q (3235.684418 sec): 3 clusters Score: Raw -4410579.023874 + Penalty 3407.035463 = -4407171.988411 nChanged 639 SP:Iteration 12Q (3235.795027 sec): 3 clusters Score: Raw -4410746.664950 + Penalty 3407.035463 = -4407339.629487 nChanged 586 SP:Iteration 13Q (3235.903209 sec): 3 clusters Score: Raw -4410882.987575 + Penalty 3407.035463 = -4407475.952111 nChanged 536 SP:Iteration 14Q (3236.013822 sec): 3 clusters Score: Raw -4411002.562644 + Penalty 3407.035463 = -4407595.527181 nChanged 488 SP:Iteration 15Q (3236.109853 sec): 3 clusters Score: Raw -4411109.747411 + Penalty 3407.035463 = -4407702.711948 nChanged 499 SP:Iteration 16Q (3236.211130 sec): 3 clusters Score: Raw -4411212.861843 + Penalty 3407.035463 = -4407805.826380 nChanged 466 SP:Iteration 17Q (3236.317261 sec): 3 clusters Score: Raw -4411308.463484 + Penalty 3407.035463 = -4407901.428021 nChanged 443 SP:Iteration 18Q (3236.427891 sec): 3 clusters Score: Raw -4411398.789205 + Penalty 3407.035463 = -4407991.753742 nChanged 438 SP:Iteration 19Q (3236.530007 sec): 3 clusters Score: Raw -4411491.574827 + Penalty 3407.035463 = -4408084.539363 nChanged 435 SP:Iteration 20F (3236.624868 sec): 3 clusters Score: Raw -4411582.402639 + Penalty 3407.035463 = -4408175.367176 nChanged 403 SP:Iteration 21Q (3236.722403 sec): 3 clusters Score: Raw -4411664.982274 + Penalty 3407.035463 = -4408257.946811 nChanged 384 SP:Iteration 22Q (3236.817942 sec): 3 clusters Score: Raw -4411745.107368 + Penalty 3407.035463 = -4408338.071905 nChanged 367 SP:Iteration 23Q (3236.913134 sec): 3 clusters Score: Raw -4411818.844818 + Penalty 3407.035463 = -4408411.809355 nChanged 339 SP:Iteration 24Q (3237.011380 sec): 3 clusters Score: Raw -4411883.087026 + Penalty 3407.035463 = -4408476.051563 nChanged 329 SP:Iteration 25Q (3237.104645 sec): 3 clusters Score: Raw -4411943.664046 + Penalty 3407.035463 = -4408536.628583 nChanged 334 SP:Iteration 26Q (3237.193344 sec): 3 clusters Score: Raw -4412000.683231 + Penalty 3407.035463 = -4408593.647768 nChanged 304 SP:Iteration 27Q (3237.290013 sec): 3 clusters Score: Raw -4412054.791163 + Penalty 3407.035463 = -4408647.755700 nChanged 314 SP:Iteration 28Q (3237.379563 sec): 3 clusters Score: Raw -4412113.518976 + Penalty 3407.035463 = -4408706.483513 nChanged 320 SP:Iteration 29Q (3237.473073 sec): 3 clusters Score: Raw -4412175.694178 + Penalty 3407.035463 = -4408768.658715 nChanged 310 SP:Iteration 30Q (3237.567335 sec): 3 clusters Score: Raw -4412238.955866 + Penalty 3407.035463 = -4408831.920402 nChanged 323 SP:Iteration 31Q (3237.662072 sec): 3 clusters Score: Raw -4412306.051606 + Penalty 3407.035463 = -4408899.016143 nChanged 318 SP:Iteration 32Q (3237.753156 sec): 3 clusters Score: Raw -4412369.990722 + Penalty 3407.035463 = -4408962.955259 nChanged 300 SP:Iteration 33Q (3237.843052 sec): 3 clusters Score: Raw -4412426.979644 + Penalty 3407.035463 = -4409019.944181 nChanged 304 SP:Iteration 34Q (3237.943956 sec): 3 clusters Score: Raw -4412488.036171 + Penalty 3407.035463 = -4409081.000708 nChanged 314 SP:Iteration 35Q (3238.049933 sec): 3 clusters Score: Raw -4412557.366069 + Penalty 3407.035463 = -4409150.330606 nChanged 309 SP:Iteration 36Q (3238.153698 sec): 3 clusters Score: Raw -4412630.393335 + Penalty 3407.035463 = -4409223.357872 nChanged 337 SP:Iteration 37Q (3238.246199 sec): 3 clusters Score: Raw -4412709.335341 + Penalty 3407.035463 = -4409302.299878 nChanged 313 SP:Iteration 38Q (3238.359141 sec): 3 clusters Score: Raw -4412781.488398 + Penalty 3407.035463 = -4409374.452935 nChanged 288 SP:Iteration 39Q (3238.463055 sec): 3 clusters Score: Raw -4412851.420360 + Penalty 3407.035463 = -4409444.384897 nChanged 269 SP:Iteration 40F (3238.570262 sec): 3 clusters Score: Raw -4412921.192104 + Penalty 3407.035463 = -4409514.156641 nChanged 270 SP:Iteration 41Q (3238.672286 sec): 3 clusters Score: Raw -4412982.682466 + Penalty 3407.035463 = -4409575.647003 nChanged 242 SP:Iteration 42Q (3238.774817 sec): 3 clusters Score: Raw -4413036.784803 + Penalty 3407.035463 = -4409629.749340 nChanged 230 SP:Iteration 43Q (3238.879150 sec): 3 clusters Score: Raw -4413094.716109 + Penalty 3407.035463 = -4409687.680646 nChanged 203 SP:Iteration 44Q (3238.980503 sec): 3 clusters Score: Raw -4413140.548604 + Penalty 3407.035463 = -4409733.513141 nChanged 204 SP:Iteration 45Q (3239.081107 sec): 3 clusters Score: Raw -4413186.324022 + Penalty 3407.035463 = -4409779.288558 nChanged 185 SP:Iteration 46Q (3239.166542 sec): 3 clusters Score: Raw -4413224.668370 + Penalty 3407.035463 = -4409817.632907 nChanged 187 SP:Iteration 47Q (3239.285882 sec): 3 clusters Score: Raw -4413266.360844 + Penalty 3407.035463 = -4409859.325381 nChanged 170 SP:Iteration 48Q (3239.375149 sec): 3 clusters Score: Raw -4413309.732072 + Penalty 3407.035463 = -4409902.696609 nChanged 170 SP:Iteration 49Q (3239.470317 sec): 3 clusters Score: Raw -4413355.361952 + Penalty 3407.035463 = -4409948.326489 nChanged 188 SP:Iteration 50Q (3239.570243 sec): 3 clusters Score: Raw -4413405.206282 + Penalty 3407.035463 = -4409998.170819 nChanged 169 SP:Iteration 51Q (3239.658996 sec): 3 clusters Score: Raw -4413448.869966 + Penalty 3407.035463 = -4410041.834503 nChanged 156 SP:Iteration 52Q (3239.756370 sec): 3 clusters Score: Raw -4413493.194094 + Penalty 3407.035463 = -4410086.158631 nChanged 155 SP:Iteration 53Q (3239.845566 sec): 3 clusters Score: Raw -4413535.295027 + Penalty 3407.035463 = -4410128.259563 nChanged 156 SP:Iteration 54Q (3239.940591 sec): 3 clusters Score: Raw -4413585.353771 + Penalty 3407.035463 = -4410178.318308 nChanged 149 SP:Iteration 55Q (3240.047415 sec): 3 clusters Score: Raw -4413634.724198 + Penalty 3407.035463 = -4410227.688735 nChanged 139 SP:Iteration 56Q (3240.139494 sec): 3 clusters Score: Raw -4413677.948849 + Penalty 3407.035463 = -4410270.913386 nChanged 115 SP:Iteration 57Q (3240.237302 sec): 3 clusters Score: Raw -4413717.419056 + Penalty 3407.035463 = -4410310.383593 nChanged 105 SP:Iteration 58Q (3240.323706 sec): 3 clusters Score: Raw -4413753.614698 + Penalty 3407.035463 = -4410346.579235 nChanged 110 SP:Iteration 59Q (3240.430783 sec): 3 clusters Score: Raw -4413795.069155 + Penalty 3407.035463 = -4410388.033691 nChanged 88 SP:Iteration 60F (3240.534910 sec): 3 clusters Score: Raw -4413822.159194 + Penalty 3407.035463 = -4410415.123730 nChanged 80 SP:Iteration 61Q (3240.632442 sec): 3 clusters Score: Raw -4413843.927036 + Penalty 3407.035463 = -4410436.891572 nChanged 62 SP:Iteration 62Q (3240.725813 sec): 3 clusters Score: Raw -4413863.377741 + Penalty 3407.035463 = -4410456.342278 nChanged 80 SP:Iteration 63Q (3240.812527 sec): 3 clusters Score: Raw -4413887.396993 + Penalty 3407.035463 = -4410480.361530 nChanged 61 SP:Iteration 64Q (3240.914039 sec): 3 clusters Score: Raw -4413902.922067 + Penalty 3407.035463 = -4410495.886604 nChanged 54 SP:Iteration 65Q (3240.993957 sec): 3 clusters Score: Raw -4413917.433510 + Penalty 3407.035463 = -4410510.398047 nChanged 40 SP:Iteration 66Q (3241.101264 sec): 3 clusters Score: Raw -4413926.661878 + Penalty 3407.035463 = -4410519.626415 nChanged 27 SP:Iteration 67Q (3241.198936 sec): 3 clusters Score: Raw -4413931.839330 + Penalty 3407.035463 = -4410524.803867 nChanged 22 SP:Iteration 68Q (3241.294759 sec): 3 clusters Score: Raw -4413937.099147 + Penalty 3407.035463 = -4410530.063684 nChanged 21 SP:Iteration 69Q (3241.393605 sec): 3 clusters Score: Raw -4413942.744858 + Penalty 3407.035463 = -4410535.709395 nChanged 23 SP:Iteration 70Q (3241.491365 sec): 3 clusters Score: Raw -4413947.606494 + Penalty 3407.035463 = -4410540.571031 nChanged 16 SP:Iteration 71Q (3241.580074 sec): 3 clusters Score: Raw -4413951.120645 + Penalty 3407.035463 = -4410544.085182 nChanged 14 SP:Iteration 72Q (3241.680192 sec): 3 clusters Score: Raw -4413953.742960 + Penalty 3407.035463 = -4410546.707497 nChanged 11 SP:Iteration 73Q (3241.770775 sec): 3 clusters Score: Raw -4413956.186558 + Penalty 3407.035463 = -4410549.151094 nChanged 9 SP:Iteration 74Q (3241.870042 sec): 3 clusters Score: Raw -4413958.518959 + Penalty 3407.035463 = -4410551.483496 nChanged 18 SP:Iteration 75Q (3241.954761 sec): 3 clusters Score: Raw -4413962.516114 + Penalty 3407.035463 = -4410555.480651 nChanged 24 SP:Iteration 76Q (3242.047799 sec): 3 clusters Score: Raw -4413968.966754 + Penalty 3407.035463 = -4410561.931291 nChanged 25 SP:Iteration 77Q (3242.126761 sec): 3 clusters Score: Raw -4413975.111186 + Penalty 3407.035463 = -4410568.075723 nChanged 18 SP:Iteration 78Q (3242.220138 sec): 3 clusters Score: Raw -4413979.899169 + Penalty 3407.035463 = -4410572.863705 nChanged 16 SP:Iteration 79Q (3242.301193 sec): 3 clusters Score: Raw -4413982.364619 + Penalty 3407.035463 = -4410575.329156 nChanged 9 SP:Iteration 80F (3242.403959 sec): 3 clusters Score: Raw -4413983.777418 + Penalty 3407.035463 = -4410576.741955 nChanged 10 SP:Iteration 81Q (3242.488766 sec): 3 clusters Score: Raw -4413985.849456 + Penalty 3407.035463 = -4410578.813992 nChanged 14 SP:Iteration 82Q (3242.581319 sec): 3 clusters Score: Raw -4413988.258407 + Penalty 3407.035463 = -4410581.222943 nChanged 8 SP:Iteration 83Q (3242.667838 sec): 3 clusters Score: Raw -4413989.508825 + Penalty 3407.035463 = -4410582.473362 nChanged 4 SP:Iteration 84Q (3242.758304 sec): 3 clusters Score: Raw -4413990.710389 + Penalty 3407.035463 = -4410583.674926 nChanged 2 SP:Iteration 85Q (3242.852762 sec): 3 clusters Score: Raw -4413991.159311 + Penalty 3407.035463 = -4410584.123848 nChanged 4 SP:Iteration 86Q (3242.952981 sec): 3 clusters Score: Raw -4413992.078947 + Penalty 3407.035463 = -4410585.043484 nChanged 5 SP:Iteration 87Q (3243.038865 sec): 3 clusters Score: Raw -4413993.619357 + Penalty 3407.035463 = -4410586.583894 nChanged 5 SP:Iteration 88Q (3243.124229 sec): 3 clusters Score: Raw -4413994.738608 + Penalty 3407.035463 = -4410587.703145 nChanged 4 SP:Iteration 89Q (3243.217700 sec): 3 clusters Score: Raw -4413995.303125 + Penalty 3407.035463 = -4410588.267662 nChanged 5 SP:Iteration 90Q (3243.295700 sec): 3 clusters Score: Raw -4413996.312817 + Penalty 3407.035463 = -4410589.277354 nChanged 2 SP:Iteration 91Q (3243.387386 sec): 3 clusters Score: Raw -4413996.568396 + Penalty 3407.035463 = -4410589.532933 nChanged 1 SP:Iteration 92Q (3243.474498 sec): 3 clusters Score: Raw -4413996.751651 + Penalty 3407.035463 = -4410589.716187 nChanged 1 SP:Iteration 93Q (3243.563082 sec): 3 clusters Score: Raw -4413997.007224 + Penalty 3407.035463 = -4410589.971761 nChanged 2 SP:Iteration 94Q (3243.647534 sec): 3 clusters Score: Raw -4413997.421839 + Penalty 3407.035463 = -4410590.386375 nChanged 2 SP:Iteration 95Q (3243.738869 sec): 3 clusters Score: Raw -4413998.041673 + Penalty 3407.035463 = -4410591.006210 nChanged 3 SP:Iteration 96Q (3243.830718 sec): 3 clusters Score: Raw -4413998.769583 + Penalty 3407.035463 = -4410591.734120 nChanged 5 SP:Iteration 97Q (3243.924846 sec): 3 clusters Score: Raw -4413999.676910 + Penalty 3407.035463 = -4410592.641447 nChanged 5 SP:Iteration 98Q (3244.010570 sec): 3 clusters Score: Raw -4414000.603485 + Penalty 3407.035463 = -4410593.568021 nChanged 4 SP:Iteration 99Q (3244.100810 sec): 3 clusters Score: Raw -4414001.591451 + Penalty 3407.035463 = -4410594.555988 nChanged 6 SP:Iteration 100F (3244.204470 sec): 3 clusters Score: Raw -4414002.471564 + Penalty 3407.035463 = -4410595.436101 nChanged 3 SP:Iteration 101Q (3244.300059 sec): 3 clusters Score: Raw -4414002.884714 + Penalty 3407.035463 = -4410595.849251 nChanged 1 SP:Iteration 102Q (3244.397112 sec): 3 clusters Score: Raw -4414003.068225 + Penalty 3407.035463 = -4410596.032762 nChanged 1 SP:Iteration 103Q (3244.492955 sec): 3 clusters Score: Raw -4414003.253965 + Penalty 3407.035463 = -4410596.218502 nChanged 1 SP:Iteration 104Q (3244.581419 sec): 3 clusters Score: Raw -4414003.484619 + Penalty 3407.035463 = -4410596.449156 nChanged 1 SP:Iteration 105Q (3244.675698 sec): 3 clusters Score: Raw -4414003.581783 + Penalty 3407.035463 = -4410596.546319 nChanged 1 SP:Iteration 106Q (3244.771936 sec): 3 clusters Score: Raw -4414003.886792 + Penalty 3407.035463 = -4410596.851328 nChanged 2 SP:Iteration 107Q (3244.873434 sec): 3 clusters Score: Raw -4414004.359503 + Penalty 3407.035463 = -4410597.324040 nChanged 1 SP:Iteration 108Q (3244.970249 sec): 3 clusters Score: Raw -4414004.648550 + Penalty 3407.035463 = -4410597.613087 nChanged 2 SP:Iteration 109Q (3245.065608 sec): 3 clusters Score: Raw -4414004.912882 + Penalty 3407.035463 = -4410597.877419 nChanged 2 SP:Iteration 110Q (3245.161528 sec): 3 clusters Score: Raw -4414005.269302 + Penalty 3407.035463 = -4410598.233839 nChanged 1 SP:Iteration 111Q (3245.251512 sec): 3 clusters Score: Raw -4414005.492872 + Penalty 3407.035463 = -4410598.457409 nChanged 2 SP:Iteration 112Q (3245.344010 sec): 3 clusters Score: Raw -4414005.783761 + Penalty 3407.035463 = -4410598.748298 nChanged 2 SP:Iteration 113Q (3245.429751 sec): 3 clusters Score: Raw -4414005.990232 + Penalty 3407.035463 = -4410598.954769 nChanged 2 SP:Iteration 114Q (3245.527386 sec): 3 clusters Score: Raw -4414006.535152 + Penalty 3407.035463 = -4410599.499688 nChanged 4 SP:Iteration 115Q (3245.619263 sec): 3 clusters Score: Raw -4414007.191487 + Penalty 3407.035463 = -4410600.156024 nChanged 1 SP:Iteration 116Q (3245.704637 sec): 3 clusters Score: Raw -4414007.443718 + Penalty 3407.035463 = -4410600.408255 nChanged 3 SP:Iteration 117Q (3245.797558 sec): 3 clusters Score: Raw -4414008.054262 + Penalty 3407.035463 = -4410601.018799 nChanged 2 SP:Iteration 118Q (3245.881032 sec): 3 clusters Score: Raw -4414008.556640 + Penalty 3407.035463 = -4410601.521177 nChanged 3 SP:Iteration 119Q (3245.984984 sec): 3 clusters Score: Raw -4414008.895218 + Penalty 3407.035463 = -4410601.859754 nChanged 1 SP:Iteration 120F (3246.091848 sec): 3 clusters Score: Raw -4414008.995468 + Penalty 3407.035463 = -4410601.960005 nChanged 0 Trying to split cluster 44 (3780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3246.124141 sec): 2 clusters Score: Raw -457689.085681 + Penalty 1338.590384 = -456350.495296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3246.161710 sec): 3 clusters Score: Raw -455832.702637 + Penalty 2677.180769 = -453155.521868 nChanged 1507 SP:Iteration 1F (3246.218953 sec): 3 clusters Score: Raw -456694.794591 + Penalty 2677.180769 = -454017.613822 nChanged 299 SP:Iteration 2F (3246.262022 sec): 3 clusters Score: Raw -456905.357173 + Penalty 2677.180769 = -454228.176404 nChanged 223 SP:Iteration 3F (3246.305456 sec): 3 clusters Score: Raw -457058.872818 + Penalty 2677.180769 = -454381.692050 nChanged 185 SP:Iteration 4Q (3246.359236 sec): 3 clusters Score: Raw -457183.893865 + Penalty 2677.180769 = -454506.713096 nChanged 157 SP:Iteration 5Q (3246.415880 sec): 3 clusters Score: Raw -457289.701330 + Penalty 2677.180769 = -454612.520561 nChanged 148 SP:Iteration 6Q (3246.455650 sec): 3 clusters Score: Raw -457409.539219 + Penalty 2677.180769 = -454732.358450 nChanged 136 SP:Iteration 7Q (3246.506052 sec): 3 clusters Score: Raw -457532.860903 + Penalty 2677.180769 = -454855.680134 nChanged 141 SP:Iteration 8Q (3246.552175 sec): 3 clusters Score: Raw -457687.566093 + Penalty 2677.180769 = -455010.385324 nChanged 154 SP:Iteration 9Q (3246.605199 sec): 3 clusters Score: Raw -457897.647637 + Penalty 2677.180769 = -455220.466869 nChanged 162 SP:Iteration 10Q (3246.660231 sec): 3 clusters Score: Raw -458155.536364 + Penalty 2677.180769 = -455478.355595 nChanged 165 SP:Iteration 11Q (3246.717129 sec): 3 clusters Score: Raw -458377.482139 + Penalty 2677.180769 = -455700.301370 nChanged 111 SP:Iteration 12Q (3246.762903 sec): 3 clusters Score: Raw -458478.029067 + Penalty 2677.180769 = -455800.848298 nChanged 101 SP:Iteration 13Q (3246.810536 sec): 3 clusters Score: Raw -458558.599692 + Penalty 2677.180769 = -455881.418923 nChanged 98 SP:Iteration 14Q (3246.850979 sec): 3 clusters Score: Raw -458622.832754 + Penalty 2677.180769 = -455945.651985 nChanged 62 SP:Iteration 15Q (3246.900878 sec): 3 clusters Score: Raw -458660.242500 + Penalty 2677.180769 = -455983.061732 nChanged 50 SP:Iteration 16Q (3246.962344 sec): 3 clusters Score: Raw -458686.998364 + Penalty 2677.180769 = -456009.817595 nChanged 39 SP:Iteration 17Q (3247.002529 sec): 3 clusters Score: Raw -458709.121095 + Penalty 2677.180769 = -456031.940326 nChanged 42 SP:Iteration 18Q (3247.056810 sec): 3 clusters Score: Raw -458732.257152 + Penalty 2677.180769 = -456055.076383 nChanged 30 SP:Iteration 19Q (3247.107371 sec): 3 clusters Score: Raw -458745.312723 + Penalty 2677.180769 = -456068.131955 nChanged 29 SP:Iteration 20F (3247.157684 sec): 3 clusters Score: Raw -458756.613788 + Penalty 2677.180769 = -456079.433019 nChanged 23 SP:Iteration 21Q (3247.201657 sec): 3 clusters Score: Raw -458765.954633 + Penalty 2677.180769 = -456088.773864 nChanged 24 SP:Iteration 22Q (3247.260995 sec): 3 clusters Score: Raw -458774.995724 + Penalty 2677.180769 = -456097.814955 nChanged 14 SP:Iteration 23Q (3247.299037 sec): 3 clusters Score: Raw -458780.930540 + Penalty 2677.180769 = -456103.749771 nChanged 12 SP:Iteration 24Q (3247.350096 sec): 3 clusters Score: Raw -458786.495474 + Penalty 2677.180769 = -456109.314705 nChanged 11 SP:Iteration 25Q (3247.403373 sec): 3 clusters Score: Raw -458793.885164 + Penalty 2677.180769 = -456116.704395 nChanged 17 SP:Iteration 26Q (3247.447368 sec): 3 clusters Score: Raw -458802.866817 + Penalty 2677.180769 = -456125.686049 nChanged 19 SP:Iteration 27Q (3247.502189 sec): 3 clusters Score: Raw -458815.499428 + Penalty 2677.180769 = -456138.318659 nChanged 18 SP:Iteration 28Q (3247.549197 sec): 3 clusters Score: Raw -458827.895165 + Penalty 2677.180769 = -456150.714396 nChanged 18 SP:Iteration 29Q (3247.606630 sec): 3 clusters Score: Raw -458836.467595 + Penalty 2677.180769 = -456159.286827 nChanged 11 SP:Iteration 30Q (3247.655792 sec): 3 clusters Score: Raw -458840.389645 + Penalty 2677.180769 = -456163.208876 nChanged 11 SP:Iteration 31Q (3247.697566 sec): 3 clusters Score: Raw -458844.339358 + Penalty 2677.180769 = -456167.158589 nChanged 14 SP:Iteration 32Q (3247.741938 sec): 3 clusters Score: Raw -458851.140650 + Penalty 2677.180769 = -456173.959881 nChanged 16 SP:Iteration 33Q (3247.772906 sec): 3 clusters Score: Raw -458859.730702 + Penalty 2677.180769 = -456182.549934 nChanged 21 SP:Iteration 34Q (3247.828151 sec): 3 clusters Score: Raw -458870.615368 + Penalty 2677.180769 = -456193.434600 nChanged 14 SP:Iteration 35Q (3247.866127 sec): 3 clusters Score: Raw -458878.364679 + Penalty 2677.180769 = -456201.183910 nChanged 17 SP:Iteration 36Q (3247.904494 sec): 3 clusters Score: Raw -458888.805792 + Penalty 2677.180769 = -456211.625023 nChanged 19 SP:Iteration 37Q (3247.952293 sec): 3 clusters Score: Raw -458895.964439 + Penalty 2677.180769 = -456218.783670 nChanged 8 SP:Iteration 38Q (3247.999370 sec): 3 clusters Score: Raw -458897.831530 + Penalty 2677.180769 = -456220.650761 nChanged 4 SP:Iteration 39Q (3248.051646 sec): 3 clusters Score: Raw -458899.475631 + Penalty 2677.180769 = -456222.294862 nChanged 3 SP:Iteration 40F (3248.101144 sec): 3 clusters Score: Raw -458900.447459 + Penalty 2677.180769 = -456223.266691 nChanged 5 SP:Iteration 41Q (3248.140600 sec): 3 clusters Score: Raw -458902.089189 + Penalty 2677.180769 = -456224.908420 nChanged 3 SP:Iteration 42Q (3248.195238 sec): 3 clusters Score: Raw -458902.956648 + Penalty 2677.180769 = -456225.775879 nChanged 5 SP:Iteration 43Q (3248.236156 sec): 3 clusters Score: Raw -458904.835831 + Penalty 2677.180769 = -456227.655062 nChanged 5 SP:Iteration 44Q (3248.287453 sec): 3 clusters Score: Raw -458906.758797 + Penalty 2677.180769 = -456229.578028 nChanged 6 SP:Iteration 45Q (3248.342708 sec): 3 clusters Score: Raw -458910.218482 + Penalty 2677.180769 = -456233.037713 nChanged 9 SP:Iteration 46Q (3248.382496 sec): 3 clusters Score: Raw -458914.561037 + Penalty 2677.180769 = -456237.380269 nChanged 12 SP:Iteration 47Q (3248.435005 sec): 3 clusters Score: Raw -458921.148625 + Penalty 2677.180769 = -456243.967856 nChanged 11 SP:Iteration 48Q (3248.476174 sec): 3 clusters Score: Raw -458925.634310 + Penalty 2677.180769 = -456248.453542 nChanged 6 SP:Iteration 49Q (3248.533242 sec): 3 clusters Score: Raw -458927.775112 + Penalty 2677.180769 = -456250.594343 nChanged 5 SP:Iteration 50Q (3248.572873 sec): 3 clusters Score: Raw -458929.450302 + Penalty 2677.180769 = -456252.269533 nChanged 9 SP:Iteration 51Q (3248.613436 sec): 3 clusters Score: Raw -458932.989390 + Penalty 2677.180769 = -456255.808621 nChanged 4 SP:Iteration 52Q (3248.672834 sec): 3 clusters Score: Raw -458934.059660 + Penalty 2677.180769 = -456256.878891 nChanged 3 SP:Iteration 53Q (3248.715038 sec): 3 clusters Score: Raw -458934.782283 + Penalty 2677.180769 = -456257.601514 nChanged 2 SP:Iteration 54Q (3248.767396 sec): 3 clusters Score: Raw -458935.474672 + Penalty 2677.180769 = -456258.293904 nChanged 3 SP:Iteration 55Q (3248.811843 sec): 3 clusters Score: Raw -458936.408813 + Penalty 2677.180769 = -456259.228044 nChanged 1 SP:Iteration 56Q (3248.862063 sec): 3 clusters Score: Raw -458936.620547 + Penalty 2677.180769 = -456259.439778 nChanged 0 SP:Iteration 57F (3248.922891 sec): 3 clusters Score: Raw -458936.620547 + Penalty 2677.180769 = -456259.439778 nChanged 0 Iteration 139Q (3260.085830 sec): 45 clusters Score: Raw -129547087.866280 + Penalty 99196.477587 = -129447891.388693 nChanged 448 Iteration 140F (3288.687071 sec): 45 clusters Score: Raw -129547249.148983 + Penalty 99196.477587 = -129448052.671395 nChanged 437 Iteration 141Q (3300.237569 sec): 45 clusters Score: Raw -129547533.509788 + Penalty 99196.477587 = -129448337.032201 nChanged 430 Iteration 142Q (3310.985113 sec): 45 clusters Score: Raw -129547616.379434 + Penalty 99196.477587 = -129448419.901847 nChanged 402 Iteration 143Q (3322.867093 sec): 45 clusters Score: Raw -129547651.265981 + Penalty 99196.477587 = -129448454.788394 nChanged 389 Iteration 144Q (3334.732238 sec): 45 clusters Score: Raw -129547678.702257 + Penalty 99196.477587 = -129448482.224669 nChanged 390 Iteration 145Q (3346.157123 sec): 45 clusters Score: Raw -129547703.470756 + Penalty 99196.477587 = -129448506.993169 nChanged 367 Iteration 146Q (3358.133673 sec): 45 clusters Score: Raw -129547724.309968 + Penalty 99196.477587 = -129448527.832381 nChanged 338 Iteration 147Q (3369.505740 sec): 45 clusters Score: Raw -129547748.004081 + Penalty 99196.477587 = -129448551.526493 nChanged 319 Iteration 148Q (3381.308345 sec): 45 clusters Score: Raw -129547769.881395 + Penalty 99196.477587 = -129448573.403808 nChanged 335 Iteration 149Q (3393.315187 sec): 45 clusters Score: Raw -129547794.426512 + Penalty 99196.477587 = -129448597.948925 nChanged 371 Iteration 150Q (3404.853346 sec): 45 clusters Score: Raw -129547820.413173 + Penalty 99196.477587 = -129448623.935586 nChanged 375 Iteration 151Q (3416.444421 sec): 45 clusters Score: Raw -129547846.097924 + Penalty 99196.477587 = -129448649.620336 nChanged 357 Iteration 152Q (3427.391836 sec): 45 clusters Score: Raw -129547872.562878 + Penalty 99196.477587 = -129448676.085291 nChanged 351 Iteration 153Q (3438.826151 sec): 45 clusters Score: Raw -129547898.655804 + Penalty 99196.477587 = -129448702.178216 nChanged 342 Iteration 154Q (3449.637625 sec): 45 clusters Score: Raw -129547921.622232 + Penalty 99196.477587 = -129448725.144644 nChanged 352 Iteration 155Q (3461.063163 sec): 45 clusters Score: Raw -129547946.493516 + Penalty 99196.477587 = -129448750.015929 nChanged 343 Iteration 156Q (3472.824370 sec): 45 clusters Score: Raw -129547973.355693 + Penalty 99196.477587 = -129448776.878106 nChanged 371 Iteration 157Q (3484.651297 sec): 45 clusters Score: Raw -129548000.155543 + Penalty 99196.477587 = -129448803.677956 nChanged 352 Iteration 158Q (3496.442441 sec): 45 clusters Score: Raw -129548027.363831 + Penalty 99196.477587 = -129448830.886243 nChanged 353 Iteration 159Q (3507.900229 sec): 45 clusters Score: Raw -129548052.694753 + Penalty 99196.477587 = -129448856.217166 nChanged 336 Iteration 160F (3538.384090 sec): 45 clusters Score: Raw -129548172.983041 + Penalty 99196.477587 = -129448976.505454 nChanged 371 Iteration 161Q (3550.168709 sec): 45 clusters Score: Raw -129548305.822345 + Penalty 99196.477587 = -129449109.344758 nChanged 341 Iteration 162Q (3562.050130 sec): 45 clusters Score: Raw -129548357.842383 + Penalty 99196.477587 = -129449161.364796 nChanged 320 Iteration 163Q (3573.894831 sec): 45 clusters Score: Raw -129548379.984670 + Penalty 99196.477587 = -129449183.507083 nChanged 293 Iteration 164Q (3585.444770 sec): 45 clusters Score: Raw -129548394.905170 + Penalty 99196.477587 = -129449198.427582 nChanged 235 Iteration 165Q (3596.852585 sec): 45 clusters Score: Raw -129548404.911598 + Penalty 99196.477587 = -129449208.434011 nChanged 229 Iteration 166Q (3608.389433 sec): 45 clusters Score: Raw -129548414.176316 + Penalty 99196.477587 = -129449217.698728 nChanged 229 Iteration 167Q (3619.821085 sec): 45 clusters Score: Raw -129548423.472172 + Penalty 99196.477587 = -129449226.994585 nChanged 208 Iteration 168Q (3630.853963 sec): 45 clusters Score: Raw -129548431.125241 + Penalty 99196.477587 = -129449234.647654 nChanged 211 Iteration 169Q (3641.853967 sec): 45 clusters Score: Raw -129548440.296724 + Penalty 99196.477587 = -129449243.819137 nChanged 209 Iteration 170Q (3652.619723 sec): 45 clusters Score: Raw -129548450.696171 + Penalty 99196.477587 = -129449254.218584 nChanged 211 Iteration 171Q (3664.055227 sec): 45 clusters Score: Raw -129548460.152209 + Penalty 99196.477587 = -129449263.674622 nChanged 218 Iteration 172Q (3675.727140 sec): 45 clusters Score: Raw -129548468.902986 + Penalty 99196.477587 = -129449272.425399 nChanged 193 Iteration 173Q (3687.198849 sec): 45 clusters Score: Raw -129548476.647832 + Penalty 99196.477587 = -129449280.170245 nChanged 178 Iteration 174Q (3698.390643 sec): 45 clusters Score: Raw -129548484.057019 + Penalty 99196.477587 = -129449287.579432 nChanged 192 Iteration 175Q (3709.774111 sec): 45 clusters Score: Raw -129548492.332662 + Penalty 99196.477587 = -129449295.855074 nChanged 202 Iteration 176Q (3721.311241 sec): 45 clusters Score: Raw -129548500.651186 + Penalty 99196.477587 = -129449304.173599 nChanged 211 Iteration 177Q (3732.280044 sec): 45 clusters Score: Raw -129548509.226815 + Penalty 99196.477587 = -129449312.749228 nChanged 217 Iteration 178Q (3743.628265 sec): 45 clusters Score: Raw -129548519.147927 + Penalty 99196.477587 = -129449322.670340 nChanged 213 Writing temp clu file Because OldScore, -129449312.749228, is greater than current (better) Score,-129449322.670340 Compute initial score before splitting: Score: Raw -129548519.147927 + Penalty 99196.477587 = -129449322.670340 Trying to split cluster 1 (12687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3744.022924 sec): 2 clusters Score: Raw -1467098.120874 + Penalty 1535.354133 = -1465562.766741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3744.089224 sec): 3 clusters Score: Raw -1459747.704917 + Penalty 3070.708266 = -1456676.996651 nChanged 5622 SP:Iteration 1F (3744.151808 sec): 3 clusters Score: Raw -1462768.399769 + Penalty 3070.708266 = -1459697.691503 nChanged 696 SP:Iteration 2F (3744.213074 sec): 3 clusters Score: Raw -1463037.124721 + Penalty 3070.708266 = -1459966.416455 nChanged 611 SP:Iteration 3Q (3744.291355 sec): 3 clusters Score: Raw -1463252.834198 + Penalty 3070.708266 = -1460182.125932 nChanged 486 SP:Iteration 4Q (3744.350138 sec): 3 clusters Score: Raw -1463420.733130 + Penalty 3070.708266 = -1460350.024864 nChanged 466 SP:Iteration 5Q (3744.422690 sec): 3 clusters Score: Raw -1463598.403472 + Penalty 3070.708266 = -1460527.695206 nChanged 469 SP:Iteration 6Q (3744.481611 sec): 3 clusters Score: Raw -1463779.793183 + Penalty 3070.708266 = -1460709.084917 nChanged 493 SP:Iteration 7Q (3744.554889 sec): 3 clusters Score: Raw -1464002.079007 + Penalty 3070.708266 = -1460931.370741 nChanged 487 SP:Iteration 8Q (3744.611941 sec): 3 clusters Score: Raw -1464243.318734 + Penalty 3070.708266 = -1461172.610468 nChanged 508 SP:Iteration 9Q (3744.687212 sec): 3 clusters Score: Raw -1464516.406630 + Penalty 3070.708266 = -1461445.698364 nChanged 554 SP:Iteration 10Q (3744.747368 sec): 3 clusters Score: Raw -1464849.409746 + Penalty 3070.708266 = -1461778.701480 nChanged 572 SP:Iteration 11Q (3744.816557 sec): 3 clusters Score: Raw -1465231.290064 + Penalty 3070.708266 = -1462160.581798 nChanged 584 SP:Iteration 12Q (3744.893799 sec): 3 clusters Score: Raw -1465667.025729 + Penalty 3070.708266 = -1462596.317463 nChanged 572 SP:Iteration 13Q (3744.949148 sec): 3 clusters Score: Raw -1466082.056566 + Penalty 3070.708266 = -1463011.348300 nChanged 482 SP:Iteration 14Q (3745.014142 sec): 3 clusters Score: Raw -1466418.470324 + Penalty 3070.708266 = -1463347.762058 nChanged 379 SP:Iteration 15Q (3745.093064 sec): 3 clusters Score: Raw -1466675.819438 + Penalty 3070.708266 = -1463605.111173 nChanged 318 SP:Iteration 16Q (3745.148264 sec): 3 clusters Score: Raw -1466887.143640 + Penalty 3070.708266 = -1463816.435374 nChanged 273 SP:Iteration 17Q (3745.222645 sec): 3 clusters Score: Raw -1467051.990005 + Penalty 3070.708266 = -1463981.281739 nChanged 194 SP:Iteration 18Q (3745.273750 sec): 3 clusters Score: Raw -1467171.291866 + Penalty 3070.708266 = -1464100.583600 nChanged 168 SP:Iteration 19Q (3745.336976 sec): 3 clusters Score: Raw -1467286.244435 + Penalty 3070.708266 = -1464215.536169 nChanged 135 SP:Iteration 20F (3745.413452 sec): 3 clusters Score: Raw -1467372.920093 + Penalty 3070.708266 = -1464302.211827 nChanged 89 SP:Iteration 21Q (3745.481320 sec): 3 clusters Score: Raw -1467417.283186 + Penalty 3070.708266 = -1464346.574920 nChanged 66 SP:Iteration 22Q (3745.530356 sec): 3 clusters Score: Raw -1467453.180319 + Penalty 3070.708266 = -1464382.472053 nChanged 61 SP:Iteration 23Q (3745.599579 sec): 3 clusters Score: Raw -1467485.460449 + Penalty 3070.708266 = -1464414.752183 nChanged 36 SP:Iteration 24Q (3745.667937 sec): 3 clusters Score: Raw -1467502.605755 + Penalty 3070.708266 = -1464431.897489 nChanged 23 SP:Iteration 25Q (3745.728811 sec): 3 clusters Score: Raw -1467513.969622 + Penalty 3070.708266 = -1464443.261356 nChanged 21 SP:Iteration 26Q (3745.790930 sec): 3 clusters Score: Raw -1467526.248187 + Penalty 3070.708266 = -1464455.539921 nChanged 21 SP:Iteration 27Q (3745.846989 sec): 3 clusters Score: Raw -1467537.625111 + Penalty 3070.708266 = -1464466.916845 nChanged 13 SP:Iteration 28Q (3745.906654 sec): 3 clusters Score: Raw -1467544.431667 + Penalty 3070.708266 = -1464473.723401 nChanged 12 SP:Iteration 29Q (3745.960837 sec): 3 clusters Score: Raw -1467550.862227 + Penalty 3070.708266 = -1464480.153961 nChanged 14 SP:Iteration 30Q (3746.017097 sec): 3 clusters Score: Raw -1467557.754482 + Penalty 3070.708266 = -1464487.046216 nChanged 9 SP:Iteration 31Q (3746.068565 sec): 3 clusters Score: Raw -1467561.811805 + Penalty 3070.708266 = -1464491.103540 nChanged 5 SP:Iteration 32Q (3746.111277 sec): 3 clusters Score: Raw -1467563.027318 + Penalty 3070.708266 = -1464492.319052 nChanged 3 SP:Iteration 33Q (3746.163751 sec): 3 clusters Score: Raw -1467564.963761 + Penalty 3070.708266 = -1464494.255495 nChanged 3 SP:Iteration 34Q (3746.223985 sec): 3 clusters Score: Raw -1467565.432382 + Penalty 3070.708266 = -1464494.724116 nChanged 2 SP:Iteration 35Q (3746.284350 sec): 3 clusters Score: Raw -1467565.878367 + Penalty 3070.708266 = -1464495.170101 nChanged 2 SP:Iteration 36Q (3746.351087 sec): 3 clusters Score: Raw -1467566.178496 + Penalty 3070.708266 = -1464495.470230 nChanged 1 SP:Iteration 37Q (3746.414032 sec): 3 clusters Score: Raw -1467566.372334 + Penalty 3070.708266 = -1464495.664068 nChanged 1 SP:Iteration 38Q (3746.467480 sec): 3 clusters Score: Raw -1467566.980340 + Penalty 3070.708266 = -1464496.272074 nChanged 2 SP:Iteration 39Q (3746.520895 sec): 3 clusters Score: Raw -1467567.598751 + Penalty 3070.708266 = -1464496.890485 nChanged 1 SP:Iteration 40F (3746.583349 sec): 3 clusters Score: Raw -1467568.149959 + Penalty 3070.708266 = -1464497.441693 nChanged 1 SP:Iteration 41Q (3746.637054 sec): 3 clusters Score: Raw -1467568.272785 + Penalty 3070.708266 = -1464497.564519 nChanged 0 SP:Iteration 42F (3746.696480 sec): 3 clusters Score: Raw -1467568.272785 + Penalty 3070.708266 = -1464497.564519 nChanged 0 Trying to split cluster 2 (18310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3746.743915 sec): 2 clusters Score: Raw -2315801.782815 + Penalty 1594.970429 = -2314206.812386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3746.806829 sec): 3 clusters Score: Raw -2304921.188957 + Penalty 3189.940857 = -2301731.248099 nChanged 8169 SP:Iteration 1F (3746.879094 sec): 3 clusters Score: Raw -2309504.303206 + Penalty 3189.940857 = -2306314.362349 nChanged 959 SP:Iteration 2F (3746.954312 sec): 3 clusters Score: Raw -2309906.218170 + Penalty 3189.940857 = -2306716.277312 nChanged 967 SP:Iteration 3F (3747.028665 sec): 3 clusters Score: Raw -2310408.134400 + Penalty 3189.940857 = -2307218.193543 nChanged 1121 SP:Iteration 4F (3747.103545 sec): 3 clusters Score: Raw -2311111.348915 + Penalty 3189.940857 = -2307921.408058 nChanged 1289 SP:Iteration 5F (3747.175725 sec): 3 clusters Score: Raw -2312066.149019 + Penalty 3189.940857 = -2308876.208161 nChanged 1344 SP:Iteration 6F (3747.241519 sec): 3 clusters Score: Raw -2313216.740069 + Penalty 3189.940857 = -2310026.799211 nChanged 1169 SP:Iteration 7F (3747.318538 sec): 3 clusters Score: Raw -2314292.751975 + Penalty 3189.940857 = -2311102.811118 nChanged 831 SP:Iteration 8Q (3747.394703 sec): 3 clusters Score: Raw -2315099.561190 + Penalty 3189.940857 = -2311909.620333 nChanged 492 SP:Iteration 9Q (3747.472945 sec): 3 clusters Score: Raw -2315595.690740 + Penalty 3189.940857 = -2312405.749882 nChanged 221 SP:Iteration 10Q (3747.537156 sec): 3 clusters Score: Raw -2315828.925935 + Penalty 3189.940857 = -2312638.985078 nChanged 91 SP:Iteration 11Q (3747.607323 sec): 3 clusters Score: Raw -2315919.643137 + Penalty 3189.940857 = -2312729.702280 nChanged 33 SP:Iteration 12Q (3747.689129 sec): 3 clusters Score: Raw -2315952.929043 + Penalty 3189.940857 = -2312762.988186 nChanged 29 SP:Iteration 13Q (3747.749983 sec): 3 clusters Score: Raw -2315987.285922 + Penalty 3189.940857 = -2312797.345065 nChanged 18 SP:Iteration 14Q (3747.831484 sec): 3 clusters Score: Raw -2316009.155033 + Penalty 3189.940857 = -2312819.214176 nChanged 14 SP:Iteration 15Q (3747.901222 sec): 3 clusters Score: Raw -2316022.742637 + Penalty 3189.940857 = -2312832.801779 nChanged 11 SP:Iteration 16Q (3747.973694 sec): 3 clusters Score: Raw -2316032.524861 + Penalty 3189.940857 = -2312842.584003 nChanged 8 SP:Iteration 17Q (3748.037178 sec): 3 clusters Score: Raw -2316042.754396 + Penalty 3189.940857 = -2312852.813539 nChanged 7 SP:Iteration 18Q (3748.106299 sec): 3 clusters Score: Raw -2316051.885908 + Penalty 3189.940857 = -2312861.945051 nChanged 10 SP:Iteration 19Q (3748.176683 sec): 3 clusters Score: Raw -2316066.173151 + Penalty 3189.940857 = -2312876.232293 nChanged 11 SP:Iteration 20F (3748.251274 sec): 3 clusters Score: Raw -2316075.996821 + Penalty 3189.940857 = -2312886.055964 nChanged 5 SP:Iteration 21Q (3748.316710 sec): 3 clusters Score: Raw -2316081.009416 + Penalty 3189.940857 = -2312891.068558 nChanged 3 SP:Iteration 22Q (3748.389224 sec): 3 clusters Score: Raw -2316083.818458 + Penalty 3189.940857 = -2312893.877600 nChanged 0 SP:Iteration 23F (3748.447710 sec): 3 clusters Score: Raw -2316083.818458 + Penalty 3189.940857 = -2312893.877600 nChanged 0 Trying to split cluster 3 (11572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3748.497099 sec): 2 clusters Score: Raw -1425998.230783 + Penalty 1520.405846 = -1424477.824937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3748.565526 sec): 3 clusters Score: Raw -1419419.885613 + Penalty 3040.811691 = -1416379.073921 nChanged 5017 SP:Iteration 1F (3748.629361 sec): 3 clusters Score: Raw -1422215.878138 + Penalty 3040.811691 = -1419175.066446 nChanged 875 SP:Iteration 2F (3748.689454 sec): 3 clusters Score: Raw -1422779.744980 + Penalty 3040.811691 = -1419738.933289 nChanged 876 SP:Iteration 3F (3748.746516 sec): 3 clusters Score: Raw -1423485.423271 + Penalty 3040.811691 = -1420444.611579 nChanged 922 SP:Iteration 4F (3748.814039 sec): 3 clusters Score: Raw -1424409.197428 + Penalty 3040.811691 = -1421368.385736 nChanged 900 SP:Iteration 5F (3748.879835 sec): 3 clusters Score: Raw -1425314.912227 + Penalty 3040.811691 = -1422274.100535 nChanged 804 SP:Iteration 6F (3748.936255 sec): 3 clusters Score: Raw -1426014.292776 + Penalty 3040.811691 = -1422973.481084 nChanged 571 SP:Iteration 7Q (3749.014393 sec): 3 clusters Score: Raw -1426374.260040 + Penalty 3040.811691 = -1423333.448349 nChanged 379 SP:Iteration 8Q (3749.080114 sec): 3 clusters Score: Raw -1426597.271775 + Penalty 3040.811691 = -1423556.460084 nChanged 283 SP:Iteration 9Q (3749.135333 sec): 3 clusters Score: Raw -1426752.621499 + Penalty 3040.811691 = -1423711.809808 nChanged 241 SP:Iteration 10Q (3749.202088 sec): 3 clusters Score: Raw -1426867.491626 + Penalty 3040.811691 = -1423826.679934 nChanged 184 SP:Iteration 11Q (3749.275492 sec): 3 clusters Score: Raw -1426961.111869 + Penalty 3040.811691 = -1423920.300177 nChanged 164 SP:Iteration 12Q (3749.330074 sec): 3 clusters Score: Raw -1427033.603393 + Penalty 3040.811691 = -1423992.791702 nChanged 158 SP:Iteration 13Q (3749.393358 sec): 3 clusters Score: Raw -1427099.652038 + Penalty 3040.811691 = -1424058.840346 nChanged 128 SP:Iteration 14Q (3749.453628 sec): 3 clusters Score: Raw -1427149.799888 + Penalty 3040.811691 = -1424108.988196 nChanged 114 SP:Iteration 15Q (3749.525093 sec): 3 clusters Score: Raw -1427197.985908 + Penalty 3040.811691 = -1424157.174216 nChanged 107 SP:Iteration 16Q (3749.579894 sec): 3 clusters Score: Raw -1427240.219542 + Penalty 3040.811691 = -1424199.407851 nChanged 94 SP:Iteration 17Q (3749.649925 sec): 3 clusters Score: Raw -1427278.225281 + Penalty 3040.811691 = -1424237.413589 nChanged 88 SP:Iteration 18Q (3749.720300 sec): 3 clusters Score: Raw -1427308.151154 + Penalty 3040.811691 = -1424267.339462 nChanged 75 SP:Iteration 19Q (3749.785766 sec): 3 clusters Score: Raw -1427330.599000 + Penalty 3040.811691 = -1424289.787309 nChanged 68 SP:Iteration 20F (3749.834548 sec): 3 clusters Score: Raw -1427352.001913 + Penalty 3040.811691 = -1424311.190222 nChanged 62 SP:Iteration 21Q (3749.897220 sec): 3 clusters Score: Raw -1427375.929204 + Penalty 3040.811691 = -1424335.117513 nChanged 67 SP:Iteration 22Q (3749.958641 sec): 3 clusters Score: Raw -1427397.603070 + Penalty 3040.811691 = -1424356.791379 nChanged 56 SP:Iteration 23Q (3750.022031 sec): 3 clusters Score: Raw -1427413.557664 + Penalty 3040.811691 = -1424372.745972 nChanged 60 SP:Iteration 24Q (3750.090030 sec): 3 clusters Score: Raw -1427434.393183 + Penalty 3040.811691 = -1424393.581491 nChanged 52 SP:Iteration 25Q (3750.156711 sec): 3 clusters Score: Raw -1427450.870724 + Penalty 3040.811691 = -1424410.059032 nChanged 51 SP:Iteration 26Q (3750.218108 sec): 3 clusters Score: Raw -1427466.497149 + Penalty 3040.811691 = -1424425.685458 nChanged 36 SP:Iteration 27Q (3750.282187 sec): 3 clusters Score: Raw -1427474.212102 + Penalty 3040.811691 = -1424433.400411 nChanged 25 SP:Iteration 28Q (3750.345753 sec): 3 clusters Score: Raw -1427480.446627 + Penalty 3040.811691 = -1424439.634935 nChanged 25 SP:Iteration 29Q (3750.401453 sec): 3 clusters Score: Raw -1427485.485599 + Penalty 3040.811691 = -1424444.673907 nChanged 19 SP:Iteration 30Q (3750.472836 sec): 3 clusters Score: Raw -1427489.221321 + Penalty 3040.811691 = -1424448.409629 nChanged 23 SP:Iteration 31Q (3750.526074 sec): 3 clusters Score: Raw -1427492.840129 + Penalty 3040.811691 = -1424452.028438 nChanged 17 SP:Iteration 32Q (3750.589057 sec): 3 clusters Score: Raw -1427496.775217 + Penalty 3040.811691 = -1424455.963525 nChanged 22 SP:Iteration 33Q (3750.654418 sec): 3 clusters Score: Raw -1427501.675431 + Penalty 3040.811691 = -1424460.863739 nChanged 21 SP:Iteration 34Q (3750.727508 sec): 3 clusters Score: Raw -1427507.166788 + Penalty 3040.811691 = -1424466.355096 nChanged 22 SP:Iteration 35Q (3750.785910 sec): 3 clusters Score: Raw -1427511.994881 + Penalty 3040.811691 = -1424471.183190 nChanged 17 SP:Iteration 36Q (3750.850744 sec): 3 clusters Score: Raw -1427514.758681 + Penalty 3040.811691 = -1424473.946989 nChanged 10 SP:Iteration 37Q (3750.917331 sec): 3 clusters Score: Raw -1427515.741754 + Penalty 3040.811691 = -1424474.930062 nChanged 6 SP:Iteration 38Q (3750.992972 sec): 3 clusters Score: Raw -1427516.626356 + Penalty 3040.811691 = -1424475.814664 nChanged 9 SP:Iteration 39Q (3751.049068 sec): 3 clusters Score: Raw -1427518.507259 + Penalty 3040.811691 = -1424477.695568 nChanged 9 SP:Iteration 40F (3751.107757 sec): 3 clusters Score: Raw -1427519.797357 + Penalty 3040.811691 = -1424478.985666 nChanged 8 SP:Iteration 41Q (3751.173015 sec): 3 clusters Score: Raw -1427521.019706 + Penalty 3040.811691 = -1424480.208014 nChanged 4 SP:Iteration 42Q (3751.238184 sec): 3 clusters Score: Raw -1427521.484930 + Penalty 3040.811691 = -1424480.673239 nChanged 5 SP:Iteration 43Q (3751.301171 sec): 3 clusters Score: Raw -1427522.113904 + Penalty 3040.811691 = -1424481.302213 nChanged 8 SP:Iteration 44Q (3751.368828 sec): 3 clusters Score: Raw -1427523.307156 + Penalty 3040.811691 = -1424482.495465 nChanged 6 SP:Iteration 45Q (3751.425193 sec): 3 clusters Score: Raw -1427524.015805 + Penalty 3040.811691 = -1424483.204113 nChanged 4 SP:Iteration 46Q (3751.477377 sec): 3 clusters Score: Raw -1427524.650090 + Penalty 3040.811691 = -1424483.838398 nChanged 5 SP:Iteration 47Q (3751.541352 sec): 3 clusters Score: Raw -1427525.251364 + Penalty 3040.811691 = -1424484.439672 nChanged 4 SP:Iteration 48Q (3751.595930 sec): 3 clusters Score: Raw -1427525.886242 + Penalty 3040.811691 = -1424485.074550 nChanged 4 SP:Iteration 49Q (3751.657642 sec): 3 clusters Score: Raw -1427526.424118 + Penalty 3040.811691 = -1424485.612426 nChanged 1 SP:Iteration 50Q (3751.715522 sec): 3 clusters Score: Raw -1427526.484309 + Penalty 3040.811691 = -1424485.672618 nChanged 0 SP:Iteration 51F (3751.779877 sec): 3 clusters Score: Raw -1427526.484309 + Penalty 3040.811691 = -1424485.672618 nChanged 0 Score: Raw -129550054.198498 + Penalty 101450.942987 = -129448603.255511 Splitting cluster 3 changes total score from -129449322.670340 to -129448603.255511 So it's not getting split. Trying to split cluster 4 (16934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3782.750042 sec): 2 clusters Score: Raw -2128876.842871 + Penalty 1582.275291 = -2127294.567580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3782.824642 sec): 3 clusters Score: Raw -2118926.148969 + Penalty 3164.550582 = -2115761.598387 nChanged 7451 SP:Iteration 1F (3782.900869 sec): 3 clusters Score: Raw -2122844.654936 + Penalty 3164.550582 = -2119680.104354 nChanged 984 SP:Iteration 2F (3782.975991 sec): 3 clusters Score: Raw -2123375.697328 + Penalty 3164.550582 = -2120211.146746 nChanged 1153 SP:Iteration 3F (3783.050343 sec): 3 clusters Score: Raw -2124132.421696 + Penalty 3164.550582 = -2120967.871114 nChanged 1296 SP:Iteration 4F (3783.118804 sec): 3 clusters Score: Raw -2125226.142146 + Penalty 3164.550582 = -2122061.591564 nChanged 1491 SP:Iteration 5F (3783.181544 sec): 3 clusters Score: Raw -2126616.875229 + Penalty 3164.550582 = -2123452.324647 nChanged 1406 SP:Iteration 6F (3783.264465 sec): 3 clusters Score: Raw -2127854.357006 + Penalty 3164.550582 = -2124689.806424 nChanged 1015 SP:Iteration 7F (3783.332674 sec): 3 clusters Score: Raw -2128657.118678 + Penalty 3164.550582 = -2125492.568096 nChanged 702 SP:Iteration 8Q (3783.417843 sec): 3 clusters Score: Raw -2129239.355028 + Penalty 3164.550582 = -2126074.804446 nChanged 517 SP:Iteration 9Q (3783.484030 sec): 3 clusters Score: Raw -2129637.356865 + Penalty 3164.550582 = -2126472.806283 nChanged 324 SP:Iteration 10Q (3783.556045 sec): 3 clusters Score: Raw -2129829.469157 + Penalty 3164.550582 = -2126664.918575 nChanged 216 SP:Iteration 11Q (3783.642023 sec): 3 clusters Score: Raw -2129928.256782 + Penalty 3164.550582 = -2126763.706200 nChanged 153 SP:Iteration 12Q (3783.717694 sec): 3 clusters Score: Raw -2129981.160264 + Penalty 3164.550582 = -2126816.609682 nChanged 106 SP:Iteration 13Q (3783.782452 sec): 3 clusters Score: Raw -2130015.986073 + Penalty 3164.550582 = -2126851.435491 nChanged 83 SP:Iteration 14Q (3783.856436 sec): 3 clusters Score: Raw -2130036.004469 + Penalty 3164.550582 = -2126871.453887 nChanged 60 SP:Iteration 15Q (3783.940553 sec): 3 clusters Score: Raw -2130048.157119 + Penalty 3164.550582 = -2126883.606537 nChanged 58 SP:Iteration 16Q (3784.014500 sec): 3 clusters Score: Raw -2130058.351209 + Penalty 3164.550582 = -2126893.800627 nChanged 43 SP:Iteration 17Q (3784.090099 sec): 3 clusters Score: Raw -2130066.367175 + Penalty 3164.550582 = -2126901.816592 nChanged 48 SP:Iteration 18Q (3784.163793 sec): 3 clusters Score: Raw -2130074.814278 + Penalty 3164.550582 = -2126910.263696 nChanged 37 SP:Iteration 19Q (3784.239071 sec): 3 clusters Score: Raw -2130081.925196 + Penalty 3164.550582 = -2126917.374613 nChanged 37 SP:Iteration 20F (3784.314815 sec): 3 clusters Score: Raw -2130090.110927 + Penalty 3164.550582 = -2126925.560345 nChanged 34 SP:Iteration 21Q (3784.389766 sec): 3 clusters Score: Raw -2130097.745818 + Penalty 3164.550582 = -2126933.195236 nChanged 29 SP:Iteration 22Q (3784.463360 sec): 3 clusters Score: Raw -2130103.338605 + Penalty 3164.550582 = -2126938.788023 nChanged 35 SP:Iteration 23Q (3784.537032 sec): 3 clusters Score: Raw -2130113.148586 + Penalty 3164.550582 = -2126948.598004 nChanged 35 SP:Iteration 24Q (3784.610808 sec): 3 clusters Score: Raw -2130120.241591 + Penalty 3164.550582 = -2126955.691009 nChanged 32 SP:Iteration 25Q (3784.682392 sec): 3 clusters Score: Raw -2130128.469427 + Penalty 3164.550582 = -2126963.918845 nChanged 31 SP:Iteration 26Q (3784.754250 sec): 3 clusters Score: Raw -2130135.107234 + Penalty 3164.550582 = -2126970.556652 nChanged 37 SP:Iteration 27Q (3784.817384 sec): 3 clusters Score: Raw -2130142.857709 + Penalty 3164.550582 = -2126978.307126 nChanged 37 SP:Iteration 28Q (3784.887026 sec): 3 clusters Score: Raw -2130151.552382 + Penalty 3164.550582 = -2126987.001800 nChanged 38 SP:Iteration 29Q (3784.966872 sec): 3 clusters Score: Raw -2130160.217670 + Penalty 3164.550582 = -2126995.667088 nChanged 32 SP:Iteration 30Q (3785.035485 sec): 3 clusters Score: Raw -2130167.737855 + Penalty 3164.550582 = -2127003.187273 nChanged 36 SP:Iteration 31Q (3785.094745 sec): 3 clusters Score: Raw -2130176.687463 + Penalty 3164.550582 = -2127012.136881 nChanged 46 SP:Iteration 32Q (3785.166418 sec): 3 clusters Score: Raw -2130190.310894 + Penalty 3164.550582 = -2127025.760312 nChanged 44 SP:Iteration 33Q (3785.239416 sec): 3 clusters Score: Raw -2130204.254954 + Penalty 3164.550582 = -2127039.704372 nChanged 54 SP:Iteration 34Q (3785.300973 sec): 3 clusters Score: Raw -2130225.242397 + Penalty 3164.550582 = -2127060.691815 nChanged 49 SP:Iteration 35Q (3785.372903 sec): 3 clusters Score: Raw -2130241.709055 + Penalty 3164.550582 = -2127077.158473 nChanged 44 SP:Iteration 36Q (3785.432728 sec): 3 clusters Score: Raw -2130258.899376 + Penalty 3164.550582 = -2127094.348794 nChanged 54 SP:Iteration 37Q (3785.499926 sec): 3 clusters Score: Raw -2130282.948663 + Penalty 3164.550582 = -2127118.398081 nChanged 68 SP:Iteration 38Q (3785.573157 sec): 3 clusters Score: Raw -2130317.452808 + Penalty 3164.550582 = -2127152.902226 nChanged 67 SP:Iteration 39Q (3785.644698 sec): 3 clusters Score: Raw -2130355.445346 + Penalty 3164.550582 = -2127190.894764 nChanged 63 SP:Iteration 40F (3785.716140 sec): 3 clusters Score: Raw -2130396.385115 + Penalty 3164.550582 = -2127231.834532 nChanged 65 SP:Iteration 41Q (3785.784041 sec): 3 clusters Score: Raw -2130435.910142 + Penalty 3164.550582 = -2127271.359559 nChanged 68 SP:Iteration 42Q (3785.849436 sec): 3 clusters Score: Raw -2130475.101383 + Penalty 3164.550582 = -2127310.550801 nChanged 67 SP:Iteration 43Q (3785.911410 sec): 3 clusters Score: Raw -2130523.119640 + Penalty 3164.550582 = -2127358.569058 nChanged 55 SP:Iteration 44Q (3785.962270 sec): 3 clusters Score: Raw -2130547.576094 + Penalty 3164.550582 = -2127383.025512 nChanged 38 SP:Iteration 45Q (3786.032977 sec): 3 clusters Score: Raw -2130557.892639 + Penalty 3164.550582 = -2127393.342057 nChanged 24 SP:Iteration 46Q (3786.085483 sec): 3 clusters Score: Raw -2130563.318375 + Penalty 3164.550582 = -2127398.767792 nChanged 15 SP:Iteration 47Q (3786.143070 sec): 3 clusters Score: Raw -2130566.918957 + Penalty 3164.550582 = -2127402.368375 nChanged 11 SP:Iteration 48Q (3786.202420 sec): 3 clusters Score: Raw -2130569.372994 + Penalty 3164.550582 = -2127404.822412 nChanged 10 SP:Iteration 49Q (3786.256584 sec): 3 clusters Score: Raw -2130571.177281 + Penalty 3164.550582 = -2127406.626699 nChanged 4 SP:Iteration 50Q (3786.328386 sec): 3 clusters Score: Raw -2130571.690498 + Penalty 3164.550582 = -2127407.139916 nChanged 5 SP:Iteration 51Q (3786.387938 sec): 3 clusters Score: Raw -2130572.566531 + Penalty 3164.550582 = -2127408.015949 nChanged 6 SP:Iteration 52Q (3786.458561 sec): 3 clusters Score: Raw -2130573.816153 + Penalty 3164.550582 = -2127409.265571 nChanged 5 SP:Iteration 53Q (3786.514371 sec): 3 clusters Score: Raw -2130574.859259 + Penalty 3164.550582 = -2127410.308677 nChanged 8 SP:Iteration 54Q (3786.579437 sec): 3 clusters Score: Raw -2130576.429808 + Penalty 3164.550582 = -2127411.879226 nChanged 5 SP:Iteration 55Q (3786.643355 sec): 3 clusters Score: Raw -2130577.111450 + Penalty 3164.550582 = -2127412.560868 nChanged 3 SP:Iteration 56Q (3786.711627 sec): 3 clusters Score: Raw -2130577.472531 + Penalty 3164.550582 = -2127412.921949 nChanged 3 SP:Iteration 57Q (3786.782727 sec): 3 clusters Score: Raw -2130577.822079 + Penalty 3164.550582 = -2127413.271497 nChanged 1 SP:Iteration 58Q (3786.854783 sec): 3 clusters Score: Raw -2130578.014752 + Penalty 3164.550582 = -2127413.464170 nChanged 1 SP:Iteration 59Q (3786.914101 sec): 3 clusters Score: Raw -2130578.154437 + Penalty 3164.550582 = -2127413.603854 nChanged 2 SP:Iteration 60F (3786.987943 sec): 3 clusters Score: Raw -2130578.530615 + Penalty 3164.550582 = -2127413.980033 nChanged 0 Score: Raw -129550227.632716 + Penalty 101450.942987 = -129448776.689729 Splitting cluster 4 changes total score from -129449322.670340 to -129448776.689729 So it's not getting split. Trying to split cluster 5 (60802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3815.507514 sec): 2 clusters Score: Raw -7581660.370161 + Penalty 1789.998919 = -7579870.371243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3815.651509 sec): 3 clusters Score: Raw -7542615.817808 + Penalty 3579.997838 = -7539035.819970 nChanged 28758 SP:Iteration 1F (3815.790121 sec): 3 clusters Score: Raw -7558992.718070 + Penalty 3579.997838 = -7555412.720233 nChanged 2595 SP:Iteration 2Q (3815.936712 sec): 3 clusters Score: Raw -7559965.341560 + Penalty 3579.997838 = -7556385.343722 nChanged 2905 SP:Iteration 3Q (3816.095462 sec): 3 clusters Score: Raw -7561305.744790 + Penalty 3579.997838 = -7557725.746952 nChanged 3414 SP:Iteration 4F (3816.230842 sec): 3 clusters Score: Raw -7563250.876481 + Penalty 3579.997838 = -7559670.878644 nChanged 3902 SP:Iteration 5F (3816.382221 sec): 3 clusters Score: Raw -7565960.139622 + Penalty 3579.997838 = -7562380.141785 nChanged 4249 SP:Iteration 6F (3816.522086 sec): 3 clusters Score: Raw -7569020.520091 + Penalty 3579.997838 = -7565440.522253 nChanged 4177 SP:Iteration 7F (3816.668194 sec): 3 clusters Score: Raw -7571868.658455 + Penalty 3579.997838 = -7568288.660617 nChanged 3586 SP:Iteration 8F (3816.817863 sec): 3 clusters Score: Raw -7573897.271146 + Penalty 3579.997838 = -7570317.273309 nChanged 2725 SP:Iteration 9Q (3816.971590 sec): 3 clusters Score: Raw -7575080.829121 + Penalty 3579.997838 = -7571500.831283 nChanged 1941 SP:Iteration 10Q (3817.120025 sec): 3 clusters Score: Raw -7575710.701407 + Penalty 3579.997838 = -7572130.703570 nChanged 1362 SP:Iteration 11Q (3817.264306 sec): 3 clusters Score: Raw -7576035.628178 + Penalty 3579.997838 = -7572455.630340 nChanged 928 SP:Iteration 12Q (3817.417883 sec): 3 clusters Score: Raw -7576212.985800 + Penalty 3579.997838 = -7572632.987962 nChanged 679 SP:Iteration 13Q (3817.568990 sec): 3 clusters Score: Raw -7576320.166717 + Penalty 3579.997838 = -7572740.168879 nChanged 517 SP:Iteration 14Q (3817.717433 sec): 3 clusters Score: Raw -7576392.645219 + Penalty 3579.997838 = -7572812.647381 nChanged 427 SP:Iteration 15Q (3817.851108 sec): 3 clusters Score: Raw -7576447.689492 + Penalty 3579.997838 = -7572867.691654 nChanged 355 SP:Iteration 16Q (3817.983466 sec): 3 clusters Score: Raw -7576486.121380 + Penalty 3579.997838 = -7572906.123542 nChanged 291 SP:Iteration 17Q (3818.122496 sec): 3 clusters Score: Raw -7576514.031627 + Penalty 3579.997838 = -7572934.033789 nChanged 257 SP:Iteration 18Q (3818.265623 sec): 3 clusters Score: Raw -7576533.525787 + Penalty 3579.997838 = -7572953.527949 nChanged 211 SP:Iteration 19Q (3818.411834 sec): 3 clusters Score: Raw -7576549.668269 + Penalty 3579.997838 = -7572969.670432 nChanged 185 SP:Iteration 20F (3818.552277 sec): 3 clusters Score: Raw -7576562.769042 + Penalty 3579.997838 = -7572982.771204 nChanged 166 SP:Iteration 21Q (3818.692606 sec): 3 clusters Score: Raw -7576574.569147 + Penalty 3579.997838 = -7572994.571309 nChanged 155 SP:Iteration 22Q (3818.845303 sec): 3 clusters Score: Raw -7576583.258792 + Penalty 3579.997838 = -7573003.260954 nChanged 116 SP:Iteration 23Q (3818.990047 sec): 3 clusters Score: Raw -7576589.751205 + Penalty 3579.997838 = -7573009.753368 nChanged 101 SP:Iteration 24Q (3819.136051 sec): 3 clusters Score: Raw -7576593.937236 + Penalty 3579.997838 = -7573013.939398 nChanged 96 SP:Iteration 25Q (3819.292058 sec): 3 clusters Score: Raw -7576598.143556 + Penalty 3579.997838 = -7573018.145719 nChanged 98 SP:Iteration 26Q (3819.438445 sec): 3 clusters Score: Raw -7576602.460444 + Penalty 3579.997838 = -7573022.462606 nChanged 110 SP:Iteration 27Q (3819.587841 sec): 3 clusters Score: Raw -7576608.460127 + Penalty 3579.997838 = -7573028.462289 nChanged 112 SP:Iteration 28Q (3819.718709 sec): 3 clusters Score: Raw -7576614.715022 + Penalty 3579.997838 = -7573034.717185 nChanged 132 SP:Iteration 29Q (3819.868927 sec): 3 clusters Score: Raw -7576623.037942 + Penalty 3579.997838 = -7573043.040104 nChanged 144 SP:Iteration 30Q (3820.020363 sec): 3 clusters Score: Raw -7576631.825666 + Penalty 3579.997838 = -7573051.827829 nChanged 146 SP:Iteration 31Q (3820.165462 sec): 3 clusters Score: Raw -7576640.662548 + Penalty 3579.997838 = -7573060.664711 nChanged 169 SP:Iteration 32Q (3820.313378 sec): 3 clusters Score: Raw -7576651.810588 + Penalty 3579.997838 = -7573071.812750 nChanged 166 SP:Iteration 33Q (3820.459350 sec): 3 clusters Score: Raw -7576662.171457 + Penalty 3579.997838 = -7573082.173619 nChanged 168 SP:Iteration 34Q (3820.606118 sec): 3 clusters Score: Raw -7576673.648384 + Penalty 3579.997838 = -7573093.650546 nChanged 190 SP:Iteration 35Q (3820.751048 sec): 3 clusters Score: Raw -7576688.324309 + Penalty 3579.997838 = -7573108.326471 nChanged 207 SP:Iteration 36Q (3820.900023 sec): 3 clusters Score: Raw -7576703.794528 + Penalty 3579.997838 = -7573123.796690 nChanged 209 SP:Iteration 37Q (3821.049284 sec): 3 clusters Score: Raw -7576718.638495 + Penalty 3579.997838 = -7573138.640657 nChanged 190 SP:Iteration 38Q (3821.203055 sec): 3 clusters Score: Raw -7576732.406063 + Penalty 3579.997838 = -7573152.408225 nChanged 203 SP:Iteration 39Q (3821.345962 sec): 3 clusters Score: Raw -7576749.825438 + Penalty 3579.997838 = -7573169.827600 nChanged 230 SP:Iteration 40F (3821.469601 sec): 3 clusters Score: Raw -7576769.169951 + Penalty 3579.997838 = -7573189.172113 nChanged 239 SP:Iteration 41Q (3821.592127 sec): 3 clusters Score: Raw -7576790.429515 + Penalty 3579.997838 = -7573210.431678 nChanged 268 SP:Iteration 42Q (3821.739717 sec): 3 clusters Score: Raw -7576814.996942 + Penalty 3579.997838 = -7573234.999104 nChanged 256 SP:Iteration 43Q (3821.872096 sec): 3 clusters Score: Raw -7576839.932500 + Penalty 3579.997838 = -7573259.934662 nChanged 283 SP:Iteration 44Q (3822.021671 sec): 3 clusters Score: Raw -7576867.942056 + Penalty 3579.997838 = -7573287.944218 nChanged 303 SP:Iteration 45Q (3822.156073 sec): 3 clusters Score: Raw -7576900.814410 + Penalty 3579.997838 = -7573320.816573 nChanged 323 SP:Iteration 46Q (3822.297653 sec): 3 clusters Score: Raw -7576937.158239 + Penalty 3579.997838 = -7573357.160401 nChanged 333 SP:Iteration 47Q (3822.443140 sec): 3 clusters Score: Raw -7576975.259394 + Penalty 3579.997838 = -7573395.261556 nChanged 372 SP:Iteration 48Q (3822.580012 sec): 3 clusters Score: Raw -7577020.913897 + Penalty 3579.997838 = -7573440.916060 nChanged 413 SP:Iteration 49Q (3822.717917 sec): 3 clusters Score: Raw -7577072.979817 + Penalty 3579.997838 = -7573492.981980 nChanged 417 SP:Iteration 50Q (3822.851168 sec): 3 clusters Score: Raw -7577127.060700 + Penalty 3579.997838 = -7573547.062862 nChanged 432 SP:Iteration 51Q (3822.991603 sec): 3 clusters Score: Raw -7577187.800236 + Penalty 3579.997838 = -7573607.802398 nChanged 451 SP:Iteration 52Q (3823.127318 sec): 3 clusters Score: Raw -7577255.808930 + Penalty 3579.997838 = -7573675.811092 nChanged 485 SP:Iteration 53Q (3823.266999 sec): 3 clusters Score: Raw -7577331.187425 + Penalty 3579.997838 = -7573751.189588 nChanged 473 SP:Iteration 54Q (3823.414456 sec): 3 clusters Score: Raw -7577403.450935 + Penalty 3579.997838 = -7573823.453098 nChanged 469 SP:Iteration 55Q (3823.561221 sec): 3 clusters Score: Raw -7577478.916969 + Penalty 3579.997838 = -7573898.919131 nChanged 496 SP:Iteration 56Q (3823.710042 sec): 3 clusters Score: Raw -7577564.322207 + Penalty 3579.997838 = -7573984.324370 nChanged 478 SP:Iteration 57Q (3823.851157 sec): 3 clusters Score: Raw -7577642.470418 + Penalty 3579.997838 = -7574062.472581 nChanged 457 SP:Iteration 58Q (3823.995266 sec): 3 clusters Score: Raw -7577713.211852 + Penalty 3579.997838 = -7574133.214014 nChanged 465 SP:Iteration 59Q (3824.142769 sec): 3 clusters Score: Raw -7577789.537411 + Penalty 3579.997838 = -7574209.539574 nChanged 471 SP:Iteration 60F (3824.283749 sec): 3 clusters Score: Raw -7577864.776610 + Penalty 3579.997838 = -7574284.778772 nChanged 475 SP:Iteration 61Q (3824.433921 sec): 3 clusters Score: Raw -7577942.811574 + Penalty 3579.997838 = -7574362.813736 nChanged 465 SP:Iteration 62Q (3824.585542 sec): 3 clusters Score: Raw -7578018.832943 + Penalty 3579.997838 = -7574438.835105 nChanged 456 SP:Iteration 63Q (3824.723671 sec): 3 clusters Score: Raw -7578092.677957 + Penalty 3579.997838 = -7574512.680119 nChanged 464 SP:Iteration 64Q (3824.871615 sec): 3 clusters Score: Raw -7578171.447099 + Penalty 3579.997838 = -7574591.449261 nChanged 477 SP:Iteration 65Q (3825.025076 sec): 3 clusters Score: Raw -7578254.995782 + Penalty 3579.997838 = -7574674.997944 nChanged 473 SP:Iteration 66Q (3825.156992 sec): 3 clusters Score: Raw -7578337.714173 + Penalty 3579.997838 = -7574757.716336 nChanged 454 SP:Iteration 67Q (3825.306581 sec): 3 clusters Score: Raw -7578425.077174 + Penalty 3579.997838 = -7574845.079337 nChanged 477 SP:Iteration 68Q (3825.453864 sec): 3 clusters Score: Raw -7578519.537987 + Penalty 3579.997838 = -7574939.540149 nChanged 480 SP:Iteration 69Q (3825.599143 sec): 3 clusters Score: Raw -7578633.635719 + Penalty 3579.997838 = -7575053.637881 nChanged 499 SP:Iteration 70Q (3825.740223 sec): 3 clusters Score: Raw -7578761.089749 + Penalty 3579.997838 = -7575181.091912 nChanged 510 SP:Iteration 71Q (3825.874344 sec): 3 clusters Score: Raw -7578910.233808 + Penalty 3579.997838 = -7575330.235970 nChanged 542 SP:Iteration 72Q (3826.018864 sec): 3 clusters Score: Raw -7579087.072757 + Penalty 3579.997838 = -7575507.074919 nChanged 527 SP:Iteration 73Q (3826.162547 sec): 3 clusters Score: Raw -7579272.075857 + Penalty 3579.997838 = -7575692.078020 nChanged 545 SP:Iteration 74Q (3826.306186 sec): 3 clusters Score: Raw -7579475.629748 + Penalty 3579.997838 = -7575895.631910 nChanged 603 SP:Iteration 75Q (3826.449914 sec): 3 clusters Score: Raw -7579730.377610 + Penalty 3579.997838 = -7576150.379772 nChanged 592 SP:Iteration 76Q (3826.590404 sec): 3 clusters Score: Raw -7579962.805532 + Penalty 3579.997838 = -7576382.807695 nChanged 582 SP:Iteration 77Q (3826.727911 sec): 3 clusters Score: Raw -7580190.312925 + Penalty 3579.997838 = -7576610.315088 nChanged 531 SP:Iteration 78Q (3826.866912 sec): 3 clusters Score: Raw -7580398.115364 + Penalty 3579.997838 = -7576818.117526 nChanged 511 SP:Iteration 79Q (3827.009745 sec): 3 clusters Score: Raw -7580593.061035 + Penalty 3579.997838 = -7577013.063197 nChanged 483 SP:Iteration 80F (3827.158023 sec): 3 clusters Score: Raw -7580767.371785 + Penalty 3579.997838 = -7577187.373947 nChanged 450 SP:Iteration 81Q (3827.283738 sec): 3 clusters Score: Raw -7580912.311058 + Penalty 3579.997838 = -7577332.313220 nChanged 382 SP:Iteration 82Q (3827.414750 sec): 3 clusters Score: Raw -7581019.520812 + Penalty 3579.997838 = -7577439.522974 nChanged 335 SP:Iteration 83Q (3827.542934 sec): 3 clusters Score: Raw -7581108.767648 + Penalty 3579.997838 = -7577528.769811 nChanged 292 SP:Iteration 84Q (3827.666976 sec): 3 clusters Score: Raw -7581177.535751 + Penalty 3579.997838 = -7577597.537913 nChanged 269 SP:Iteration 85Q (3827.798724 sec): 3 clusters Score: Raw -7581239.079391 + Penalty 3579.997838 = -7577659.081554 nChanged 251 SP:Iteration 86Q (3827.925535 sec): 3 clusters Score: Raw -7581296.434229 + Penalty 3579.997838 = -7577716.436392 nChanged 246 SP:Iteration 87Q (3828.045777 sec): 3 clusters Score: Raw -7581345.210663 + Penalty 3579.997838 = -7577765.212825 nChanged 198 SP:Iteration 88Q (3828.172166 sec): 3 clusters Score: Raw -7581374.531631 + Penalty 3579.997838 = -7577794.533793 nChanged 155 SP:Iteration 89Q (3828.295748 sec): 3 clusters Score: Raw -7581394.668609 + Penalty 3579.997838 = -7577814.670771 nChanged 147 SP:Iteration 90Q (3828.430360 sec): 3 clusters Score: Raw -7581413.570833 + Penalty 3579.997838 = -7577833.572996 nChanged 147 SP:Iteration 91Q (3828.561731 sec): 3 clusters Score: Raw -7581432.478120 + Penalty 3579.997838 = -7577852.480282 nChanged 129 SP:Iteration 92Q (3828.692918 sec): 3 clusters Score: Raw -7581448.601830 + Penalty 3579.997838 = -7577868.603992 nChanged 133 SP:Iteration 93Q (3828.833365 sec): 3 clusters Score: Raw -7581465.201269 + Penalty 3579.997838 = -7577885.203432 nChanged 142 SP:Iteration 94Q (3828.963045 sec): 3 clusters Score: Raw -7581483.456707 + Penalty 3579.997838 = -7577903.458869 nChanged 147 SP:Iteration 95Q (3829.103812 sec): 3 clusters Score: Raw -7581502.083753 + Penalty 3579.997838 = -7577922.085915 nChanged 143 SP:Iteration 96Q (3829.230424 sec): 3 clusters Score: Raw -7581519.982336 + Penalty 3579.997838 = -7577939.984498 nChanged 147 SP:Iteration 97Q (3829.360483 sec): 3 clusters Score: Raw -7581538.469687 + Penalty 3579.997838 = -7577958.471850 nChanged 129 SP:Iteration 98Q (3829.497565 sec): 3 clusters Score: Raw -7581553.591438 + Penalty 3579.997838 = -7577973.593600 nChanged 117 SP:Iteration 99Q (3829.631678 sec): 3 clusters Score: Raw -7581566.861642 + Penalty 3579.997838 = -7577986.863804 nChanged 109 SP:Iteration 100F (3829.778855 sec): 3 clusters Score: Raw -7581578.431631 + Penalty 3579.997838 = -7577998.433793 nChanged 110 SP:Iteration 101Q (3829.902795 sec): 3 clusters Score: Raw -7581589.713366 + Penalty 3579.997838 = -7578009.715528 nChanged 123 SP:Iteration 102Q (3830.045553 sec): 3 clusters Score: Raw -7581605.806999 + Penalty 3579.997838 = -7578025.809162 nChanged 135 SP:Iteration 103Q (3830.182060 sec): 3 clusters Score: Raw -7581623.657871 + Penalty 3579.997838 = -7578043.660033 nChanged 125 SP:Iteration 104Q (3830.315205 sec): 3 clusters Score: Raw -7581640.817283 + Penalty 3579.997838 = -7578060.819445 nChanged 106 SP:Iteration 105Q (3830.449426 sec): 3 clusters Score: Raw -7581654.283413 + Penalty 3579.997838 = -7578074.285576 nChanged 100 SP:Iteration 106Q (3830.585051 sec): 3 clusters Score: Raw -7581666.308781 + Penalty 3579.997838 = -7578086.310944 nChanged 91 SP:Iteration 107Q (3830.711420 sec): 3 clusters Score: Raw -7581676.018187 + Penalty 3579.997838 = -7578096.020349 nChanged 92 SP:Iteration 108Q (3830.828599 sec): 3 clusters Score: Raw -7581687.624401 + Penalty 3579.997838 = -7578107.626563 nChanged 98 SP:Iteration 109Q (3830.968195 sec): 3 clusters Score: Raw -7581698.691407 + Penalty 3579.997838 = -7578118.693569 nChanged 78 SP:Iteration 110Q (3831.105730 sec): 3 clusters Score: Raw -7581707.393609 + Penalty 3579.997838 = -7578127.395771 nChanged 75 SP:Iteration 111Q (3831.233889 sec): 3 clusters Score: Raw -7581717.427712 + Penalty 3579.997838 = -7578137.429874 nChanged 81 SP:Iteration 112Q (3831.373751 sec): 3 clusters Score: Raw -7581727.991666 + Penalty 3579.997838 = -7578147.993828 nChanged 85 SP:Iteration 113Q (3831.511998 sec): 3 clusters Score: Raw -7581739.885140 + Penalty 3579.997838 = -7578159.887302 nChanged 94 SP:Iteration 114Q (3831.637840 sec): 3 clusters Score: Raw -7581750.861678 + Penalty 3579.997838 = -7578170.863840 nChanged 82 SP:Iteration 115Q (3831.772935 sec): 3 clusters Score: Raw -7581760.142760 + Penalty 3579.997838 = -7578180.144922 nChanged 97 SP:Iteration 116Q (3831.911916 sec): 3 clusters Score: Raw -7581770.813559 + Penalty 3579.997838 = -7578190.815721 nChanged 85 SP:Iteration 117Q (3832.046949 sec): 3 clusters Score: Raw -7581778.098516 + Penalty 3579.997838 = -7578198.100678 nChanged 50 SP:Iteration 118Q (3832.183375 sec): 3 clusters Score: Raw -7581781.487703 + Penalty 3579.997838 = -7578201.489866 nChanged 36 SP:Iteration 119Q (3832.312558 sec): 3 clusters Score: Raw -7581784.067716 + Penalty 3579.997838 = -7578204.069878 nChanged 41 SP:Iteration 120F (3832.456416 sec): 3 clusters Score: Raw -7581787.430631 + Penalty 3579.997838 = -7578207.432793 nChanged 51 SP:Iteration 121Q (3832.575210 sec): 3 clusters Score: Raw -7581792.322780 + Penalty 3579.997838 = -7578212.324943 nChanged 57 SP:Iteration 122Q (3832.691436 sec): 3 clusters Score: Raw -7581798.020281 + Penalty 3579.997838 = -7578218.022443 nChanged 58 SP:Iteration 123Q (3832.819781 sec): 3 clusters Score: Raw -7581803.678028 + Penalty 3579.997838 = -7578223.680190 nChanged 58 SP:Iteration 124Q (3832.941553 sec): 3 clusters Score: Raw -7581809.868583 + Penalty 3579.997838 = -7578229.870745 nChanged 54 SP:Iteration 125Q (3833.070475 sec): 3 clusters Score: Raw -7581814.636353 + Penalty 3579.997838 = -7578234.638515 nChanged 41 SP:Iteration 126Q (3833.205631 sec): 3 clusters Score: Raw -7581818.616934 + Penalty 3579.997838 = -7578238.619096 nChanged 43 SP:Iteration 127Q (3833.330259 sec): 3 clusters Score: Raw -7581823.102898 + Penalty 3579.997838 = -7578243.105060 nChanged 50 SP:Iteration 128Q (3833.474503 sec): 3 clusters Score: Raw -7581828.027002 + Penalty 3579.997838 = -7578248.029164 nChanged 53 SP:Iteration 129Q (3833.603357 sec): 3 clusters Score: Raw -7581833.231422 + Penalty 3579.997838 = -7578253.233584 nChanged 51 SP:Iteration 130Q (3833.722009 sec): 3 clusters Score: Raw -7581838.498818 + Penalty 3579.997838 = -7578258.500980 nChanged 49 SP:Iteration 131Q (3833.855629 sec): 3 clusters Score: Raw -7581843.504711 + Penalty 3579.997838 = -7578263.506874 nChanged 55 SP:Iteration 132Q (3833.991807 sec): 3 clusters Score: Raw -7581848.968826 + Penalty 3579.997838 = -7578268.970988 nChanged 46 SP:Iteration 133Q (3834.123834 sec): 3 clusters Score: Raw -7581853.026108 + Penalty 3579.997838 = -7578273.028270 nChanged 40 SP:Iteration 134Q (3834.248891 sec): 3 clusters Score: Raw -7581856.606937 + Penalty 3579.997838 = -7578276.609099 nChanged 42 SP:Iteration 135Q (3834.383447 sec): 3 clusters Score: Raw -7581860.431799 + Penalty 3579.997838 = -7578280.433961 nChanged 38 SP:Iteration 136Q (3834.503009 sec): 3 clusters Score: Raw -7581863.689010 + Penalty 3579.997838 = -7578283.691173 nChanged 39 SP:Iteration 137Q (3834.630081 sec): 3 clusters Score: Raw -7581867.494266 + Penalty 3579.997838 = -7578287.496428 nChanged 39 SP:Iteration 138Q (3834.772605 sec): 3 clusters Score: Raw -7581871.217840 + Penalty 3579.997838 = -7578291.220002 nChanged 35 SP:Iteration 139Q (3834.899765 sec): 3 clusters Score: Raw -7581875.045545 + Penalty 3579.997838 = -7578295.047707 nChanged 43 SP:Iteration 140F (3835.043236 sec): 3 clusters Score: Raw -7581879.612937 + Penalty 3579.997838 = -7578299.615099 nChanged 49 SP:Iteration 141Q (3835.172141 sec): 3 clusters Score: Raw -7581885.964701 + Penalty 3579.997838 = -7578305.966863 nChanged 45 SP:Iteration 142Q (3835.307295 sec): 3 clusters Score: Raw -7581890.574884 + Penalty 3579.997838 = -7578310.577047 nChanged 34 SP:Iteration 143Q (3835.439893 sec): 3 clusters Score: Raw -7581893.970629 + Penalty 3579.997838 = -7578313.972791 nChanged 31 SP:Iteration 144Q (3835.569953 sec): 3 clusters Score: Raw -7581896.364812 + Penalty 3579.997838 = -7578316.366975 nChanged 29 SP:Iteration 145Q (3835.697175 sec): 3 clusters Score: Raw -7581898.155012 + Penalty 3579.997838 = -7578318.157175 nChanged 22 SP:Iteration 146Q (3835.835222 sec): 3 clusters Score: Raw -7581900.068898 + Penalty 3579.997838 = -7578320.071060 nChanged 17 SP:Iteration 147Q (3835.959710 sec): 3 clusters Score: Raw -7581901.355871 + Penalty 3579.997838 = -7578321.358034 nChanged 14 SP:Iteration 148Q (3836.088796 sec): 3 clusters Score: Raw -7581902.124628 + Penalty 3579.997838 = -7578322.126790 nChanged 12 SP:Iteration 149Q (3836.221315 sec): 3 clusters Score: Raw -7581902.864925 + Penalty 3579.997838 = -7578322.867088 nChanged 11 SP:Iteration 150Q (3836.352001 sec): 3 clusters Score: Raw -7581903.794654 + Penalty 3579.997838 = -7578323.796816 nChanged 11 SP:Iteration 151Q (3836.477505 sec): 3 clusters Score: Raw -7581904.432605 + Penalty 3579.997838 = -7578324.434767 nChanged 10 SP:Iteration 152Q (3836.600420 sec): 3 clusters Score: Raw -7581904.904789 + Penalty 3579.997838 = -7578324.906952 nChanged 9 SP:Iteration 153Q (3836.737320 sec): 3 clusters Score: Raw -7581905.221253 + Penalty 3579.997838 = -7578325.223415 nChanged 11 SP:Iteration 154Q (3836.866453 sec): 3 clusters Score: Raw -7581905.888302 + Penalty 3579.997838 = -7578325.890465 nChanged 9 SP:Iteration 155Q (3836.996494 sec): 3 clusters Score: Raw -7581906.657631 + Penalty 3579.997838 = -7578326.659793 nChanged 11 SP:Iteration 156Q (3837.128215 sec): 3 clusters Score: Raw -7581907.370117 + Penalty 3579.997838 = -7578327.372279 nChanged 8 SP:Iteration 157Q (3837.261168 sec): 3 clusters Score: Raw -7581907.900657 + Penalty 3579.997838 = -7578327.902819 nChanged 7 SP:Iteration 158Q (3837.389414 sec): 3 clusters Score: Raw -7581908.288902 + Penalty 3579.997838 = -7578328.291064 nChanged 5 SP:Iteration 159Q (3837.519837 sec): 3 clusters Score: Raw -7581908.553566 + Penalty 3579.997838 = -7578328.555729 nChanged 8 SP:Iteration 160F (3837.664159 sec): 3 clusters Score: Raw -7581908.893624 + Penalty 3579.997838 = -7578328.895786 nChanged 3 SP:Iteration 161Q (3837.796815 sec): 3 clusters Score: Raw -7581909.041627 + Penalty 3579.997838 = -7578329.043789 nChanged 5 SP:Iteration 162Q (3837.927728 sec): 3 clusters Score: Raw -7581909.325447 + Penalty 3579.997838 = -7578329.327609 nChanged 7 SP:Iteration 163Q (3838.052706 sec): 3 clusters Score: Raw -7581909.764043 + Penalty 3579.997838 = -7578329.766205 nChanged 5 SP:Iteration 164Q (3838.188193 sec): 3 clusters Score: Raw -7581910.101648 + Penalty 3579.997838 = -7578330.103811 nChanged 7 SP:Iteration 165Q (3838.312935 sec): 3 clusters Score: Raw -7581910.724515 + Penalty 3579.997838 = -7578330.726677 nChanged 8 SP:Iteration 166Q (3838.443227 sec): 3 clusters Score: Raw -7581911.231761 + Penalty 3579.997838 = -7578331.233923 nChanged 8 SP:Iteration 167Q (3838.566884 sec): 3 clusters Score: Raw -7581911.964207 + Penalty 3579.997838 = -7578331.966369 nChanged 7 SP:Iteration 168Q (3838.700772 sec): 3 clusters Score: Raw -7581912.649287 + Penalty 3579.997838 = -7578332.651449 nChanged 13 SP:Iteration 169Q (3838.836535 sec): 3 clusters Score: Raw -7581913.623658 + Penalty 3579.997838 = -7578333.625820 nChanged 12 SP:Iteration 170Q (3838.959704 sec): 3 clusters Score: Raw -7581914.496108 + Penalty 3579.997838 = -7578334.498270 nChanged 10 SP:Iteration 171Q (3839.062648 sec): 3 clusters Score: Raw -7581915.034016 + Penalty 3579.997838 = -7578335.036178 nChanged 6 SP:Iteration 172Q (3839.198980 sec): 3 clusters Score: Raw -7581915.278479 + Penalty 3579.997838 = -7578335.280641 nChanged 5 SP:Iteration 173Q (3839.325609 sec): 3 clusters Score: Raw -7581915.544006 + Penalty 3579.997838 = -7578335.546169 nChanged 9 SP:Iteration 174Q (3839.450557 sec): 3 clusters Score: Raw -7581915.981416 + Penalty 3579.997838 = -7578335.983578 nChanged 6 SP:Iteration 175Q (3839.579360 sec): 3 clusters Score: Raw -7581916.441004 + Penalty 3579.997838 = -7578336.443166 nChanged 15 SP:Iteration 176Q (3839.712895 sec): 3 clusters Score: Raw -7581917.428063 + Penalty 3579.997838 = -7578337.430225 nChanged 15 SP:Iteration 177Q (3839.841367 sec): 3 clusters Score: Raw -7581918.751205 + Penalty 3579.997838 = -7578338.753367 nChanged 13 SP:Iteration 178Q (3839.974611 sec): 3 clusters Score: Raw -7581919.910182 + Penalty 3579.997838 = -7578339.912344 nChanged 9 SP:Iteration 179Q (3840.109399 sec): 3 clusters Score: Raw -7581920.536814 + Penalty 3579.997838 = -7578340.538977 nChanged 11 SP:Iteration 180F (3840.253718 sec): 3 clusters Score: Raw -7581921.444585 + Penalty 3579.997838 = -7578341.446747 nChanged 18 SP:Iteration 181Q (3840.386425 sec): 3 clusters Score: Raw -7581922.876896 + Penalty 3579.997838 = -7578342.879058 nChanged 15 SP:Iteration 182Q (3840.523344 sec): 3 clusters Score: Raw -7581923.945974 + Penalty 3579.997838 = -7578343.948136 nChanged 12 SP:Iteration 183Q (3840.642519 sec): 3 clusters Score: Raw -7581924.620601 + Penalty 3579.997838 = -7578344.622763 nChanged 10 SP:Iteration 184Q (3840.781890 sec): 3 clusters Score: Raw -7581925.140747 + Penalty 3579.997838 = -7578345.142909 nChanged 9 SP:Iteration 185Q (3840.914908 sec): 3 clusters Score: Raw -7581925.818891 + Penalty 3579.997838 = -7578345.821053 nChanged 11 SP:Iteration 186Q (3841.047987 sec): 3 clusters Score: Raw -7581926.612299 + Penalty 3579.997838 = -7578346.614461 nChanged 14 SP:Iteration 187Q (3841.181380 sec): 3 clusters Score: Raw -7581927.815122 + Penalty 3579.997838 = -7578347.817284 nChanged 11 SP:Iteration 188Q (3841.304747 sec): 3 clusters Score: Raw -7581928.989357 + Penalty 3579.997838 = -7578348.991520 nChanged 15 SP:Iteration 189Q (3841.410077 sec): 3 clusters Score: Raw -7581930.261141 + Penalty 3579.997838 = -7578350.263303 nChanged 15 SP:Iteration 190Q (3841.533545 sec): 3 clusters Score: Raw -7581931.062066 + Penalty 3579.997838 = -7578351.064228 nChanged 14 SP:Iteration 191Q (3841.654042 sec): 3 clusters Score: Raw -7581931.753452 + Penalty 3579.997838 = -7578351.755614 nChanged 12 SP:Iteration 192Q (3841.772910 sec): 3 clusters Score: Raw -7581933.015858 + Penalty 3579.997838 = -7578353.018020 nChanged 18 SP:Iteration 193Q (3841.897677 sec): 3 clusters Score: Raw -7581934.526363 + Penalty 3579.997838 = -7578354.528525 nChanged 18 SP:Iteration 194Q (3842.012369 sec): 3 clusters Score: Raw -7581935.649828 + Penalty 3579.997838 = -7578355.651990 nChanged 13 SP:Iteration 195Q (3842.133782 sec): 3 clusters Score: Raw -7581936.357336 + Penalty 3579.997838 = -7578356.359498 nChanged 10 SP:Iteration 196Q (3842.254118 sec): 3 clusters Score: Raw -7581937.101065 + Penalty 3579.997838 = -7578357.103228 nChanged 12 SP:Iteration 197Q (3842.378535 sec): 3 clusters Score: Raw -7581937.966008 + Penalty 3579.997838 = -7578357.968170 nChanged 10 SP:Iteration 198Q (3842.501702 sec): 3 clusters Score: Raw -7581938.744868 + Penalty 3579.997838 = -7578358.747030 nChanged 9 SP:Iteration 199Q (3842.609525 sec): 3 clusters Score: Raw -7581939.576914 + Penalty 3579.997838 = -7578359.579076 nChanged 12 SP:Iteration 200F (3842.760215 sec): 3 clusters Score: Raw -7581940.444353 + Penalty 3579.997838 = -7578360.446515 nChanged 8 SP:Iteration 201Q (3842.888932 sec): 3 clusters Score: Raw -7581940.958819 + Penalty 3579.997838 = -7578360.960981 nChanged 7 SP:Iteration 202Q (3843.028781 sec): 3 clusters Score: Raw -7581941.475100 + Penalty 3579.997838 = -7578361.477263 nChanged 6 SP:Iteration 203Q (3843.163892 sec): 3 clusters Score: Raw -7581942.070345 + Penalty 3579.997838 = -7578362.072507 nChanged 10 SP:Iteration 204Q (3843.291359 sec): 3 clusters Score: Raw -7581942.888988 + Penalty 3579.997838 = -7578362.891150 nChanged 15 SP:Iteration 205Q (3843.422533 sec): 3 clusters Score: Raw -7581944.125592 + Penalty 3579.997838 = -7578364.127754 nChanged 17 SP:Iteration 206Q (3843.546020 sec): 3 clusters Score: Raw -7581945.568689 + Penalty 3579.997838 = -7578365.570851 nChanged 23 SP:Iteration 207Q (3843.671463 sec): 3 clusters Score: Raw -7581947.572018 + Penalty 3579.997838 = -7578367.574180 nChanged 14 SP:Iteration 208Q (3843.798885 sec): 3 clusters Score: Raw -7581948.299375 + Penalty 3579.997838 = -7578368.301538 nChanged 9 SP:Iteration 209Q (3843.929501 sec): 3 clusters Score: Raw -7581948.975489 + Penalty 3579.997838 = -7578368.977651 nChanged 9 SP:Iteration 210Q (3844.070234 sec): 3 clusters Score: Raw -7581950.031140 + Penalty 3579.997838 = -7578370.033302 nChanged 14 SP:Iteration 211Q (3844.205781 sec): 3 clusters Score: Raw -7581951.178778 + Penalty 3579.997838 = -7578371.180940 nChanged 15 SP:Iteration 212Q (3844.339235 sec): 3 clusters Score: Raw -7581952.679304 + Penalty 3579.997838 = -7578372.681466 nChanged 18 SP:Iteration 213Q (3844.472556 sec): 3 clusters Score: Raw -7581954.221733 + Penalty 3579.997838 = -7578374.223895 nChanged 15 SP:Iteration 214Q (3844.593381 sec): 3 clusters Score: Raw -7581955.455743 + Penalty 3579.997838 = -7578375.457906 nChanged 17 SP:Iteration 215Q (3844.727784 sec): 3 clusters Score: Raw -7581956.459751 + Penalty 3579.997838 = -7578376.461913 nChanged 18 SP:Iteration 216Q (3844.850774 sec): 3 clusters Score: Raw -7581957.891884 + Penalty 3579.997838 = -7578377.894046 nChanged 17 SP:Iteration 217Q (3844.989220 sec): 3 clusters Score: Raw -7581959.752382 + Penalty 3579.997838 = -7578379.754544 nChanged 17 SP:Iteration 218Q (3845.107181 sec): 3 clusters Score: Raw -7581961.142699 + Penalty 3579.997838 = -7578381.144861 nChanged 16 SP:Iteration 219Q (3845.237399 sec): 3 clusters Score: Raw -7581962.431800 + Penalty 3579.997838 = -7578382.433962 nChanged 20 SP:Iteration 220F (3845.379176 sec): 3 clusters Score: Raw -7581964.131103 + Penalty 3579.997838 = -7578384.133265 nChanged 16 SP:Iteration 221Q (3845.508079 sec): 3 clusters Score: Raw -7581965.682538 + Penalty 3579.997838 = -7578385.684700 nChanged 20 SP:Iteration 222Q (3845.634254 sec): 3 clusters Score: Raw -7581967.571416 + Penalty 3579.997838 = -7578387.573578 nChanged 19 SP:Iteration 223Q (3845.760391 sec): 3 clusters Score: Raw -7581968.910037 + Penalty 3579.997838 = -7578388.912200 nChanged 11 SP:Iteration 224Q (3845.898318 sec): 3 clusters Score: Raw -7581969.926406 + Penalty 3579.997838 = -7578389.928569 nChanged 9 SP:Iteration 225Q (3846.018966 sec): 3 clusters Score: Raw -7581970.576582 + Penalty 3579.997838 = -7578390.578744 nChanged 7 SP:Iteration 226Q (3846.138667 sec): 3 clusters Score: Raw -7581970.915035 + Penalty 3579.997838 = -7578390.917197 nChanged 3 SP:Iteration 227Q (3846.254911 sec): 3 clusters Score: Raw -7581971.051167 + Penalty 3579.997838 = -7578391.053329 nChanged 4 SP:Iteration 228Q (3846.377491 sec): 3 clusters Score: Raw -7581971.236979 + Penalty 3579.997838 = -7578391.239141 nChanged 8 SP:Iteration 229Q (3846.491364 sec): 3 clusters Score: Raw -7581971.783488 + Penalty 3579.997838 = -7578391.785650 nChanged 8 SP:Iteration 230Q (3846.610105 sec): 3 clusters Score: Raw -7581972.177985 + Penalty 3579.997838 = -7578392.180148 nChanged 13 SP:Iteration 231Q (3846.731352 sec): 3 clusters Score: Raw -7581973.382509 + Penalty 3579.997838 = -7578393.384671 nChanged 13 SP:Iteration 232Q (3846.838401 sec): 3 clusters Score: Raw -7581974.205052 + Penalty 3579.997838 = -7578394.207215 nChanged 10 SP:Iteration 233Q (3846.953949 sec): 3 clusters Score: Raw -7581974.984586 + Penalty 3579.997838 = -7578394.986748 nChanged 11 SP:Iteration 234Q (3847.064731 sec): 3 clusters Score: Raw -7581975.697902 + Penalty 3579.997838 = -7578395.700065 nChanged 9 SP:Iteration 235Q (3847.181113 sec): 3 clusters Score: Raw -7581976.390381 + Penalty 3579.997838 = -7578396.392543 nChanged 12 SP:Iteration 236Q (3847.296486 sec): 3 clusters Score: Raw -7581977.279262 + Penalty 3579.997838 = -7578397.281424 nChanged 16 SP:Iteration 237Q (3847.431638 sec): 3 clusters Score: Raw -7581978.502389 + Penalty 3579.997838 = -7578398.504551 nChanged 18 SP:Iteration 238Q (3847.544898 sec): 3 clusters Score: Raw -7581979.498605 + Penalty 3579.997838 = -7578399.500767 nChanged 15 SP:Iteration 239Q (3847.671237 sec): 3 clusters Score: Raw -7581980.619475 + Penalty 3579.997838 = -7578400.621637 nChanged 11 SP:Iteration 240F (3847.813527 sec): 3 clusters Score: Raw -7581981.425298 + Penalty 3579.997838 = -7578401.427460 nChanged 11 SP:Iteration 241Q (3847.948982 sec): 3 clusters Score: Raw -7581982.205586 + Penalty 3579.997838 = -7578402.207748 nChanged 6 SP:Iteration 242Q (3848.075856 sec): 3 clusters Score: Raw -7581982.730731 + Penalty 3579.997838 = -7578402.732893 nChanged 8 SP:Iteration 243Q (3848.202825 sec): 3 clusters Score: Raw -7581983.146790 + Penalty 3579.997838 = -7578403.148953 nChanged 6 SP:Iteration 244Q (3848.315859 sec): 3 clusters Score: Raw -7581983.473846 + Penalty 3579.997838 = -7578403.476008 nChanged 8 SP:Iteration 245Q (3848.437314 sec): 3 clusters Score: Raw -7581984.115255 + Penalty 3579.997838 = -7578404.117417 nChanged 9 SP:Iteration 246Q (3848.569268 sec): 3 clusters Score: Raw -7581984.936109 + Penalty 3579.997838 = -7578404.938271 nChanged 14 SP:Iteration 247Q (3848.696669 sec): 3 clusters Score: Raw -7581985.827494 + Penalty 3579.997838 = -7578405.829656 nChanged 13 SP:Iteration 248Q (3848.825469 sec): 3 clusters Score: Raw -7581986.888863 + Penalty 3579.997838 = -7578406.891025 nChanged 11 SP:Iteration 249Q (3848.947956 sec): 3 clusters Score: Raw -7581987.667661 + Penalty 3579.997838 = -7578407.669823 nChanged 14 SP:Iteration 250Q (3849.072060 sec): 3 clusters Score: Raw -7581988.516160 + Penalty 3579.997838 = -7578408.518322 nChanged 11 SP:Iteration 251Q (3849.202610 sec): 3 clusters Score: Raw -7581989.132169 + Penalty 3579.997838 = -7578409.134331 nChanged 6 SP:Iteration 252Q (3849.331912 sec): 3 clusters Score: Raw -7581989.445863 + Penalty 3579.997838 = -7578409.448026 nChanged 7 SP:Iteration 253Q (3849.469536 sec): 3 clusters Score: Raw -7581989.875481 + Penalty 3579.997838 = -7578409.877643 nChanged 7 SP:Iteration 254Q (3849.603891 sec): 3 clusters Score: Raw -7581990.513152 + Penalty 3579.997838 = -7578410.515314 nChanged 8 SP:Iteration 255Q (3849.736274 sec): 3 clusters Score: Raw -7581991.222213 + Penalty 3579.997838 = -7578411.224375 nChanged 9 SP:Iteration 256Q (3849.867671 sec): 3 clusters Score: Raw -7581992.033156 + Penalty 3579.997838 = -7578412.035318 nChanged 9 SP:Iteration 257Q (3849.998994 sec): 3 clusters Score: Raw -7581992.784676 + Penalty 3579.997838 = -7578412.786838 nChanged 7 SP:Iteration 258Q (3850.122170 sec): 3 clusters Score: Raw -7581993.276531 + Penalty 3579.997838 = -7578413.278693 nChanged 9 SP:Iteration 259Q (3850.264774 sec): 3 clusters Score: Raw -7581993.981741 + Penalty 3579.997838 = -7578413.983903 nChanged 8 SP:Iteration 260F (3850.408999 sec): 3 clusters Score: Raw -7581994.654082 + Penalty 3579.997838 = -7578414.656244 nChanged 10 SP:Iteration 261Q (3850.543274 sec): 3 clusters Score: Raw -7581995.442307 + Penalty 3579.997838 = -7578415.444469 nChanged 5 SP:Iteration 262Q (3850.671345 sec): 3 clusters Score: Raw -7581995.833813 + Penalty 3579.997838 = -7578415.835976 nChanged 7 SP:Iteration 263Q (3850.806687 sec): 3 clusters Score: Raw -7581996.322307 + Penalty 3579.997838 = -7578416.324469 nChanged 4 SP:Iteration 264Q (3850.939453 sec): 3 clusters Score: Raw -7581996.834766 + Penalty 3579.997838 = -7578416.836928 nChanged 4 SP:Iteration 265Q (3851.052588 sec): 3 clusters Score: Raw -7581997.243431 + Penalty 3579.997838 = -7578417.245593 nChanged 8 SP:Iteration 266Q (3851.171245 sec): 3 clusters Score: Raw -7581997.964175 + Penalty 3579.997838 = -7578417.966338 nChanged 4 SP:Iteration 267Q (3851.285426 sec): 3 clusters Score: Raw -7581998.211939 + Penalty 3579.997838 = -7578418.214101 nChanged 5 SP:Iteration 268Q (3851.405830 sec): 3 clusters Score: Raw -7581998.684221 + Penalty 3579.997838 = -7578418.686383 nChanged 5 SP:Iteration 269Q (3851.534029 sec): 3 clusters Score: Raw -7581999.114908 + Penalty 3579.997838 = -7578419.117070 nChanged 5 SP:Iteration 270Q (3851.667098 sec): 3 clusters Score: Raw -7581999.502656 + Penalty 3579.997838 = -7578419.504818 nChanged 2 SP:Iteration 271Q (3851.794530 sec): 3 clusters Score: Raw -7581999.641139 + Penalty 3579.997838 = -7578419.643301 nChanged 4 SP:Iteration 272Q (3851.922116 sec): 3 clusters Score: Raw -7582000.037503 + Penalty 3579.997838 = -7578420.039665 nChanged 10 SP:Iteration 273Q (3852.049271 sec): 3 clusters Score: Raw -7582000.632623 + Penalty 3579.997838 = -7578420.634785 nChanged 3 SP:Iteration 274Q (3852.176124 sec): 3 clusters Score: Raw -7582000.839761 + Penalty 3579.997838 = -7578420.841923 nChanged 5 SP:Iteration 275Q (3852.304185 sec): 3 clusters Score: Raw -7582001.121193 + Penalty 3579.997838 = -7578421.123355 nChanged 4 SP:Iteration 276Q (3852.442120 sec): 3 clusters Score: Raw -7582001.336730 + Penalty 3579.997838 = -7578421.338892 nChanged 5 SP:Iteration 277Q (3852.581343 sec): 3 clusters Score: Raw -7582001.588002 + Penalty 3579.997838 = -7578421.590164 nChanged 4 SP:Iteration 278Q (3852.714191 sec): 3 clusters Score: Raw -7582001.854670 + Penalty 3579.997838 = -7578421.856832 nChanged 1 SP:Iteration 279Q (3852.828991 sec): 3 clusters Score: Raw -7582001.883603 + Penalty 3579.997838 = -7578421.885766 nChanged 1 SP:Iteration 280F (3852.964166 sec): 3 clusters Score: Raw -7582001.898762 + Penalty 3579.997838 = -7578421.900924 nChanged 0 Trying to split cluster 6 (34046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3853.030628 sec): 2 clusters Score: Raw -4300759.647710 + Penalty 1695.763522 = -4299063.884188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3853.116738 sec): 3 clusters Score: Raw -4279541.209893 + Penalty 3391.527045 = -4276149.682848 nChanged 15882 SP:Iteration 1F (3853.212117 sec): 3 clusters Score: Raw -4288543.226895 + Penalty 3391.527045 = -4285151.699850 nChanged 1785 SP:Iteration 2F (3853.306404 sec): 3 clusters Score: Raw -4289277.669171 + Penalty 3391.527045 = -4285886.142126 nChanged 1941 SP:Iteration 3F (3853.406138 sec): 3 clusters Score: Raw -4290213.562720 + Penalty 3391.527045 = -4286822.035675 nChanged 2167 SP:Iteration 4F (3853.486466 sec): 3 clusters Score: Raw -4291462.508193 + Penalty 3391.527045 = -4288070.981148 nChanged 2339 SP:Iteration 5F (3853.585687 sec): 3 clusters Score: Raw -4292996.129165 + Penalty 3391.527045 = -4289604.602120 nChanged 2339 SP:Iteration 6F (3853.684450 sec): 3 clusters Score: Raw -4294773.385151 + Penalty 3391.527045 = -4291381.858106 nChanged 2254 SP:Iteration 7F (3853.794807 sec): 3 clusters Score: Raw -4296663.792774 + Penalty 3391.527045 = -4293272.265729 nChanged 1906 SP:Iteration 8F (3853.881953 sec): 3 clusters Score: Raw -4298364.651815 + Penalty 3391.527045 = -4294973.124770 nChanged 1321 SP:Iteration 9Q (3853.995997 sec): 3 clusters Score: Raw -4299556.808266 + Penalty 3391.527045 = -4296165.281221 nChanged 807 SP:Iteration 10Q (3854.097670 sec): 3 clusters Score: Raw -4300284.658843 + Penalty 3391.527045 = -4296893.131798 nChanged 383 SP:Iteration 11Q (3854.199853 sec): 3 clusters Score: Raw -4300630.726534 + Penalty 3391.527045 = -4297239.199489 nChanged 187 SP:Iteration 12Q (3854.292823 sec): 3 clusters Score: Raw -4300820.134142 + Penalty 3391.527045 = -4297428.607098 nChanged 95 SP:Iteration 13Q (3854.393684 sec): 3 clusters Score: Raw -4300928.851040 + Penalty 3391.527045 = -4297537.323995 nChanged 49 SP:Iteration 14Q (3854.488109 sec): 3 clusters Score: Raw -4300987.886758 + Penalty 3391.527045 = -4297596.359713 nChanged 32 SP:Iteration 15Q (3854.565947 sec): 3 clusters Score: Raw -4301025.164608 + Penalty 3391.527045 = -4297633.637563 nChanged 24 SP:Iteration 16Q (3854.664658 sec): 3 clusters Score: Raw -4301051.867658 + Penalty 3391.527045 = -4297660.340614 nChanged 17 SP:Iteration 17Q (3854.754944 sec): 3 clusters Score: Raw -4301070.874893 + Penalty 3391.527045 = -4297679.347848 nChanged 7 SP:Iteration 18Q (3854.845434 sec): 3 clusters Score: Raw -4301078.478389 + Penalty 3391.527045 = -4297686.951344 nChanged 7 SP:Iteration 19Q (3854.933560 sec): 3 clusters Score: Raw -4301083.390467 + Penalty 3391.527045 = -4297691.863422 nChanged 1 SP:Iteration 20F (3855.034896 sec): 3 clusters Score: Raw -4301083.954823 + Penalty 3391.527045 = -4297692.427779 nChanged 1 SP:Iteration 21Q (3855.127231 sec): 3 clusters Score: Raw -4301084.717985 + Penalty 3391.527045 = -4297693.190941 nChanged 1 SP:Iteration 22Q (3855.219559 sec): 3 clusters Score: Raw -4301085.587722 + Penalty 3391.527045 = -4297694.060677 nChanged 0 SP:Iteration 23F (3855.323206 sec): 3 clusters Score: Raw -4301085.587722 + Penalty 3391.527045 = -4297694.060677 nChanged 0 Trying to split cluster 7 (3865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3855.357782 sec): 2 clusters Score: Raw -424552.521498 + Penalty 1342.204006 = -423210.317492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3855.405587 sec): 3 clusters Score: Raw -422677.937461 + Penalty 2684.408012 = -419993.529449 nChanged 1519 SP:Iteration 1F (3855.456704 sec): 3 clusters Score: Raw -423763.055862 + Penalty 2684.408012 = -421078.647850 nChanged 366 SP:Iteration 2F (3855.512733 sec): 3 clusters Score: Raw -424064.487344 + Penalty 2684.408012 = -421380.079332 nChanged 260 SP:Iteration 3F (3855.555996 sec): 3 clusters Score: Raw -424291.499571 + Penalty 2684.408012 = -421607.091558 nChanged 216 SP:Iteration 4F (3855.604878 sec): 3 clusters Score: Raw -424468.273098 + Penalty 2684.408012 = -421783.865086 nChanged 182 SP:Iteration 5Q (3855.656685 sec): 3 clusters Score: Raw -424602.796666 + Penalty 2684.408012 = -421918.388653 nChanged 148 SP:Iteration 6Q (3855.710797 sec): 3 clusters Score: Raw -424694.820730 + Penalty 2684.408012 = -422010.412718 nChanged 117 SP:Iteration 7Q (3855.775530 sec): 3 clusters Score: Raw -424753.891292 + Penalty 2684.408012 = -422069.483280 nChanged 97 SP:Iteration 8Q (3855.820163 sec): 3 clusters Score: Raw -424817.238020 + Penalty 2684.408012 = -422132.830007 nChanged 91 SP:Iteration 9Q (3855.878068 sec): 3 clusters Score: Raw -424867.488768 + Penalty 2684.408012 = -422183.080756 nChanged 71 SP:Iteration 10Q (3855.921245 sec): 3 clusters Score: Raw -424897.610276 + Penalty 2684.408012 = -422213.202264 nChanged 58 SP:Iteration 11Q (3855.975382 sec): 3 clusters Score: Raw -424918.795188 + Penalty 2684.408012 = -422234.387176 nChanged 39 SP:Iteration 12Q (3856.029730 sec): 3 clusters Score: Raw -424934.992335 + Penalty 2684.408012 = -422250.584322 nChanged 32 SP:Iteration 13Q (3856.071967 sec): 3 clusters Score: Raw -424947.629551 + Penalty 2684.408012 = -422263.221539 nChanged 33 SP:Iteration 14Q (3856.124442 sec): 3 clusters Score: Raw -424959.959341 + Penalty 2684.408012 = -422275.551329 nChanged 25 SP:Iteration 15Q (3856.180798 sec): 3 clusters Score: Raw -424969.534302 + Penalty 2684.408012 = -422285.126290 nChanged 28 SP:Iteration 16Q (3856.230617 sec): 3 clusters Score: Raw -424978.786724 + Penalty 2684.408012 = -422294.378711 nChanged 28 SP:Iteration 17Q (3856.271159 sec): 3 clusters Score: Raw -424990.285177 + Penalty 2684.408012 = -422305.877165 nChanged 25 SP:Iteration 18Q (3856.328192 sec): 3 clusters Score: Raw -425003.584625 + Penalty 2684.408012 = -422319.176613 nChanged 28 SP:Iteration 19Q (3856.380149 sec): 3 clusters Score: Raw -425011.984873 + Penalty 2684.408012 = -422327.576860 nChanged 25 SP:Iteration 20F (3856.431381 sec): 3 clusters Score: Raw -425020.646038 + Penalty 2684.408012 = -422336.238026 nChanged 21 SP:Iteration 21Q (3856.474131 sec): 3 clusters Score: Raw -425027.505830 + Penalty 2684.408012 = -422343.097818 nChanged 21 SP:Iteration 22Q (3856.528176 sec): 3 clusters Score: Raw -425036.032784 + Penalty 2684.408012 = -422351.624771 nChanged 21 SP:Iteration 23Q (3856.578524 sec): 3 clusters Score: Raw -425044.780436 + Penalty 2684.408012 = -422360.372424 nChanged 21 SP:Iteration 24Q (3856.635214 sec): 3 clusters Score: Raw -425051.476128 + Penalty 2684.408012 = -422367.068115 nChanged 19 SP:Iteration 25Q (3856.681751 sec): 3 clusters Score: Raw -425057.857825 + Penalty 2684.408012 = -422373.449813 nChanged 14 SP:Iteration 26Q (3856.731688 sec): 3 clusters Score: Raw -425061.850645 + Penalty 2684.408012 = -422377.442632 nChanged 12 SP:Iteration 27Q (3856.784890 sec): 3 clusters Score: Raw -425065.809362 + Penalty 2684.408012 = -422381.401350 nChanged 11 SP:Iteration 28Q (3856.846091 sec): 3 clusters Score: Raw -425069.124857 + Penalty 2684.408012 = -422384.716845 nChanged 6 SP:Iteration 29Q (3856.887612 sec): 3 clusters Score: Raw -425070.334491 + Penalty 2684.408012 = -422385.926479 nChanged 4 SP:Iteration 30Q (3856.935110 sec): 3 clusters Score: Raw -425071.021500 + Penalty 2684.408012 = -422386.613488 nChanged 3 SP:Iteration 31Q (3856.994574 sec): 3 clusters Score: Raw -425071.734219 + Penalty 2684.408012 = -422387.326207 nChanged 3 SP:Iteration 32Q (3857.034770 sec): 3 clusters Score: Raw -425072.166988 + Penalty 2684.408012 = -422387.758976 nChanged 1 SP:Iteration 33Q (3857.091913 sec): 3 clusters Score: Raw -425072.318110 + Penalty 2684.408012 = -422387.910098 nChanged 1 SP:Iteration 34Q (3857.133401 sec): 3 clusters Score: Raw -425072.483101 + Penalty 2684.408012 = -422388.075089 nChanged 1 SP:Iteration 35Q (3857.182993 sec): 3 clusters Score: Raw -425072.896141 + Penalty 2684.408012 = -422388.488128 nChanged 0 SP:Iteration 36F (3857.243074 sec): 3 clusters Score: Raw -425072.896141 + Penalty 2684.408012 = -422388.488128 nChanged 0 Trying to split cluster 8 (12969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3857.286823 sec): 2 clusters Score: Raw -1540036.887137 + Penalty 1538.926541 = -1538497.960597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3857.355695 sec): 3 clusters Score: Raw -1532482.368351 + Penalty 3077.853081 = -1529404.515269 nChanged 5720 SP:Iteration 1F (3857.423930 sec): 3 clusters Score: Raw -1535636.142723 + Penalty 3077.853081 = -1532558.289642 nChanged 771 SP:Iteration 2F (3857.492569 sec): 3 clusters Score: Raw -1536019.579149 + Penalty 3077.853081 = -1532941.726067 nChanged 747 SP:Iteration 3F (3857.557470 sec): 3 clusters Score: Raw -1536418.285537 + Penalty 3077.853081 = -1533340.432456 nChanged 784 SP:Iteration 4F (3857.618918 sec): 3 clusters Score: Raw -1536899.064312 + Penalty 3077.853081 = -1533821.211231 nChanged 842 SP:Iteration 5F (3857.676610 sec): 3 clusters Score: Raw -1537488.534401 + Penalty 3077.853081 = -1534410.681320 nChanged 857 SP:Iteration 6F (3857.740200 sec): 3 clusters Score: Raw -1538136.580586 + Penalty 3077.853081 = -1535058.727505 nChanged 790 SP:Iteration 7F (3857.794817 sec): 3 clusters Score: Raw -1538720.393455 + Penalty 3077.853081 = -1535642.540374 nChanged 621 SP:Iteration 8Q (3857.861269 sec): 3 clusters Score: Raw -1539131.743492 + Penalty 3077.853081 = -1536053.890410 nChanged 496 SP:Iteration 9Q (3857.922289 sec): 3 clusters Score: Raw -1539447.825337 + Penalty 3077.853081 = -1536369.972255 nChanged 407 SP:Iteration 10Q (3857.996436 sec): 3 clusters Score: Raw -1539682.935048 + Penalty 3077.853081 = -1536605.081966 nChanged 322 SP:Iteration 11Q (3858.061965 sec): 3 clusters Score: Raw -1539857.393915 + Penalty 3077.853081 = -1536779.540833 nChanged 238 SP:Iteration 12Q (3858.123410 sec): 3 clusters Score: Raw -1539981.201209 + Penalty 3077.853081 = -1536903.348128 nChanged 166 SP:Iteration 13Q (3858.181798 sec): 3 clusters Score: Raw -1540060.027458 + Penalty 3077.853081 = -1536982.174376 nChanged 143 SP:Iteration 14Q (3858.256239 sec): 3 clusters Score: Raw -1540128.534532 + Penalty 3077.853081 = -1537050.681450 nChanged 118 SP:Iteration 15Q (3858.309379 sec): 3 clusters Score: Raw -1540186.385104 + Penalty 3077.853081 = -1537108.532023 nChanged 101 SP:Iteration 16Q (3858.367992 sec): 3 clusters Score: Raw -1540229.125995 + Penalty 3077.853081 = -1537151.272913 nChanged 86 SP:Iteration 17Q (3858.427289 sec): 3 clusters Score: Raw -1540270.603227 + Penalty 3077.853081 = -1537192.750146 nChanged 88 SP:Iteration 18Q (3858.492762 sec): 3 clusters Score: Raw -1540312.564994 + Penalty 3077.853081 = -1537234.711913 nChanged 93 SP:Iteration 19Q (3858.557423 sec): 3 clusters Score: Raw -1540354.957085 + Penalty 3077.853081 = -1537277.104004 nChanged 94 SP:Iteration 20F (3858.621350 sec): 3 clusters Score: Raw -1540402.668015 + Penalty 3077.853081 = -1537324.814934 nChanged 92 SP:Iteration 21Q (3858.686974 sec): 3 clusters Score: Raw -1540445.984066 + Penalty 3077.853081 = -1537368.130984 nChanged 70 SP:Iteration 22Q (3858.746260 sec): 3 clusters Score: Raw -1540470.132314 + Penalty 3077.853081 = -1537392.279233 nChanged 59 SP:Iteration 23Q (3858.806939 sec): 3 clusters Score: Raw -1540488.117160 + Penalty 3077.853081 = -1537410.264079 nChanged 53 SP:Iteration 24Q (3858.877012 sec): 3 clusters Score: Raw -1540504.818527 + Penalty 3077.853081 = -1537426.965445 nChanged 45 SP:Iteration 25Q (3858.925082 sec): 3 clusters Score: Raw -1540517.317212 + Penalty 3077.853081 = -1537439.464131 nChanged 42 SP:Iteration 26Q (3858.985328 sec): 3 clusters Score: Raw -1540529.728889 + Penalty 3077.853081 = -1537451.875808 nChanged 39 SP:Iteration 27Q (3859.045153 sec): 3 clusters Score: Raw -1540541.434754 + Penalty 3077.853081 = -1537463.581673 nChanged 33 SP:Iteration 28Q (3859.108830 sec): 3 clusters Score: Raw -1540550.365886 + Penalty 3077.853081 = -1537472.512805 nChanged 39 SP:Iteration 29Q (3859.174091 sec): 3 clusters Score: Raw -1540560.973594 + Penalty 3077.853081 = -1537483.120513 nChanged 32 SP:Iteration 30Q (3859.232834 sec): 3 clusters Score: Raw -1540567.413697 + Penalty 3077.853081 = -1537489.560616 nChanged 23 SP:Iteration 31Q (3859.296026 sec): 3 clusters Score: Raw -1540571.879622 + Penalty 3077.853081 = -1537494.026541 nChanged 28 SP:Iteration 32Q (3859.362478 sec): 3 clusters Score: Raw -1540578.856421 + Penalty 3077.853081 = -1537501.003340 nChanged 18 SP:Iteration 33Q (3859.437517 sec): 3 clusters Score: Raw -1540583.431784 + Penalty 3077.853081 = -1537505.578703 nChanged 19 SP:Iteration 34Q (3859.498081 sec): 3 clusters Score: Raw -1540587.332174 + Penalty 3077.853081 = -1537509.479093 nChanged 17 SP:Iteration 35Q (3859.563743 sec): 3 clusters Score: Raw -1540590.670964 + Penalty 3077.853081 = -1537512.817883 nChanged 17 SP:Iteration 36Q (3859.634373 sec): 3 clusters Score: Raw -1540594.173449 + Penalty 3077.853081 = -1537516.320368 nChanged 15 SP:Iteration 37Q (3859.694983 sec): 3 clusters Score: Raw -1540596.747997 + Penalty 3077.853081 = -1537518.894915 nChanged 7 SP:Iteration 38Q (3859.749968 sec): 3 clusters Score: Raw -1540597.912755 + Penalty 3077.853081 = -1537520.059674 nChanged 6 SP:Iteration 39Q (3859.808208 sec): 3 clusters Score: Raw -1540598.570647 + Penalty 3077.853081 = -1537520.717566 nChanged 4 SP:Iteration 40F (3859.886955 sec): 3 clusters Score: Raw -1540598.989325 + Penalty 3077.853081 = -1537521.136243 nChanged 2 SP:Iteration 41Q (3859.951832 sec): 3 clusters Score: Raw -1540599.415418 + Penalty 3077.853081 = -1537521.562336 nChanged 0 SP:Iteration 42F (3860.020675 sec): 3 clusters Score: Raw -1540599.415418 + Penalty 3077.853081 = -1537521.562336 nChanged 0 Trying to split cluster 9 (49938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3860.120701 sec): 2 clusters Score: Raw -6221675.005859 + Penalty 1758.012346 = -6219916.993513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3860.247501 sec): 3 clusters Score: Raw -6190128.078120 + Penalty 3516.024692 = -6186612.053427 nChanged 23573 SP:Iteration 1F (3860.372861 sec): 3 clusters Score: Raw -6203723.383697 + Penalty 3516.024692 = -6200207.359005 nChanged 2208 SP:Iteration 2Q (3860.501954 sec): 3 clusters Score: Raw -6204484.589586 + Penalty 3516.024692 = -6200968.564894 nChanged 2322 SP:Iteration 3Q (3860.633721 sec): 3 clusters Score: Raw -6205426.203410 + Penalty 3516.024692 = -6201910.178718 nChanged 2468 SP:Iteration 4Q (3860.768777 sec): 3 clusters Score: Raw -6206642.335942 + Penalty 3516.024692 = -6203126.311250 nChanged 2763 SP:Iteration 5F (3860.889741 sec): 3 clusters Score: Raw -6208260.005211 + Penalty 3516.024692 = -6204743.980519 nChanged 3035 SP:Iteration 6F (3861.026925 sec): 3 clusters Score: Raw -6210404.017554 + Penalty 3516.024692 = -6206887.992861 nChanged 3199 SP:Iteration 7F (3861.144886 sec): 3 clusters Score: Raw -6212871.980547 + Penalty 3516.024692 = -6209355.955855 nChanged 2939 SP:Iteration 8F (3861.264503 sec): 3 clusters Score: Raw -6215091.787247 + Penalty 3516.024692 = -6211575.762554 nChanged 2411 SP:Iteration 9Q (3861.399044 sec): 3 clusters Score: Raw -6216634.570328 + Penalty 3516.024692 = -6213118.545635 nChanged 1826 SP:Iteration 10Q (3861.525535 sec): 3 clusters Score: Raw -6217613.093510 + Penalty 3516.024692 = -6214097.068818 nChanged 1340 SP:Iteration 11Q (3861.656583 sec): 3 clusters Score: Raw -6218263.741494 + Penalty 3516.024692 = -6214747.716801 nChanged 1120 SP:Iteration 12Q (3861.767385 sec): 3 clusters Score: Raw -6218795.053214 + Penalty 3516.024692 = -6215279.028521 nChanged 979 SP:Iteration 13Q (3861.891617 sec): 3 clusters Score: Raw -6219228.177652 + Penalty 3516.024692 = -6215712.152959 nChanged 839 SP:Iteration 14Q (3862.023030 sec): 3 clusters Score: Raw -6219567.215383 + Penalty 3516.024692 = -6216051.190691 nChanged 754 SP:Iteration 15Q (3862.137191 sec): 3 clusters Score: Raw -6219874.676542 + Penalty 3516.024692 = -6216358.651849 nChanged 704 SP:Iteration 16Q (3862.265147 sec): 3 clusters Score: Raw -6220161.677324 + Penalty 3516.024692 = -6216645.652632 nChanged 666 SP:Iteration 17Q (3862.373899 sec): 3 clusters Score: Raw -6220429.389882 + Penalty 3516.024692 = -6216913.365190 nChanged 603 SP:Iteration 18Q (3862.499838 sec): 3 clusters Score: Raw -6220662.443813 + Penalty 3516.024692 = -6217146.419120 nChanged 559 SP:Iteration 19Q (3862.622996 sec): 3 clusters Score: Raw -6220875.903936 + Penalty 3516.024692 = -6217359.879244 nChanged 503 SP:Iteration 20F (3862.747930 sec): 3 clusters Score: Raw -6221055.962186 + Penalty 3516.024692 = -6217539.937494 nChanged 456 SP:Iteration 21Q (3862.869552 sec): 3 clusters Score: Raw -6221226.683801 + Penalty 3516.024692 = -6217710.659108 nChanged 413 SP:Iteration 22Q (3862.977347 sec): 3 clusters Score: Raw -6221384.322963 + Penalty 3516.024692 = -6217868.298270 nChanged 397 SP:Iteration 23Q (3863.101434 sec): 3 clusters Score: Raw -6221559.359826 + Penalty 3516.024692 = -6218043.335133 nChanged 377 SP:Iteration 24Q (3863.211326 sec): 3 clusters Score: Raw -6221719.160566 + Penalty 3516.024692 = -6218203.135873 nChanged 326 SP:Iteration 25Q (3863.325887 sec): 3 clusters Score: Raw -6221841.811324 + Penalty 3516.024692 = -6218325.786632 nChanged 251 SP:Iteration 26Q (3863.433561 sec): 3 clusters Score: Raw -6221932.820465 + Penalty 3516.024692 = -6218416.795772 nChanged 213 SP:Iteration 27Q (3863.549745 sec): 3 clusters Score: Raw -6222007.464200 + Penalty 3516.024692 = -6218491.439508 nChanged 218 SP:Iteration 28Q (3863.663160 sec): 3 clusters Score: Raw -6222089.615273 + Penalty 3516.024692 = -6218573.590581 nChanged 185 SP:Iteration 29Q (3863.767880 sec): 3 clusters Score: Raw -6222156.134616 + Penalty 3516.024692 = -6218640.109924 nChanged 152 SP:Iteration 30Q (3863.875030 sec): 3 clusters Score: Raw -6222213.622902 + Penalty 3516.024692 = -6218697.598210 nChanged 129 SP:Iteration 31Q (3863.974208 sec): 3 clusters Score: Raw -6222270.938339 + Penalty 3516.024692 = -6218754.913647 nChanged 126 SP:Iteration 32Q (3864.075751 sec): 3 clusters Score: Raw -6222329.025637 + Penalty 3516.024692 = -6218813.000945 nChanged 125 SP:Iteration 33Q (3864.185545 sec): 3 clusters Score: Raw -6222400.516412 + Penalty 3516.024692 = -6218884.491720 nChanged 125 SP:Iteration 34Q (3864.302722 sec): 3 clusters Score: Raw -6222484.444919 + Penalty 3516.024692 = -6218968.420227 nChanged 106 SP:Iteration 35Q (3864.407774 sec): 3 clusters Score: Raw -6222562.290427 + Penalty 3516.024692 = -6219046.265735 nChanged 88 SP:Iteration 36Q (3864.523621 sec): 3 clusters Score: Raw -6222628.134855 + Penalty 3516.024692 = -6219112.110162 nChanged 88 SP:Iteration 37Q (3864.635758 sec): 3 clusters Score: Raw -6222702.586834 + Penalty 3516.024692 = -6219186.562141 nChanged 90 SP:Iteration 38Q (3864.749047 sec): 3 clusters Score: Raw -6222769.590232 + Penalty 3516.024692 = -6219253.565539 nChanged 96 SP:Iteration 39Q (3864.866664 sec): 3 clusters Score: Raw -6222822.264523 + Penalty 3516.024692 = -6219306.239831 nChanged 67 SP:Iteration 40F (3864.984031 sec): 3 clusters Score: Raw -6222852.083829 + Penalty 3516.024692 = -6219336.059136 nChanged 49 SP:Iteration 41Q (3865.097685 sec): 3 clusters Score: Raw -6222871.706429 + Penalty 3516.024692 = -6219355.681736 nChanged 46 SP:Iteration 42Q (3865.201342 sec): 3 clusters Score: Raw -6222887.079753 + Penalty 3516.024692 = -6219371.055061 nChanged 24 SP:Iteration 43Q (3865.313924 sec): 3 clusters Score: Raw -6222895.275565 + Penalty 3516.024692 = -6219379.250873 nChanged 23 SP:Iteration 44Q (3865.435687 sec): 3 clusters Score: Raw -6222901.720205 + Penalty 3516.024692 = -6219385.695513 nChanged 17 SP:Iteration 45Q (3865.552998 sec): 3 clusters Score: Raw -6222905.984146 + Penalty 3516.024692 = -6219389.959454 nChanged 9 SP:Iteration 46Q (3865.652493 sec): 3 clusters Score: Raw -6222908.494403 + Penalty 3516.024692 = -6219392.469711 nChanged 9 SP:Iteration 47Q (3865.768235 sec): 3 clusters Score: Raw -6222911.297479 + Penalty 3516.024692 = -6219395.272787 nChanged 16 SP:Iteration 48Q (3865.878648 sec): 3 clusters Score: Raw -6222916.393279 + Penalty 3516.024692 = -6219400.368586 nChanged 18 SP:Iteration 49Q (3865.996637 sec): 3 clusters Score: Raw -6222920.312549 + Penalty 3516.024692 = -6219404.287857 nChanged 10 SP:Iteration 50Q (3866.111103 sec): 3 clusters Score: Raw -6222922.810573 + Penalty 3516.024692 = -6219406.785880 nChanged 8 SP:Iteration 51Q (3866.214893 sec): 3 clusters Score: Raw -6222924.795788 + Penalty 3516.024692 = -6219408.771095 nChanged 8 SP:Iteration 52Q (3866.322583 sec): 3 clusters Score: Raw -6222926.536117 + Penalty 3516.024692 = -6219410.511424 nChanged 2 SP:Iteration 53Q (3866.436447 sec): 3 clusters Score: Raw -6222927.039180 + Penalty 3516.024692 = -6219411.014488 nChanged 2 SP:Iteration 54Q (3866.537945 sec): 3 clusters Score: Raw -6222927.496547 + Penalty 3516.024692 = -6219411.471855 nChanged 4 SP:Iteration 55Q (3866.645656 sec): 3 clusters Score: Raw -6222928.954150 + Penalty 3516.024692 = -6219412.929457 nChanged 4 SP:Iteration 56Q (3866.757427 sec): 3 clusters Score: Raw -6222930.028541 + Penalty 3516.024692 = -6219414.003849 nChanged 4 SP:Iteration 57Q (3866.878919 sec): 3 clusters Score: Raw -6222930.918931 + Penalty 3516.024692 = -6219414.894239 nChanged 3 SP:Iteration 58Q (3866.986740 sec): 3 clusters Score: Raw -6222931.353835 + Penalty 3516.024692 = -6219415.329142 nChanged 4 SP:Iteration 59Q (3867.104640 sec): 3 clusters Score: Raw -6222932.259875 + Penalty 3516.024692 = -6219416.235183 nChanged 5 SP:Iteration 60F (3867.235332 sec): 3 clusters Score: Raw -6222933.037904 + Penalty 3516.024692 = -6219417.013212 nChanged 3 SP:Iteration 61Q (3867.348118 sec): 3 clusters Score: Raw -6222933.625522 + Penalty 3516.024692 = -6219417.600830 nChanged 4 SP:Iteration 62Q (3867.453174 sec): 3 clusters Score: Raw -6222934.322359 + Penalty 3516.024692 = -6219418.297667 nChanged 3 SP:Iteration 63Q (3867.560785 sec): 3 clusters Score: Raw -6222934.800103 + Penalty 3516.024692 = -6219418.775411 nChanged 4 SP:Iteration 64Q (3867.668983 sec): 3 clusters Score: Raw -6222935.858866 + Penalty 3516.024692 = -6219419.834174 nChanged 3 SP:Iteration 65Q (3867.780705 sec): 3 clusters Score: Raw -6222936.568972 + Penalty 3516.024692 = -6219420.544280 nChanged 4 SP:Iteration 66Q (3867.893630 sec): 3 clusters Score: Raw -6222937.354604 + Penalty 3516.024692 = -6219421.329912 nChanged 3 SP:Iteration 67Q (3868.015440 sec): 3 clusters Score: Raw -6222938.078137 + Penalty 3516.024692 = -6219422.053445 nChanged 2 SP:Iteration 68Q (3868.125841 sec): 3 clusters Score: Raw -6222938.624997 + Penalty 3516.024692 = -6219422.600305 nChanged 3 SP:Iteration 69Q (3868.226386 sec): 3 clusters Score: Raw -6222939.157694 + Penalty 3516.024692 = -6219423.133002 nChanged 1 SP:Iteration 70Q (3868.332649 sec): 3 clusters Score: Raw -6222939.359738 + Penalty 3516.024692 = -6219423.335045 nChanged 3 SP:Iteration 71Q (3868.438156 sec): 3 clusters Score: Raw -6222939.878602 + Penalty 3516.024692 = -6219423.853910 nChanged 2 SP:Iteration 72Q (3868.535957 sec): 3 clusters Score: Raw -6222940.058640 + Penalty 3516.024692 = -6219424.033948 nChanged 1 SP:Iteration 73Q (3868.638225 sec): 3 clusters Score: Raw -6222940.512466 + Penalty 3516.024692 = -6219424.487774 nChanged 5 SP:Iteration 74Q (3868.750313 sec): 3 clusters Score: Raw -6222941.522947 + Penalty 3516.024692 = -6219425.498255 nChanged 4 SP:Iteration 75Q (3868.865480 sec): 3 clusters Score: Raw -6222942.295134 + Penalty 3516.024692 = -6219426.270442 nChanged 5 SP:Iteration 76Q (3868.977022 sec): 3 clusters Score: Raw -6222943.000030 + Penalty 3516.024692 = -6219426.975338 nChanged 2 SP:Iteration 77Q (3869.080806 sec): 3 clusters Score: Raw -6222943.506194 + Penalty 3516.024692 = -6219427.481501 nChanged 4 SP:Iteration 78Q (3869.192590 sec): 3 clusters Score: Raw -6222944.049104 + Penalty 3516.024692 = -6219428.024412 nChanged 1 SP:Iteration 79Q (3869.291575 sec): 3 clusters Score: Raw -6222944.158932 + Penalty 3516.024692 = -6219428.134239 nChanged 1 SP:Iteration 80F (3869.419001 sec): 3 clusters Score: Raw -6222944.323292 + Penalty 3516.024692 = -6219428.298599 nChanged 1 SP:Iteration 81Q (3869.532810 sec): 3 clusters Score: Raw -6222944.456924 + Penalty 3516.024692 = -6219428.432232 nChanged 1 SP:Iteration 82Q (3869.636113 sec): 3 clusters Score: Raw -6222945.035918 + Penalty 3516.024692 = -6219429.011225 nChanged 0 SP:Iteration 83F (3869.756466 sec): 3 clusters Score: Raw -6222945.035918 + Penalty 3516.024692 = -6219429.011225 nChanged 0 Trying to split cluster 10 (4128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3869.792006 sec): 2 clusters Score: Raw -504065.713033 + Penalty 1352.901600 = -502712.811433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3869.849207 sec): 3 clusters Score: Raw -502032.385382 + Penalty 2705.803200 = -499326.582182 nChanged 1616 SP:Iteration 1F (3869.905957 sec): 3 clusters Score: Raw -502908.571348 + Penalty 2705.803200 = -500202.768148 nChanged 319 SP:Iteration 2F (3869.961835 sec): 3 clusters Score: Raw -503084.713257 + Penalty 2705.803200 = -500378.910057 nChanged 229 SP:Iteration 3F (3870.010582 sec): 3 clusters Score: Raw -503197.473396 + Penalty 2705.803200 = -500491.670196 nChanged 160 SP:Iteration 4Q (3870.061178 sec): 3 clusters Score: Raw -503282.135746 + Penalty 2705.803200 = -500576.332547 nChanged 139 SP:Iteration 5Q (3870.117509 sec): 3 clusters Score: Raw -503358.302750 + Penalty 2705.803200 = -500652.499550 nChanged 117 SP:Iteration 6Q (3870.168786 sec): 3 clusters Score: Raw -503416.036627 + Penalty 2705.803200 = -500710.233427 nChanged 111 SP:Iteration 7Q (3870.220611 sec): 3 clusters Score: Raw -503464.241104 + Penalty 2705.803200 = -500758.437904 nChanged 91 SP:Iteration 8Q (3870.267714 sec): 3 clusters Score: Raw -503502.695491 + Penalty 2705.803200 = -500796.892291 nChanged 64 SP:Iteration 9Q (3870.315089 sec): 3 clusters Score: Raw -503527.188373 + Penalty 2705.803200 = -500821.385174 nChanged 52 SP:Iteration 10Q (3870.375573 sec): 3 clusters Score: Raw -503550.597998 + Penalty 2705.803200 = -500844.794798 nChanged 51 SP:Iteration 11Q (3870.418648 sec): 3 clusters Score: Raw -503574.026539 + Penalty 2705.803200 = -500868.223340 nChanged 61 SP:Iteration 12Q (3870.466777 sec): 3 clusters Score: Raw -503602.798634 + Penalty 2705.803200 = -500896.995435 nChanged 59 SP:Iteration 13Q (3870.533771 sec): 3 clusters Score: Raw -503629.639873 + Penalty 2705.803200 = -500923.836673 nChanged 73 SP:Iteration 14Q (3870.582783 sec): 3 clusters Score: Raw -503661.339481 + Penalty 2705.803200 = -500955.536282 nChanged 76 SP:Iteration 15Q (3870.631273 sec): 3 clusters Score: Raw -503695.484225 + Penalty 2705.803200 = -500989.681025 nChanged 72 SP:Iteration 16Q (3870.685943 sec): 3 clusters Score: Raw -503731.873666 + Penalty 2705.803200 = -501026.070466 nChanged 60 SP:Iteration 17Q (3870.729118 sec): 3 clusters Score: Raw -503754.451553 + Penalty 2705.803200 = -501048.648353 nChanged 60 SP:Iteration 18Q (3870.782167 sec): 3 clusters Score: Raw -503780.032123 + Penalty 2705.803200 = -501074.228923 nChanged 63 SP:Iteration 19Q (3870.826020 sec): 3 clusters Score: Raw -503813.651952 + Penalty 2705.803200 = -501107.848752 nChanged 68 SP:Iteration 20F (3870.878841 sec): 3 clusters Score: Raw -503850.555566 + Penalty 2705.803200 = -501144.752366 nChanged 55 SP:Iteration 21Q (3870.925907 sec): 3 clusters Score: Raw -503877.058615 + Penalty 2705.803200 = -501171.255415 nChanged 61 SP:Iteration 22Q (3870.970757 sec): 3 clusters Score: Raw -503907.605856 + Penalty 2705.803200 = -501201.802656 nChanged 49 SP:Iteration 23Q (3871.029333 sec): 3 clusters Score: Raw -503934.474291 + Penalty 2705.803200 = -501228.671091 nChanged 41 SP:Iteration 24Q (3871.082898 sec): 3 clusters Score: Raw -503961.710266 + Penalty 2705.803200 = -501255.907066 nChanged 51 SP:Iteration 25Q (3871.128939 sec): 3 clusters Score: Raw -503991.823273 + Penalty 2705.803200 = -501286.020073 nChanged 50 SP:Iteration 26Q (3871.178695 sec): 3 clusters Score: Raw -504019.659817 + Penalty 2705.803200 = -501313.856617 nChanged 42 SP:Iteration 27Q (3871.230869 sec): 3 clusters Score: Raw -504040.979542 + Penalty 2705.803200 = -501335.176342 nChanged 41 SP:Iteration 28Q (3871.281817 sec): 3 clusters Score: Raw -504064.158255 + Penalty 2705.803200 = -501358.355055 nChanged 46 SP:Iteration 29Q (3871.326080 sec): 3 clusters Score: Raw -504095.526584 + Penalty 2705.803200 = -501389.723384 nChanged 46 SP:Iteration 30Q (3871.389625 sec): 3 clusters Score: Raw -504127.699442 + Penalty 2705.803200 = -501421.896243 nChanged 33 SP:Iteration 31Q (3871.424911 sec): 3 clusters Score: Raw -504146.580795 + Penalty 2705.803200 = -501440.777595 nChanged 26 SP:Iteration 32Q (3871.473931 sec): 3 clusters Score: Raw -504161.907368 + Penalty 2705.803200 = -501456.104168 nChanged 30 SP:Iteration 33Q (3871.520700 sec): 3 clusters Score: Raw -504178.228122 + Penalty 2705.803200 = -501472.424922 nChanged 23 SP:Iteration 34Q (3871.571577 sec): 3 clusters Score: Raw -504190.692664 + Penalty 2705.803200 = -501484.889464 nChanged 21 SP:Iteration 35Q (3871.631574 sec): 3 clusters Score: Raw -504202.408105 + Penalty 2705.803200 = -501496.604905 nChanged 21 SP:Iteration 36Q (3871.683453 sec): 3 clusters Score: Raw -504215.309388 + Penalty 2705.803200 = -501509.506188 nChanged 17 SP:Iteration 37Q (3871.724392 sec): 3 clusters Score: Raw -504222.069546 + Penalty 2705.803200 = -501516.266346 nChanged 11 SP:Iteration 38Q (3871.779122 sec): 3 clusters Score: Raw -504229.528227 + Penalty 2705.803200 = -501523.725027 nChanged 13 SP:Iteration 39Q (3871.833330 sec): 3 clusters Score: Raw -504238.161423 + Penalty 2705.803200 = -501532.358223 nChanged 12 SP:Iteration 40F (3871.888564 sec): 3 clusters Score: Raw -504243.861376 + Penalty 2705.803200 = -501538.058176 nChanged 11 SP:Iteration 41Q (3871.954397 sec): 3 clusters Score: Raw -504250.608465 + Penalty 2705.803200 = -501544.805265 nChanged 4 SP:Iteration 42Q (3871.995468 sec): 3 clusters Score: Raw -504252.866951 + Penalty 2705.803200 = -501547.063751 nChanged 5 SP:Iteration 43Q (3872.055911 sec): 3 clusters Score: Raw -504256.020931 + Penalty 2705.803200 = -501550.217731 nChanged 6 SP:Iteration 44Q (3872.105420 sec): 3 clusters Score: Raw -504258.344211 + Penalty 2705.803200 = -501552.541011 nChanged 7 SP:Iteration 45Q (3872.158684 sec): 3 clusters Score: Raw -504261.556077 + Penalty 2705.803200 = -501555.752877 nChanged 5 SP:Iteration 46Q (3872.207110 sec): 3 clusters Score: Raw -504264.616027 + Penalty 2705.803200 = -501558.812827 nChanged 3 SP:Iteration 47Q (3872.257497 sec): 3 clusters Score: Raw -504267.074790 + Penalty 2705.803200 = -501561.271590 nChanged 4 SP:Iteration 48Q (3872.311224 sec): 3 clusters Score: Raw -504269.054388 + Penalty 2705.803200 = -501563.251188 nChanged 0 SP:Iteration 49F (3872.357931 sec): 3 clusters Score: Raw -504269.054388 + Penalty 2705.803200 = -501563.251188 nChanged 0 Trying to split cluster 11 (4013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.390969 sec): 2 clusters Score: Raw -493837.449925 + Penalty 1348.310335 = -492489.139590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.432762 sec): 3 clusters Score: Raw -491840.198552 + Penalty 2696.620670 = -489143.577882 nChanged 1596 SP:Iteration 1F (3872.492814 sec): 3 clusters Score: Raw -492757.495739 + Penalty 2696.620670 = -490060.875069 nChanged 284 SP:Iteration 2F (3872.540254 sec): 3 clusters Score: Raw -492962.893731 + Penalty 2696.620670 = -490266.273060 nChanged 238 SP:Iteration 3F (3872.595131 sec): 3 clusters Score: Raw -493156.374877 + Penalty 2696.620670 = -490459.754206 nChanged 261 SP:Iteration 4F (3872.643231 sec): 3 clusters Score: Raw -493361.098585 + Penalty 2696.620670 = -490664.477915 nChanged 243 SP:Iteration 5F (3872.684453 sec): 3 clusters Score: Raw -493570.145912 + Penalty 2696.620670 = -490873.525242 nChanged 240 SP:Iteration 6F (3872.722635 sec): 3 clusters Score: Raw -493832.967004 + Penalty 2696.620670 = -491136.346334 nChanged 241 SP:Iteration 7F (3872.761395 sec): 3 clusters Score: Raw -494076.126845 + Penalty 2696.620670 = -491379.506174 nChanged 199 SP:Iteration 8Q (3872.803264 sec): 3 clusters Score: Raw -494273.202891 + Penalty 2696.620670 = -491576.582220 nChanged 168 SP:Iteration 9Q (3872.860308 sec): 3 clusters Score: Raw -494400.939321 + Penalty 2696.620670 = -491704.318651 nChanged 122 SP:Iteration 10Q (3872.899856 sec): 3 clusters Score: Raw -494474.508888 + Penalty 2696.620670 = -491777.888217 nChanged 84 SP:Iteration 11Q (3872.941096 sec): 3 clusters Score: Raw -494513.580585 + Penalty 2696.620670 = -491816.959914 nChanged 53 SP:Iteration 12Q (3872.984731 sec): 3 clusters Score: Raw -494532.821388 + Penalty 2696.620670 = -491836.200718 nChanged 37 SP:Iteration 13Q (3873.033280 sec): 3 clusters Score: Raw -494547.525911 + Penalty 2696.620670 = -491850.905241 nChanged 30 SP:Iteration 14Q (3873.080202 sec): 3 clusters Score: Raw -494557.030035 + Penalty 2696.620670 = -491860.409365 nChanged 17 SP:Iteration 15Q (3873.128926 sec): 3 clusters Score: Raw -494561.303051 + Penalty 2696.620670 = -491864.682381 nChanged 10 SP:Iteration 16Q (3873.176304 sec): 3 clusters Score: Raw -494564.645596 + Penalty 2696.620670 = -491868.024926 nChanged 10 SP:Iteration 17Q (3873.233196 sec): 3 clusters Score: Raw -494567.156792 + Penalty 2696.620670 = -491870.536121 nChanged 10 SP:Iteration 18Q (3873.275029 sec): 3 clusters Score: Raw -494569.558101 + Penalty 2696.620670 = -491872.937431 nChanged 8 SP:Iteration 19Q (3873.320804 sec): 3 clusters Score: Raw -494570.835206 + Penalty 2696.620670 = -491874.214536 nChanged 5 SP:Iteration 20F (3873.373455 sec): 3 clusters Score: Raw -494572.101624 + Penalty 2696.620670 = -491875.480954 nChanged 0 Trying to split cluster 12 (128724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3873.552243 sec): 2 clusters Score: Raw -15941557.211257 + Penalty 1911.881702 = -15939645.329555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3873.783486 sec): 3 clusters Score: Raw -15857113.516903 + Penalty 3823.763403 = -15853289.753499 nChanged 61666 SP:Iteration 1F (3874.030721 sec): 3 clusters Score: Raw -15894280.507480 + Penalty 3823.763403 = -15890456.744077 nChanged 4851 SP:Iteration 2Q (3874.286968 sec): 3 clusters Score: Raw -15895787.603766 + Penalty 3823.763403 = -15891963.840362 nChanged 5433 SP:Iteration 3Q (3874.542978 sec): 3 clusters Score: Raw -15897828.833786 + Penalty 3823.763403 = -15894005.070383 nChanged 6123 SP:Iteration 4Q (3874.808566 sec): 3 clusters Score: Raw -15900618.853485 + Penalty 3823.763403 = -15896795.090082 nChanged 7084 SP:Iteration 5F (3875.053309 sec): 3 clusters Score: Raw -15904298.025023 + Penalty 3823.763403 = -15900474.261619 nChanged 7699 SP:Iteration 6F (3875.310179 sec): 3 clusters Score: Raw -15908506.630081 + Penalty 3823.763403 = -15904682.866678 nChanged 7514 SP:Iteration 7F (3875.559854 sec): 3 clusters Score: Raw -15912596.712046 + Penalty 3823.763403 = -15908772.948643 nChanged 6764 SP:Iteration 8F (3875.815318 sec): 3 clusters Score: Raw -15916130.828081 + Penalty 3823.763403 = -15912307.064677 nChanged 5834 SP:Iteration 9Q (3876.087823 sec): 3 clusters Score: Raw -15919180.927331 + Penalty 3823.763403 = -15915357.163928 nChanged 5041 SP:Iteration 10Q (3876.351782 sec): 3 clusters Score: Raw -15922060.816205 + Penalty 3823.763403 = -15918237.052802 nChanged 4492 SP:Iteration 11Q (3876.621315 sec): 3 clusters Score: Raw -15924499.087708 + Penalty 3823.763403 = -15920675.324305 nChanged 3652 SP:Iteration 12Q (3876.881829 sec): 3 clusters Score: Raw -15926049.287354 + Penalty 3823.763403 = -15922225.523951 nChanged 2712 SP:Iteration 13Q (3877.142638 sec): 3 clusters Score: Raw -15926993.629097 + Penalty 3823.763403 = -15923169.865694 nChanged 2126 SP:Iteration 14Q (3877.400878 sec): 3 clusters Score: Raw -15927622.325341 + Penalty 3823.763403 = -15923798.561937 nChanged 1910 SP:Iteration 15Q (3877.651784 sec): 3 clusters Score: Raw -15928156.770283 + Penalty 3823.763403 = -15924333.006879 nChanged 1835 SP:Iteration 16Q (3877.885594 sec): 3 clusters Score: Raw -15928668.806746 + Penalty 3823.763403 = -15924845.043342 nChanged 1910 SP:Iteration 17Q (3878.115862 sec): 3 clusters Score: Raw -15929225.100572 + Penalty 3823.763403 = -15925401.337169 nChanged 1987 SP:Iteration 18Q (3878.350880 sec): 3 clusters Score: Raw -15929829.770520 + Penalty 3823.763403 = -15926006.007117 nChanged 2012 SP:Iteration 19Q (3878.595786 sec): 3 clusters Score: Raw -15930466.827601 + Penalty 3823.763403 = -15926643.064198 nChanged 2060 SP:Iteration 20F (3878.859455 sec): 3 clusters Score: Raw -15931123.587322 + Penalty 3823.763403 = -15927299.823919 nChanged 2076 SP:Iteration 21Q (3879.092083 sec): 3 clusters Score: Raw -15931806.382572 + Penalty 3823.763403 = -15927982.619168 nChanged 2054 SP:Iteration 22Q (3879.342104 sec): 3 clusters Score: Raw -15932500.436872 + Penalty 3823.763403 = -15928676.673469 nChanged 2041 SP:Iteration 23Q (3879.588368 sec): 3 clusters Score: Raw -15933223.265942 + Penalty 3823.763403 = -15929399.502539 nChanged 2018 SP:Iteration 24Q (3879.834145 sec): 3 clusters Score: Raw -15933949.928519 + Penalty 3823.763403 = -15930126.165116 nChanged 1949 SP:Iteration 25Q (3880.075545 sec): 3 clusters Score: Raw -15934657.800450 + Penalty 3823.763403 = -15930834.037047 nChanged 1862 SP:Iteration 26Q (3880.305347 sec): 3 clusters Score: Raw -15935348.889684 + Penalty 3823.763403 = -15931525.126280 nChanged 1820 SP:Iteration 27Q (3880.534844 sec): 3 clusters Score: Raw -15936057.069482 + Penalty 3823.763403 = -15932233.306079 nChanged 1726 SP:Iteration 28Q (3880.775056 sec): 3 clusters Score: Raw -15936753.850640 + Penalty 3823.763403 = -15932930.087237 nChanged 1634 SP:Iteration 29Q (3881.001431 sec): 3 clusters Score: Raw -15937423.982356 + Penalty 3823.763403 = -15933600.218953 nChanged 1529 SP:Iteration 30Q (3881.238876 sec): 3 clusters Score: Raw -15938059.888750 + Penalty 3823.763403 = -15934236.125347 nChanged 1399 SP:Iteration 31Q (3881.459764 sec): 3 clusters Score: Raw -15938632.576458 + Penalty 3823.763403 = -15934808.813055 nChanged 1223 SP:Iteration 32Q (3881.671293 sec): 3 clusters Score: Raw -15939132.185752 + Penalty 3823.763403 = -15935308.422349 nChanged 1118 SP:Iteration 33Q (3881.891748 sec): 3 clusters Score: Raw -15939589.242817 + Penalty 3823.763403 = -15935765.479414 nChanged 951 SP:Iteration 34Q (3882.092528 sec): 3 clusters Score: Raw -15939981.133914 + Penalty 3823.763403 = -15936157.370511 nChanged 858 SP:Iteration 35Q (3882.287834 sec): 3 clusters Score: Raw -15940345.216629 + Penalty 3823.763403 = -15936521.453225 nChanged 779 SP:Iteration 36Q (3882.511350 sec): 3 clusters Score: Raw -15940669.700310 + Penalty 3823.763403 = -15936845.936906 nChanged 633 SP:Iteration 37Q (3882.732144 sec): 3 clusters Score: Raw -15940924.658590 + Penalty 3823.763403 = -15937100.895186 nChanged 531 SP:Iteration 38Q (3882.951667 sec): 3 clusters Score: Raw -15941128.388754 + Penalty 3823.763403 = -15937304.625351 nChanged 434 SP:Iteration 39Q (3883.167940 sec): 3 clusters Score: Raw -15941298.674452 + Penalty 3823.763403 = -15937474.911048 nChanged 373 SP:Iteration 40F (3883.421047 sec): 3 clusters Score: Raw -15941452.270149 + Penalty 3823.763403 = -15937628.506746 nChanged 274 SP:Iteration 41Q (3883.643931 sec): 3 clusters Score: Raw -15941553.655264 + Penalty 3823.763403 = -15937729.891860 nChanged 211 SP:Iteration 42Q (3883.856308 sec): 3 clusters Score: Raw -15941628.920712 + Penalty 3823.763403 = -15937805.157309 nChanged 189 SP:Iteration 43Q (3884.081362 sec): 3 clusters Score: Raw -15941692.477760 + Penalty 3823.763403 = -15937868.714356 nChanged 157 SP:Iteration 44Q (3884.296038 sec): 3 clusters Score: Raw -15941739.854876 + Penalty 3823.763403 = -15937916.091472 nChanged 115 SP:Iteration 45Q (3884.507056 sec): 3 clusters Score: Raw -15941775.583442 + Penalty 3823.763403 = -15937951.820038 nChanged 90 SP:Iteration 46Q (3884.710987 sec): 3 clusters Score: Raw -15941801.816796 + Penalty 3823.763403 = -15937978.053393 nChanged 76 SP:Iteration 47Q (3884.917583 sec): 3 clusters Score: Raw -15941824.686965 + Penalty 3823.763403 = -15938000.923561 nChanged 68 SP:Iteration 48Q (3885.132169 sec): 3 clusters Score: Raw -15941842.208602 + Penalty 3823.763403 = -15938018.445199 nChanged 60 SP:Iteration 49Q (3885.338342 sec): 3 clusters Score: Raw -15941858.254619 + Penalty 3823.763403 = -15938034.491215 nChanged 52 SP:Iteration 50Q (3885.533849 sec): 3 clusters Score: Raw -15941870.939944 + Penalty 3823.763403 = -15938047.176541 nChanged 48 SP:Iteration 51Q (3885.747347 sec): 3 clusters Score: Raw -15941883.674873 + Penalty 3823.763403 = -15938059.911470 nChanged 47 SP:Iteration 52Q (3885.944149 sec): 3 clusters Score: Raw -15941894.420976 + Penalty 3823.763403 = -15938070.657573 nChanged 30 SP:Iteration 53Q (3886.145619 sec): 3 clusters Score: Raw -15941903.305978 + Penalty 3823.763403 = -15938079.542575 nChanged 28 SP:Iteration 54Q (3886.365253 sec): 3 clusters Score: Raw -15941912.665809 + Penalty 3823.763403 = -15938088.902406 nChanged 33 SP:Iteration 55Q (3886.582796 sec): 3 clusters Score: Raw -15941922.601057 + Penalty 3823.763403 = -15938098.837654 nChanged 26 SP:Iteration 56Q (3886.804654 sec): 3 clusters Score: Raw -15941930.997181 + Penalty 3823.763403 = -15938107.233777 nChanged 27 SP:Iteration 57Q (3887.016420 sec): 3 clusters Score: Raw -15941937.188528 + Penalty 3823.763403 = -15938113.425125 nChanged 19 SP:Iteration 58Q (3887.229437 sec): 3 clusters Score: Raw -15941941.128211 + Penalty 3823.763403 = -15938117.364808 nChanged 15 SP:Iteration 59Q (3887.438074 sec): 3 clusters Score: Raw -15941944.450744 + Penalty 3823.763403 = -15938120.687341 nChanged 10 SP:Iteration 60F (3887.684646 sec): 3 clusters Score: Raw -15941946.493072 + Penalty 3823.763403 = -15938122.729669 nChanged 6 SP:Iteration 61Q (3887.910134 sec): 3 clusters Score: Raw -15941947.822020 + Penalty 3823.763403 = -15938124.058617 nChanged 7 SP:Iteration 62Q (3888.125776 sec): 3 clusters Score: Raw -15941949.749919 + Penalty 3823.763403 = -15938125.986516 nChanged 11 SP:Iteration 63Q (3888.338229 sec): 3 clusters Score: Raw -15941953.599750 + Penalty 3823.763403 = -15938129.836346 nChanged 15 SP:Iteration 64Q (3888.549017 sec): 3 clusters Score: Raw -15941958.186513 + Penalty 3823.763403 = -15938134.423110 nChanged 17 SP:Iteration 65Q (3888.759702 sec): 3 clusters Score: Raw -15941962.293585 + Penalty 3823.763403 = -15938138.530182 nChanged 10 SP:Iteration 66Q (3888.968979 sec): 3 clusters Score: Raw -15941964.442769 + Penalty 3823.763403 = -15938140.679365 nChanged 8 SP:Iteration 67Q (3889.178200 sec): 3 clusters Score: Raw -15941967.075414 + Penalty 3823.763403 = -15938143.312011 nChanged 9 SP:Iteration 68Q (3889.394450 sec): 3 clusters Score: Raw -15941969.162221 + Penalty 3823.763403 = -15938145.398818 nChanged 7 SP:Iteration 69Q (3889.612349 sec): 3 clusters Score: Raw -15941970.262557 + Penalty 3823.763403 = -15938146.499154 nChanged 6 SP:Iteration 70Q (3889.824364 sec): 3 clusters Score: Raw -15941971.816208 + Penalty 3823.763403 = -15938148.052805 nChanged 8 SP:Iteration 71Q (3890.025532 sec): 3 clusters Score: Raw -15941973.728156 + Penalty 3823.763403 = -15938149.964752 nChanged 9 SP:Iteration 72Q (3890.222601 sec): 3 clusters Score: Raw -15941976.377601 + Penalty 3823.763403 = -15938152.614198 nChanged 11 SP:Iteration 73Q (3890.426148 sec): 3 clusters Score: Raw -15941979.094474 + Penalty 3823.763403 = -15938155.331071 nChanged 10 SP:Iteration 74Q (3890.616649 sec): 3 clusters Score: Raw -15941982.154115 + Penalty 3823.763403 = -15938158.390712 nChanged 9 SP:Iteration 75Q (3890.815063 sec): 3 clusters Score: Raw -15941983.629073 + Penalty 3823.763403 = -15938159.865669 nChanged 3 SP:Iteration 76Q (3891.029402 sec): 3 clusters Score: Raw -15941984.217914 + Penalty 3823.763403 = -15938160.454510 nChanged 5 SP:Iteration 77Q (3891.239679 sec): 3 clusters Score: Raw -15941985.737162 + Penalty 3823.763403 = -15938161.973759 nChanged 6 SP:Iteration 78Q (3891.447664 sec): 3 clusters Score: Raw -15941987.075054 + Penalty 3823.763403 = -15938163.311650 nChanged 8 SP:Iteration 79Q (3891.654524 sec): 3 clusters Score: Raw -15941988.753610 + Penalty 3823.763403 = -15938164.990206 nChanged 3 SP:Iteration 80F (3891.911172 sec): 3 clusters Score: Raw -15941989.475321 + Penalty 3823.763403 = -15938165.711918 nChanged 2 SP:Iteration 81Q (3892.129784 sec): 3 clusters Score: Raw -15941989.662006 + Penalty 3823.763403 = -15938165.898603 nChanged 1 SP:Iteration 82Q (3892.346764 sec): 3 clusters Score: Raw -15941989.813546 + Penalty 3823.763403 = -15938166.050142 nChanged 0 SP:Iteration 83F (3892.601975 sec): 3 clusters Score: Raw -15941989.813546 + Penalty 3823.763403 = -15938166.050142 nChanged 0 Trying to split cluster 13 (15047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3892.655869 sec): 2 clusters Score: Raw -1939479.871818 + Penalty 1563.076761 = -1937916.795057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3892.726991 sec): 3 clusters Score: Raw -1930523.802114 + Penalty 3126.153522 = -1927397.648592 nChanged 6690 SP:Iteration 1F (3892.795011 sec): 3 clusters Score: Raw -1934175.335482 + Penalty 3126.153522 = -1931049.181960 nChanged 785 SP:Iteration 2F (3892.853741 sec): 3 clusters Score: Raw -1934435.345860 + Penalty 3126.153522 = -1931309.192338 nChanged 654 SP:Iteration 3Q (3892.927339 sec): 3 clusters Score: Raw -1934640.482019 + Penalty 3126.153522 = -1931514.328497 nChanged 551 SP:Iteration 4Q (3893.001303 sec): 3 clusters Score: Raw -1934805.498203 + Penalty 3126.153522 = -1931679.344680 nChanged 512 SP:Iteration 5Q (3893.073654 sec): 3 clusters Score: Raw -1934972.137192 + Penalty 3126.153522 = -1931845.983670 nChanged 519 SP:Iteration 6Q (3893.141370 sec): 3 clusters Score: Raw -1935125.281772 + Penalty 3126.153522 = -1931999.128250 nChanged 448 SP:Iteration 7Q (3893.206461 sec): 3 clusters Score: Raw -1935255.153877 + Penalty 3126.153522 = -1932129.000355 nChanged 429 SP:Iteration 8Q (3893.289317 sec): 3 clusters Score: Raw -1935394.595905 + Penalty 3126.153522 = -1932268.442383 nChanged 435 SP:Iteration 9Q (3893.351483 sec): 3 clusters Score: Raw -1935557.290256 + Penalty 3126.153522 = -1932431.136733 nChanged 458 SP:Iteration 10Q (3893.434172 sec): 3 clusters Score: Raw -1935744.903044 + Penalty 3126.153522 = -1932618.749521 nChanged 501 SP:Iteration 11Q (3893.504123 sec): 3 clusters Score: Raw -1935986.325559 + Penalty 3126.153522 = -1932860.172037 nChanged 584 SP:Iteration 12Q (3893.560284 sec): 3 clusters Score: Raw -1936349.469789 + Penalty 3126.153522 = -1933223.316266 nChanged 688 SP:Iteration 13Q (3893.631075 sec): 3 clusters Score: Raw -1936801.258864 + Penalty 3126.153522 = -1933675.105341 nChanged 698 SP:Iteration 14Q (3893.705036 sec): 3 clusters Score: Raw -1937234.068230 + Penalty 3126.153522 = -1934107.914708 nChanged 633 SP:Iteration 15Q (3893.777689 sec): 3 clusters Score: Raw -1937562.386959 + Penalty 3126.153522 = -1934436.233436 nChanged 507 SP:Iteration 16Q (3893.847342 sec): 3 clusters Score: Raw -1937807.570396 + Penalty 3126.153522 = -1934681.416873 nChanged 391 SP:Iteration 17Q (3893.908804 sec): 3 clusters Score: Raw -1937978.943312 + Penalty 3126.153522 = -1934852.789790 nChanged 299 SP:Iteration 18Q (3893.989377 sec): 3 clusters Score: Raw -1938100.898332 + Penalty 3126.153522 = -1934974.744810 nChanged 269 SP:Iteration 19Q (3894.060541 sec): 3 clusters Score: Raw -1938215.142024 + Penalty 3126.153522 = -1935088.988501 nChanged 250 SP:Iteration 20F (3894.133994 sec): 3 clusters Score: Raw -1938316.900752 + Penalty 3126.153522 = -1935190.747230 nChanged 247 SP:Iteration 21Q (3894.197693 sec): 3 clusters Score: Raw -1938430.399350 + Penalty 3126.153522 = -1935304.245828 nChanged 245 SP:Iteration 22Q (3894.273983 sec): 3 clusters Score: Raw -1938550.045770 + Penalty 3126.153522 = -1935423.892248 nChanged 233 SP:Iteration 23Q (3894.337720 sec): 3 clusters Score: Raw -1938646.510266 + Penalty 3126.153522 = -1935520.356744 nChanged 214 SP:Iteration 24Q (3894.400760 sec): 3 clusters Score: Raw -1938734.530312 + Penalty 3126.153522 = -1935608.376790 nChanged 204 SP:Iteration 25Q (3894.466755 sec): 3 clusters Score: Raw -1938814.823314 + Penalty 3126.153522 = -1935688.669792 nChanged 180 SP:Iteration 26Q (3894.533614 sec): 3 clusters Score: Raw -1938885.924876 + Penalty 3126.153522 = -1935759.771354 nChanged 166 SP:Iteration 27Q (3894.606029 sec): 3 clusters Score: Raw -1938944.165963 + Penalty 3126.153522 = -1935818.012440 nChanged 148 SP:Iteration 28Q (3894.669478 sec): 3 clusters Score: Raw -1938993.260286 + Penalty 3126.153522 = -1935867.106764 nChanged 118 SP:Iteration 29Q (3894.737892 sec): 3 clusters Score: Raw -1939023.696111 + Penalty 3126.153522 = -1935897.542589 nChanged 109 SP:Iteration 30Q (3894.797688 sec): 3 clusters Score: Raw -1939049.864842 + Penalty 3126.153522 = -1935923.711320 nChanged 93 SP:Iteration 31Q (3894.851785 sec): 3 clusters Score: Raw -1939070.482946 + Penalty 3126.153522 = -1935944.329423 nChanged 77 SP:Iteration 32Q (3894.918178 sec): 3 clusters Score: Raw -1939087.148690 + Penalty 3126.153522 = -1935960.995168 nChanged 55 SP:Iteration 33Q (3894.978998 sec): 3 clusters Score: Raw -1939098.747959 + Penalty 3126.153522 = -1935972.594437 nChanged 58 SP:Iteration 34Q (3895.044417 sec): 3 clusters Score: Raw -1939111.262378 + Penalty 3126.153522 = -1935985.108856 nChanged 62 SP:Iteration 35Q (3895.118498 sec): 3 clusters Score: Raw -1939125.673763 + Penalty 3126.153522 = -1935999.520241 nChanged 58 SP:Iteration 36Q (3895.180189 sec): 3 clusters Score: Raw -1939136.573903 + Penalty 3126.153522 = -1936010.420380 nChanged 63 SP:Iteration 37Q (3895.248086 sec): 3 clusters Score: Raw -1939148.656447 + Penalty 3126.153522 = -1936022.502924 nChanged 63 SP:Iteration 38Q (3895.315038 sec): 3 clusters Score: Raw -1939162.621721 + Penalty 3126.153522 = -1936036.468198 nChanged 72 SP:Iteration 39Q (3895.374496 sec): 3 clusters Score: Raw -1939179.473246 + Penalty 3126.153522 = -1936053.319724 nChanged 75 SP:Iteration 40F (3895.444628 sec): 3 clusters Score: Raw -1939196.047309 + Penalty 3126.153522 = -1936069.893787 nChanged 55 SP:Iteration 41Q (3895.512879 sec): 3 clusters Score: Raw -1939206.266585 + Penalty 3126.153522 = -1936080.113062 nChanged 31 SP:Iteration 42Q (3895.586580 sec): 3 clusters Score: Raw -1939209.860303 + Penalty 3126.153522 = -1936083.706781 nChanged 29 SP:Iteration 43Q (3895.640758 sec): 3 clusters Score: Raw -1939212.902637 + Penalty 3126.153522 = -1936086.749115 nChanged 22 SP:Iteration 44Q (3895.704088 sec): 3 clusters Score: Raw -1939215.784365 + Penalty 3126.153522 = -1936089.630843 nChanged 24 SP:Iteration 45Q (3895.783202 sec): 3 clusters Score: Raw -1939219.085542 + Penalty 3126.153522 = -1936092.932020 nChanged 26 SP:Iteration 46Q (3895.841637 sec): 3 clusters Score: Raw -1939222.417428 + Penalty 3126.153522 = -1936096.263905 nChanged 24 SP:Iteration 47Q (3895.914108 sec): 3 clusters Score: Raw -1939225.671078 + Penalty 3126.153522 = -1936099.517555 nChanged 22 SP:Iteration 48Q (3895.980069 sec): 3 clusters Score: Raw -1939228.715749 + Penalty 3126.153522 = -1936102.562227 nChanged 26 SP:Iteration 49Q (3896.037637 sec): 3 clusters Score: Raw -1939231.973738 + Penalty 3126.153522 = -1936105.820216 nChanged 25 SP:Iteration 50Q (3896.115938 sec): 3 clusters Score: Raw -1939235.807034 + Penalty 3126.153522 = -1936109.653511 nChanged 26 SP:Iteration 51Q (3896.185085 sec): 3 clusters Score: Raw -1939239.209476 + Penalty 3126.153522 = -1936113.055953 nChanged 22 SP:Iteration 52Q (3896.257810 sec): 3 clusters Score: Raw -1939241.789866 + Penalty 3126.153522 = -1936115.636343 nChanged 16 SP:Iteration 53Q (3896.321805 sec): 3 clusters Score: Raw -1939243.740806 + Penalty 3126.153522 = -1936117.587284 nChanged 18 SP:Iteration 54Q (3896.393453 sec): 3 clusters Score: Raw -1939245.772229 + Penalty 3126.153522 = -1936119.618707 nChanged 15 SP:Iteration 55Q (3896.454531 sec): 3 clusters Score: Raw -1939247.842973 + Penalty 3126.153522 = -1936121.689450 nChanged 15 SP:Iteration 56Q (3896.528311 sec): 3 clusters Score: Raw -1939249.399921 + Penalty 3126.153522 = -1936123.246399 nChanged 13 SP:Iteration 57Q (3896.588501 sec): 3 clusters Score: Raw -1939251.002935 + Penalty 3126.153522 = -1936124.849412 nChanged 19 SP:Iteration 58Q (3896.666607 sec): 3 clusters Score: Raw -1939253.905082 + Penalty 3126.153522 = -1936127.751560 nChanged 16 SP:Iteration 59Q (3896.732390 sec): 3 clusters Score: Raw -1939256.805788 + Penalty 3126.153522 = -1936130.652266 nChanged 20 SP:Iteration 60F (3896.800984 sec): 3 clusters Score: Raw -1939260.441481 + Penalty 3126.153522 = -1936134.287959 nChanged 23 SP:Iteration 61Q (3896.867437 sec): 3 clusters Score: Raw -1939264.014607 + Penalty 3126.153522 = -1936137.861085 nChanged 23 SP:Iteration 62Q (3896.932614 sec): 3 clusters Score: Raw -1939267.912295 + Penalty 3126.153522 = -1936141.758773 nChanged 26 SP:Iteration 63Q (3897.001573 sec): 3 clusters Score: Raw -1939271.734673 + Penalty 3126.153522 = -1936145.581151 nChanged 18 SP:Iteration 64Q (3897.077103 sec): 3 clusters Score: Raw -1939273.898843 + Penalty 3126.153522 = -1936147.745321 nChanged 18 SP:Iteration 65Q (3897.138004 sec): 3 clusters Score: Raw -1939275.702844 + Penalty 3126.153522 = -1936149.549322 nChanged 10 SP:Iteration 66Q (3897.213038 sec): 3 clusters Score: Raw -1939276.726301 + Penalty 3126.153522 = -1936150.572779 nChanged 10 SP:Iteration 67Q (3897.274558 sec): 3 clusters Score: Raw -1939277.789285 + Penalty 3126.153522 = -1936151.635763 nChanged 9 SP:Iteration 68Q (3897.342902 sec): 3 clusters Score: Raw -1939278.696353 + Penalty 3126.153522 = -1936152.542831 nChanged 5 SP:Iteration 69Q (3897.400668 sec): 3 clusters Score: Raw -1939279.076766 + Penalty 3126.153522 = -1936152.923244 nChanged 4 SP:Iteration 70Q (3897.462974 sec): 3 clusters Score: Raw -1939279.489579 + Penalty 3126.153522 = -1936153.336056 nChanged 4 SP:Iteration 71Q (3897.533124 sec): 3 clusters Score: Raw -1939279.865900 + Penalty 3126.153522 = -1936153.712378 nChanged 3 SP:Iteration 72Q (3897.608688 sec): 3 clusters Score: Raw -1939280.098521 + Penalty 3126.153522 = -1936153.944998 nChanged 2 SP:Iteration 73Q (3897.676856 sec): 3 clusters Score: Raw -1939280.382511 + Penalty 3126.153522 = -1936154.228989 nChanged 2 SP:Iteration 74Q (3897.747690 sec): 3 clusters Score: Raw -1939280.549222 + Penalty 3126.153522 = -1936154.395700 nChanged 1 SP:Iteration 75Q (3897.808136 sec): 3 clusters Score: Raw -1939280.755029 + Penalty 3126.153522 = -1936154.601506 nChanged 4 SP:Iteration 76Q (3897.864227 sec): 3 clusters Score: Raw -1939281.399348 + Penalty 3126.153522 = -1936155.245826 nChanged 7 SP:Iteration 77Q (3897.934444 sec): 3 clusters Score: Raw -1939282.082843 + Penalty 3126.153522 = -1936155.929321 nChanged 7 SP:Iteration 78Q (3898.007156 sec): 3 clusters Score: Raw -1939282.685674 + Penalty 3126.153522 = -1936156.532151 nChanged 8 SP:Iteration 79Q (3898.072339 sec): 3 clusters Score: Raw -1939283.762108 + Penalty 3126.153522 = -1936157.608586 nChanged 10 SP:Iteration 80F (3898.148143 sec): 3 clusters Score: Raw -1939285.075203 + Penalty 3126.153522 = -1936158.921681 nChanged 18 SP:Iteration 81Q (3898.217318 sec): 3 clusters Score: Raw -1939287.723080 + Penalty 3126.153522 = -1936161.569558 nChanged 20 SP:Iteration 82Q (3898.275955 sec): 3 clusters Score: Raw -1939290.552455 + Penalty 3126.153522 = -1936164.398932 nChanged 12 SP:Iteration 83Q (3898.348084 sec): 3 clusters Score: Raw -1939291.807320 + Penalty 3126.153522 = -1936165.653798 nChanged 14 SP:Iteration 84Q (3898.416460 sec): 3 clusters Score: Raw -1939293.198059 + Penalty 3126.153522 = -1936167.044537 nChanged 8 SP:Iteration 85Q (3898.472024 sec): 3 clusters Score: Raw -1939293.839850 + Penalty 3126.153522 = -1936167.686328 nChanged 9 SP:Iteration 86Q (3898.537291 sec): 3 clusters Score: Raw -1939294.753248 + Penalty 3126.153522 = -1936168.599726 nChanged 7 SP:Iteration 87Q (3898.600732 sec): 3 clusters Score: Raw -1939295.520016 + Penalty 3126.153522 = -1936169.366493 nChanged 5 SP:Iteration 88Q (3898.661791 sec): 3 clusters Score: Raw -1939295.858008 + Penalty 3126.153522 = -1936169.704486 nChanged 2 SP:Iteration 89Q (3898.727714 sec): 3 clusters Score: Raw -1939296.091663 + Penalty 3126.153522 = -1936169.938140 nChanged 6 SP:Iteration 90Q (3898.803864 sec): 3 clusters Score: Raw -1939296.977037 + Penalty 3126.153522 = -1936170.823515 nChanged 10 SP:Iteration 91Q (3898.863612 sec): 3 clusters Score: Raw -1939298.244898 + Penalty 3126.153522 = -1936172.091375 nChanged 11 SP:Iteration 92Q (3898.929897 sec): 3 clusters Score: Raw -1939299.668118 + Penalty 3126.153522 = -1936173.514596 nChanged 11 SP:Iteration 93Q (3899.006095 sec): 3 clusters Score: Raw -1939300.994632 + Penalty 3126.153522 = -1936174.841110 nChanged 6 SP:Iteration 94Q (3899.075162 sec): 3 clusters Score: Raw -1939301.612973 + Penalty 3126.153522 = -1936175.459450 nChanged 5 SP:Iteration 95Q (3899.134171 sec): 3 clusters Score: Raw -1939302.119576 + Penalty 3126.153522 = -1936175.966054 nChanged 8 SP:Iteration 96Q (3899.212821 sec): 3 clusters Score: Raw -1939302.953641 + Penalty 3126.153522 = -1936176.800119 nChanged 6 SP:Iteration 97Q (3899.257859 sec): 3 clusters Score: Raw -1939303.586666 + Penalty 3126.153522 = -1936177.433144 nChanged 2 SP:Iteration 98Q (3899.336592 sec): 3 clusters Score: Raw -1939303.757034 + Penalty 3126.153522 = -1936177.603511 nChanged 3 SP:Iteration 99Q (3899.405502 sec): 3 clusters Score: Raw -1939304.018082 + Penalty 3126.153522 = -1936177.864560 nChanged 0 SP:Iteration 100F (3899.477237 sec): 3 clusters Score: Raw -1939304.018082 + Penalty 3126.153522 = -1936177.864560 nChanged 0 Trying to split cluster 14 (47395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3899.577764 sec): 2 clusters Score: Raw -5979059.850923 + Penalty 1749.519203 = -5977310.331721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3899.720084 sec): 3 clusters Score: Raw -5949186.950689 + Penalty 3499.038405 = -5945687.912284 nChanged 22128 SP:Iteration 1F (3899.841752 sec): 3 clusters Score: Raw -5961717.435460 + Penalty 3499.038405 = -5958218.397054 nChanged 2187 SP:Iteration 2Q (3899.956942 sec): 3 clusters Score: Raw -5962458.680826 + Penalty 3499.038405 = -5958959.642420 nChanged 2282 SP:Iteration 3Q (3900.085071 sec): 3 clusters Score: Raw -5963338.526505 + Penalty 3499.038405 = -5959839.488099 nChanged 2553 SP:Iteration 4F (3900.196575 sec): 3 clusters Score: Raw -5964469.305002 + Penalty 3499.038405 = -5960970.266597 nChanged 2790 SP:Iteration 5F (3900.319579 sec): 3 clusters Score: Raw -5965878.893525 + Penalty 3499.038405 = -5962379.855120 nChanged 2889 SP:Iteration 6F (3900.424678 sec): 3 clusters Score: Raw -5967412.161784 + Penalty 3499.038405 = -5963913.123379 nChanged 2819 SP:Iteration 7F (3900.540534 sec): 3 clusters Score: Raw -5969071.853538 + Penalty 3499.038405 = -5965572.815133 nChanged 2646 SP:Iteration 8F (3900.656828 sec): 3 clusters Score: Raw -5970718.673447 + Penalty 3499.038405 = -5967219.635041 nChanged 2373 SP:Iteration 9F (3900.775458 sec): 3 clusters Score: Raw -5972432.735691 + Penalty 3499.038405 = -5968933.697285 nChanged 2262 SP:Iteration 10Q (3900.897082 sec): 3 clusters Score: Raw -5974252.126305 + Penalty 3499.038405 = -5970753.087899 nChanged 1847 SP:Iteration 11Q (3901.016354 sec): 3 clusters Score: Raw -5975867.573889 + Penalty 3499.038405 = -5972368.535484 nChanged 1407 SP:Iteration 12Q (3901.128034 sec): 3 clusters Score: Raw -5977082.246678 + Penalty 3499.038405 = -5973583.208272 nChanged 932 SP:Iteration 13Q (3901.238519 sec): 3 clusters Score: Raw -5977835.236092 + Penalty 3499.038405 = -5974336.197686 nChanged 613 SP:Iteration 14Q (3901.347348 sec): 3 clusters Score: Raw -5978310.135473 + Penalty 3499.038405 = -5974811.097067 nChanged 405 SP:Iteration 15Q (3901.455061 sec): 3 clusters Score: Raw -5978608.229597 + Penalty 3499.038405 = -5975109.191191 nChanged 266 SP:Iteration 16Q (3901.574755 sec): 3 clusters Score: Raw -5978786.337139 + Penalty 3499.038405 = -5975287.298734 nChanged 199 SP:Iteration 17Q (3901.677862 sec): 3 clusters Score: Raw -5978913.436445 + Penalty 3499.038405 = -5975414.398040 nChanged 148 SP:Iteration 18Q (3901.792031 sec): 3 clusters Score: Raw -5978998.365917 + Penalty 3499.038405 = -5975499.327512 nChanged 108 SP:Iteration 19Q (3901.892399 sec): 3 clusters Score: Raw -5979055.821439 + Penalty 3499.038405 = -5975556.783034 nChanged 81 SP:Iteration 20F (3902.017293 sec): 3 clusters Score: Raw -5979101.145634 + Penalty 3499.038405 = -5975602.107228 nChanged 68 SP:Iteration 21Q (3902.125626 sec): 3 clusters Score: Raw -5979137.708330 + Penalty 3499.038405 = -5975638.669925 nChanged 55 SP:Iteration 22Q (3902.239975 sec): 3 clusters Score: Raw -5979168.235149 + Penalty 3499.038405 = -5975669.196743 nChanged 43 SP:Iteration 23Q (3902.350998 sec): 3 clusters Score: Raw -5979192.780673 + Penalty 3499.038405 = -5975693.742267 nChanged 35 SP:Iteration 24Q (3902.457411 sec): 3 clusters Score: Raw -5979209.016049 + Penalty 3499.038405 = -5975709.977644 nChanged 26 SP:Iteration 25Q (3902.557434 sec): 3 clusters Score: Raw -5979225.611607 + Penalty 3499.038405 = -5975726.573202 nChanged 21 SP:Iteration 26Q (3902.649431 sec): 3 clusters Score: Raw -5979236.654899 + Penalty 3499.038405 = -5975737.616494 nChanged 17 SP:Iteration 27Q (3902.743595 sec): 3 clusters Score: Raw -5979246.094973 + Penalty 3499.038405 = -5975747.056567 nChanged 11 SP:Iteration 28Q (3902.852328 sec): 3 clusters Score: Raw -5979251.644341 + Penalty 3499.038405 = -5975752.605936 nChanged 6 SP:Iteration 29Q (3902.956632 sec): 3 clusters Score: Raw -5979255.303693 + Penalty 3499.038405 = -5975756.265288 nChanged 8 SP:Iteration 30Q (3903.070359 sec): 3 clusters Score: Raw -5979259.175494 + Penalty 3499.038405 = -5975760.137089 nChanged 6 SP:Iteration 31Q (3903.179233 sec): 3 clusters Score: Raw -5979262.784807 + Penalty 3499.038405 = -5975763.746401 nChanged 8 SP:Iteration 32Q (3903.292298 sec): 3 clusters Score: Raw -5979266.697542 + Penalty 3499.038405 = -5975767.659136 nChanged 6 SP:Iteration 33Q (3903.398832 sec): 3 clusters Score: Raw -5979269.660062 + Penalty 3499.038405 = -5975770.621657 nChanged 8 SP:Iteration 34Q (3903.503192 sec): 3 clusters Score: Raw -5979273.117701 + Penalty 3499.038405 = -5975774.079296 nChanged 6 SP:Iteration 35Q (3903.611623 sec): 3 clusters Score: Raw -5979275.817452 + Penalty 3499.038405 = -5975776.779047 nChanged 1 SP:Iteration 36Q (3903.720034 sec): 3 clusters Score: Raw -5979276.677173 + Penalty 3499.038405 = -5975777.638768 nChanged 1 SP:Iteration 37Q (3903.828323 sec): 3 clusters Score: Raw -5979276.875104 + Penalty 3499.038405 = -5975777.836698 nChanged 1 SP:Iteration 38Q (3903.935287 sec): 3 clusters Score: Raw -5979277.382313 + Penalty 3499.038405 = -5975778.343907 nChanged 0 SP:Iteration 39F (3904.060515 sec): 3 clusters Score: Raw -5979277.382313 + Penalty 3499.038405 = -5975778.343907 nChanged 0 Trying to split cluster 15 (8213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3904.099135 sec): 2 clusters Score: Raw -993236.284134 + Penalty 1464.689451 = -991771.594683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3904.158970 sec): 3 clusters Score: Raw -988730.607592 + Penalty 2929.378902 = -985801.228690 nChanged 3508 SP:Iteration 1F (3904.220541 sec): 3 clusters Score: Raw -990910.429576 + Penalty 2929.378902 = -987981.050674 nChanged 657 SP:Iteration 2F (3904.273868 sec): 3 clusters Score: Raw -991390.932379 + Penalty 2929.378902 = -988461.553477 nChanged 616 SP:Iteration 3F (3904.319242 sec): 3 clusters Score: Raw -991829.352997 + Penalty 2929.378902 = -988899.974095 nChanged 529 SP:Iteration 4F (3904.353267 sec): 3 clusters Score: Raw -992179.715836 + Penalty 2929.378902 = -989250.336935 nChanged 422 SP:Iteration 5F (3904.421161 sec): 3 clusters Score: Raw -992453.545844 + Penalty 2929.378902 = -989524.166942 nChanged 361 SP:Iteration 6Q (3904.481292 sec): 3 clusters Score: Raw -992665.197530 + Penalty 2929.378902 = -989735.818629 nChanged 288 SP:Iteration 7Q (3904.541212 sec): 3 clusters Score: Raw -992814.608722 + Penalty 2929.378902 = -989885.229820 nChanged 226 SP:Iteration 8Q (3904.601661 sec): 3 clusters Score: Raw -992937.191418 + Penalty 2929.378902 = -990007.812517 nChanged 212 SP:Iteration 9Q (3904.652140 sec): 3 clusters Score: Raw -993047.916801 + Penalty 2929.378902 = -990118.537899 nChanged 192 SP:Iteration 10Q (3904.712800 sec): 3 clusters Score: Raw -993149.014172 + Penalty 2929.378902 = -990219.635270 nChanged 189 SP:Iteration 11Q (3904.757923 sec): 3 clusters Score: Raw -993261.885502 + Penalty 2929.378902 = -990332.506600 nChanged 185 SP:Iteration 12Q (3904.821946 sec): 3 clusters Score: Raw -993376.927256 + Penalty 2929.378902 = -990447.548355 nChanged 189 SP:Iteration 13Q (3904.869674 sec): 3 clusters Score: Raw -993489.539565 + Penalty 2929.378902 = -990560.160663 nChanged 169 SP:Iteration 14Q (3904.923877 sec): 3 clusters Score: Raw -993600.220437 + Penalty 2929.378902 = -990670.841535 nChanged 182 SP:Iteration 15Q (3904.980597 sec): 3 clusters Score: Raw -993743.953800 + Penalty 2929.378902 = -990814.574899 nChanged 200 SP:Iteration 16Q (3905.043212 sec): 3 clusters Score: Raw -993906.227371 + Penalty 2929.378902 = -990976.848469 nChanged 198 SP:Iteration 17Q (3905.082414 sec): 3 clusters Score: Raw -994106.887467 + Penalty 2929.378902 = -991177.508565 nChanged 221 SP:Iteration 18Q (3905.138692 sec): 3 clusters Score: Raw -994395.662252 + Penalty 2929.378902 = -991466.283351 nChanged 217 SP:Iteration 19Q (3905.193458 sec): 3 clusters Score: Raw -994652.495083 + Penalty 2929.378902 = -991723.116181 nChanged 173 SP:Iteration 20F (3905.241000 sec): 3 clusters Score: Raw -994795.231804 + Penalty 2929.378902 = -991865.852903 nChanged 157 SP:Iteration 21Q (3905.296791 sec): 3 clusters Score: Raw -994903.686030 + Penalty 2929.378902 = -991974.307128 nChanged 98 SP:Iteration 22Q (3905.344046 sec): 3 clusters Score: Raw -994946.467768 + Penalty 2929.378902 = -992017.088866 nChanged 54 SP:Iteration 23Q (3905.401198 sec): 3 clusters Score: Raw -994959.869825 + Penalty 2929.378902 = -992030.490923 nChanged 21 SP:Iteration 24Q (3905.441717 sec): 3 clusters Score: Raw -994964.483268 + Penalty 2929.378902 = -992035.104367 nChanged 23 SP:Iteration 25Q (3905.496530 sec): 3 clusters Score: Raw -994970.929263 + Penalty 2929.378902 = -992041.550362 nChanged 21 SP:Iteration 26Q (3905.546468 sec): 3 clusters Score: Raw -994975.476152 + Penalty 2929.378902 = -992046.097251 nChanged 13 SP:Iteration 27Q (3905.612270 sec): 3 clusters Score: Raw -994978.204303 + Penalty 2929.378902 = -992048.825402 nChanged 9 SP:Iteration 28Q (3905.658518 sec): 3 clusters Score: Raw -994980.104933 + Penalty 2929.378902 = -992050.726031 nChanged 8 SP:Iteration 29Q (3905.702391 sec): 3 clusters Score: Raw -994981.723619 + Penalty 2929.378902 = -992052.344717 nChanged 5 SP:Iteration 30Q (3905.760595 sec): 3 clusters Score: Raw -994982.647715 + Penalty 2929.378902 = -992053.268813 nChanged 3 SP:Iteration 31Q (3905.817276 sec): 3 clusters Score: Raw -994982.871360 + Penalty 2929.378902 = -992053.492458 nChanged 2 SP:Iteration 32Q (3905.871569 sec): 3 clusters Score: Raw -994983.133792 + Penalty 2929.378902 = -992053.754891 nChanged 4 SP:Iteration 33Q (3905.924890 sec): 3 clusters Score: Raw -994984.025081 + Penalty 2929.378902 = -992054.646180 nChanged 11 SP:Iteration 34Q (3905.977912 sec): 3 clusters Score: Raw -994985.588004 + Penalty 2929.378902 = -992056.209102 nChanged 5 SP:Iteration 35Q (3906.043084 sec): 3 clusters Score: Raw -994986.398108 + Penalty 2929.378902 = -992057.019206 nChanged 2 SP:Iteration 36Q (3906.085258 sec): 3 clusters Score: Raw -994987.060868 + Penalty 2929.378902 = -992057.681967 nChanged 1 SP:Iteration 37Q (3906.128219 sec): 3 clusters Score: Raw -994987.128010 + Penalty 2929.378902 = -992057.749108 nChanged 0 SP:Iteration 38F (3906.196054 sec): 3 clusters Score: Raw -994987.128010 + Penalty 2929.378902 = -992057.749108 nChanged 0 Score: Raw -129550276.788848 + Penalty 101450.942987 = -129448825.845861 Splitting cluster 15 changes total score from -129449322.670340 to -129448825.845861 So it's not getting split. Trying to split cluster 16 (3734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3935.527747 sec): 2 clusters Score: Raw -463439.892175 + Penalty 1336.600740 = -462103.291435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3935.582283 sec): 3 clusters Score: Raw -461659.673154 + Penalty 2673.201480 = -458986.471673 nChanged 1438 SP:Iteration 1F (3935.634948 sec): 3 clusters Score: Raw -462446.342201 + Penalty 2673.201480 = -459773.140721 nChanged 266 SP:Iteration 2F (3935.673103 sec): 3 clusters Score: Raw -462623.500260 + Penalty 2673.201480 = -459950.298780 nChanged 219 SP:Iteration 3F (3935.732576 sec): 3 clusters Score: Raw -462768.210107 + Penalty 2673.201480 = -460095.008627 nChanged 178 SP:Iteration 4Q (3935.776824 sec): 3 clusters Score: Raw -462875.313849 + Penalty 2673.201480 = -460202.112369 nChanged 145 SP:Iteration 5Q (3935.835016 sec): 3 clusters Score: Raw -462960.290032 + Penalty 2673.201480 = -460287.088552 nChanged 120 SP:Iteration 6Q (3935.875190 sec): 3 clusters Score: Raw -463027.287767 + Penalty 2673.201480 = -460354.086286 nChanged 97 SP:Iteration 7Q (3935.923004 sec): 3 clusters Score: Raw -463088.017847 + Penalty 2673.201480 = -460414.816367 nChanged 97 SP:Iteration 8Q (3935.978444 sec): 3 clusters Score: Raw -463149.407547 + Penalty 2673.201480 = -460476.206067 nChanged 96 SP:Iteration 9Q (3936.027848 sec): 3 clusters Score: Raw -463202.742554 + Penalty 2673.201480 = -460529.541074 nChanged 78 SP:Iteration 10Q (3936.075354 sec): 3 clusters Score: Raw -463245.841294 + Penalty 2673.201480 = -460572.639814 nChanged 91 SP:Iteration 11Q (3936.133671 sec): 3 clusters Score: Raw -463297.181471 + Penalty 2673.201480 = -460623.979990 nChanged 81 SP:Iteration 12Q (3936.182549 sec): 3 clusters Score: Raw -463339.305017 + Penalty 2673.201480 = -460666.103537 nChanged 70 SP:Iteration 13Q (3936.239309 sec): 3 clusters Score: Raw -463376.641854 + Penalty 2673.201480 = -460703.440373 nChanged 52 SP:Iteration 14Q (3936.288018 sec): 3 clusters Score: Raw -463405.382617 + Penalty 2673.201480 = -460732.181137 nChanged 48 SP:Iteration 15Q (3936.334086 sec): 3 clusters Score: Raw -463427.110221 + Penalty 2673.201480 = -460753.908740 nChanged 51 SP:Iteration 16Q (3936.386400 sec): 3 clusters Score: Raw -463449.906401 + Penalty 2673.201480 = -460776.704920 nChanged 46 SP:Iteration 17Q (3936.439448 sec): 3 clusters Score: Raw -463471.504993 + Penalty 2673.201480 = -460798.303513 nChanged 39 SP:Iteration 18Q (3936.490877 sec): 3 clusters Score: Raw -463487.994049 + Penalty 2673.201480 = -460814.792569 nChanged 29 SP:Iteration 19Q (3936.529007 sec): 3 clusters Score: Raw -463504.076140 + Penalty 2673.201480 = -460830.874660 nChanged 25 SP:Iteration 20F (3936.572869 sec): 3 clusters Score: Raw -463512.509768 + Penalty 2673.201480 = -460839.308288 nChanged 20 SP:Iteration 21Q (3936.620555 sec): 3 clusters Score: Raw -463520.265072 + Penalty 2673.201480 = -460847.063592 nChanged 18 SP:Iteration 22Q (3936.677103 sec): 3 clusters Score: Raw -463526.922939 + Penalty 2673.201480 = -460853.721459 nChanged 15 SP:Iteration 23Q (3936.720033 sec): 3 clusters Score: Raw -463532.036037 + Penalty 2673.201480 = -460858.834557 nChanged 14 SP:Iteration 24Q (3936.761998 sec): 3 clusters Score: Raw -463536.799826 + Penalty 2673.201480 = -460863.598346 nChanged 12 SP:Iteration 25Q (3936.815456 sec): 3 clusters Score: Raw -463540.628535 + Penalty 2673.201480 = -460867.427054 nChanged 9 SP:Iteration 26Q (3936.868673 sec): 3 clusters Score: Raw -463543.582799 + Penalty 2673.201480 = -460870.381319 nChanged 10 SP:Iteration 27Q (3936.928075 sec): 3 clusters Score: Raw -463546.989944 + Penalty 2673.201480 = -460873.788464 nChanged 10 SP:Iteration 28Q (3936.976460 sec): 3 clusters Score: Raw -463550.060516 + Penalty 2673.201480 = -460876.859036 nChanged 11 SP:Iteration 29Q (3937.036549 sec): 3 clusters Score: Raw -463553.802637 + Penalty 2673.201480 = -460880.601157 nChanged 12 SP:Iteration 30Q (3937.087029 sec): 3 clusters Score: Raw -463558.232289 + Penalty 2673.201480 = -460885.030809 nChanged 15 SP:Iteration 31Q (3937.136300 sec): 3 clusters Score: Raw -463564.317951 + Penalty 2673.201480 = -460891.116471 nChanged 19 SP:Iteration 32Q (3937.189483 sec): 3 clusters Score: Raw -463571.123171 + Penalty 2673.201480 = -460897.921691 nChanged 20 SP:Iteration 33Q (3937.239530 sec): 3 clusters Score: Raw -463578.063919 + Penalty 2673.201480 = -460904.862439 nChanged 10 SP:Iteration 34Q (3937.285840 sec): 3 clusters Score: Raw -463582.349709 + Penalty 2673.201480 = -460909.148229 nChanged 15 SP:Iteration 35Q (3937.331593 sec): 3 clusters Score: Raw -463588.880622 + Penalty 2673.201480 = -460915.679141 nChanged 12 SP:Iteration 36Q (3937.381061 sec): 3 clusters Score: Raw -463594.381428 + Penalty 2673.201480 = -460921.179947 nChanged 14 SP:Iteration 37Q (3937.431669 sec): 3 clusters Score: Raw -463600.340104 + Penalty 2673.201480 = -460927.138624 nChanged 12 SP:Iteration 38Q (3937.489435 sec): 3 clusters Score: Raw -463605.651596 + Penalty 2673.201480 = -460932.450116 nChanged 9 SP:Iteration 39Q (3937.542143 sec): 3 clusters Score: Raw -463608.255081 + Penalty 2673.201480 = -460935.053601 nChanged 6 SP:Iteration 40F (3937.585810 sec): 3 clusters Score: Raw -463610.220695 + Penalty 2673.201480 = -460937.019214 nChanged 7 SP:Iteration 41Q (3937.636378 sec): 3 clusters Score: Raw -463612.273698 + Penalty 2673.201480 = -460939.072217 nChanged 8 SP:Iteration 42Q (3937.691235 sec): 3 clusters Score: Raw -463613.870288 + Penalty 2673.201480 = -460940.668807 nChanged 3 SP:Iteration 43Q (3937.740186 sec): 3 clusters Score: Raw -463615.234395 + Penalty 2673.201480 = -460942.032914 nChanged 1 SP:Iteration 44Q (3937.788819 sec): 3 clusters Score: Raw -463615.549252 + Penalty 2673.201480 = -460942.347772 nChanged 1 SP:Iteration 45Q (3937.834643 sec): 3 clusters Score: Raw -463615.861960 + Penalty 2673.201480 = -460942.660480 nChanged 1 SP:Iteration 46Q (3937.873928 sec): 3 clusters Score: Raw -463615.973760 + Penalty 2673.201480 = -460942.772280 nChanged 0 SP:Iteration 47F (3937.931131 sec): 3 clusters Score: Raw -463615.973760 + Penalty 2673.201480 = -460942.772280 nChanged 0 Trying to split cluster 17 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3937.948274 sec): 2 clusters Score: Raw -64627.551418 + Penalty 1037.319828 = -63590.231590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3937.994136 sec): 3 clusters Score: Raw -64545.902878 + Penalty 2074.639656 = -62471.263222 nChanged 153 SP:Iteration 1F (3938.032606 sec): 3 clusters Score: Raw -64785.634781 + Penalty 2074.639656 = -62710.995125 nChanged 43 SP:Iteration 2F (3938.076384 sec): 3 clusters Score: Raw -64891.995980 + Penalty 2074.639656 = -62817.356323 nChanged 29 SP:Iteration 3Q (3938.120962 sec): 3 clusters Score: Raw -64949.029327 + Penalty 2074.639656 = -62874.389670 nChanged 35 SP:Iteration 4F (3938.167431 sec): 3 clusters Score: Raw -65035.038842 + Penalty 2074.639656 = -62960.399185 nChanged 34 SP:Iteration 5F (3938.201032 sec): 3 clusters Score: Raw -65151.952854 + Penalty 2074.639656 = -63077.313198 nChanged 27 SP:Iteration 6Q (3938.246088 sec): 3 clusters Score: Raw -65307.778812 + Penalty 2074.639656 = -63233.139156 nChanged 22 SP:Iteration 7Q (3938.296540 sec): 3 clusters Score: Raw -65442.089570 + Penalty 2074.639656 = -63367.449914 nChanged 28 SP:Iteration 8Q (3938.327293 sec): 3 clusters Score: Raw -65533.364036 + Penalty 2074.639656 = -63458.724379 nChanged 19 SP:Iteration 9Q (3938.381063 sec): 3 clusters Score: Raw -65585.085580 + Penalty 2074.639656 = -63510.445923 nChanged 17 SP:Iteration 10Q (3938.408197 sec): 3 clusters Score: Raw -65637.000530 + Penalty 2074.639656 = -63562.360874 nChanged 16 SP:Iteration 11Q (3938.459251 sec): 3 clusters Score: Raw -65682.448298 + Penalty 2074.639656 = -63607.808641 nChanged 16 SP:Iteration 12Q (3938.493208 sec): 3 clusters Score: Raw -65719.302879 + Penalty 2074.639656 = -63644.663223 nChanged 4 SP:Iteration 13Q (3938.543867 sec): 3 clusters Score: Raw -65728.506645 + Penalty 2074.639656 = -63653.866989 nChanged 6 SP:Iteration 14Q (3938.593326 sec): 3 clusters Score: Raw -65750.041585 + Penalty 2074.639656 = -63675.401928 nChanged 5 SP:Iteration 15Q (3938.643303 sec): 3 clusters Score: Raw -65762.706539 + Penalty 2074.639656 = -63688.066882 nChanged 5 SP:Iteration 16Q (3938.685210 sec): 3 clusters Score: Raw -65771.796336 + Penalty 2074.639656 = -63697.156680 nChanged 3 SP:Iteration 17Q (3938.717749 sec): 3 clusters Score: Raw -65777.856107 + Penalty 2074.639656 = -63703.216450 nChanged 0 SP:Iteration 18F (3938.759052 sec): 3 clusters Score: Raw -65777.856107 + Penalty 2074.639656 = -63703.216450 nChanged 0 Score: Raw -129549676.249661 + Penalty 101450.942987 = -129448225.306674 Splitting cluster 17 changes total score from -129449322.670340 to -129448225.306674 So it's not getting split. Trying to split cluster 18 (10221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3967.459720 sec): 2 clusters Score: Raw -1251219.068736 + Penalty 1500.232452 = -1249718.836283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3967.520151 sec): 3 clusters Score: Raw -1245467.824928 + Penalty 3000.464905 = -1242467.360023 nChanged 4380 SP:Iteration 1F (3967.583639 sec): 3 clusters Score: Raw -1248039.901895 + Penalty 3000.464905 = -1245039.436990 nChanged 738 SP:Iteration 2F (3967.647134 sec): 3 clusters Score: Raw -1248505.310156 + Penalty 3000.464905 = -1245504.845251 nChanged 749 SP:Iteration 3F (3967.712055 sec): 3 clusters Score: Raw -1249057.466739 + Penalty 3000.464905 = -1246057.001835 nChanged 739 SP:Iteration 4F (3967.772850 sec): 3 clusters Score: Raw -1249675.475865 + Penalty 3000.464905 = -1246675.010961 nChanged 719 SP:Iteration 5F (3967.840499 sec): 3 clusters Score: Raw -1250271.777007 + Penalty 3000.464905 = -1247271.312103 nChanged 632 SP:Iteration 6F (3967.903734 sec): 3 clusters Score: Raw -1250884.017077 + Penalty 3000.464905 = -1247883.552173 nChanged 534 SP:Iteration 7F (3967.962198 sec): 3 clusters Score: Raw -1251409.452587 + Penalty 3000.464905 = -1248408.987682 nChanged 424 SP:Iteration 8Q (3968.032657 sec): 3 clusters Score: Raw -1251779.006208 + Penalty 3000.464905 = -1248778.541304 nChanged 311 SP:Iteration 9Q (3968.106950 sec): 3 clusters Score: Raw -1251990.224740 + Penalty 3000.464905 = -1248989.759835 nChanged 228 SP:Iteration 10Q (3968.165623 sec): 3 clusters Score: Raw -1252157.196402 + Penalty 3000.464905 = -1249156.731497 nChanged 198 SP:Iteration 11Q (3968.227949 sec): 3 clusters Score: Raw -1252278.747144 + Penalty 3000.464905 = -1249278.282239 nChanged 148 SP:Iteration 12Q (3968.286039 sec): 3 clusters Score: Raw -1252351.715047 + Penalty 3000.464905 = -1249351.250142 nChanged 119 SP:Iteration 13Q (3968.354386 sec): 3 clusters Score: Raw -1252403.069201 + Penalty 3000.464905 = -1249402.604296 nChanged 80 SP:Iteration 14Q (3968.417399 sec): 3 clusters Score: Raw -1252425.695313 + Penalty 3000.464905 = -1249425.230409 nChanged 48 SP:Iteration 15Q (3968.475894 sec): 3 clusters Score: Raw -1252435.631375 + Penalty 3000.464905 = -1249435.166470 nChanged 34 SP:Iteration 16Q (3968.538404 sec): 3 clusters Score: Raw -1252440.949997 + Penalty 3000.464905 = -1249440.485092 nChanged 18 SP:Iteration 17Q (3968.602287 sec): 3 clusters Score: Raw -1252443.747537 + Penalty 3000.464905 = -1249443.282633 nChanged 15 SP:Iteration 18Q (3968.653809 sec): 3 clusters Score: Raw -1252445.812402 + Penalty 3000.464905 = -1249445.347498 nChanged 13 SP:Iteration 19Q (3968.715761 sec): 3 clusters Score: Raw -1252447.554444 + Penalty 3000.464905 = -1249447.089539 nChanged 14 SP:Iteration 20F (3968.779583 sec): 3 clusters Score: Raw -1252449.832654 + Penalty 3000.464905 = -1249449.367749 nChanged 15 SP:Iteration 21Q (3968.850782 sec): 3 clusters Score: Raw -1252451.439996 + Penalty 3000.464905 = -1249450.975091 nChanged 11 SP:Iteration 22Q (3968.912311 sec): 3 clusters Score: Raw -1252453.109659 + Penalty 3000.464905 = -1249452.644755 nChanged 8 SP:Iteration 23Q (3968.976051 sec): 3 clusters Score: Raw -1252454.124531 + Penalty 3000.464905 = -1249453.659626 nChanged 7 SP:Iteration 24Q (3969.039847 sec): 3 clusters Score: Raw -1252454.969638 + Penalty 3000.464905 = -1249454.504733 nChanged 9 SP:Iteration 25Q (3969.090581 sec): 3 clusters Score: Raw -1252456.159430 + Penalty 3000.464905 = -1249455.694525 nChanged 2 SP:Iteration 26Q (3969.146132 sec): 3 clusters Score: Raw -1252456.434832 + Penalty 3000.464905 = -1249455.969927 nChanged 2 SP:Iteration 27Q (3969.202511 sec): 3 clusters Score: Raw -1252456.549306 + Penalty 3000.464905 = -1249456.084401 nChanged 1 SP:Iteration 28Q (3969.260993 sec): 3 clusters Score: Raw -1252456.618861 + Penalty 3000.464905 = -1249456.153957 nChanged 0 SP:Iteration 29F (3969.318364 sec): 3 clusters Score: Raw -1252456.618861 + Penalty 3000.464905 = -1249456.153957 nChanged 0 Trying to split cluster 19 (55154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3969.427521 sec): 2 clusters Score: Raw -6613498.914781 + Penalty 1774.156240 = -6611724.758541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3969.567839 sec): 3 clusters Score: Raw -6578358.202542 + Penalty 3548.312479 = -6574809.890063 nChanged 25972 SP:Iteration 1F (3969.693794 sec): 3 clusters Score: Raw -6593907.847008 + Penalty 3548.312479 = -6590359.534529 nChanged 2939 SP:Iteration 2F (3969.833832 sec): 3 clusters Score: Raw -6595177.966600 + Penalty 3548.312479 = -6591629.654121 nChanged 3162 SP:Iteration 3F (3969.971670 sec): 3 clusters Score: Raw -6596734.068731 + Penalty 3548.312479 = -6593185.756252 nChanged 3412 SP:Iteration 4F (3970.115105 sec): 3 clusters Score: Raw -6598571.268900 + Penalty 3548.312479 = -6595022.956421 nChanged 3356 SP:Iteration 5F (3970.259516 sec): 3 clusters Score: Raw -6600537.633269 + Penalty 3548.312479 = -6596989.320789 nChanged 3201 SP:Iteration 6F (3970.385122 sec): 3 clusters Score: Raw -6602486.243187 + Penalty 3548.312479 = -6598937.930708 nChanged 2849 SP:Iteration 7F (3970.523093 sec): 3 clusters Score: Raw -6604296.211732 + Penalty 3548.312479 = -6600747.899253 nChanged 2421 SP:Iteration 8Q (3970.668523 sec): 3 clusters Score: Raw -6605930.513635 + Penalty 3548.312479 = -6602382.201155 nChanged 2056 SP:Iteration 9Q (3970.814761 sec): 3 clusters Score: Raw -6607396.317622 + Penalty 3548.312479 = -6603848.005143 nChanged 1817 SP:Iteration 10Q (3970.942065 sec): 3 clusters Score: Raw -6608654.519277 + Penalty 3548.312479 = -6605106.206797 nChanged 1457 SP:Iteration 11Q (3971.079757 sec): 3 clusters Score: Raw -6609580.027738 + Penalty 3548.312479 = -6606031.715259 nChanged 1199 SP:Iteration 12Q (3971.203056 sec): 3 clusters Score: Raw -6610266.365697 + Penalty 3548.312479 = -6606718.053218 nChanged 955 SP:Iteration 13Q (3971.327662 sec): 3 clusters Score: Raw -6610813.176728 + Penalty 3548.312479 = -6607264.864249 nChanged 866 SP:Iteration 14Q (3971.449851 sec): 3 clusters Score: Raw -6611311.269461 + Penalty 3548.312479 = -6607762.956982 nChanged 784 SP:Iteration 15Q (3971.570264 sec): 3 clusters Score: Raw -6611773.243242 + Penalty 3548.312479 = -6608224.930762 nChanged 678 SP:Iteration 16Q (3971.683209 sec): 3 clusters Score: Raw -6612141.226581 + Penalty 3548.312479 = -6608592.914102 nChanged 590 SP:Iteration 17Q (3971.798635 sec): 3 clusters Score: Raw -6612467.906272 + Penalty 3548.312479 = -6608919.593793 nChanged 558 SP:Iteration 18Q (3971.916629 sec): 3 clusters Score: Raw -6612786.486250 + Penalty 3548.312479 = -6609238.173770 nChanged 499 SP:Iteration 19Q (3972.034037 sec): 3 clusters Score: Raw -6613040.955557 + Penalty 3548.312479 = -6609492.643078 nChanged 446 SP:Iteration 20F (3972.159367 sec): 3 clusters Score: Raw -6613264.918014 + Penalty 3548.312479 = -6609716.605535 nChanged 398 SP:Iteration 21Q (3972.289666 sec): 3 clusters Score: Raw -6613466.631351 + Penalty 3548.312479 = -6609918.318872 nChanged 378 SP:Iteration 22Q (3972.416453 sec): 3 clusters Score: Raw -6613675.752361 + Penalty 3548.312479 = -6610127.439882 nChanged 330 SP:Iteration 23Q (3972.543707 sec): 3 clusters Score: Raw -6613857.082624 + Penalty 3548.312479 = -6610308.770145 nChanged 296 SP:Iteration 24Q (3972.664616 sec): 3 clusters Score: Raw -6614030.071484 + Penalty 3548.312479 = -6610481.759005 nChanged 271 SP:Iteration 25Q (3972.773408 sec): 3 clusters Score: Raw -6614181.458753 + Penalty 3548.312479 = -6610633.146273 nChanged 243 SP:Iteration 26Q (3972.889807 sec): 3 clusters Score: Raw -6614311.199113 + Penalty 3548.312479 = -6610762.886634 nChanged 222 SP:Iteration 27Q (3973.001925 sec): 3 clusters Score: Raw -6614431.634355 + Penalty 3548.312479 = -6610883.321876 nChanged 183 SP:Iteration 28Q (3973.117905 sec): 3 clusters Score: Raw -6614524.183082 + Penalty 3548.312479 = -6610975.870603 nChanged 162 SP:Iteration 29Q (3973.250645 sec): 3 clusters Score: Raw -6614606.874705 + Penalty 3548.312479 = -6611058.562226 nChanged 133 SP:Iteration 30Q (3973.365197 sec): 3 clusters Score: Raw -6614676.326030 + Penalty 3548.312479 = -6611128.013551 nChanged 124 SP:Iteration 31Q (3973.491869 sec): 3 clusters Score: Raw -6614725.586407 + Penalty 3548.312479 = -6611177.273927 nChanged 83 SP:Iteration 32Q (3973.611995 sec): 3 clusters Score: Raw -6614755.550506 + Penalty 3548.312479 = -6611207.238027 nChanged 70 SP:Iteration 33Q (3973.731763 sec): 3 clusters Score: Raw -6614782.242716 + Penalty 3548.312479 = -6611233.930237 nChanged 56 SP:Iteration 34Q (3973.849845 sec): 3 clusters Score: Raw -6614799.849328 + Penalty 3548.312479 = -6611251.536849 nChanged 43 SP:Iteration 35Q (3973.970654 sec): 3 clusters Score: Raw -6614812.101033 + Penalty 3548.312479 = -6611263.788554 nChanged 33 SP:Iteration 36Q (3974.099276 sec): 3 clusters Score: Raw -6614821.559441 + Penalty 3548.312479 = -6611273.246962 nChanged 28 SP:Iteration 37Q (3974.210527 sec): 3 clusters Score: Raw -6614830.665510 + Penalty 3548.312479 = -6611282.353030 nChanged 31 SP:Iteration 38Q (3974.338411 sec): 3 clusters Score: Raw -6614840.480536 + Penalty 3548.312479 = -6611292.168057 nChanged 28 SP:Iteration 39Q (3974.461154 sec): 3 clusters Score: Raw -6614846.723981 + Penalty 3548.312479 = -6611298.411502 nChanged 23 SP:Iteration 40F (3974.583263 sec): 3 clusters Score: Raw -6614858.762924 + Penalty 3548.312479 = -6611310.450445 nChanged 18 SP:Iteration 41Q (3974.704858 sec): 3 clusters Score: Raw -6614862.573374 + Penalty 3548.312479 = -6611314.260895 nChanged 10 SP:Iteration 42Q (3974.829725 sec): 3 clusters Score: Raw -6614864.162445 + Penalty 3548.312479 = -6611315.849966 nChanged 10 SP:Iteration 43Q (3974.944360 sec): 3 clusters Score: Raw -6614866.018350 + Penalty 3548.312479 = -6611317.705870 nChanged 8 SP:Iteration 44Q (3975.066781 sec): 3 clusters Score: Raw -6614867.678038 + Penalty 3548.312479 = -6611319.365559 nChanged 6 SP:Iteration 45Q (3975.182532 sec): 3 clusters Score: Raw -6614868.672061 + Penalty 3548.312479 = -6611320.359582 nChanged 3 SP:Iteration 46Q (3975.299296 sec): 3 clusters Score: Raw -6614869.660871 + Penalty 3548.312479 = -6611321.348392 nChanged 7 SP:Iteration 47Q (3975.416744 sec): 3 clusters Score: Raw -6614870.976462 + Penalty 3548.312479 = -6611322.663983 nChanged 7 SP:Iteration 48Q (3975.535663 sec): 3 clusters Score: Raw -6614872.955304 + Penalty 3548.312479 = -6611324.642824 nChanged 8 SP:Iteration 49Q (3975.657752 sec): 3 clusters Score: Raw -6614874.170023 + Penalty 3548.312479 = -6611325.857544 nChanged 3 SP:Iteration 50Q (3975.768421 sec): 3 clusters Score: Raw -6614875.126195 + Penalty 3548.312479 = -6611326.813716 nChanged 5 SP:Iteration 51Q (3975.895860 sec): 3 clusters Score: Raw -6614875.835243 + Penalty 3548.312479 = -6611327.522764 nChanged 4 SP:Iteration 52Q (3976.006639 sec): 3 clusters Score: Raw -6614876.490779 + Penalty 3548.312479 = -6611328.178299 nChanged 3 SP:Iteration 53Q (3976.121137 sec): 3 clusters Score: Raw -6614876.887382 + Penalty 3548.312479 = -6611328.574903 nChanged 1 SP:Iteration 54Q (3976.223372 sec): 3 clusters Score: Raw -6614876.992842 + Penalty 3548.312479 = -6611328.680363 nChanged 0 SP:Iteration 55F (3976.353199 sec): 3 clusters Score: Raw -6614876.992842 + Penalty 3548.312479 = -6611328.680363 nChanged 0 Trying to split cluster 20 (5076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3976.374467 sec): 2 clusters Score: Raw -599330.707472 + Penalty 1386.495310 = -597944.212163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3976.400404 sec): 3 clusters Score: Raw -596766.739372 + Penalty 2772.990619 = -593993.748753 nChanged 2029 SP:Iteration 1F (3976.420961 sec): 3 clusters Score: Raw -597934.960233 + Penalty 2772.990619 = -595161.969614 nChanged 379 SP:Iteration 2F (3976.446207 sec): 3 clusters Score: Raw -598190.170587 + Penalty 2772.990619 = -595417.179968 nChanged 339 SP:Iteration 3F (3976.472131 sec): 3 clusters Score: Raw -598456.416180 + Penalty 2772.990619 = -595683.425561 nChanged 306 SP:Iteration 4F (3976.522978 sec): 3 clusters Score: Raw -598704.039722 + Penalty 2772.990619 = -595931.049103 nChanged 275 SP:Iteration 5F (3976.574588 sec): 3 clusters Score: Raw -598918.105214 + Penalty 2772.990619 = -596145.114595 nChanged 235 SP:Iteration 6Q (3976.627339 sec): 3 clusters Score: Raw -599092.324077 + Penalty 2772.990619 = -596319.333458 nChanged 230 SP:Iteration 7Q (3976.683009 sec): 3 clusters Score: Raw -599289.592175 + Penalty 2772.990619 = -596516.601556 nChanged 225 SP:Iteration 8Q (3976.733480 sec): 3 clusters Score: Raw -599477.368316 + Penalty 2772.990619 = -596704.377697 nChanged 181 SP:Iteration 9Q (3976.786810 sec): 3 clusters Score: Raw -599619.302538 + Penalty 2772.990619 = -596846.311919 nChanged 167 SP:Iteration 10Q (3976.847670 sec): 3 clusters Score: Raw -599727.614522 + Penalty 2772.990619 = -596954.623902 nChanged 138 SP:Iteration 11Q (3976.866895 sec): 3 clusters Score: Raw -599813.698608 + Penalty 2772.990619 = -597040.707989 nChanged 111 SP:Iteration 12Q (3976.887278 sec): 3 clusters Score: Raw -599879.536434 + Penalty 2772.990619 = -597106.545815 nChanged 107 SP:Iteration 13Q (3976.937848 sec): 3 clusters Score: Raw -599938.929466 + Penalty 2772.990619 = -597165.938846 nChanged 100 SP:Iteration 14Q (3976.957603 sec): 3 clusters Score: Raw -599987.554195 + Penalty 2772.990619 = -597214.563575 nChanged 93 SP:Iteration 15Q (3977.003895 sec): 3 clusters Score: Raw -600041.417223 + Penalty 2772.990619 = -597268.426603 nChanged 92 SP:Iteration 16Q (3977.046128 sec): 3 clusters Score: Raw -600092.507479 + Penalty 2772.990619 = -597319.516860 nChanged 81 SP:Iteration 17Q (3977.096048 sec): 3 clusters Score: Raw -600129.876934 + Penalty 2772.990619 = -597356.886314 nChanged 57 SP:Iteration 18Q (3977.151799 sec): 3 clusters Score: Raw -600151.413374 + Penalty 2772.990619 = -597378.422755 nChanged 48 SP:Iteration 19Q (3977.174739 sec): 3 clusters Score: Raw -600170.452453 + Penalty 2772.990619 = -597397.461834 nChanged 54 SP:Iteration 20F (3977.204682 sec): 3 clusters Score: Raw -600191.606772 + Penalty 2772.990619 = -597418.616153 nChanged 46 SP:Iteration 21Q (3977.224552 sec): 3 clusters Score: Raw -600210.799622 + Penalty 2772.990619 = -597437.809003 nChanged 37 SP:Iteration 22Q (3977.248869 sec): 3 clusters Score: Raw -600223.921336 + Penalty 2772.990619 = -597450.930716 nChanged 29 SP:Iteration 23Q (3977.267924 sec): 3 clusters Score: Raw -600233.698458 + Penalty 2772.990619 = -597460.707838 nChanged 30 SP:Iteration 24Q (3977.294782 sec): 3 clusters Score: Raw -600245.632328 + Penalty 2772.990619 = -597472.641709 nChanged 30 SP:Iteration 25Q (3977.314651 sec): 3 clusters Score: Raw -600257.295356 + Penalty 2772.990619 = -597484.304736 nChanged 39 SP:Iteration 26Q (3977.360408 sec): 3 clusters Score: Raw -600270.632153 + Penalty 2772.990619 = -597497.641533 nChanged 35 SP:Iteration 27Q (3977.380007 sec): 3 clusters Score: Raw -600283.355341 + Penalty 2772.990619 = -597510.364722 nChanged 41 SP:Iteration 28Q (3977.399836 sec): 3 clusters Score: Raw -600299.294196 + Penalty 2772.990619 = -597526.303577 nChanged 46 SP:Iteration 29Q (3977.420269 sec): 3 clusters Score: Raw -600317.476648 + Penalty 2772.990619 = -597544.486029 nChanged 41 SP:Iteration 30Q (3977.440634 sec): 3 clusters Score: Raw -600331.782612 + Penalty 2772.990619 = -597558.791993 nChanged 35 SP:Iteration 31Q (3977.493214 sec): 3 clusters Score: Raw -600345.239725 + Penalty 2772.990619 = -597572.249106 nChanged 33 SP:Iteration 32Q (3977.540735 sec): 3 clusters Score: Raw -600356.929586 + Penalty 2772.990619 = -597583.938966 nChanged 34 SP:Iteration 33Q (3977.584258 sec): 3 clusters Score: Raw -600370.485956 + Penalty 2772.990619 = -597597.495336 nChanged 34 SP:Iteration 34Q (3977.626411 sec): 3 clusters Score: Raw -600381.937469 + Penalty 2772.990619 = -597608.946850 nChanged 27 SP:Iteration 35Q (3977.678605 sec): 3 clusters Score: Raw -600393.513538 + Penalty 2772.990619 = -597620.522919 nChanged 30 SP:Iteration 36Q (3977.729086 sec): 3 clusters Score: Raw -600405.505642 + Penalty 2772.990619 = -597632.515022 nChanged 31 SP:Iteration 37Q (3977.773884 sec): 3 clusters Score: Raw -600416.879100 + Penalty 2772.990619 = -597643.888481 nChanged 27 SP:Iteration 38Q (3977.826715 sec): 3 clusters Score: Raw -600427.528567 + Penalty 2772.990619 = -597654.537948 nChanged 23 SP:Iteration 39Q (3977.877445 sec): 3 clusters Score: Raw -600434.574835 + Penalty 2772.990619 = -597661.584216 nChanged 30 SP:Iteration 40F (3977.931488 sec): 3 clusters Score: Raw -600444.592080 + Penalty 2772.990619 = -597671.601461 nChanged 43 SP:Iteration 41Q (3977.976167 sec): 3 clusters Score: Raw -600464.200095 + Penalty 2772.990619 = -597691.209476 nChanged 35 SP:Iteration 42Q (3978.025158 sec): 3 clusters Score: Raw -600479.180932 + Penalty 2772.990619 = -597706.190312 nChanged 43 SP:Iteration 43Q (3978.054288 sec): 3 clusters Score: Raw -600498.851228 + Penalty 2772.990619 = -597725.860609 nChanged 43 SP:Iteration 44Q (3978.094445 sec): 3 clusters Score: Raw -600523.634112 + Penalty 2772.990619 = -597750.643493 nChanged 55 SP:Iteration 45Q (3978.135260 sec): 3 clusters Score: Raw -600555.964443 + Penalty 2772.990619 = -597782.973823 nChanged 62 SP:Iteration 46Q (3978.192179 sec): 3 clusters Score: Raw -600597.289291 + Penalty 2772.990619 = -597824.298672 nChanged 60 SP:Iteration 47Q (3978.236324 sec): 3 clusters Score: Raw -600635.171243 + Penalty 2772.990619 = -597862.180624 nChanged 54 SP:Iteration 48Q (3978.287867 sec): 3 clusters Score: Raw -600662.794808 + Penalty 2772.990619 = -597889.804188 nChanged 38 SP:Iteration 49Q (3978.338836 sec): 3 clusters Score: Raw -600677.967495 + Penalty 2772.990619 = -597904.976875 nChanged 37 SP:Iteration 50Q (3978.389450 sec): 3 clusters Score: Raw -600698.164323 + Penalty 2772.990619 = -597925.173703 nChanged 40 SP:Iteration 51Q (3978.441618 sec): 3 clusters Score: Raw -600720.352782 + Penalty 2772.990619 = -597947.362163 nChanged 43 SP:Iteration 52Q (3978.479104 sec): 3 clusters Score: Raw -600744.461598 + Penalty 2772.990619 = -597971.470979 nChanged 34 SP:Iteration 53Q (3978.526063 sec): 3 clusters Score: Raw -600758.225784 + Penalty 2772.990619 = -597985.235165 nChanged 27 SP:Iteration 54Q (3978.582728 sec): 3 clusters Score: Raw -600769.956913 + Penalty 2772.990619 = -597996.966293 nChanged 23 SP:Iteration 55Q (3978.616670 sec): 3 clusters Score: Raw -600779.941783 + Penalty 2772.990619 = -598006.951164 nChanged 30 SP:Iteration 56Q (3978.655347 sec): 3 clusters Score: Raw -600796.458411 + Penalty 2772.990619 = -598023.467792 nChanged 31 SP:Iteration 57Q (3978.710549 sec): 3 clusters Score: Raw -600811.558137 + Penalty 2772.990619 = -598038.567517 nChanged 23 SP:Iteration 58Q (3978.749008 sec): 3 clusters Score: Raw -600822.848874 + Penalty 2772.990619 = -598049.858254 nChanged 21 SP:Iteration 59Q (3978.804072 sec): 3 clusters Score: Raw -600832.814258 + Penalty 2772.990619 = -598059.823638 nChanged 23 SP:Iteration 60F (3978.845971 sec): 3 clusters Score: Raw -600842.031100 + Penalty 2772.990619 = -598069.040481 nChanged 14 SP:Iteration 61Q (3978.899555 sec): 3 clusters Score: Raw -600850.136895 + Penalty 2772.990619 = -598077.146276 nChanged 19 SP:Iteration 62Q (3978.945659 sec): 3 clusters Score: Raw -600858.799387 + Penalty 2772.990619 = -598085.808768 nChanged 14 SP:Iteration 63Q (3978.991956 sec): 3 clusters Score: Raw -600863.478827 + Penalty 2772.990619 = -598090.488208 nChanged 9 SP:Iteration 64Q (3979.040678 sec): 3 clusters Score: Raw -600866.965673 + Penalty 2772.990619 = -598093.975053 nChanged 9 SP:Iteration 65Q (3979.090297 sec): 3 clusters Score: Raw -600870.124553 + Penalty 2772.990619 = -598097.133934 nChanged 7 SP:Iteration 66Q (3979.137461 sec): 3 clusters Score: Raw -600872.457024 + Penalty 2772.990619 = -598099.466404 nChanged 6 SP:Iteration 67Q (3979.176650 sec): 3 clusters Score: Raw -600874.003447 + Penalty 2772.990619 = -598101.012828 nChanged 6 SP:Iteration 68Q (3979.231403 sec): 3 clusters Score: Raw -600875.782703 + Penalty 2772.990619 = -598102.792083 nChanged 9 SP:Iteration 69Q (3979.277816 sec): 3 clusters Score: Raw -600878.692139 + Penalty 2772.990619 = -598105.701520 nChanged 10 SP:Iteration 70Q (3979.337875 sec): 3 clusters Score: Raw -600883.063763 + Penalty 2772.990619 = -598110.073143 nChanged 11 SP:Iteration 71Q (3979.383926 sec): 3 clusters Score: Raw -600887.885409 + Penalty 2772.990619 = -598114.894790 nChanged 10 SP:Iteration 72Q (3979.441944 sec): 3 clusters Score: Raw -600890.996999 + Penalty 2772.990619 = -598118.006380 nChanged 5 SP:Iteration 73Q (3979.489164 sec): 3 clusters Score: Raw -600892.022858 + Penalty 2772.990619 = -598119.032238 nChanged 5 SP:Iteration 74Q (3979.543245 sec): 3 clusters Score: Raw -600893.083269 + Penalty 2772.990619 = -598120.092649 nChanged 5 SP:Iteration 75Q (3979.603923 sec): 3 clusters Score: Raw -600894.223381 + Penalty 2772.990619 = -598121.232761 nChanged 3 SP:Iteration 76Q (3979.653100 sec): 3 clusters Score: Raw -600894.926292 + Penalty 2772.990619 = -598121.935672 nChanged 5 SP:Iteration 77Q (3979.705385 sec): 3 clusters Score: Raw -600896.546372 + Penalty 2772.990619 = -598123.555753 nChanged 8 SP:Iteration 78Q (3979.756300 sec): 3 clusters Score: Raw -600899.495941 + Penalty 2772.990619 = -598126.505322 nChanged 9 SP:Iteration 79Q (3979.803313 sec): 3 clusters Score: Raw -600904.950982 + Penalty 2772.990619 = -598131.960363 nChanged 9 SP:Iteration 80F (3979.858425 sec): 3 clusters Score: Raw -600908.239686 + Penalty 2772.990619 = -598135.249067 nChanged 8 SP:Iteration 81Q (3979.911517 sec): 3 clusters Score: Raw -600909.873660 + Penalty 2772.990619 = -598136.883040 nChanged 3 SP:Iteration 82Q (3979.959224 sec): 3 clusters Score: Raw -600910.739305 + Penalty 2772.990619 = -598137.748685 nChanged 4 SP:Iteration 83Q (3980.018777 sec): 3 clusters Score: Raw -600911.924218 + Penalty 2772.990619 = -598138.933598 nChanged 3 SP:Iteration 84Q (3980.055087 sec): 3 clusters Score: Raw -600912.532115 + Penalty 2772.990619 = -598139.541495 nChanged 0 SP:Iteration 85F (3980.110980 sec): 3 clusters Score: Raw -600912.532115 + Penalty 2772.990619 = -598139.541495 nChanged 0 Score: Raw -129550107.769614 + Penalty 101450.942987 = -129448656.826627 Splitting cluster 20 changes total score from -129449322.670340 to -129448656.826627 So it's not getting split. Trying to split cluster 21 (35653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4008.628340 sec): 2 clusters Score: Raw -4444499.958706 + Penalty 1703.258143 = -4442796.700563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4008.728577 sec): 3 clusters Score: Raw -4422189.942715 + Penalty 3406.516286 = -4418783.426428 nChanged 16617 SP:Iteration 1F (4008.823346 sec): 3 clusters Score: Raw -4431764.457609 + Penalty 3406.516286 = -4428357.941322 nChanged 1746 SP:Iteration 2Q (4008.922228 sec): 3 clusters Score: Raw -4432538.073731 + Penalty 3406.516286 = -4429131.557445 nChanged 1980 SP:Iteration 3F (4009.019823 sec): 3 clusters Score: Raw -4433628.636945 + Penalty 3406.516286 = -4430222.120658 nChanged 2222 SP:Iteration 4F (4009.116029 sec): 3 clusters Score: Raw -4435053.537216 + Penalty 3406.516286 = -4431647.020930 nChanged 2406 SP:Iteration 5F (4009.217284 sec): 3 clusters Score: Raw -4436720.182003 + Penalty 3406.516286 = -4433313.665716 nChanged 2333 SP:Iteration 6F (4009.318842 sec): 3 clusters Score: Raw -4438415.145364 + Penalty 3406.516286 = -4435008.629077 nChanged 2215 SP:Iteration 7F (4009.416465 sec): 3 clusters Score: Raw -4439932.930082 + Penalty 3406.516286 = -4436526.413796 nChanged 1755 SP:Iteration 8Q (4009.514087 sec): 3 clusters Score: Raw -4440995.169294 + Penalty 3406.516286 = -4437588.653008 nChanged 1272 SP:Iteration 9Q (4009.610428 sec): 3 clusters Score: Raw -4441640.142996 + Penalty 3406.516286 = -4438233.626710 nChanged 902 SP:Iteration 10Q (4009.713538 sec): 3 clusters Score: Raw -4442028.533472 + Penalty 3406.516286 = -4438622.017185 nChanged 668 SP:Iteration 11Q (4009.824044 sec): 3 clusters Score: Raw -4442333.350139 + Penalty 3406.516286 = -4438926.833853 nChanged 617 SP:Iteration 12Q (4009.928942 sec): 3 clusters Score: Raw -4442617.525245 + Penalty 3406.516286 = -4439211.008958 nChanged 567 SP:Iteration 13Q (4010.016728 sec): 3 clusters Score: Raw -4442853.621746 + Penalty 3406.516286 = -4439447.105459 nChanged 551 SP:Iteration 14Q (4010.115676 sec): 3 clusters Score: Raw -4443070.675368 + Penalty 3406.516286 = -4439664.159082 nChanged 501 SP:Iteration 15Q (4010.224965 sec): 3 clusters Score: Raw -4443264.853773 + Penalty 3406.516286 = -4439858.337487 nChanged 434 SP:Iteration 16Q (4010.314841 sec): 3 clusters Score: Raw -4443424.198905 + Penalty 3406.516286 = -4440017.682619 nChanged 406 SP:Iteration 17Q (4010.420196 sec): 3 clusters Score: Raw -4443567.141242 + Penalty 3406.516286 = -4440160.624955 nChanged 375 SP:Iteration 18Q (4010.521514 sec): 3 clusters Score: Raw -4443696.863969 + Penalty 3406.516286 = -4440290.347682 nChanged 373 SP:Iteration 19Q (4010.609912 sec): 3 clusters Score: Raw -4443820.367939 + Penalty 3406.516286 = -4440413.851653 nChanged 304 SP:Iteration 20F (4010.704410 sec): 3 clusters Score: Raw -4443913.264035 + Penalty 3406.516286 = -4440506.747749 nChanged 303 SP:Iteration 21Q (4010.802183 sec): 3 clusters Score: Raw -4443998.134127 + Penalty 3406.516286 = -4440591.617840 nChanged 254 SP:Iteration 22Q (4010.908565 sec): 3 clusters Score: Raw -4444066.874190 + Penalty 3406.516286 = -4440660.357904 nChanged 251 SP:Iteration 23Q (4011.005962 sec): 3 clusters Score: Raw -4444131.083106 + Penalty 3406.516286 = -4440724.566819 nChanged 222 SP:Iteration 24Q (4011.103582 sec): 3 clusters Score: Raw -4444183.315664 + Penalty 3406.516286 = -4440776.799378 nChanged 209 SP:Iteration 25Q (4011.197478 sec): 3 clusters Score: Raw -4444235.309210 + Penalty 3406.516286 = -4440828.792923 nChanged 200 SP:Iteration 26Q (4011.292867 sec): 3 clusters Score: Raw -4444282.964494 + Penalty 3406.516286 = -4440876.448208 nChanged 219 SP:Iteration 27Q (4011.385552 sec): 3 clusters Score: Raw -4444338.828565 + Penalty 3406.516286 = -4440932.312278 nChanged 195 SP:Iteration 28Q (4011.480234 sec): 3 clusters Score: Raw -4444388.620906 + Penalty 3406.516286 = -4440982.104619 nChanged 188 SP:Iteration 29Q (4011.568095 sec): 3 clusters Score: Raw -4444435.502728 + Penalty 3406.516286 = -4441028.986442 nChanged 180 SP:Iteration 30Q (4011.664328 sec): 3 clusters Score: Raw -4444478.040751 + Penalty 3406.516286 = -4441071.524465 nChanged 171 SP:Iteration 31Q (4011.745800 sec): 3 clusters Score: Raw -4444521.533874 + Penalty 3406.516286 = -4441115.017587 nChanged 153 SP:Iteration 32Q (4011.830853 sec): 3 clusters Score: Raw -4444561.170970 + Penalty 3406.516286 = -4441154.654684 nChanged 163 SP:Iteration 33Q (4011.924120 sec): 3 clusters Score: Raw -4444599.052137 + Penalty 3406.516286 = -4441192.535851 nChanged 124 SP:Iteration 34Q (4012.022177 sec): 3 clusters Score: Raw -4444624.826211 + Penalty 3406.516286 = -4441218.309924 nChanged 99 SP:Iteration 35Q (4012.114483 sec): 3 clusters Score: Raw -4444642.756904 + Penalty 3406.516286 = -4441236.240617 nChanged 95 SP:Iteration 36Q (4012.205109 sec): 3 clusters Score: Raw -4444658.842243 + Penalty 3406.516286 = -4441252.325957 nChanged 99 SP:Iteration 37Q (4012.301853 sec): 3 clusters Score: Raw -4444677.644676 + Penalty 3406.516286 = -4441271.128390 nChanged 91 SP:Iteration 38Q (4012.396684 sec): 3 clusters Score: Raw -4444695.786760 + Penalty 3406.516286 = -4441289.270473 nChanged 98 SP:Iteration 39Q (4012.486217 sec): 3 clusters Score: Raw -4444715.909625 + Penalty 3406.516286 = -4441309.393339 nChanged 96 SP:Iteration 40F (4012.583783 sec): 3 clusters Score: Raw -4444734.994567 + Penalty 3406.516286 = -4441328.478280 nChanged 82 SP:Iteration 41Q (4012.665433 sec): 3 clusters Score: Raw -4444749.135244 + Penalty 3406.516286 = -4441342.618957 nChanged 78 SP:Iteration 42Q (4012.759344 sec): 3 clusters Score: Raw -4444764.993662 + Penalty 3406.516286 = -4441358.477375 nChanged 88 SP:Iteration 43Q (4012.854601 sec): 3 clusters Score: Raw -4444785.857259 + Penalty 3406.516286 = -4441379.340972 nChanged 90 SP:Iteration 44Q (4012.956707 sec): 3 clusters Score: Raw -4444804.782536 + Penalty 3406.516286 = -4441398.266250 nChanged 76 SP:Iteration 45Q (4013.052572 sec): 3 clusters Score: Raw -4444822.419770 + Penalty 3406.516286 = -4441415.903483 nChanged 80 SP:Iteration 46Q (4013.141042 sec): 3 clusters Score: Raw -4444840.298533 + Penalty 3406.516286 = -4441433.782246 nChanged 77 SP:Iteration 47Q (4013.231284 sec): 3 clusters Score: Raw -4444855.137174 + Penalty 3406.516286 = -4441448.620887 nChanged 59 SP:Iteration 48Q (4013.321897 sec): 3 clusters Score: Raw -4444865.853364 + Penalty 3406.516286 = -4441459.337077 nChanged 54 SP:Iteration 49Q (4013.404859 sec): 3 clusters Score: Raw -4444874.501881 + Penalty 3406.516286 = -4441467.985595 nChanged 47 SP:Iteration 50Q (4013.493806 sec): 3 clusters Score: Raw -4444881.935480 + Penalty 3406.516286 = -4441475.419194 nChanged 42 SP:Iteration 51Q (4013.577329 sec): 3 clusters Score: Raw -4444888.176962 + Penalty 3406.516286 = -4441481.660675 nChanged 35 SP:Iteration 52Q (4013.665128 sec): 3 clusters Score: Raw -4444894.140110 + Penalty 3406.516286 = -4441487.623824 nChanged 30 SP:Iteration 53Q (4013.767197 sec): 3 clusters Score: Raw -4444899.940946 + Penalty 3406.516286 = -4441493.424660 nChanged 36 SP:Iteration 54Q (4013.846511 sec): 3 clusters Score: Raw -4444907.007809 + Penalty 3406.516286 = -4441500.491523 nChanged 38 SP:Iteration 55Q (4013.941303 sec): 3 clusters Score: Raw -4444914.533985 + Penalty 3406.516286 = -4441508.017698 nChanged 36 SP:Iteration 56Q (4014.034446 sec): 3 clusters Score: Raw -4444920.818486 + Penalty 3406.516286 = -4441514.302200 nChanged 35 SP:Iteration 57Q (4014.130532 sec): 3 clusters Score: Raw -4444925.575826 + Penalty 3406.516286 = -4441519.059539 nChanged 30 SP:Iteration 58Q (4014.219237 sec): 3 clusters Score: Raw -4444930.381478 + Penalty 3406.516286 = -4441523.865191 nChanged 29 SP:Iteration 59Q (4014.306784 sec): 3 clusters Score: Raw -4444935.246055 + Penalty 3406.516286 = -4441528.729769 nChanged 31 SP:Iteration 60F (4014.413396 sec): 3 clusters Score: Raw -4444940.634460 + Penalty 3406.516286 = -4441534.118173 nChanged 27 SP:Iteration 61Q (4014.511346 sec): 3 clusters Score: Raw -4444945.784463 + Penalty 3406.516286 = -4441539.268177 nChanged 30 SP:Iteration 62Q (4014.586110 sec): 3 clusters Score: Raw -4444950.762066 + Penalty 3406.516286 = -4441544.245780 nChanged 18 SP:Iteration 63Q (4014.672425 sec): 3 clusters Score: Raw -4444954.151705 + Penalty 3406.516286 = -4441547.635419 nChanged 12 SP:Iteration 64Q (4014.764322 sec): 3 clusters Score: Raw -4444955.445055 + Penalty 3406.516286 = -4441548.928769 nChanged 16 SP:Iteration 65Q (4014.846267 sec): 3 clusters Score: Raw -4444957.323366 + Penalty 3406.516286 = -4441550.807080 nChanged 15 SP:Iteration 66Q (4014.926109 sec): 3 clusters Score: Raw -4444960.204192 + Penalty 3406.516286 = -4441553.687906 nChanged 18 SP:Iteration 67Q (4015.016457 sec): 3 clusters Score: Raw -4444963.546491 + Penalty 3406.516286 = -4441557.030205 nChanged 19 SP:Iteration 68Q (4015.111578 sec): 3 clusters Score: Raw -4444966.277928 + Penalty 3406.516286 = -4441559.761641 nChanged 25 SP:Iteration 69Q (4015.194740 sec): 3 clusters Score: Raw -4444971.348690 + Penalty 3406.516286 = -4441564.832404 nChanged 24 SP:Iteration 70Q (4015.281571 sec): 3 clusters Score: Raw -4444975.861294 + Penalty 3406.516286 = -4441569.345007 nChanged 24 SP:Iteration 71Q (4015.367330 sec): 3 clusters Score: Raw -4444979.612152 + Penalty 3406.516286 = -4441573.095866 nChanged 21 SP:Iteration 72Q (4015.461287 sec): 3 clusters Score: Raw -4444983.806632 + Penalty 3406.516286 = -4441577.290346 nChanged 21 SP:Iteration 73Q (4015.538172 sec): 3 clusters Score: Raw -4444986.627035 + Penalty 3406.516286 = -4441580.110749 nChanged 17 SP:Iteration 74Q (4015.633542 sec): 3 clusters Score: Raw -4444988.921759 + Penalty 3406.516286 = -4441582.405472 nChanged 15 SP:Iteration 75Q (4015.733018 sec): 3 clusters Score: Raw -4444990.807917 + Penalty 3406.516286 = -4441584.291630 nChanged 11 SP:Iteration 76Q (4015.824315 sec): 3 clusters Score: Raw -4444992.037964 + Penalty 3406.516286 = -4441585.521678 nChanged 8 SP:Iteration 77Q (4015.919390 sec): 3 clusters Score: Raw -4444992.721441 + Penalty 3406.516286 = -4441586.205155 nChanged 4 SP:Iteration 78Q (4016.008633 sec): 3 clusters Score: Raw -4444993.074692 + Penalty 3406.516286 = -4441586.558406 nChanged 2 SP:Iteration 79Q (4016.091726 sec): 3 clusters Score: Raw -4444993.414277 + Penalty 3406.516286 = -4441586.897990 nChanged 2 SP:Iteration 80F (4016.198228 sec): 3 clusters Score: Raw -4444993.704378 + Penalty 3406.516286 = -4441587.188091 nChanged 1 SP:Iteration 81Q (4016.281852 sec): 3 clusters Score: Raw -4444993.799094 + Penalty 3406.516286 = -4441587.282807 nChanged 0 SP:Iteration 82F (4016.377348 sec): 3 clusters Score: Raw -4444993.799094 + Penalty 3406.516286 = -4441587.282807 nChanged 0 Trying to split cluster 22 (12376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4016.426452 sec): 2 clusters Score: Raw -1505902.723524 + Penalty 1531.321089 = -1504371.402436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4016.483036 sec): 3 clusters Score: Raw -1498833.927944 + Penalty 3062.642177 = -1495771.285767 nChanged 5446 SP:Iteration 1F (4016.526847 sec): 3 clusters Score: Raw -1502160.846569 + Penalty 3062.642177 = -1499098.204392 nChanged 933 SP:Iteration 2F (4016.572344 sec): 3 clusters Score: Raw -1502897.207046 + Penalty 3062.642177 = -1499834.564869 nChanged 981 SP:Iteration 3F (4016.637868 sec): 3 clusters Score: Raw -1503837.511875 + Penalty 3062.642177 = -1500774.869697 nChanged 1027 SP:Iteration 4F (4016.686929 sec): 3 clusters Score: Raw -1504744.614318 + Penalty 3062.642177 = -1501681.972141 nChanged 901 SP:Iteration 5F (4016.721331 sec): 3 clusters Score: Raw -1505372.193367 + Penalty 3062.642177 = -1502309.551190 nChanged 692 SP:Iteration 6F (4016.788199 sec): 3 clusters Score: Raw -1505812.298389 + Penalty 3062.642177 = -1502749.656211 nChanged 529 SP:Iteration 7Q (4016.848024 sec): 3 clusters Score: Raw -1506117.709775 + Penalty 3062.642177 = -1503055.067598 nChanged 354 SP:Iteration 8Q (4016.913554 sec): 3 clusters Score: Raw -1506253.418633 + Penalty 3062.642177 = -1503190.776455 nChanged 217 SP:Iteration 9Q (4016.968908 sec): 3 clusters Score: Raw -1506318.780442 + Penalty 3062.642177 = -1503256.138264 nChanged 157 SP:Iteration 10Q (4017.031946 sec): 3 clusters Score: Raw -1506360.504475 + Penalty 3062.642177 = -1503297.862297 nChanged 114 SP:Iteration 11Q (4017.096767 sec): 3 clusters Score: Raw -1506387.109332 + Penalty 3062.642177 = -1503324.467154 nChanged 85 SP:Iteration 12Q (4017.154341 sec): 3 clusters Score: Raw -1506405.683945 + Penalty 3062.642177 = -1503343.041768 nChanged 80 SP:Iteration 13Q (4017.221286 sec): 3 clusters Score: Raw -1506422.696874 + Penalty 3062.642177 = -1503360.054696 nChanged 87 SP:Iteration 14Q (4017.281726 sec): 3 clusters Score: Raw -1506440.219075 + Penalty 3062.642177 = -1503377.576897 nChanged 73 SP:Iteration 15Q (4017.339003 sec): 3 clusters Score: Raw -1506454.606020 + Penalty 3062.642177 = -1503391.963843 nChanged 67 SP:Iteration 16Q (4017.405298 sec): 3 clusters Score: Raw -1506467.202872 + Penalty 3062.642177 = -1503404.560695 nChanged 50 SP:Iteration 17Q (4017.466372 sec): 3 clusters Score: Raw -1506475.626793 + Penalty 3062.642177 = -1503412.984616 nChanged 43 SP:Iteration 18Q (4017.540233 sec): 3 clusters Score: Raw -1506483.952991 + Penalty 3062.642177 = -1503421.310813 nChanged 51 SP:Iteration 19Q (4017.602212 sec): 3 clusters Score: Raw -1506491.948240 + Penalty 3062.642177 = -1503429.306062 nChanged 44 SP:Iteration 20F (4017.680207 sec): 3 clusters Score: Raw -1506499.834735 + Penalty 3062.642177 = -1503437.192558 nChanged 54 SP:Iteration 21Q (4017.743515 sec): 3 clusters Score: Raw -1506509.883938 + Penalty 3062.642177 = -1503447.241760 nChanged 50 SP:Iteration 22Q (4017.815084 sec): 3 clusters Score: Raw -1506520.435835 + Penalty 3062.642177 = -1503457.793657 nChanged 41 SP:Iteration 23Q (4017.885739 sec): 3 clusters Score: Raw -1506527.344806 + Penalty 3062.642177 = -1503464.702629 nChanged 39 SP:Iteration 24Q (4017.953867 sec): 3 clusters Score: Raw -1506533.918862 + Penalty 3062.642177 = -1503471.276685 nChanged 51 SP:Iteration 25Q (4018.012980 sec): 3 clusters Score: Raw -1506541.399078 + Penalty 3062.642177 = -1503478.756901 nChanged 38 SP:Iteration 26Q (4018.087108 sec): 3 clusters Score: Raw -1506546.834976 + Penalty 3062.642177 = -1503484.192798 nChanged 25 SP:Iteration 27Q (4018.144218 sec): 3 clusters Score: Raw -1506550.386059 + Penalty 3062.642177 = -1503487.743882 nChanged 23 SP:Iteration 28Q (4018.222262 sec): 3 clusters Score: Raw -1506553.978672 + Penalty 3062.642177 = -1503491.336495 nChanged 28 SP:Iteration 29Q (4018.287140 sec): 3 clusters Score: Raw -1506557.570762 + Penalty 3062.642177 = -1503494.928584 nChanged 21 SP:Iteration 30Q (4018.356360 sec): 3 clusters Score: Raw -1506560.304950 + Penalty 3062.642177 = -1503497.662772 nChanged 15 SP:Iteration 31Q (4018.415127 sec): 3 clusters Score: Raw -1506562.027682 + Penalty 3062.642177 = -1503499.385504 nChanged 19 SP:Iteration 32Q (4018.496060 sec): 3 clusters Score: Raw -1506564.692056 + Penalty 3062.642177 = -1503502.049878 nChanged 20 SP:Iteration 33Q (4018.564704 sec): 3 clusters Score: Raw -1506567.384605 + Penalty 3062.642177 = -1503504.742427 nChanged 22 SP:Iteration 34Q (4018.625486 sec): 3 clusters Score: Raw -1506569.392119 + Penalty 3062.642177 = -1503506.749941 nChanged 13 SP:Iteration 35Q (4018.689812 sec): 3 clusters Score: Raw -1506570.948269 + Penalty 3062.642177 = -1503508.306092 nChanged 17 SP:Iteration 36Q (4018.769276 sec): 3 clusters Score: Raw -1506573.526948 + Penalty 3062.642177 = -1503510.884771 nChanged 16 SP:Iteration 37Q (4018.820601 sec): 3 clusters Score: Raw -1506575.948946 + Penalty 3062.642177 = -1503513.306769 nChanged 20 SP:Iteration 38Q (4018.892344 sec): 3 clusters Score: Raw -1506578.825912 + Penalty 3062.642177 = -1503516.183734 nChanged 25 SP:Iteration 39Q (4018.959426 sec): 3 clusters Score: Raw -1506581.406612 + Penalty 3062.642177 = -1503518.764435 nChanged 17 SP:Iteration 40F (4019.028297 sec): 3 clusters Score: Raw -1506582.674375 + Penalty 3062.642177 = -1503520.032197 nChanged 10 SP:Iteration 41Q (4019.101579 sec): 3 clusters Score: Raw -1506583.316268 + Penalty 3062.642177 = -1503520.674090 nChanged 5 SP:Iteration 42Q (4019.172815 sec): 3 clusters Score: Raw -1506583.688716 + Penalty 3062.642177 = -1503521.046538 nChanged 7 SP:Iteration 43Q (4019.233116 sec): 3 clusters Score: Raw -1506584.311487 + Penalty 3062.642177 = -1503521.669310 nChanged 3 SP:Iteration 44Q (4019.313351 sec): 3 clusters Score: Raw -1506584.611679 + Penalty 3062.642177 = -1503521.969501 nChanged 3 SP:Iteration 45Q (4019.384158 sec): 3 clusters Score: Raw -1506585.040769 + Penalty 3062.642177 = -1503522.398591 nChanged 4 SP:Iteration 46Q (4019.443471 sec): 3 clusters Score: Raw -1506585.382918 + Penalty 3062.642177 = -1503522.740741 nChanged 2 SP:Iteration 47Q (4019.514121 sec): 3 clusters Score: Raw -1506585.723074 + Penalty 3062.642177 = -1503523.080896 nChanged 0 SP:Iteration 48F (4019.577376 sec): 3 clusters Score: Raw -1506585.723074 + Penalty 3062.642177 = -1503523.080896 nChanged 0 Trying to split cluster 23 (14346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4019.634229 sec): 2 clusters Score: Raw -1776848.474103 + Penalty 1555.324296 = -1775293.149807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4019.708957 sec): 3 clusters Score: Raw -1768451.668087 + Penalty 3110.648592 = -1765341.019495 nChanged 6304 SP:Iteration 1F (4019.781988 sec): 3 clusters Score: Raw -1771986.836391 + Penalty 3110.648592 = -1768876.187799 nChanged 856 SP:Iteration 2F (4019.853222 sec): 3 clusters Score: Raw -1772367.011809 + Penalty 3110.648592 = -1769256.363217 nChanged 746 SP:Iteration 3F (4019.916511 sec): 3 clusters Score: Raw -1772707.225270 + Penalty 3110.648592 = -1769596.576679 nChanged 731 SP:Iteration 4F (4019.989398 sec): 3 clusters Score: Raw -1773055.772207 + Penalty 3110.648592 = -1769945.123615 nChanged 745 SP:Iteration 5F (4020.070160 sec): 3 clusters Score: Raw -1773407.165983 + Penalty 3110.648592 = -1770296.517391 nChanged 669 SP:Iteration 6Q (4020.143483 sec): 3 clusters Score: Raw -1773766.508989 + Penalty 3110.648592 = -1770655.860397 nChanged 681 SP:Iteration 7Q (4020.209101 sec): 3 clusters Score: Raw -1774148.670348 + Penalty 3110.648592 = -1771038.021756 nChanged 654 SP:Iteration 8Q (4020.275542 sec): 3 clusters Score: Raw -1774559.296400 + Penalty 3110.648592 = -1771448.647808 nChanged 703 SP:Iteration 9Q (4020.354229 sec): 3 clusters Score: Raw -1775047.683412 + Penalty 3110.648592 = -1771937.034820 nChanged 675 SP:Iteration 10Q (4020.426093 sec): 3 clusters Score: Raw -1775555.861158 + Penalty 3110.648592 = -1772445.212566 nChanged 633 SP:Iteration 11Q (4020.490004 sec): 3 clusters Score: Raw -1775954.538956 + Penalty 3110.648592 = -1772843.890364 nChanged 485 SP:Iteration 12Q (4020.573433 sec): 3 clusters Score: Raw -1776164.834657 + Penalty 3110.648592 = -1773054.186065 nChanged 341 SP:Iteration 13Q (4020.634799 sec): 3 clusters Score: Raw -1776311.526351 + Penalty 3110.648592 = -1773200.877759 nChanged 271 SP:Iteration 14Q (4020.704380 sec): 3 clusters Score: Raw -1776403.874982 + Penalty 3110.648592 = -1773293.226390 nChanged 206 SP:Iteration 15Q (4020.781525 sec): 3 clusters Score: Raw -1776460.931925 + Penalty 3110.648592 = -1773350.283333 nChanged 154 SP:Iteration 16Q (4020.843110 sec): 3 clusters Score: Raw -1776499.453579 + Penalty 3110.648592 = -1773388.804987 nChanged 126 SP:Iteration 17Q (4020.926132 sec): 3 clusters Score: Raw -1776526.093658 + Penalty 3110.648592 = -1773415.445066 nChanged 99 SP:Iteration 18Q (4020.999180 sec): 3 clusters Score: Raw -1776543.612940 + Penalty 3110.648592 = -1773432.964349 nChanged 96 SP:Iteration 19Q (4021.070047 sec): 3 clusters Score: Raw -1776563.898039 + Penalty 3110.648592 = -1773453.249447 nChanged 108 SP:Iteration 20F (4021.140211 sec): 3 clusters Score: Raw -1776585.441426 + Penalty 3110.648592 = -1773474.792834 nChanged 111 SP:Iteration 21Q (4021.197852 sec): 3 clusters Score: Raw -1776608.806122 + Penalty 3110.648592 = -1773498.157530 nChanged 97 SP:Iteration 22Q (4021.267492 sec): 3 clusters Score: Raw -1776627.411619 + Penalty 3110.648592 = -1773516.763027 nChanged 94 SP:Iteration 23Q (4021.336873 sec): 3 clusters Score: Raw -1776646.311017 + Penalty 3110.648592 = -1773535.662425 nChanged 90 SP:Iteration 24Q (4021.408610 sec): 3 clusters Score: Raw -1776661.932070 + Penalty 3110.648592 = -1773551.283478 nChanged 82 SP:Iteration 25Q (4021.478111 sec): 3 clusters Score: Raw -1776676.812423 + Penalty 3110.648592 = -1773566.163831 nChanged 83 SP:Iteration 26Q (4021.546139 sec): 3 clusters Score: Raw -1776692.453832 + Penalty 3110.648592 = -1773581.805241 nChanged 80 SP:Iteration 27Q (4021.619454 sec): 3 clusters Score: Raw -1776710.955789 + Penalty 3110.648592 = -1773600.307197 nChanged 89 SP:Iteration 28Q (4021.689658 sec): 3 clusters Score: Raw -1776728.687564 + Penalty 3110.648592 = -1773618.038972 nChanged 77 SP:Iteration 29Q (4021.763177 sec): 3 clusters Score: Raw -1776743.813172 + Penalty 3110.648592 = -1773633.164580 nChanged 86 SP:Iteration 30Q (4021.835513 sec): 3 clusters Score: Raw -1776763.293162 + Penalty 3110.648592 = -1773652.644570 nChanged 96 SP:Iteration 31Q (4021.907842 sec): 3 clusters Score: Raw -1776783.096661 + Penalty 3110.648592 = -1773672.448069 nChanged 92 SP:Iteration 32Q (4021.981538 sec): 3 clusters Score: Raw -1776805.033594 + Penalty 3110.648592 = -1773694.385003 nChanged 95 SP:Iteration 33Q (4022.045002 sec): 3 clusters Score: Raw -1776830.593230 + Penalty 3110.648592 = -1773719.944638 nChanged 104 SP:Iteration 34Q (4022.120831 sec): 3 clusters Score: Raw -1776856.169128 + Penalty 3110.648592 = -1773745.520536 nChanged 101 SP:Iteration 35Q (4022.197033 sec): 3 clusters Score: Raw -1776883.750036 + Penalty 3110.648592 = -1773773.101444 nChanged 110 SP:Iteration 36Q (4022.284311 sec): 3 clusters Score: Raw -1776914.361004 + Penalty 3110.648592 = -1773803.712412 nChanged 126 SP:Iteration 37Q (4022.351098 sec): 3 clusters Score: Raw -1776945.935166 + Penalty 3110.648592 = -1773835.286574 nChanged 116 SP:Iteration 38Q (4022.418704 sec): 3 clusters Score: Raw -1776977.273286 + Penalty 3110.648592 = -1773866.624694 nChanged 109 SP:Iteration 39Q (4022.483471 sec): 3 clusters Score: Raw -1777004.752405 + Penalty 3110.648592 = -1773894.103813 nChanged 109 SP:Iteration 40F (4022.564436 sec): 3 clusters Score: Raw -1777030.114051 + Penalty 3110.648592 = -1773919.465460 nChanged 103 SP:Iteration 41Q (4022.630196 sec): 3 clusters Score: Raw -1777057.514460 + Penalty 3110.648592 = -1773946.865868 nChanged 106 SP:Iteration 42Q (4022.701233 sec): 3 clusters Score: Raw -1777087.653011 + Penalty 3110.648592 = -1773977.004419 nChanged 109 SP:Iteration 43Q (4022.771279 sec): 3 clusters Score: Raw -1777118.328809 + Penalty 3110.648592 = -1774007.680217 nChanged 109 SP:Iteration 44Q (4022.841545 sec): 3 clusters Score: Raw -1777154.527331 + Penalty 3110.648592 = -1774043.878739 nChanged 124 SP:Iteration 45Q (4022.910045 sec): 3 clusters Score: Raw -1777200.728642 + Penalty 3110.648592 = -1774090.080050 nChanged 131 SP:Iteration 46Q (4022.969793 sec): 3 clusters Score: Raw -1777250.053887 + Penalty 3110.648592 = -1774139.405295 nChanged 113 SP:Iteration 47Q (4023.033154 sec): 3 clusters Score: Raw -1777285.889337 + Penalty 3110.648592 = -1774175.240745 nChanged 84 SP:Iteration 48Q (4023.100692 sec): 3 clusters Score: Raw -1777311.653526 + Penalty 3110.648592 = -1774201.004934 nChanged 91 SP:Iteration 49Q (4023.175866 sec): 3 clusters Score: Raw -1777335.728766 + Penalty 3110.648592 = -1774225.080174 nChanged 70 SP:Iteration 50Q (4023.249988 sec): 3 clusters Score: Raw -1777351.532947 + Penalty 3110.648592 = -1774240.884355 nChanged 55 SP:Iteration 51Q (4023.314597 sec): 3 clusters Score: Raw -1777362.648702 + Penalty 3110.648592 = -1774252.000111 nChanged 52 SP:Iteration 52Q (4023.395887 sec): 3 clusters Score: Raw -1777373.979766 + Penalty 3110.648592 = -1774263.331174 nChanged 46 SP:Iteration 53Q (4023.453704 sec): 3 clusters Score: Raw -1777384.324321 + Penalty 3110.648592 = -1774273.675729 nChanged 42 SP:Iteration 54Q (4023.523118 sec): 3 clusters Score: Raw -1777394.422950 + Penalty 3110.648592 = -1774283.774358 nChanged 47 SP:Iteration 55Q (4023.601452 sec): 3 clusters Score: Raw -1777404.937120 + Penalty 3110.648592 = -1774294.288529 nChanged 47 SP:Iteration 56Q (4023.661852 sec): 3 clusters Score: Raw -1777414.495286 + Penalty 3110.648592 = -1774303.846694 nChanged 33 SP:Iteration 57Q (4023.727176 sec): 3 clusters Score: Raw -1777422.132886 + Penalty 3110.648592 = -1774311.484294 nChanged 29 SP:Iteration 58Q (4023.789473 sec): 3 clusters Score: Raw -1777427.167101 + Penalty 3110.648592 = -1774316.518510 nChanged 28 SP:Iteration 59Q (4023.861779 sec): 3 clusters Score: Raw -1777432.225812 + Penalty 3110.648592 = -1774321.577220 nChanged 30 SP:Iteration 60F (4023.919937 sec): 3 clusters Score: Raw -1777437.350306 + Penalty 3110.648592 = -1774326.701714 nChanged 30 SP:Iteration 61Q (4023.981256 sec): 3 clusters Score: Raw -1777443.154091 + Penalty 3110.648592 = -1774332.505499 nChanged 34 SP:Iteration 62Q (4024.040535 sec): 3 clusters Score: Raw -1777450.301027 + Penalty 3110.648592 = -1774339.652435 nChanged 25 SP:Iteration 63Q (4024.109699 sec): 3 clusters Score: Raw -1777454.315060 + Penalty 3110.648592 = -1774343.666468 nChanged 23 SP:Iteration 64Q (4024.162298 sec): 3 clusters Score: Raw -1777457.262483 + Penalty 3110.648592 = -1774346.613891 nChanged 17 SP:Iteration 65Q (4024.221288 sec): 3 clusters Score: Raw -1777460.178947 + Penalty 3110.648592 = -1774349.530355 nChanged 20 SP:Iteration 66Q (4024.296048 sec): 3 clusters Score: Raw -1777464.296666 + Penalty 3110.648592 = -1774353.648074 nChanged 20 SP:Iteration 67Q (4024.342660 sec): 3 clusters Score: Raw -1777468.806752 + Penalty 3110.648592 = -1774358.158160 nChanged 24 SP:Iteration 68Q (4024.405268 sec): 3 clusters Score: Raw -1777474.217516 + Penalty 3110.648592 = -1774363.568924 nChanged 23 SP:Iteration 69Q (4024.460934 sec): 3 clusters Score: Raw -1777480.508974 + Penalty 3110.648592 = -1774369.860382 nChanged 19 SP:Iteration 70Q (4024.538511 sec): 3 clusters Score: Raw -1777483.898154 + Penalty 3110.648592 = -1774373.249562 nChanged 17 SP:Iteration 71Q (4024.589107 sec): 3 clusters Score: Raw -1777486.680389 + Penalty 3110.648592 = -1774376.031797 nChanged 12 SP:Iteration 72Q (4024.666322 sec): 3 clusters Score: Raw -1777489.103460 + Penalty 3110.648592 = -1774378.454869 nChanged 13 SP:Iteration 73Q (4024.716006 sec): 3 clusters Score: Raw -1777492.064063 + Penalty 3110.648592 = -1774381.415472 nChanged 17 SP:Iteration 74Q (4024.781605 sec): 3 clusters Score: Raw -1777495.079635 + Penalty 3110.648592 = -1774384.431043 nChanged 14 SP:Iteration 75Q (4024.842525 sec): 3 clusters Score: Raw -1777497.397952 + Penalty 3110.648592 = -1774386.749360 nChanged 7 SP:Iteration 76Q (4024.909974 sec): 3 clusters Score: Raw -1777498.351661 + Penalty 3110.648592 = -1774387.703069 nChanged 7 SP:Iteration 77Q (4024.961418 sec): 3 clusters Score: Raw -1777499.459445 + Penalty 3110.648592 = -1774388.810853 nChanged 4 SP:Iteration 78Q (4025.035057 sec): 3 clusters Score: Raw -1777500.292755 + Penalty 3110.648592 = -1774389.644163 nChanged 7 SP:Iteration 79Q (4025.088343 sec): 3 clusters Score: Raw -1777501.484943 + Penalty 3110.648592 = -1774390.836351 nChanged 9 SP:Iteration 80F (4025.157275 sec): 3 clusters Score: Raw -1777503.671825 + Penalty 3110.648592 = -1774393.023233 nChanged 16 SP:Iteration 81Q (4025.228555 sec): 3 clusters Score: Raw -1777506.488670 + Penalty 3110.648592 = -1774395.840078 nChanged 12 SP:Iteration 82Q (4025.286454 sec): 3 clusters Score: Raw -1777508.269484 + Penalty 3110.648592 = -1774397.620892 nChanged 4 SP:Iteration 83Q (4025.363946 sec): 3 clusters Score: Raw -1777508.818726 + Penalty 3110.648592 = -1774398.170134 nChanged 7 SP:Iteration 84Q (4025.432791 sec): 3 clusters Score: Raw -1777510.484786 + Penalty 3110.648592 = -1774399.836194 nChanged 9 SP:Iteration 85Q (4025.496763 sec): 3 clusters Score: Raw -1777512.185844 + Penalty 3110.648592 = -1774401.537252 nChanged 8 SP:Iteration 86Q (4025.547609 sec): 3 clusters Score: Raw -1777513.782888 + Penalty 3110.648592 = -1774403.134297 nChanged 9 SP:Iteration 87Q (4025.616756 sec): 3 clusters Score: Raw -1777515.843156 + Penalty 3110.648592 = -1774405.194564 nChanged 16 SP:Iteration 88Q (4025.667160 sec): 3 clusters Score: Raw -1777518.711444 + Penalty 3110.648592 = -1774408.062852 nChanged 20 SP:Iteration 89Q (4025.730255 sec): 3 clusters Score: Raw -1777521.198098 + Penalty 3110.648592 = -1774410.549506 nChanged 11 SP:Iteration 90Q (4025.792769 sec): 3 clusters Score: Raw -1777522.792376 + Penalty 3110.648592 = -1774412.143784 nChanged 7 SP:Iteration 91Q (4025.865078 sec): 3 clusters Score: Raw -1777524.216230 + Penalty 3110.648592 = -1774413.567638 nChanged 11 SP:Iteration 92Q (4025.921638 sec): 3 clusters Score: Raw -1777526.098624 + Penalty 3110.648592 = -1774415.450032 nChanged 10 SP:Iteration 93Q (4025.998140 sec): 3 clusters Score: Raw -1777528.400695 + Penalty 3110.648592 = -1774417.752103 nChanged 7 SP:Iteration 94Q (4026.062627 sec): 3 clusters Score: Raw -1777529.730839 + Penalty 3110.648592 = -1774419.082247 nChanged 10 SP:Iteration 95Q (4026.123157 sec): 3 clusters Score: Raw -1777530.948043 + Penalty 3110.648592 = -1774420.299451 nChanged 8 SP:Iteration 96Q (4026.190978 sec): 3 clusters Score: Raw -1777532.572207 + Penalty 3110.648592 = -1774421.923616 nChanged 7 SP:Iteration 97Q (4026.240640 sec): 3 clusters Score: Raw -1777534.281872 + Penalty 3110.648592 = -1774423.633280 nChanged 8 SP:Iteration 98Q (4026.301865 sec): 3 clusters Score: Raw -1777535.866972 + Penalty 3110.648592 = -1774425.218380 nChanged 8 SP:Iteration 99Q (4026.366666 sec): 3 clusters Score: Raw -1777536.951315 + Penalty 3110.648592 = -1774426.302724 nChanged 10 SP:Iteration 100F (4026.441992 sec): 3 clusters Score: Raw -1777539.300984 + Penalty 3110.648592 = -1774428.652393 nChanged 15 SP:Iteration 101Q (4026.500699 sec): 3 clusters Score: Raw -1777541.403758 + Penalty 3110.648592 = -1774430.755166 nChanged 7 SP:Iteration 102Q (4026.561093 sec): 3 clusters Score: Raw -1777542.417033 + Penalty 3110.648592 = -1774431.768441 nChanged 9 SP:Iteration 103Q (4026.624291 sec): 3 clusters Score: Raw -1777543.687179 + Penalty 3110.648592 = -1774433.038587 nChanged 5 SP:Iteration 104Q (4026.684996 sec): 3 clusters Score: Raw -1777544.315978 + Penalty 3110.648592 = -1774433.667386 nChanged 6 SP:Iteration 105Q (4026.761040 sec): 3 clusters Score: Raw -1777545.309660 + Penalty 3110.648592 = -1774434.661068 nChanged 4 SP:Iteration 106Q (4026.825402 sec): 3 clusters Score: Raw -1777546.028009 + Penalty 3110.648592 = -1774435.379417 nChanged 0 SP:Iteration 107F (4026.876042 sec): 3 clusters Score: Raw -1777546.028009 + Penalty 3110.648592 = -1774435.379417 nChanged 0 Trying to split cluster 24 (9440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4026.922961 sec): 2 clusters Score: Raw -1152659.573703 + Penalty 1487.315580 = -1151172.258124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4026.971710 sec): 3 clusters Score: Raw -1147283.161010 + Penalty 2974.631159 = -1144308.529851 nChanged 4127 SP:Iteration 1F (4027.034263 sec): 3 clusters Score: Raw -1149611.505570 + Penalty 2974.631159 = -1146636.874411 nChanged 679 SP:Iteration 2F (4027.103029 sec): 3 clusters Score: Raw -1149973.716114 + Penalty 2974.631159 = -1146999.084955 nChanged 528 SP:Iteration 3F (4027.152247 sec): 3 clusters Score: Raw -1150259.984181 + Penalty 2974.631159 = -1147285.353022 nChanged 517 SP:Iteration 4F (4027.212978 sec): 3 clusters Score: Raw -1150584.211076 + Penalty 2974.631159 = -1147609.579917 nChanged 516 SP:Iteration 5F (4027.270368 sec): 3 clusters Score: Raw -1150945.517180 + Penalty 2974.631159 = -1147970.886020 nChanged 538 SP:Iteration 6F (4027.318521 sec): 3 clusters Score: Raw -1151368.957691 + Penalty 2974.631159 = -1148394.326532 nChanged 554 SP:Iteration 7F (4027.378615 sec): 3 clusters Score: Raw -1151868.517639 + Penalty 2974.631159 = -1148893.886480 nChanged 548 SP:Iteration 8F (4027.430001 sec): 3 clusters Score: Raw -1152293.837481 + Penalty 2974.631159 = -1149319.206322 nChanged 399 SP:Iteration 9Q (4027.479852 sec): 3 clusters Score: Raw -1152539.898842 + Penalty 2974.631159 = -1149565.267682 nChanged 283 SP:Iteration 10Q (4027.538518 sec): 3 clusters Score: Raw -1152666.362031 + Penalty 2974.631159 = -1149691.730872 nChanged 194 SP:Iteration 11Q (4027.604532 sec): 3 clusters Score: Raw -1152737.769502 + Penalty 2974.631159 = -1149763.138342 nChanged 121 SP:Iteration 12Q (4027.661762 sec): 3 clusters Score: Raw -1152771.067535 + Penalty 2974.631159 = -1149796.436376 nChanged 78 SP:Iteration 13Q (4027.723581 sec): 3 clusters Score: Raw -1152791.586957 + Penalty 2974.631159 = -1149816.955798 nChanged 71 SP:Iteration 14Q (4027.770322 sec): 3 clusters Score: Raw -1152806.897610 + Penalty 2974.631159 = -1149832.266451 nChanged 54 SP:Iteration 15Q (4027.836322 sec): 3 clusters Score: Raw -1152817.154980 + Penalty 2974.631159 = -1149842.523821 nChanged 33 SP:Iteration 16Q (4027.896289 sec): 3 clusters Score: Raw -1152822.371180 + Penalty 2974.631159 = -1149847.740021 nChanged 34 SP:Iteration 17Q (4027.944901 sec): 3 clusters Score: Raw -1152827.185918 + Penalty 2974.631159 = -1149852.554759 nChanged 18 SP:Iteration 18Q (4028.004596 sec): 3 clusters Score: Raw -1152830.108700 + Penalty 2974.631159 = -1149855.477540 nChanged 16 SP:Iteration 19Q (4028.067961 sec): 3 clusters Score: Raw -1152832.182773 + Penalty 2974.631159 = -1149857.551613 nChanged 20 SP:Iteration 20F (4028.124766 sec): 3 clusters Score: Raw -1152835.019669 + Penalty 2974.631159 = -1149860.388509 nChanged 16 SP:Iteration 21Q (4028.188243 sec): 3 clusters Score: Raw -1152837.367585 + Penalty 2974.631159 = -1149862.736426 nChanged 17 SP:Iteration 22Q (4028.237145 sec): 3 clusters Score: Raw -1152840.047170 + Penalty 2974.631159 = -1149865.416010 nChanged 16 SP:Iteration 23Q (4028.295148 sec): 3 clusters Score: Raw -1152842.000864 + Penalty 2974.631159 = -1149867.369704 nChanged 9 SP:Iteration 24Q (4028.358893 sec): 3 clusters Score: Raw -1152842.846127 + Penalty 2974.631159 = -1149868.214968 nChanged 6 SP:Iteration 25Q (4028.404689 sec): 3 clusters Score: Raw -1152843.145694 + Penalty 2974.631159 = -1149868.514535 nChanged 3 SP:Iteration 26Q (4028.464060 sec): 3 clusters Score: Raw -1152843.346074 + Penalty 2974.631159 = -1149868.714914 nChanged 3 SP:Iteration 27Q (4028.523871 sec): 3 clusters Score: Raw -1152843.711438 + Penalty 2974.631159 = -1149869.080279 nChanged 3 SP:Iteration 28Q (4028.569728 sec): 3 clusters Score: Raw -1152843.987514 + Penalty 2974.631159 = -1149869.356355 nChanged 0 SP:Iteration 29F (4028.630034 sec): 3 clusters Score: Raw -1152843.987514 + Penalty 2974.631159 = -1149869.356355 nChanged 0 Trying to split cluster 25 (3238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4028.659733 sec): 2 clusters Score: Raw -389229.968848 + Penalty 1313.440559 = -387916.528289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4028.696818 sec): 3 clusters Score: Raw -387684.240246 + Penalty 2626.881119 = -385057.359127 nChanged 1230 SP:Iteration 1F (4028.744432 sec): 3 clusters Score: Raw -388448.048251 + Penalty 2626.881119 = -385821.167132 nChanged 249 SP:Iteration 2F (4028.788004 sec): 3 clusters Score: Raw -388599.413969 + Penalty 2626.881119 = -385972.532850 nChanged 139 SP:Iteration 3Q (4028.839771 sec): 3 clusters Score: Raw -388678.378713 + Penalty 2626.881119 = -386051.497594 nChanged 86 SP:Iteration 4Q (4028.882680 sec): 3 clusters Score: Raw -388729.125061 + Penalty 2626.881119 = -386102.243942 nChanged 88 SP:Iteration 5Q (4028.932446 sec): 3 clusters Score: Raw -388781.784679 + Penalty 2626.881119 = -386154.903561 nChanged 88 SP:Iteration 6Q (4028.984783 sec): 3 clusters Score: Raw -388836.707666 + Penalty 2626.881119 = -386209.826548 nChanged 88 SP:Iteration 7Q (4029.039098 sec): 3 clusters Score: Raw -388888.146362 + Penalty 2626.881119 = -386261.265243 nChanged 92 SP:Iteration 8Q (4029.097053 sec): 3 clusters Score: Raw -388945.424982 + Penalty 2626.881119 = -386318.543864 nChanged 81 SP:Iteration 9Q (4029.135706 sec): 3 clusters Score: Raw -388987.743071 + Penalty 2626.881119 = -386360.861953 nChanged 65 SP:Iteration 10Q (4029.183983 sec): 3 clusters Score: Raw -389025.273733 + Penalty 2626.881119 = -386398.392615 nChanged 67 SP:Iteration 11Q (4029.236813 sec): 3 clusters Score: Raw -389064.179249 + Penalty 2626.881119 = -386437.298130 nChanged 61 SP:Iteration 12Q (4029.277879 sec): 3 clusters Score: Raw -389097.309024 + Penalty 2626.881119 = -386470.427906 nChanged 58 SP:Iteration 13Q (4029.319859 sec): 3 clusters Score: Raw -389134.285576 + Penalty 2626.881119 = -386507.404457 nChanged 61 SP:Iteration 14Q (4029.372150 sec): 3 clusters Score: Raw -389170.920405 + Penalty 2626.881119 = -386544.039287 nChanged 55 SP:Iteration 15Q (4029.425690 sec): 3 clusters Score: Raw -389205.771428 + Penalty 2626.881119 = -386578.890309 nChanged 58 SP:Iteration 16Q (4029.469908 sec): 3 clusters Score: Raw -389241.641997 + Penalty 2626.881119 = -386614.760879 nChanged 59 SP:Iteration 17Q (4029.521186 sec): 3 clusters Score: Raw -389282.008287 + Penalty 2626.881119 = -386655.127168 nChanged 44 SP:Iteration 18Q (4029.569795 sec): 3 clusters Score: Raw -389309.435657 + Penalty 2626.881119 = -386682.554538 nChanged 37 SP:Iteration 19Q (4029.605984 sec): 3 clusters Score: Raw -389328.106997 + Penalty 2626.881119 = -386701.225879 nChanged 26 SP:Iteration 20F (4029.666702 sec): 3 clusters Score: Raw -389344.040500 + Penalty 2626.881119 = -386717.159381 nChanged 26 SP:Iteration 21Q (4029.710777 sec): 3 clusters Score: Raw -389358.104641 + Penalty 2626.881119 = -386731.223522 nChanged 22 SP:Iteration 22Q (4029.755496 sec): 3 clusters Score: Raw -389366.808573 + Penalty 2626.881119 = -386739.927455 nChanged 17 SP:Iteration 23Q (4029.798188 sec): 3 clusters Score: Raw -389376.347676 + Penalty 2626.881119 = -386749.466558 nChanged 18 SP:Iteration 24Q (4029.837242 sec): 3 clusters Score: Raw -389390.830135 + Penalty 2626.881119 = -386763.949017 nChanged 22 SP:Iteration 25Q (4029.894123 sec): 3 clusters Score: Raw -389410.403723 + Penalty 2626.881119 = -386783.522604 nChanged 29 SP:Iteration 26Q (4029.938830 sec): 3 clusters Score: Raw -389430.248054 + Penalty 2626.881119 = -386803.366935 nChanged 32 SP:Iteration 27Q (4029.986259 sec): 3 clusters Score: Raw -389449.460675 + Penalty 2626.881119 = -386822.579556 nChanged 28 SP:Iteration 28Q (4030.024382 sec): 3 clusters Score: Raw -389464.496489 + Penalty 2626.881119 = -386837.615371 nChanged 17 SP:Iteration 29Q (4030.063587 sec): 3 clusters Score: Raw -389474.190374 + Penalty 2626.881119 = -386847.309255 nChanged 15 SP:Iteration 30Q (4030.112938 sec): 3 clusters Score: Raw -389481.932246 + Penalty 2626.881119 = -386855.051127 nChanged 17 SP:Iteration 31Q (4030.170572 sec): 3 clusters Score: Raw -389491.904912 + Penalty 2626.881119 = -386865.023793 nChanged 16 SP:Iteration 32Q (4030.209725 sec): 3 clusters Score: Raw -389497.415935 + Penalty 2626.881119 = -386870.534816 nChanged 11 SP:Iteration 33Q (4030.263715 sec): 3 clusters Score: Raw -389502.270211 + Penalty 2626.881119 = -386875.389093 nChanged 6 SP:Iteration 34Q (4030.305746 sec): 3 clusters Score: Raw -389504.618470 + Penalty 2626.881119 = -386877.737351 nChanged 2 SP:Iteration 35Q (4030.365970 sec): 3 clusters Score: Raw -389505.224117 + Penalty 2626.881119 = -386878.342998 nChanged 3 SP:Iteration 36Q (4030.405996 sec): 3 clusters Score: Raw -389505.888716 + Penalty 2626.881119 = -386879.007598 nChanged 2 SP:Iteration 37Q (4030.454300 sec): 3 clusters Score: Raw -389506.810492 + Penalty 2626.881119 = -386879.929374 nChanged 1 SP:Iteration 38Q (4030.492559 sec): 3 clusters Score: Raw -389506.950833 + Penalty 2626.881119 = -386880.069715 nChanged 0 SP:Iteration 39F (4030.540428 sec): 3 clusters Score: Raw -389506.950833 + Penalty 2626.881119 = -386880.069715 nChanged 0 Trying to split cluster 26 (3117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4030.581084 sec): 2 clusters Score: Raw -414200.311289 + Penalty 1307.251770 = -412893.059519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4030.620565 sec): 3 clusters Score: Raw -412698.906408 + Penalty 2614.503541 = -410084.402868 nChanged 1190 SP:Iteration 1F (4030.666302 sec): 3 clusters Score: Raw -413441.772281 + Penalty 2614.503541 = -410827.268740 nChanged 276 SP:Iteration 2F (4030.713318 sec): 3 clusters Score: Raw -413678.505522 + Penalty 2614.503541 = -411064.001982 nChanged 221 SP:Iteration 3F (4030.759989 sec): 3 clusters Score: Raw -413838.399739 + Penalty 2614.503541 = -411223.896198 nChanged 166 SP:Iteration 4F (4030.800657 sec): 3 clusters Score: Raw -413986.473156 + Penalty 2614.503541 = -411371.969615 nChanged 148 SP:Iteration 5Q (4030.847632 sec): 3 clusters Score: Raw -414101.410531 + Penalty 2614.503541 = -411486.906990 nChanged 114 SP:Iteration 6Q (4030.877718 sec): 3 clusters Score: Raw -414183.157782 + Penalty 2614.503541 = -411568.654241 nChanged 83 SP:Iteration 7Q (4030.909923 sec): 3 clusters Score: Raw -414232.853041 + Penalty 2614.503541 = -411618.349500 nChanged 66 SP:Iteration 8Q (4030.951413 sec): 3 clusters Score: Raw -414270.560024 + Penalty 2614.503541 = -411656.056483 nChanged 59 SP:Iteration 9Q (4030.994138 sec): 3 clusters Score: Raw -414312.351036 + Penalty 2614.503541 = -411697.847496 nChanged 56 SP:Iteration 10Q (4031.032359 sec): 3 clusters Score: Raw -414351.765274 + Penalty 2614.503541 = -411737.261733 nChanged 56 SP:Iteration 11Q (4031.065757 sec): 3 clusters Score: Raw -414382.167857 + Penalty 2614.503541 = -411767.664316 nChanged 40 SP:Iteration 12Q (4031.106895 sec): 3 clusters Score: Raw -414399.800898 + Penalty 2614.503541 = -411785.297357 nChanged 31 SP:Iteration 13Q (4031.149671 sec): 3 clusters Score: Raw -414414.561674 + Penalty 2614.503541 = -411800.058133 nChanged 26 SP:Iteration 14Q (4031.180489 sec): 3 clusters Score: Raw -414427.791526 + Penalty 2614.503541 = -411813.287985 nChanged 23 SP:Iteration 15Q (4031.228720 sec): 3 clusters Score: Raw -414439.260828 + Penalty 2614.503541 = -411824.757288 nChanged 24 SP:Iteration 16Q (4031.269422 sec): 3 clusters Score: Raw -414453.274039 + Penalty 2614.503541 = -411838.770498 nChanged 20 SP:Iteration 17Q (4031.311337 sec): 3 clusters Score: Raw -414459.964549 + Penalty 2614.503541 = -411845.461008 nChanged 13 SP:Iteration 18Q (4031.357843 sec): 3 clusters Score: Raw -414466.587091 + Penalty 2614.503541 = -411852.083550 nChanged 20 SP:Iteration 19Q (4031.413243 sec): 3 clusters Score: Raw -414477.338854 + Penalty 2614.503541 = -411862.835313 nChanged 19 SP:Iteration 20F (4031.449417 sec): 3 clusters Score: Raw -414486.915694 + Penalty 2614.503541 = -411872.412153 nChanged 16 SP:Iteration 21Q (4031.497250 sec): 3 clusters Score: Raw -414494.460229 + Penalty 2614.503541 = -411879.956688 nChanged 12 SP:Iteration 22Q (4031.551212 sec): 3 clusters Score: Raw -414500.697426 + Penalty 2614.503541 = -411886.193885 nChanged 7 SP:Iteration 23Q (4031.600105 sec): 3 clusters Score: Raw -414503.121219 + Penalty 2614.503541 = -411888.617678 nChanged 2 SP:Iteration 24Q (4031.651973 sec): 3 clusters Score: Raw -414504.053556 + Penalty 2614.503541 = -411889.550015 nChanged 5 SP:Iteration 25Q (4031.693610 sec): 3 clusters Score: Raw -414506.287937 + Penalty 2614.503541 = -411891.784396 nChanged 9 SP:Iteration 26Q (4031.750426 sec): 3 clusters Score: Raw -414509.795511 + Penalty 2614.503541 = -411895.291970 nChanged 3 SP:Iteration 27Q (4031.794474 sec): 3 clusters Score: Raw -414511.116494 + Penalty 2614.503541 = -411896.612953 nChanged 1 SP:Iteration 28Q (4031.839805 sec): 3 clusters Score: Raw -414511.727166 + Penalty 2614.503541 = -411897.223625 nChanged 1 SP:Iteration 29Q (4031.879433 sec): 3 clusters Score: Raw -414512.189584 + Penalty 2614.503541 = -411897.686043 nChanged 2 SP:Iteration 30Q (4031.939089 sec): 3 clusters Score: Raw -414513.118673 + Penalty 2614.503541 = -411898.615132 nChanged 3 SP:Iteration 31Q (4031.978903 sec): 3 clusters Score: Raw -414513.989064 + Penalty 2614.503541 = -411899.485523 nChanged 2 SP:Iteration 32Q (4032.029485 sec): 3 clusters Score: Raw -414514.337205 + Penalty 2614.503541 = -411899.833664 nChanged 2 SP:Iteration 33Q (4032.074574 sec): 3 clusters Score: Raw -414514.708574 + Penalty 2614.503541 = -411900.205033 nChanged 1 SP:Iteration 34Q (4032.122501 sec): 3 clusters Score: Raw -414514.973688 + Penalty 2614.503541 = -411900.470147 nChanged 2 SP:Iteration 35Q (4032.171063 sec): 3 clusters Score: Raw -414515.545880 + Penalty 2614.503541 = -411901.042339 nChanged 3 SP:Iteration 36Q (4032.210658 sec): 3 clusters Score: Raw -414516.754268 + Penalty 2614.503541 = -411902.250727 nChanged 3 SP:Iteration 37Q (4032.244962 sec): 3 clusters Score: Raw -414517.759002 + Penalty 2614.503541 = -411903.255461 nChanged 2 SP:Iteration 38Q (4032.272787 sec): 3 clusters Score: Raw -414518.310846 + Penalty 2614.503541 = -411903.807305 nChanged 1 SP:Iteration 39Q (4032.312143 sec): 3 clusters Score: Raw -414518.674277 + Penalty 2614.503541 = -411904.170736 nChanged 3 SP:Iteration 40F (4032.349500 sec): 3 clusters Score: Raw -414519.663871 + Penalty 2614.503541 = -411905.160330 nChanged 3 SP:Iteration 41Q (4032.391176 sec): 3 clusters Score: Raw -414520.559584 + Penalty 2614.503541 = -411906.056043 nChanged 4 SP:Iteration 42Q (4032.444930 sec): 3 clusters Score: Raw -414521.972377 + Penalty 2614.503541 = -411907.468836 nChanged 4 SP:Iteration 43Q (4032.496595 sec): 3 clusters Score: Raw -414523.385456 + Penalty 2614.503541 = -411908.881916 nChanged 4 SP:Iteration 44Q (4032.531908 sec): 3 clusters Score: Raw -414525.204429 + Penalty 2614.503541 = -411910.700888 nChanged 2 SP:Iteration 45Q (4032.581514 sec): 3 clusters Score: Raw -414526.137704 + Penalty 2614.503541 = -411911.634163 nChanged 1 SP:Iteration 46Q (4032.618023 sec): 3 clusters Score: Raw -414526.273568 + Penalty 2614.503541 = -411911.770027 nChanged 0 SP:Iteration 47F (4032.659315 sec): 3 clusters Score: Raw -414526.273568 + Penalty 2614.503541 = -411911.770027 nChanged 0 Trying to split cluster 27 (4662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4032.692955 sec): 2 clusters Score: Raw -549804.967329 + Penalty 1372.669971 = -548432.297358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4032.747311 sec): 3 clusters Score: Raw -547454.047602 + Penalty 2745.339941 = -544708.707661 nChanged 1871 SP:Iteration 1F (4032.786901 sec): 3 clusters Score: Raw -548843.001855 + Penalty 2745.339941 = -546097.661914 nChanged 504 SP:Iteration 2F (4032.832062 sec): 3 clusters Score: Raw -549555.869634 + Penalty 2745.339941 = -546810.529693 nChanged 423 SP:Iteration 3F (4032.882154 sec): 3 clusters Score: Raw -549988.531757 + Penalty 2745.339941 = -547243.191816 nChanged 330 SP:Iteration 4F (4032.917088 sec): 3 clusters Score: Raw -550285.815240 + Penalty 2745.339941 = -547540.475299 nChanged 247 SP:Iteration 5F (4032.966134 sec): 3 clusters Score: Raw -550504.691809 + Penalty 2745.339941 = -547759.351867 nChanged 205 SP:Iteration 6Q (4033.016193 sec): 3 clusters Score: Raw -550679.837940 + Penalty 2745.339941 = -547934.497999 nChanged 169 SP:Iteration 7Q (4033.068552 sec): 3 clusters Score: Raw -550802.654285 + Penalty 2745.339941 = -548057.314343 nChanged 118 SP:Iteration 8Q (4033.116344 sec): 3 clusters Score: Raw -550866.212429 + Penalty 2745.339941 = -548120.872488 nChanged 87 SP:Iteration 9Q (4033.156857 sec): 3 clusters Score: Raw -550907.721314 + Penalty 2745.339941 = -548162.381372 nChanged 59 SP:Iteration 10Q (4033.213060 sec): 3 clusters Score: Raw -550927.191666 + Penalty 2745.339941 = -548181.851724 nChanged 38 SP:Iteration 11Q (4033.259844 sec): 3 clusters Score: Raw -550937.090111 + Penalty 2745.339941 = -548191.750169 nChanged 23 SP:Iteration 12Q (4033.306691 sec): 3 clusters Score: Raw -550942.116788 + Penalty 2745.339941 = -548196.776846 nChanged 17 SP:Iteration 13Q (4033.362641 sec): 3 clusters Score: Raw -550948.853642 + Penalty 2745.339941 = -548203.513701 nChanged 24 SP:Iteration 14Q (4033.412384 sec): 3 clusters Score: Raw -550956.536054 + Penalty 2745.339941 = -548211.196112 nChanged 21 SP:Iteration 15Q (4033.466770 sec): 3 clusters Score: Raw -550962.647094 + Penalty 2745.339941 = -548217.307153 nChanged 16 SP:Iteration 16Q (4033.504214 sec): 3 clusters Score: Raw -550967.129621 + Penalty 2745.339941 = -548221.789679 nChanged 18 SP:Iteration 17Q (4033.552718 sec): 3 clusters Score: Raw -550972.613600 + Penalty 2745.339941 = -548227.273659 nChanged 19 SP:Iteration 18Q (4033.616968 sec): 3 clusters Score: Raw -550978.913533 + Penalty 2745.339941 = -548233.573591 nChanged 21 SP:Iteration 19Q (4033.659660 sec): 3 clusters Score: Raw -550984.002798 + Penalty 2745.339941 = -548238.662857 nChanged 18 SP:Iteration 20F (4033.714450 sec): 3 clusters Score: Raw -550988.468706 + Penalty 2745.339941 = -548243.128764 nChanged 15 SP:Iteration 21Q (4033.773034 sec): 3 clusters Score: Raw -550992.964003 + Penalty 2745.339941 = -548247.624062 nChanged 15 SP:Iteration 22Q (4033.817036 sec): 3 clusters Score: Raw -550997.913462 + Penalty 2745.339941 = -548252.573520 nChanged 16 SP:Iteration 23Q (4033.863296 sec): 3 clusters Score: Raw -551002.446921 + Penalty 2745.339941 = -548257.106979 nChanged 14 SP:Iteration 24Q (4033.916510 sec): 3 clusters Score: Raw -551006.870578 + Penalty 2745.339941 = -548261.530637 nChanged 17 SP:Iteration 25Q (4033.964645 sec): 3 clusters Score: Raw -551011.841848 + Penalty 2745.339941 = -548266.501907 nChanged 13 SP:Iteration 26Q (4034.005387 sec): 3 clusters Score: Raw -551015.080844 + Penalty 2745.339941 = -548269.740903 nChanged 9 SP:Iteration 27Q (4034.058999 sec): 3 clusters Score: Raw -551017.611830 + Penalty 2745.339941 = -548272.271888 nChanged 13 SP:Iteration 28Q (4034.112141 sec): 3 clusters Score: Raw -551020.597137 + Penalty 2745.339941 = -548275.257195 nChanged 9 SP:Iteration 29Q (4034.177114 sec): 3 clusters Score: Raw -551022.388259 + Penalty 2745.339941 = -548277.048317 nChanged 3 SP:Iteration 30Q (4034.214914 sec): 3 clusters Score: Raw -551022.580820 + Penalty 2745.339941 = -548277.240879 nChanged 2 SP:Iteration 31Q (4034.262413 sec): 3 clusters Score: Raw -551023.218714 + Penalty 2745.339941 = -548277.878773 nChanged 8 SP:Iteration 32Q (4034.305339 sec): 3 clusters Score: Raw -551024.952540 + Penalty 2745.339941 = -548279.612599 nChanged 9 SP:Iteration 33Q (4034.359724 sec): 3 clusters Score: Raw -551026.878866 + Penalty 2745.339941 = -548281.538925 nChanged 7 SP:Iteration 34Q (4034.418561 sec): 3 clusters Score: Raw -551028.187894 + Penalty 2745.339941 = -548282.847953 nChanged 4 SP:Iteration 35Q (4034.463836 sec): 3 clusters Score: Raw -551028.879248 + Penalty 2745.339941 = -548283.539306 nChanged 1 SP:Iteration 36Q (4034.513487 sec): 3 clusters Score: Raw -551029.141466 + Penalty 2745.339941 = -548283.801524 nChanged 2 SP:Iteration 37Q (4034.563319 sec): 3 clusters Score: Raw -551029.516382 + Penalty 2745.339941 = -548284.176441 nChanged 2 SP:Iteration 38Q (4034.623521 sec): 3 clusters Score: Raw -551029.755992 + Penalty 2745.339941 = -548284.416051 nChanged 2 SP:Iteration 39Q (4034.670553 sec): 3 clusters Score: Raw -551030.021325 + Penalty 2745.339941 = -548284.681384 nChanged 1 SP:Iteration 40F (4034.728495 sec): 3 clusters Score: Raw -551030.141895 + Penalty 2745.339941 = -548284.801953 nChanged 1 SP:Iteration 41Q (4034.784381 sec): 3 clusters Score: Raw -551030.293996 + Penalty 2745.339941 = -548284.954054 nChanged 2 SP:Iteration 42Q (4034.833838 sec): 3 clusters Score: Raw -551030.468354 + Penalty 2745.339941 = -548285.128413 nChanged 2 SP:Iteration 43Q (4034.882712 sec): 3 clusters Score: Raw -551030.635179 + Penalty 2745.339941 = -548285.295238 nChanged 1 SP:Iteration 44Q (4034.918467 sec): 3 clusters Score: Raw -551030.962728 + Penalty 2745.339941 = -548285.622787 nChanged 1 SP:Iteration 45Q (4034.973410 sec): 3 clusters Score: Raw -551031.290924 + Penalty 2745.339941 = -548285.950982 nChanged 2 SP:Iteration 46Q (4035.026974 sec): 3 clusters Score: Raw -551031.610381 + Penalty 2745.339941 = -548286.270440 nChanged 2 SP:Iteration 47Q (4035.065654 sec): 3 clusters Score: Raw -551031.822437 + Penalty 2745.339941 = -548286.482496 nChanged 0 SP:Iteration 48F (4035.113580 sec): 3 clusters Score: Raw -551031.822437 + Penalty 2745.339941 = -548286.482496 nChanged 0 Trying to split cluster 28 (3764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4035.143180 sec): 2 clusters Score: Raw -462338.019224 + Penalty 1337.901094 = -461000.118130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4035.210473 sec): 3 clusters Score: Raw -460469.164927 + Penalty 2675.802188 = -457793.362739 nChanged 1474 SP:Iteration 1F (4035.264981 sec): 3 clusters Score: Raw -461280.770215 + Penalty 2675.802188 = -458604.968027 nChanged 305 SP:Iteration 2F (4035.314806 sec): 3 clusters Score: Raw -461526.857392 + Penalty 2675.802188 = -458851.055205 nChanged 275 SP:Iteration 3F (4035.360784 sec): 3 clusters Score: Raw -461723.060122 + Penalty 2675.802188 = -459047.257934 nChanged 211 SP:Iteration 4F (4035.414099 sec): 3 clusters Score: Raw -461870.079455 + Penalty 2675.802188 = -459194.277267 nChanged 163 SP:Iteration 5Q (4035.460625 sec): 3 clusters Score: Raw -461991.249724 + Penalty 2675.802188 = -459315.447536 nChanged 140 SP:Iteration 6Q (4035.511338 sec): 3 clusters Score: Raw -462089.081050 + Penalty 2675.802188 = -459413.278863 nChanged 107 SP:Iteration 7Q (4035.560498 sec): 3 clusters Score: Raw -462156.445948 + Penalty 2675.802188 = -459480.643761 nChanged 94 SP:Iteration 8Q (4035.598557 sec): 3 clusters Score: Raw -462217.904500 + Penalty 2675.802188 = -459542.102312 nChanged 72 SP:Iteration 9Q (4035.645847 sec): 3 clusters Score: Raw -462266.615646 + Penalty 2675.802188 = -459590.813459 nChanged 74 SP:Iteration 10Q (4035.686948 sec): 3 clusters Score: Raw -462312.960496 + Penalty 2675.802188 = -459637.158308 nChanged 62 SP:Iteration 11Q (4035.729527 sec): 3 clusters Score: Raw -462344.870749 + Penalty 2675.802188 = -459669.068562 nChanged 50 SP:Iteration 12Q (4035.785797 sec): 3 clusters Score: Raw -462370.286517 + Penalty 2675.802188 = -459694.484329 nChanged 39 SP:Iteration 13Q (4035.821861 sec): 3 clusters Score: Raw -462391.201275 + Penalty 2675.802188 = -459715.399087 nChanged 42 SP:Iteration 14Q (4035.867135 sec): 3 clusters Score: Raw -462411.964636 + Penalty 2675.802188 = -459736.162448 nChanged 36 SP:Iteration 15Q (4035.915868 sec): 3 clusters Score: Raw -462436.055124 + Penalty 2675.802188 = -459760.252936 nChanged 46 SP:Iteration 16Q (4035.954452 sec): 3 clusters Score: Raw -462468.052222 + Penalty 2675.802188 = -459792.250034 nChanged 42 SP:Iteration 17Q (4036.004127 sec): 3 clusters Score: Raw -462496.789141 + Penalty 2675.802188 = -459820.986954 nChanged 33 SP:Iteration 18Q (4036.056336 sec): 3 clusters Score: Raw -462518.093827 + Penalty 2675.802188 = -459842.291640 nChanged 37 SP:Iteration 19Q (4036.098972 sec): 3 clusters Score: Raw -462540.099977 + Penalty 2675.802188 = -459864.297790 nChanged 24 SP:Iteration 20F (4036.156725 sec): 3 clusters Score: Raw -462550.280832 + Penalty 2675.802188 = -459874.478644 nChanged 21 SP:Iteration 21Q (4036.199657 sec): 3 clusters Score: Raw -462562.096878 + Penalty 2675.802188 = -459886.294690 nChanged 19 SP:Iteration 22Q (4036.255483 sec): 3 clusters Score: Raw -462569.020565 + Penalty 2675.802188 = -459893.218378 nChanged 13 SP:Iteration 23Q (4036.300544 sec): 3 clusters Score: Raw -462575.748034 + Penalty 2675.802188 = -459899.945846 nChanged 16 SP:Iteration 24Q (4036.339134 sec): 3 clusters Score: Raw -462584.284378 + Penalty 2675.802188 = -459908.482191 nChanged 21 SP:Iteration 25Q (4036.384404 sec): 3 clusters Score: Raw -462594.231389 + Penalty 2675.802188 = -459918.429201 nChanged 22 SP:Iteration 26Q (4036.420697 sec): 3 clusters Score: Raw -462605.459352 + Penalty 2675.802188 = -459929.657165 nChanged 15 SP:Iteration 27Q (4036.468968 sec): 3 clusters Score: Raw -462611.585585 + Penalty 2675.802188 = -459935.783398 nChanged 13 SP:Iteration 28Q (4036.517346 sec): 3 clusters Score: Raw -462618.349762 + Penalty 2675.802188 = -459942.547574 nChanged 16 SP:Iteration 29Q (4036.559080 sec): 3 clusters Score: Raw -462626.521722 + Penalty 2675.802188 = -459950.719534 nChanged 16 SP:Iteration 30Q (4036.605683 sec): 3 clusters Score: Raw -462632.216380 + Penalty 2675.802188 = -459956.414192 nChanged 12 SP:Iteration 31Q (4036.625275 sec): 3 clusters Score: Raw -462637.794058 + Penalty 2675.802188 = -459961.991870 nChanged 12 SP:Iteration 32Q (4036.673399 sec): 3 clusters Score: Raw -462643.818266 + Penalty 2675.802188 = -459968.016078 nChanged 10 SP:Iteration 33Q (4036.719191 sec): 3 clusters Score: Raw -462648.141017 + Penalty 2675.802188 = -459972.338830 nChanged 11 SP:Iteration 34Q (4036.763752 sec): 3 clusters Score: Raw -462656.049800 + Penalty 2675.802188 = -459980.247612 nChanged 10 SP:Iteration 35Q (4036.808946 sec): 3 clusters Score: Raw -462660.807825 + Penalty 2675.802188 = -459985.005637 nChanged 4 SP:Iteration 36Q (4036.848629 sec): 3 clusters Score: Raw -462663.040901 + Penalty 2675.802188 = -459987.238713 nChanged 6 SP:Iteration 37Q (4036.897051 sec): 3 clusters Score: Raw -462666.229731 + Penalty 2675.802188 = -459990.427543 nChanged 6 SP:Iteration 38Q (4036.944830 sec): 3 clusters Score: Raw -462667.995139 + Penalty 2675.802188 = -459992.192951 nChanged 5 SP:Iteration 39Q (4036.996295 sec): 3 clusters Score: Raw -462669.944194 + Penalty 2675.802188 = -459994.142006 nChanged 6 SP:Iteration 40F (4037.048417 sec): 3 clusters Score: Raw -462676.294827 + Penalty 2675.802188 = -460000.492639 nChanged 10 SP:Iteration 41Q (4037.084806 sec): 3 clusters Score: Raw -462686.709380 + Penalty 2675.802188 = -460010.907193 nChanged 14 SP:Iteration 42Q (4037.131180 sec): 3 clusters Score: Raw -462699.030753 + Penalty 2675.802188 = -460023.228565 nChanged 17 SP:Iteration 43Q (4037.181740 sec): 3 clusters Score: Raw -462711.540519 + Penalty 2675.802188 = -460035.738331 nChanged 16 SP:Iteration 44Q (4037.218808 sec): 3 clusters Score: Raw -462721.007057 + Penalty 2675.802188 = -460045.204870 nChanged 13 SP:Iteration 45Q (4037.260262 sec): 3 clusters Score: Raw -462729.487572 + Penalty 2675.802188 = -460053.685384 nChanged 12 SP:Iteration 46Q (4037.317693 sec): 3 clusters Score: Raw -462738.654481 + Penalty 2675.802188 = -460062.852293 nChanged 16 SP:Iteration 47Q (4037.363148 sec): 3 clusters Score: Raw -462747.342466 + Penalty 2675.802188 = -460071.540279 nChanged 9 SP:Iteration 48Q (4037.414647 sec): 3 clusters Score: Raw -462751.815922 + Penalty 2675.802188 = -460076.013734 nChanged 9 SP:Iteration 49Q (4037.454634 sec): 3 clusters Score: Raw -462757.441650 + Penalty 2675.802188 = -460081.639463 nChanged 14 SP:Iteration 50Q (4037.502989 sec): 3 clusters Score: Raw -462768.642066 + Penalty 2675.802188 = -460092.839879 nChanged 14 SP:Iteration 51Q (4037.550159 sec): 3 clusters Score: Raw -462776.103406 + Penalty 2675.802188 = -460100.301218 nChanged 8 SP:Iteration 52Q (4037.599075 sec): 3 clusters Score: Raw -462779.483505 + Penalty 2675.802188 = -460103.681317 nChanged 9 SP:Iteration 53Q (4037.646740 sec): 3 clusters Score: Raw -462784.553281 + Penalty 2675.802188 = -460108.751093 nChanged 9 SP:Iteration 54Q (4037.690281 sec): 3 clusters Score: Raw -462788.444315 + Penalty 2675.802188 = -460112.642128 nChanged 5 SP:Iteration 55Q (4037.739360 sec): 3 clusters Score: Raw -462790.748196 + Penalty 2675.802188 = -460114.946008 nChanged 3 SP:Iteration 56Q (4037.787166 sec): 3 clusters Score: Raw -462791.641470 + Penalty 2675.802188 = -460115.839282 nChanged 1 SP:Iteration 57Q (4037.839092 sec): 3 clusters Score: Raw -462792.892628 + Penalty 2675.802188 = -460117.090440 nChanged 2 SP:Iteration 58Q (4037.889925 sec): 3 clusters Score: Raw -462793.746517 + Penalty 2675.802188 = -460117.944330 nChanged 0 SP:Iteration 59F (4037.931070 sec): 3 clusters Score: Raw -462793.746517 + Penalty 2675.802188 = -460117.944330 nChanged 0 Trying to split cluster 29 (3359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4037.970405 sec): 2 clusters Score: Raw -379300.559774 + Penalty 1319.402271 = -377981.157503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4038.014837 sec): 3 clusters Score: Raw -377676.440669 + Penalty 2638.804542 = -375037.636127 nChanged 1286 SP:Iteration 1F (4038.062299 sec): 3 clusters Score: Raw -378508.203446 + Penalty 2638.804542 = -375869.398904 nChanged 317 SP:Iteration 2F (4038.119146 sec): 3 clusters Score: Raw -378748.781720 + Penalty 2638.804542 = -376109.977178 nChanged 247 SP:Iteration 3F (4038.162947 sec): 3 clusters Score: Raw -378933.035333 + Penalty 2638.804542 = -376294.230791 nChanged 173 SP:Iteration 4F (4038.219007 sec): 3 clusters Score: Raw -379055.309154 + Penalty 2638.804542 = -376416.504612 nChanged 141 SP:Iteration 5Q (4038.259199 sec): 3 clusters Score: Raw -379142.625050 + Penalty 2638.804542 = -376503.820508 nChanged 107 SP:Iteration 6Q (4038.313028 sec): 3 clusters Score: Raw -379206.124026 + Penalty 2638.804542 = -376567.319485 nChanged 81 SP:Iteration 7Q (4038.353077 sec): 3 clusters Score: Raw -379257.691887 + Penalty 2638.804542 = -376618.887346 nChanged 70 SP:Iteration 8Q (4038.412915 sec): 3 clusters Score: Raw -379311.640058 + Penalty 2638.804542 = -376672.835517 nChanged 79 SP:Iteration 9Q (4038.451795 sec): 3 clusters Score: Raw -379363.394508 + Penalty 2638.804542 = -376724.589966 nChanged 60 SP:Iteration 10Q (4038.499439 sec): 3 clusters Score: Raw -379403.711030 + Penalty 2638.804542 = -376764.906488 nChanged 68 SP:Iteration 11Q (4038.533708 sec): 3 clusters Score: Raw -379448.274460 + Penalty 2638.804542 = -376809.469919 nChanged 68 SP:Iteration 12Q (4038.572509 sec): 3 clusters Score: Raw -379483.316707 + Penalty 2638.804542 = -376844.512166 nChanged 48 SP:Iteration 13Q (4038.607722 sec): 3 clusters Score: Raw -379504.451663 + Penalty 2638.804542 = -376865.647121 nChanged 37 SP:Iteration 14Q (4038.658187 sec): 3 clusters Score: Raw -379524.926422 + Penalty 2638.804542 = -376886.121880 nChanged 40 SP:Iteration 15Q (4038.722438 sec): 3 clusters Score: Raw -379547.441963 + Penalty 2638.804542 = -376908.637421 nChanged 44 SP:Iteration 16Q (4038.766596 sec): 3 clusters Score: Raw -379569.233933 + Penalty 2638.804542 = -376930.429391 nChanged 33 SP:Iteration 17Q (4038.822117 sec): 3 clusters Score: Raw -379584.194600 + Penalty 2638.804542 = -376945.390058 nChanged 28 SP:Iteration 18Q (4038.860665 sec): 3 clusters Score: Raw -379602.213816 + Penalty 2638.804542 = -376963.409274 nChanged 36 SP:Iteration 19Q (4038.898762 sec): 3 clusters Score: Raw -379627.946293 + Penalty 2638.804542 = -376989.141751 nChanged 44 SP:Iteration 20F (4038.938070 sec): 3 clusters Score: Raw -379651.775373 + Penalty 2638.804542 = -377012.970832 nChanged 44 SP:Iteration 21Q (4038.985892 sec): 3 clusters Score: Raw -379677.910161 + Penalty 2638.804542 = -377039.105619 nChanged 49 SP:Iteration 22Q (4039.035301 sec): 3 clusters Score: Raw -379711.362046 + Penalty 2638.804542 = -377072.557505 nChanged 51 SP:Iteration 23Q (4039.070709 sec): 3 clusters Score: Raw -379758.542801 + Penalty 2638.804542 = -377119.738259 nChanged 62 SP:Iteration 24Q (4039.126371 sec): 3 clusters Score: Raw -379826.603516 + Penalty 2638.804542 = -377187.798974 nChanged 80 SP:Iteration 25Q (4039.176290 sec): 3 clusters Score: Raw -379912.860790 + Penalty 2638.804542 = -377274.056248 nChanged 106 SP:Iteration 26Q (4039.207289 sec): 3 clusters Score: Raw -380017.889510 + Penalty 2638.804542 = -377379.084968 nChanged 109 SP:Iteration 27Q (4039.251268 sec): 3 clusters Score: Raw -380119.403218 + Penalty 2638.804542 = -377480.598677 nChanged 104 SP:Iteration 28Q (4039.299193 sec): 3 clusters Score: Raw -380220.209584 + Penalty 2638.804542 = -377581.405043 nChanged 86 SP:Iteration 29Q (4039.350925 sec): 3 clusters Score: Raw -380284.078802 + Penalty 2638.804542 = -377645.274260 nChanged 65 SP:Iteration 30Q (4039.389832 sec): 3 clusters Score: Raw -380327.379511 + Penalty 2638.804542 = -377688.574970 nChanged 49 SP:Iteration 31Q (4039.437724 sec): 3 clusters Score: Raw -380355.036507 + Penalty 2638.804542 = -377716.231965 nChanged 28 SP:Iteration 32Q (4039.478164 sec): 3 clusters Score: Raw -380369.901900 + Penalty 2638.804542 = -377731.097358 nChanged 27 SP:Iteration 33Q (4039.520324 sec): 3 clusters Score: Raw -380390.019067 + Penalty 2638.804542 = -377751.214525 nChanged 39 SP:Iteration 34Q (4039.565583 sec): 3 clusters Score: Raw -380418.580577 + Penalty 2638.804542 = -377779.776035 nChanged 45 SP:Iteration 35Q (4039.615576 sec): 3 clusters Score: Raw -380452.366558 + Penalty 2638.804542 = -377813.562016 nChanged 40 SP:Iteration 36Q (4039.658127 sec): 3 clusters Score: Raw -380488.886626 + Penalty 2638.804542 = -377850.082085 nChanged 46 SP:Iteration 37Q (4039.695673 sec): 3 clusters Score: Raw -380530.270137 + Penalty 2638.804542 = -377891.465596 nChanged 42 SP:Iteration 38Q (4039.741053 sec): 3 clusters Score: Raw -380579.028284 + Penalty 2638.804542 = -377940.223743 nChanged 41 SP:Iteration 39Q (4039.793873 sec): 3 clusters Score: Raw -380636.777646 + Penalty 2638.804542 = -377997.973105 nChanged 50 SP:Iteration 40F (4039.832345 sec): 3 clusters Score: Raw -380761.026158 + Penalty 2638.804542 = -378122.221616 nChanged 66 SP:Iteration 41Q (4039.871370 sec): 3 clusters Score: Raw -380922.442340 + Penalty 2638.804542 = -378283.637798 nChanged 73 SP:Iteration 42Q (4039.910611 sec): 3 clusters Score: Raw -381031.379209 + Penalty 2638.804542 = -378392.574667 nChanged 39 SP:Iteration 43Q (4039.966849 sec): 3 clusters Score: Raw -381072.967490 + Penalty 2638.804542 = -378434.162949 nChanged 23 SP:Iteration 44Q (4040.009623 sec): 3 clusters Score: Raw -381090.841784 + Penalty 2638.804542 = -378452.037242 nChanged 16 SP:Iteration 45Q (4040.051554 sec): 3 clusters Score: Raw -381101.685788 + Penalty 2638.804542 = -378462.881247 nChanged 7 SP:Iteration 46Q (4040.090283 sec): 3 clusters Score: Raw -381105.012411 + Penalty 2638.804542 = -378466.207869 nChanged 4 SP:Iteration 47Q (4040.134631 sec): 3 clusters Score: Raw -381106.756081 + Penalty 2638.804542 = -378467.951539 nChanged 2 SP:Iteration 48Q (4040.180208 sec): 3 clusters Score: Raw -381107.510611 + Penalty 2638.804542 = -378468.706069 nChanged 1 SP:Iteration 49Q (4040.234829 sec): 3 clusters Score: Raw -381107.671355 + Penalty 2638.804542 = -378468.866813 nChanged 0 SP:Iteration 50F (4040.278448 sec): 3 clusters Score: Raw -381107.671355 + Penalty 2638.804542 = -378468.866813 nChanged 0 Score: Raw -129550333.056553 + Penalty 101450.942987 = -129448882.113566 Splitting cluster 29 changes total score from -129449322.670340 to -129448882.113566 So it's not getting split. Trying to split cluster 30 (7808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4069.886832 sec): 2 clusters Score: Raw -974105.398908 + Penalty 1456.471921 = -972648.926987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4069.937283 sec): 3 clusters Score: Raw -969826.326417 + Penalty 2912.943842 = -966913.382575 nChanged 3287 SP:Iteration 1F (4069.985187 sec): 3 clusters Score: Raw -971661.468475 + Penalty 2912.943842 = -968748.524633 nChanged 534 SP:Iteration 2F (4070.041358 sec): 3 clusters Score: Raw -971935.758775 + Penalty 2912.943842 = -969022.814933 nChanged 443 SP:Iteration 3F (4070.099899 sec): 3 clusters Score: Raw -972138.414114 + Penalty 2912.943842 = -969225.470272 nChanged 338 SP:Iteration 4Q (4070.144395 sec): 3 clusters Score: Raw -972301.638656 + Penalty 2912.943842 = -969388.694814 nChanged 326 SP:Iteration 5Q (4070.209993 sec): 3 clusters Score: Raw -972466.312863 + Penalty 2912.943842 = -969553.369021 nChanged 298 SP:Iteration 6Q (4070.255886 sec): 3 clusters Score: Raw -972613.983171 + Penalty 2912.943842 = -969701.039329 nChanged 309 SP:Iteration 7Q (4070.320458 sec): 3 clusters Score: Raw -972802.152240 + Penalty 2912.943842 = -969889.208398 nChanged 303 SP:Iteration 8Q (4070.375840 sec): 3 clusters Score: Raw -973033.713343 + Penalty 2912.943842 = -970120.769502 nChanged 303 SP:Iteration 9Q (4070.437508 sec): 3 clusters Score: Raw -973262.492301 + Penalty 2912.943842 = -970349.548459 nChanged 268 SP:Iteration 10Q (4070.490996 sec): 3 clusters Score: Raw -973459.685666 + Penalty 2912.943842 = -970546.741824 nChanged 227 SP:Iteration 11Q (4070.558919 sec): 3 clusters Score: Raw -973632.784624 + Penalty 2912.943842 = -970719.840782 nChanged 194 SP:Iteration 12Q (4070.609121 sec): 3 clusters Score: Raw -973772.603560 + Penalty 2912.943842 = -970859.659718 nChanged 160 SP:Iteration 13Q (4070.667891 sec): 3 clusters Score: Raw -973886.232368 + Penalty 2912.943842 = -970973.288527 nChanged 137 SP:Iteration 14Q (4070.727825 sec): 3 clusters Score: Raw -973981.452783 + Penalty 2912.943842 = -971068.508942 nChanged 111 SP:Iteration 15Q (4070.763851 sec): 3 clusters Score: Raw -974047.083766 + Penalty 2912.943842 = -971134.139924 nChanged 84 SP:Iteration 16Q (4070.804920 sec): 3 clusters Score: Raw -974091.054003 + Penalty 2912.943842 = -971178.110162 nChanged 55 SP:Iteration 17Q (4070.851582 sec): 3 clusters Score: Raw -974122.046789 + Penalty 2912.943842 = -971209.102947 nChanged 39 SP:Iteration 18Q (4070.912325 sec): 3 clusters Score: Raw -974139.455159 + Penalty 2912.943842 = -971226.511317 nChanged 34 SP:Iteration 19Q (4070.958407 sec): 3 clusters Score: Raw -974155.875913 + Penalty 2912.943842 = -971242.932071 nChanged 29 SP:Iteration 20F (4071.004136 sec): 3 clusters Score: Raw -974169.170832 + Penalty 2912.943842 = -971256.226990 nChanged 33 SP:Iteration 21Q (4071.064029 sec): 3 clusters Score: Raw -974182.925921 + Penalty 2912.943842 = -971269.982080 nChanged 22 SP:Iteration 22Q (4071.091929 sec): 3 clusters Score: Raw -974189.434645 + Penalty 2912.943842 = -971276.490803 nChanged 12 SP:Iteration 23Q (4071.153976 sec): 3 clusters Score: Raw -974194.276119 + Penalty 2912.943842 = -971281.332278 nChanged 10 SP:Iteration 24Q (4071.195608 sec): 3 clusters Score: Raw -974197.191723 + Penalty 2912.943842 = -971284.247881 nChanged 15 SP:Iteration 25Q (4071.241287 sec): 3 clusters Score: Raw -974202.776645 + Penalty 2912.943842 = -971289.832804 nChanged 10 SP:Iteration 26Q (4071.290990 sec): 3 clusters Score: Raw -974206.056282 + Penalty 2912.943842 = -971293.112441 nChanged 11 SP:Iteration 27Q (4071.347298 sec): 3 clusters Score: Raw -974210.103625 + Penalty 2912.943842 = -971297.159783 nChanged 9 SP:Iteration 28Q (4071.405803 sec): 3 clusters Score: Raw -974213.321156 + Penalty 2912.943842 = -971300.377314 nChanged 10 SP:Iteration 29Q (4071.474049 sec): 3 clusters Score: Raw -974216.741741 + Penalty 2912.943842 = -971303.797900 nChanged 6 SP:Iteration 30Q (4071.517168 sec): 3 clusters Score: Raw -974218.052564 + Penalty 2912.943842 = -971305.108723 nChanged 5 SP:Iteration 31Q (4071.581837 sec): 3 clusters Score: Raw -974219.459530 + Penalty 2912.943842 = -971306.515689 nChanged 4 SP:Iteration 32Q (4071.624825 sec): 3 clusters Score: Raw -974220.791882 + Penalty 2912.943842 = -971307.848041 nChanged 3 SP:Iteration 33Q (4071.682602 sec): 3 clusters Score: Raw -974221.489804 + Penalty 2912.943842 = -971308.545962 nChanged 1 SP:Iteration 34Q (4071.729973 sec): 3 clusters Score: Raw -974221.799502 + Penalty 2912.943842 = -971308.855661 nChanged 1 SP:Iteration 35Q (4071.788017 sec): 3 clusters Score: Raw -974222.026447 + Penalty 2912.943842 = -971309.082606 nChanged 2 SP:Iteration 36Q (4071.836998 sec): 3 clusters Score: Raw -974222.747752 + Penalty 2912.943842 = -971309.803910 nChanged 4 SP:Iteration 37Q (4071.889031 sec): 3 clusters Score: Raw -974223.831180 + Penalty 2912.943842 = -971310.887339 nChanged 5 SP:Iteration 38Q (4071.953195 sec): 3 clusters Score: Raw -974225.686186 + Penalty 2912.943842 = -971312.742345 nChanged 2 SP:Iteration 39Q (4072.007074 sec): 3 clusters Score: Raw -974226.086232 + Penalty 2912.943842 = -971313.142390 nChanged 1 SP:Iteration 40F (4072.064100 sec): 3 clusters Score: Raw -974226.575029 + Penalty 2912.943842 = -971313.631188 nChanged 0 Trying to split cluster 31 (6805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4072.096149 sec): 2 clusters Score: Raw -798807.363807 + Penalty 1434.129599 = -797373.234208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4072.141651 sec): 3 clusters Score: Raw -795155.469138 + Penalty 2868.259197 = -792287.209940 nChanged 2801 SP:Iteration 1F (4072.200323 sec): 3 clusters Score: Raw -796617.978664 + Penalty 2868.259197 = -793749.719467 nChanged 492 SP:Iteration 2F (4072.248382 sec): 3 clusters Score: Raw -796873.495419 + Penalty 2868.259197 = -794005.236221 nChanged 388 SP:Iteration 3F (4072.302089 sec): 3 clusters Score: Raw -797086.568795 + Penalty 2868.259197 = -794218.309598 nChanged 360 SP:Iteration 4F (4072.355373 sec): 3 clusters Score: Raw -797300.004597 + Penalty 2868.259197 = -794431.745399 nChanged 353 SP:Iteration 5F (4072.403092 sec): 3 clusters Score: Raw -797517.636951 + Penalty 2868.259197 = -794649.377754 nChanged 342 SP:Iteration 6F (4072.457689 sec): 3 clusters Score: Raw -797742.897392 + Penalty 2868.259197 = -794874.638194 nChanged 351 SP:Iteration 7F (4072.517695 sec): 3 clusters Score: Raw -797995.086048 + Penalty 2868.259197 = -795126.826850 nChanged 326 SP:Iteration 8Q (4072.571955 sec): 3 clusters Score: Raw -798237.460525 + Penalty 2868.259197 = -795369.201327 nChanged 280 SP:Iteration 9Q (4072.622443 sec): 3 clusters Score: Raw -798451.580918 + Penalty 2868.259197 = -795583.321721 nChanged 232 SP:Iteration 10Q (4072.677569 sec): 3 clusters Score: Raw -798648.225675 + Penalty 2868.259197 = -795779.966478 nChanged 185 SP:Iteration 11Q (4072.731812 sec): 3 clusters Score: Raw -798787.705707 + Penalty 2868.259197 = -795919.446509 nChanged 142 SP:Iteration 12Q (4072.791661 sec): 3 clusters Score: Raw -798894.189998 + Penalty 2868.259197 = -796025.930801 nChanged 103 SP:Iteration 13Q (4072.837818 sec): 3 clusters Score: Raw -798968.157854 + Penalty 2868.259197 = -796099.898657 nChanged 68 SP:Iteration 14Q (4072.882759 sec): 3 clusters Score: Raw -799014.418869 + Penalty 2868.259197 = -796146.159672 nChanged 46 SP:Iteration 15Q (4072.936231 sec): 3 clusters Score: Raw -799046.278829 + Penalty 2868.259197 = -796178.019632 nChanged 39 SP:Iteration 16Q (4072.992427 sec): 3 clusters Score: Raw -799068.371476 + Penalty 2868.259197 = -796200.112279 nChanged 25 SP:Iteration 17Q (4073.053324 sec): 3 clusters Score: Raw -799083.731540 + Penalty 2868.259197 = -796215.472342 nChanged 11 SP:Iteration 18Q (4073.088121 sec): 3 clusters Score: Raw -799092.919762 + Penalty 2868.259197 = -796224.660564 nChanged 14 SP:Iteration 19Q (4073.133345 sec): 3 clusters Score: Raw -799101.727145 + Penalty 2868.259197 = -796233.467948 nChanged 11 SP:Iteration 20F (4073.188727 sec): 3 clusters Score: Raw -799109.887240 + Penalty 2868.259197 = -796241.628043 nChanged 5 SP:Iteration 21Q (4073.238466 sec): 3 clusters Score: Raw -799112.344967 + Penalty 2868.259197 = -796244.085770 nChanged 3 SP:Iteration 22Q (4073.289759 sec): 3 clusters Score: Raw -799113.962822 + Penalty 2868.259197 = -796245.703624 nChanged 1 SP:Iteration 23Q (4073.337350 sec): 3 clusters Score: Raw -799114.264049 + Penalty 2868.259197 = -796246.004852 nChanged 0 SP:Iteration 24F (4073.385540 sec): 3 clusters Score: Raw -799114.264049 + Penalty 2868.259197 = -796246.004852 nChanged 0 Trying to split cluster 32 (4964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4073.414593 sec): 2 clusters Score: Raw -598236.988798 + Penalty 1382.869661 = -596854.119137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4073.457462 sec): 3 clusters Score: Raw -595652.969962 + Penalty 2765.739323 = -592887.230639 nChanged 1991 SP:Iteration 1F (4073.503766 sec): 3 clusters Score: Raw -596895.469398 + Penalty 2765.739323 = -594129.730075 nChanged 406 SP:Iteration 2F (4073.545006 sec): 3 clusters Score: Raw -597199.198685 + Penalty 2765.739323 = -594433.459362 nChanged 354 SP:Iteration 3F (4073.592307 sec): 3 clusters Score: Raw -597484.653716 + Penalty 2765.739323 = -594718.914394 nChanged 324 SP:Iteration 4F (4073.638398 sec): 3 clusters Score: Raw -597773.221164 + Penalty 2765.739323 = -595007.481842 nChanged 303 SP:Iteration 5F (4073.678617 sec): 3 clusters Score: Raw -598134.030807 + Penalty 2765.739323 = -595368.291485 nChanged 287 SP:Iteration 6F (4073.720826 sec): 3 clusters Score: Raw -598526.522373 + Penalty 2765.739323 = -595760.783051 nChanged 276 SP:Iteration 7F (4073.772122 sec): 3 clusters Score: Raw -598841.436758 + Penalty 2765.739323 = -596075.697436 nChanged 216 SP:Iteration 8Q (4073.831907 sec): 3 clusters Score: Raw -599070.538778 + Penalty 2765.739323 = -596304.799455 nChanged 194 SP:Iteration 9Q (4073.875907 sec): 3 clusters Score: Raw -599236.025296 + Penalty 2765.739323 = -596470.285974 nChanged 146 SP:Iteration 10Q (4073.914564 sec): 3 clusters Score: Raw -599339.268101 + Penalty 2765.739323 = -596573.528779 nChanged 117 SP:Iteration 11Q (4073.962691 sec): 3 clusters Score: Raw -599412.826920 + Penalty 2765.739323 = -596647.087597 nChanged 84 SP:Iteration 12Q (4074.018285 sec): 3 clusters Score: Raw -599465.044241 + Penalty 2765.739323 = -596699.304918 nChanged 66 SP:Iteration 13Q (4074.058406 sec): 3 clusters Score: Raw -599498.632036 + Penalty 2765.739323 = -596732.892714 nChanged 52 SP:Iteration 14Q (4074.111951 sec): 3 clusters Score: Raw -599517.913611 + Penalty 2765.739323 = -596752.174289 nChanged 32 SP:Iteration 15Q (4074.161159 sec): 3 clusters Score: Raw -599527.415273 + Penalty 2765.739323 = -596761.675950 nChanged 21 SP:Iteration 16Q (4074.204170 sec): 3 clusters Score: Raw -599533.961500 + Penalty 2765.739323 = -596768.222177 nChanged 25 SP:Iteration 17Q (4074.249058 sec): 3 clusters Score: Raw -599545.805533 + Penalty 2765.739323 = -596780.066211 nChanged 21 SP:Iteration 18Q (4074.296440 sec): 3 clusters Score: Raw -599553.713836 + Penalty 2765.739323 = -596787.974513 nChanged 22 SP:Iteration 19Q (4074.343502 sec): 3 clusters Score: Raw -599563.465517 + Penalty 2765.739323 = -596797.726195 nChanged 18 SP:Iteration 20F (4074.386345 sec): 3 clusters Score: Raw -599569.203141 + Penalty 2765.739323 = -596803.463818 nChanged 11 SP:Iteration 21Q (4074.436930 sec): 3 clusters Score: Raw -599572.621177 + Penalty 2765.739323 = -596806.881854 nChanged 18 SP:Iteration 22Q (4074.485111 sec): 3 clusters Score: Raw -599578.185131 + Penalty 2765.739323 = -596812.445808 nChanged 9 SP:Iteration 23Q (4074.546185 sec): 3 clusters Score: Raw -599580.989165 + Penalty 2765.739323 = -596815.249842 nChanged 9 SP:Iteration 24Q (4074.594625 sec): 3 clusters Score: Raw -599583.571603 + Penalty 2765.739323 = -596817.832280 nChanged 8 SP:Iteration 25Q (4074.648589 sec): 3 clusters Score: Raw -599585.378811 + Penalty 2765.739323 = -596819.639488 nChanged 3 SP:Iteration 26Q (4074.698119 sec): 3 clusters Score: Raw -599586.298150 + Penalty 2765.739323 = -596820.558827 nChanged 4 SP:Iteration 27Q (4074.754170 sec): 3 clusters Score: Raw -599587.260818 + Penalty 2765.739323 = -596821.521495 nChanged 4 SP:Iteration 28Q (4074.801363 sec): 3 clusters Score: Raw -599588.591763 + Penalty 2765.739323 = -596822.852441 nChanged 3 SP:Iteration 29Q (4074.864644 sec): 3 clusters Score: Raw -599589.110496 + Penalty 2765.739323 = -596823.371174 nChanged 3 SP:Iteration 30Q (4074.920209 sec): 3 clusters Score: Raw -599590.179157 + Penalty 2765.739323 = -596824.439834 nChanged 5 SP:Iteration 31Q (4074.968194 sec): 3 clusters Score: Raw -599593.282434 + Penalty 2765.739323 = -596827.543112 nChanged 9 SP:Iteration 32Q (4075.016220 sec): 3 clusters Score: Raw -599600.054953 + Penalty 2765.739323 = -596834.315630 nChanged 13 SP:Iteration 33Q (4075.063666 sec): 3 clusters Score: Raw -599610.222766 + Penalty 2765.739323 = -596844.483443 nChanged 17 SP:Iteration 34Q (4075.109323 sec): 3 clusters Score: Raw -599626.240331 + Penalty 2765.739323 = -596860.501009 nChanged 16 SP:Iteration 35Q (4075.160213 sec): 3 clusters Score: Raw -599641.999087 + Penalty 2765.739323 = -596876.259764 nChanged 19 SP:Iteration 36Q (4075.210066 sec): 3 clusters Score: Raw -599655.848963 + Penalty 2765.739323 = -596890.109641 nChanged 18 SP:Iteration 37Q (4075.263019 sec): 3 clusters Score: Raw -599664.092129 + Penalty 2765.739323 = -596898.352807 nChanged 20 SP:Iteration 38Q (4075.302064 sec): 3 clusters Score: Raw -599673.086661 + Penalty 2765.739323 = -596907.347338 nChanged 13 SP:Iteration 39Q (4075.352639 sec): 3 clusters Score: Raw -599677.148506 + Penalty 2765.739323 = -596911.409184 nChanged 15 SP:Iteration 40F (4075.404261 sec): 3 clusters Score: Raw -599682.839547 + Penalty 2765.739323 = -596917.100224 nChanged 15 SP:Iteration 41Q (4075.451666 sec): 3 clusters Score: Raw -599688.238543 + Penalty 2765.739323 = -596922.499220 nChanged 13 SP:Iteration 42Q (4075.509290 sec): 3 clusters Score: Raw -599691.555116 + Penalty 2765.739323 = -596925.815793 nChanged 7 SP:Iteration 43Q (4075.552835 sec): 3 clusters Score: Raw -599694.225028 + Penalty 2765.739323 = -596928.485705 nChanged 8 SP:Iteration 44Q (4075.604895 sec): 3 clusters Score: Raw -599697.001570 + Penalty 2765.739323 = -596931.262247 nChanged 11 SP:Iteration 45Q (4075.661426 sec): 3 clusters Score: Raw -599701.512079 + Penalty 2765.739323 = -596935.772757 nChanged 21 SP:Iteration 46Q (4075.707576 sec): 3 clusters Score: Raw -599708.898514 + Penalty 2765.739323 = -596943.159191 nChanged 18 SP:Iteration 47Q (4075.751706 sec): 3 clusters Score: Raw -599716.997795 + Penalty 2765.739323 = -596951.258473 nChanged 16 SP:Iteration 48Q (4075.799449 sec): 3 clusters Score: Raw -599724.361714 + Penalty 2765.739323 = -596958.622391 nChanged 14 SP:Iteration 49Q (4075.832865 sec): 3 clusters Score: Raw -599728.470249 + Penalty 2765.739323 = -596962.730927 nChanged 14 SP:Iteration 50Q (4075.882062 sec): 3 clusters Score: Raw -599733.074694 + Penalty 2765.739323 = -596967.335371 nChanged 13 SP:Iteration 51Q (4075.922730 sec): 3 clusters Score: Raw -599735.527826 + Penalty 2765.739323 = -596969.788503 nChanged 10 SP:Iteration 52Q (4075.969622 sec): 3 clusters Score: Raw -599738.069633 + Penalty 2765.739323 = -596972.330310 nChanged 8 SP:Iteration 53Q (4076.028040 sec): 3 clusters Score: Raw -599739.859956 + Penalty 2765.739323 = -596974.120634 nChanged 5 SP:Iteration 54Q (4076.073704 sec): 3 clusters Score: Raw -599741.018065 + Penalty 2765.739323 = -596975.278742 nChanged 5 SP:Iteration 55Q (4076.126927 sec): 3 clusters Score: Raw -599741.687975 + Penalty 2765.739323 = -596975.948653 nChanged 5 SP:Iteration 56Q (4076.175711 sec): 3 clusters Score: Raw -599742.830844 + Penalty 2765.739323 = -596977.091521 nChanged 6 SP:Iteration 57Q (4076.220397 sec): 3 clusters Score: Raw -599744.294497 + Penalty 2765.739323 = -596978.555174 nChanged 11 SP:Iteration 58Q (4076.273416 sec): 3 clusters Score: Raw -599746.681259 + Penalty 2765.739323 = -596980.941937 nChanged 7 SP:Iteration 59Q (4076.325493 sec): 3 clusters Score: Raw -599747.844444 + Penalty 2765.739323 = -596982.105121 nChanged 4 SP:Iteration 60F (4076.377446 sec): 3 clusters Score: Raw -599748.611423 + Penalty 2765.739323 = -596982.872101 nChanged 2 SP:Iteration 61Q (4076.426393 sec): 3 clusters Score: Raw -599749.161457 + Penalty 2765.739323 = -596983.422134 nChanged 3 SP:Iteration 62Q (4076.480599 sec): 3 clusters Score: Raw -599749.746778 + Penalty 2765.739323 = -596984.007456 nChanged 3 SP:Iteration 63Q (4076.533462 sec): 3 clusters Score: Raw -599750.161043 + Penalty 2765.739323 = -596984.421720 nChanged 3 SP:Iteration 64Q (4076.581846 sec): 3 clusters Score: Raw -599750.680825 + Penalty 2765.739323 = -596984.941502 nChanged 4 SP:Iteration 65Q (4076.629217 sec): 3 clusters Score: Raw -599751.361420 + Penalty 2765.739323 = -596985.622097 nChanged 2 SP:Iteration 66Q (4076.688488 sec): 3 clusters Score: Raw -599751.521872 + Penalty 2765.739323 = -596985.782550 nChanged 0 SP:Iteration 67F (4076.745903 sec): 3 clusters Score: Raw -599751.521872 + Penalty 2765.739323 = -596985.782550 nChanged 0 Score: Raw -129550040.478046 + Penalty 101450.942987 = -129448589.535059 Splitting cluster 32 changes total score from -129449322.670340 to -129448589.535059 So it's not getting split. Trying to split cluster 33 (17997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4105.432095 sec): 2 clusters Score: Raw -2259347.811891 + Penalty 1592.168558 = -2257755.643333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4105.503641 sec): 3 clusters Score: Raw -2248760.788585 + Penalty 3184.337116 = -2245576.451469 nChanged 8071 SP:Iteration 1F (4105.570341 sec): 3 clusters Score: Raw -2253311.662075 + Penalty 3184.337116 = -2250127.324959 nChanged 1045 SP:Iteration 2F (4105.626891 sec): 3 clusters Score: Raw -2253804.002376 + Penalty 3184.337116 = -2250619.665261 nChanged 982 SP:Iteration 3F (4105.692663 sec): 3 clusters Score: Raw -2254304.813796 + Penalty 3184.337116 = -2251120.476680 nChanged 975 SP:Iteration 4F (4105.772422 sec): 3 clusters Score: Raw -2254869.138161 + Penalty 3184.337116 = -2251684.801045 nChanged 991 SP:Iteration 5F (4105.851656 sec): 3 clusters Score: Raw -2255500.979900 + Penalty 3184.337116 = -2252316.642784 nChanged 970 SP:Iteration 6F (4105.914288 sec): 3 clusters Score: Raw -2256112.743869 + Penalty 3184.337116 = -2252928.406753 nChanged 850 SP:Iteration 7Q (4105.992779 sec): 3 clusters Score: Raw -2256537.869115 + Penalty 3184.337116 = -2253353.531999 nChanged 633 SP:Iteration 8Q (4106.055897 sec): 3 clusters Score: Raw -2256797.771754 + Penalty 3184.337116 = -2253613.434638 nChanged 513 SP:Iteration 9Q (4106.148458 sec): 3 clusters Score: Raw -2256984.755088 + Penalty 3184.337116 = -2253800.417972 nChanged 417 SP:Iteration 10Q (4106.230268 sec): 3 clusters Score: Raw -2257142.088043 + Penalty 3184.337116 = -2253957.750927 nChanged 422 SP:Iteration 11Q (4106.305320 sec): 3 clusters Score: Raw -2257291.993154 + Penalty 3184.337116 = -2254107.656038 nChanged 371 SP:Iteration 12Q (4106.384567 sec): 3 clusters Score: Raw -2257417.059747 + Penalty 3184.337116 = -2254232.722631 nChanged 372 SP:Iteration 13Q (4106.455196 sec): 3 clusters Score: Raw -2257553.647300 + Penalty 3184.337116 = -2254369.310184 nChanged 378 SP:Iteration 14Q (4106.521513 sec): 3 clusters Score: Raw -2257700.754931 + Penalty 3184.337116 = -2254516.417815 nChanged 410 SP:Iteration 15Q (4106.599379 sec): 3 clusters Score: Raw -2257874.716181 + Penalty 3184.337116 = -2254690.379065 nChanged 412 SP:Iteration 16Q (4106.660310 sec): 3 clusters Score: Raw -2258045.970870 + Penalty 3184.337116 = -2254861.633754 nChanged 411 SP:Iteration 17Q (4106.740514 sec): 3 clusters Score: Raw -2258212.953834 + Penalty 3184.337116 = -2255028.616718 nChanged 357 SP:Iteration 18Q (4106.807186 sec): 3 clusters Score: Raw -2258364.281171 + Penalty 3184.337116 = -2255179.944055 nChanged 367 SP:Iteration 19Q (4106.890026 sec): 3 clusters Score: Raw -2258534.679179 + Penalty 3184.337116 = -2255350.342063 nChanged 354 SP:Iteration 20F (4106.954114 sec): 3 clusters Score: Raw -2258703.405302 + Penalty 3184.337116 = -2255519.068186 nChanged 310 SP:Iteration 21Q (4107.033389 sec): 3 clusters Score: Raw -2258854.595793 + Penalty 3184.337116 = -2255670.258677 nChanged 280 SP:Iteration 22Q (4107.094654 sec): 3 clusters Score: Raw -2258989.321822 + Penalty 3184.337116 = -2255804.984707 nChanged 254 SP:Iteration 23Q (4107.163111 sec): 3 clusters Score: Raw -2259104.760610 + Penalty 3184.337116 = -2255920.423494 nChanged 185 SP:Iteration 24Q (4107.232983 sec): 3 clusters Score: Raw -2259194.448775 + Penalty 3184.337116 = -2256010.111659 nChanged 171 SP:Iteration 25Q (4107.306129 sec): 3 clusters Score: Raw -2259282.133778 + Penalty 3184.337116 = -2256097.796662 nChanged 155 SP:Iteration 26Q (4107.377032 sec): 3 clusters Score: Raw -2259372.115355 + Penalty 3184.337116 = -2256187.778239 nChanged 124 SP:Iteration 27Q (4107.447462 sec): 3 clusters Score: Raw -2259433.313991 + Penalty 3184.337116 = -2256248.976875 nChanged 102 SP:Iteration 28Q (4107.512665 sec): 3 clusters Score: Raw -2259495.105524 + Penalty 3184.337116 = -2256310.768408 nChanged 97 SP:Iteration 29Q (4107.579969 sec): 3 clusters Score: Raw -2259552.512198 + Penalty 3184.337116 = -2256368.175083 nChanged 80 SP:Iteration 30Q (4107.646045 sec): 3 clusters Score: Raw -2259594.674164 + Penalty 3184.337116 = -2256410.337048 nChanged 47 SP:Iteration 31Q (4107.709733 sec): 3 clusters Score: Raw -2259616.917635 + Penalty 3184.337116 = -2256432.580519 nChanged 29 SP:Iteration 32Q (4107.778411 sec): 3 clusters Score: Raw -2259626.727728 + Penalty 3184.337116 = -2256442.390612 nChanged 20 SP:Iteration 33Q (4107.852995 sec): 3 clusters Score: Raw -2259634.106842 + Penalty 3184.337116 = -2256449.769727 nChanged 17 SP:Iteration 34Q (4107.909207 sec): 3 clusters Score: Raw -2259641.898903 + Penalty 3184.337116 = -2256457.561787 nChanged 13 SP:Iteration 35Q (4107.983349 sec): 3 clusters Score: Raw -2259647.002849 + Penalty 3184.337116 = -2256462.665734 nChanged 8 SP:Iteration 36Q (4108.046655 sec): 3 clusters Score: Raw -2259651.740186 + Penalty 3184.337116 = -2256467.403070 nChanged 8 SP:Iteration 37Q (4108.117729 sec): 3 clusters Score: Raw -2259655.652824 + Penalty 3184.337116 = -2256471.315708 nChanged 9 SP:Iteration 38Q (4108.176092 sec): 3 clusters Score: Raw -2259658.717648 + Penalty 3184.337116 = -2256474.380532 nChanged 7 SP:Iteration 39Q (4108.247491 sec): 3 clusters Score: Raw -2259660.590785 + Penalty 3184.337116 = -2256476.253669 nChanged 3 SP:Iteration 40F (4108.318159 sec): 3 clusters Score: Raw -2259661.730789 + Penalty 3184.337116 = -2256477.393673 nChanged 5 SP:Iteration 41Q (4108.390779 sec): 3 clusters Score: Raw -2259664.957941 + Penalty 3184.337116 = -2256480.620825 nChanged 9 SP:Iteration 42Q (4108.472070 sec): 3 clusters Score: Raw -2259669.282965 + Penalty 3184.337116 = -2256484.945849 nChanged 9 SP:Iteration 43Q (4108.527194 sec): 3 clusters Score: Raw -2259672.600121 + Penalty 3184.337116 = -2256488.263005 nChanged 6 SP:Iteration 44Q (4108.601462 sec): 3 clusters Score: Raw -2259675.313344 + Penalty 3184.337116 = -2256490.976228 nChanged 2 SP:Iteration 45Q (4108.656380 sec): 3 clusters Score: Raw -2259676.223781 + Penalty 3184.337116 = -2256491.886665 nChanged 6 SP:Iteration 46Q (4108.730106 sec): 3 clusters Score: Raw -2259678.781241 + Penalty 3184.337116 = -2256494.444125 nChanged 4 SP:Iteration 47Q (4108.785199 sec): 3 clusters Score: Raw -2259681.648119 + Penalty 3184.337116 = -2256497.311003 nChanged 5 SP:Iteration 48Q (4108.863891 sec): 3 clusters Score: Raw -2259683.034292 + Penalty 3184.337116 = -2256498.697176 nChanged 2 SP:Iteration 49Q (4108.932553 sec): 3 clusters Score: Raw -2259684.330160 + Penalty 3184.337116 = -2256499.993045 nChanged 6 SP:Iteration 50Q (4108.994968 sec): 3 clusters Score: Raw -2259686.274280 + Penalty 3184.337116 = -2256501.937164 nChanged 2 SP:Iteration 51Q (4109.056299 sec): 3 clusters Score: Raw -2259686.558585 + Penalty 3184.337116 = -2256502.221469 nChanged 0 SP:Iteration 52F (4109.124294 sec): 3 clusters Score: Raw -2259686.558585 + Penalty 3184.337116 = -2256502.221469 nChanged 0 Trying to split cluster 34 (3721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4109.160563 sec): 2 clusters Score: Raw -449969.318639 + Penalty 1336.034006 = -448633.284633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4109.199545 sec): 3 clusters Score: Raw -448159.235092 + Penalty 2672.068012 = -445487.167080 nChanged 1442 SP:Iteration 1F (4109.256899 sec): 3 clusters Score: Raw -448981.944389 + Penalty 2672.068012 = -446309.876377 nChanged 288 SP:Iteration 2F (4109.305040 sec): 3 clusters Score: Raw -449176.938998 + Penalty 2672.068012 = -446504.870987 nChanged 233 SP:Iteration 3F (4109.344501 sec): 3 clusters Score: Raw -449343.666273 + Penalty 2672.068012 = -446671.598261 nChanged 189 SP:Iteration 4F (4109.390137 sec): 3 clusters Score: Raw -449493.029879 + Penalty 2672.068012 = -446820.961867 nChanged 173 SP:Iteration 5Q (4109.439211 sec): 3 clusters Score: Raw -449620.384909 + Penalty 2672.068012 = -446948.316897 nChanged 177 SP:Iteration 6Q (4109.475490 sec): 3 clusters Score: Raw -449761.127472 + Penalty 2672.068012 = -447089.059460 nChanged 167 SP:Iteration 7Q (4109.522685 sec): 3 clusters Score: Raw -449899.552773 + Penalty 2672.068012 = -447227.484762 nChanged 149 SP:Iteration 8Q (4109.559733 sec): 3 clusters Score: Raw -450015.528693 + Penalty 2672.068012 = -447343.460681 nChanged 121 SP:Iteration 9Q (4109.607643 sec): 3 clusters Score: Raw -450102.398875 + Penalty 2672.068012 = -447430.330863 nChanged 95 SP:Iteration 10Q (4109.648580 sec): 3 clusters Score: Raw -450167.785355 + Penalty 2672.068012 = -447495.717343 nChanged 70 SP:Iteration 11Q (4109.697603 sec): 3 clusters Score: Raw -450210.826307 + Penalty 2672.068012 = -447538.758296 nChanged 56 SP:Iteration 12Q (4109.747969 sec): 3 clusters Score: Raw -450240.007528 + Penalty 2672.068012 = -447567.939516 nChanged 52 SP:Iteration 13Q (4109.797245 sec): 3 clusters Score: Raw -450270.616768 + Penalty 2672.068012 = -447598.548757 nChanged 61 SP:Iteration 14Q (4109.854960 sec): 3 clusters Score: Raw -450311.232152 + Penalty 2672.068012 = -447639.164140 nChanged 73 SP:Iteration 15Q (4109.900502 sec): 3 clusters Score: Raw -450356.644193 + Penalty 2672.068012 = -447684.576181 nChanged 60 SP:Iteration 16Q (4109.935146 sec): 3 clusters Score: Raw -450397.634579 + Penalty 2672.068012 = -447725.566567 nChanged 58 SP:Iteration 17Q (4109.981961 sec): 3 clusters Score: Raw -450453.702171 + Penalty 2672.068012 = -447781.634159 nChanged 56 SP:Iteration 18Q (4110.030593 sec): 3 clusters Score: Raw -450507.776408 + Penalty 2672.068012 = -447835.708397 nChanged 57 SP:Iteration 19Q (4110.076581 sec): 3 clusters Score: Raw -450556.225504 + Penalty 2672.068012 = -447884.157493 nChanged 51 SP:Iteration 20F (4110.119124 sec): 3 clusters Score: Raw -450590.756304 + Penalty 2672.068012 = -447918.688292 nChanged 39 SP:Iteration 21Q (4110.165127 sec): 3 clusters Score: Raw -450616.164879 + Penalty 2672.068012 = -447944.096867 nChanged 38 SP:Iteration 22Q (4110.206929 sec): 3 clusters Score: Raw -450652.326501 + Penalty 2672.068012 = -447980.258490 nChanged 41 SP:Iteration 23Q (4110.249556 sec): 3 clusters Score: Raw -450679.720912 + Penalty 2672.068012 = -448007.652900 nChanged 25 SP:Iteration 24Q (4110.292743 sec): 3 clusters Score: Raw -450692.836917 + Penalty 2672.068012 = -448020.768906 nChanged 20 SP:Iteration 25Q (4110.351820 sec): 3 clusters Score: Raw -450710.378316 + Penalty 2672.068012 = -448038.310305 nChanged 30 SP:Iteration 26Q (4110.389159 sec): 3 clusters Score: Raw -450735.533826 + Penalty 2672.068012 = -448063.465815 nChanged 24 SP:Iteration 27Q (4110.441835 sec): 3 clusters Score: Raw -450758.383413 + Penalty 2672.068012 = -448086.315401 nChanged 27 SP:Iteration 28Q (4110.479146 sec): 3 clusters Score: Raw -450788.085081 + Penalty 2672.068012 = -448116.017070 nChanged 32 SP:Iteration 29Q (4110.529018 sec): 3 clusters Score: Raw -450823.144248 + Penalty 2672.068012 = -448151.076236 nChanged 40 SP:Iteration 30Q (4110.579492 sec): 3 clusters Score: Raw -450868.363258 + Penalty 2672.068012 = -448196.295246 nChanged 39 SP:Iteration 31Q (4110.632929 sec): 3 clusters Score: Raw -450907.277276 + Penalty 2672.068012 = -448235.209264 nChanged 36 SP:Iteration 32Q (4110.677126 sec): 3 clusters Score: Raw -450932.273773 + Penalty 2672.068012 = -448260.205761 nChanged 27 SP:Iteration 33Q (4110.716855 sec): 3 clusters Score: Raw -450949.383164 + Penalty 2672.068012 = -448277.315152 nChanged 15 SP:Iteration 34Q (4110.768114 sec): 3 clusters Score: Raw -450964.310477 + Penalty 2672.068012 = -448292.242465 nChanged 11 SP:Iteration 35Q (4110.815096 sec): 3 clusters Score: Raw -450979.536111 + Penalty 2672.068012 = -448307.468099 nChanged 10 SP:Iteration 36Q (4110.858753 sec): 3 clusters Score: Raw -450984.692170 + Penalty 2672.068012 = -448312.624159 nChanged 8 SP:Iteration 37Q (4110.908245 sec): 3 clusters Score: Raw -450988.230715 + Penalty 2672.068012 = -448316.162703 nChanged 4 SP:Iteration 38Q (4110.966078 sec): 3 clusters Score: Raw -450990.679548 + Penalty 2672.068012 = -448318.611537 nChanged 5 SP:Iteration 39Q (4111.006757 sec): 3 clusters Score: Raw -450994.654618 + Penalty 2672.068012 = -448322.586606 nChanged 7 SP:Iteration 40F (4111.042505 sec): 3 clusters Score: Raw -451014.502849 + Penalty 2672.068012 = -448342.434837 nChanged 18 SP:Iteration 41Q (4111.088853 sec): 3 clusters Score: Raw -451038.428694 + Penalty 2672.068012 = -448366.360682 nChanged 21 SP:Iteration 42Q (4111.134003 sec): 3 clusters Score: Raw -451058.747100 + Penalty 2672.068012 = -448386.679088 nChanged 20 SP:Iteration 43Q (4111.184308 sec): 3 clusters Score: Raw -451074.424053 + Penalty 2672.068012 = -448402.356042 nChanged 16 SP:Iteration 44Q (4111.228241 sec): 3 clusters Score: Raw -451084.362571 + Penalty 2672.068012 = -448412.294560 nChanged 16 SP:Iteration 45Q (4111.283094 sec): 3 clusters Score: Raw -451094.974423 + Penalty 2672.068012 = -448422.906411 nChanged 13 SP:Iteration 46Q (4111.334282 sec): 3 clusters Score: Raw -451100.180360 + Penalty 2672.068012 = -448428.112348 nChanged 8 SP:Iteration 47Q (4111.379909 sec): 3 clusters Score: Raw -451102.763753 + Penalty 2672.068012 = -448430.695741 nChanged 6 SP:Iteration 48Q (4111.422995 sec): 3 clusters Score: Raw -451104.950363 + Penalty 2672.068012 = -448432.882352 nChanged 3 SP:Iteration 49Q (4111.459835 sec): 3 clusters Score: Raw -451106.291203 + Penalty 2672.068012 = -448434.223191 nChanged 5 SP:Iteration 50Q (4111.506858 sec): 3 clusters Score: Raw -451107.659406 + Penalty 2672.068012 = -448435.591394 nChanged 1 SP:Iteration 51Q (4111.554558 sec): 3 clusters Score: Raw -451107.968661 + Penalty 2672.068012 = -448435.900649 nChanged 1 SP:Iteration 52Q (4111.599861 sec): 3 clusters Score: Raw -451108.302672 + Penalty 2672.068012 = -448436.234660 nChanged 0 SP:Iteration 53F (4111.651904 sec): 3 clusters Score: Raw -451108.302672 + Penalty 2672.068012 = -448436.234660 nChanged 0 Trying to split cluster 35 (1683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4111.670229 sec): 2 clusters Score: Raw -203110.634488 + Penalty 1207.104144 = -201903.530344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4111.718708 sec): 3 clusters Score: Raw -202461.284509 + Penalty 2414.208288 = -200047.076221 nChanged 566 SP:Iteration 1F (4111.764030 sec): 3 clusters Score: Raw -202893.127664 + Penalty 2414.208288 = -200478.919376 nChanged 117 SP:Iteration 2F (4111.797107 sec): 3 clusters Score: Raw -203007.778985 + Penalty 2414.208288 = -200593.570697 nChanged 91 SP:Iteration 3F (4111.841857 sec): 3 clusters Score: Raw -203082.840282 + Penalty 2414.208288 = -200668.631994 nChanged 60 SP:Iteration 4Q (4111.876694 sec): 3 clusters Score: Raw -203121.544959 + Penalty 2414.208288 = -200707.336671 nChanged 36 SP:Iteration 5Q (4111.921775 sec): 3 clusters Score: Raw -203148.798031 + Penalty 2414.208288 = -200734.589743 nChanged 36 SP:Iteration 6Q (4111.975679 sec): 3 clusters Score: Raw -203180.271294 + Penalty 2414.208288 = -200766.063006 nChanged 32 SP:Iteration 7Q (4112.004485 sec): 3 clusters Score: Raw -203209.878499 + Penalty 2414.208288 = -200795.670210 nChanged 25 SP:Iteration 8Q (4112.049729 sec): 3 clusters Score: Raw -203230.587562 + Penalty 2414.208288 = -200816.379274 nChanged 29 SP:Iteration 9Q (4112.087672 sec): 3 clusters Score: Raw -203250.958245 + Penalty 2414.208288 = -200836.749957 nChanged 25 SP:Iteration 10Q (4112.127873 sec): 3 clusters Score: Raw -203266.278153 + Penalty 2414.208288 = -200852.069865 nChanged 20 SP:Iteration 11Q (4112.170039 sec): 3 clusters Score: Raw -203288.572923 + Penalty 2414.208288 = -200874.364635 nChanged 23 SP:Iteration 12Q (4112.210556 sec): 3 clusters Score: Raw -203302.537203 + Penalty 2414.208288 = -200888.328915 nChanged 15 SP:Iteration 13Q (4112.262502 sec): 3 clusters Score: Raw -203311.734785 + Penalty 2414.208288 = -200897.526497 nChanged 9 SP:Iteration 14Q (4112.303775 sec): 3 clusters Score: Raw -203318.321462 + Penalty 2414.208288 = -200904.113173 nChanged 7 SP:Iteration 15Q (4112.350033 sec): 3 clusters Score: Raw -203322.110887 + Penalty 2414.208288 = -200907.902599 nChanged 6 SP:Iteration 16Q (4112.386113 sec): 3 clusters Score: Raw -203325.869072 + Penalty 2414.208288 = -200911.660784 nChanged 4 SP:Iteration 17Q (4112.425978 sec): 3 clusters Score: Raw -203328.110648 + Penalty 2414.208288 = -200913.902360 nChanged 2 SP:Iteration 18Q (4112.461542 sec): 3 clusters Score: Raw -203330.280286 + Penalty 2414.208288 = -200916.071998 nChanged 1 SP:Iteration 19Q (4112.505341 sec): 3 clusters Score: Raw -203331.401830 + Penalty 2414.208288 = -200917.193542 nChanged 1 SP:Iteration 20F (4112.550113 sec): 3 clusters Score: Raw -203331.600682 + Penalty 2414.208288 = -200917.392394 nChanged 1 SP:Iteration 21Q (4112.593288 sec): 3 clusters Score: Raw -203333.465695 + Penalty 2414.208288 = -200919.257407 nChanged 4 SP:Iteration 22Q (4112.638111 sec): 3 clusters Score: Raw -203335.210577 + Penalty 2414.208288 = -200921.002289 nChanged 1 SP:Iteration 23Q (4112.672144 sec): 3 clusters Score: Raw -203335.597038 + Penalty 2414.208288 = -200921.388750 nChanged 0 SP:Iteration 24F (4112.715710 sec): 3 clusters Score: Raw -203335.597038 + Penalty 2414.208288 = -200921.388750 nChanged 0 Trying to split cluster 36 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4112.743388 sec): 2 clusters Score: Raw -18309.177664 + Penalty 869.676947 = -17439.500717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4112.785745 sec): 3 clusters Score: Raw -18610.111857 + Penalty 1739.353893 = -16870.757964 nChanged 45 SP:Iteration 1F (4112.823592 sec): 3 clusters Score: Raw -18913.992008 + Penalty 1739.353893 = -17174.638114 nChanged 25 SP:Iteration 2F (4112.849024 sec): 3 clusters Score: Raw -19084.229230 + Penalty 1739.353893 = -17344.875337 nChanged 7 SP:Iteration 3Q (4112.889077 sec): 3 clusters Score: Raw -19255.374493 + Penalty 1739.353893 = -17516.020600 nChanged 5 SP:Iteration 4Q (4112.929457 sec): 3 clusters Score: Raw -19383.460780 + Penalty 1739.353893 = -17644.106887 nChanged 5 SP:Iteration 5Q (4112.977627 sec): 3 clusters Score: Raw -19468.262045 + Penalty 1739.353893 = -17728.908152 nChanged 3 SP:Iteration 6Q (4113.014543 sec): 3 clusters Score: Raw -19523.073069 + Penalty 1739.353893 = -17783.719175 nChanged 3 SP:Iteration 7Q (4113.063731 sec): 3 clusters Score: Raw -19546.579908 + Penalty 1739.353893 = -17807.226015 nChanged 0 SP:Iteration 8F (4113.096744 sec): 3 clusters Score: Raw -19575.248679 + Penalty 1739.353893 = -17835.894785 nChanged 1 SP:Iteration 9Q (4113.139472 sec): 3 clusters Score: Raw -19693.572354 + Penalty 1739.353893 = -17954.218461 nChanged 1 SP:Iteration 10Q (4113.190200 sec): 3 clusters Score: Raw -19699.418848 + Penalty 1739.353893 = -17960.064955 nChanged 0 SP:Iteration 11F (4113.237841 sec): 3 clusters Score: Raw -19699.418848 + Penalty 1739.353893 = -17960.064955 nChanged 0 Score: Raw -129549916.186156 + Penalty 101450.942987 = -129448465.243169 Splitting cluster 36 changes total score from -129449322.670340 to -129448465.243169 So it's not getting split. Trying to split cluster 37 (5602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4144.597185 sec): 2 clusters Score: Raw -704151.067436 + Penalty 1402.517830 = -702748.549605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4144.652142 sec): 3 clusters Score: Raw -701157.929642 + Penalty 2805.035661 = -698352.893981 nChanged 2335 SP:Iteration 1F (4144.694939 sec): 3 clusters Score: Raw -702398.029505 + Penalty 2805.035661 = -699592.993844 nChanged 372 SP:Iteration 2F (4144.757076 sec): 3 clusters Score: Raw -702580.257869 + Penalty 2805.035661 = -699775.222208 nChanged 305 SP:Iteration 3F (4144.801449 sec): 3 clusters Score: Raw -702718.510818 + Penalty 2805.035661 = -699913.475157 nChanged 227 SP:Iteration 4Q (4144.853497 sec): 3 clusters Score: Raw -702823.967943 + Penalty 2805.035661 = -700018.932282 nChanged 204 SP:Iteration 5Q (4144.898090 sec): 3 clusters Score: Raw -702914.056121 + Penalty 2805.035661 = -700109.020460 nChanged 180 SP:Iteration 6Q (4144.952337 sec): 3 clusters Score: Raw -702998.345014 + Penalty 2805.035661 = -700193.309353 nChanged 169 SP:Iteration 7Q (4145.001405 sec): 3 clusters Score: Raw -703087.726821 + Penalty 2805.035661 = -700282.691160 nChanged 159 SP:Iteration 8Q (4145.042431 sec): 3 clusters Score: Raw -703177.854026 + Penalty 2805.035661 = -700372.818366 nChanged 169 SP:Iteration 9Q (4145.092815 sec): 3 clusters Score: Raw -703267.135425 + Penalty 2805.035661 = -700462.099765 nChanged 153 SP:Iteration 10Q (4145.152337 sec): 3 clusters Score: Raw -703358.057887 + Penalty 2805.035661 = -700553.022227 nChanged 160 SP:Iteration 11Q (4145.192967 sec): 3 clusters Score: Raw -703447.648638 + Penalty 2805.035661 = -700642.612977 nChanged 154 SP:Iteration 12Q (4145.241416 sec): 3 clusters Score: Raw -703540.487169 + Penalty 2805.035661 = -700735.451508 nChanged 156 SP:Iteration 13Q (4145.282002 sec): 3 clusters Score: Raw -703628.220259 + Penalty 2805.035661 = -700823.184598 nChanged 138 SP:Iteration 14Q (4145.337046 sec): 3 clusters Score: Raw -703716.453140 + Penalty 2805.035661 = -700911.417479 nChanged 140 SP:Iteration 15Q (4145.386801 sec): 3 clusters Score: Raw -703816.368097 + Penalty 2805.035661 = -701011.332437 nChanged 124 SP:Iteration 16Q (4145.434350 sec): 3 clusters Score: Raw -703891.058120 + Penalty 2805.035661 = -701086.022460 nChanged 105 SP:Iteration 17Q (4145.485467 sec): 3 clusters Score: Raw -703959.277154 + Penalty 2805.035661 = -701154.241493 nChanged 104 SP:Iteration 18Q (4145.537345 sec): 3 clusters Score: Raw -704032.252516 + Penalty 2805.035661 = -701227.216856 nChanged 114 SP:Iteration 19Q (4145.579873 sec): 3 clusters Score: Raw -704101.877190 + Penalty 2805.035661 = -701296.841530 nChanged 84 SP:Iteration 20F (4145.639544 sec): 3 clusters Score: Raw -704151.136298 + Penalty 2805.035661 = -701346.100638 nChanged 71 SP:Iteration 21Q (4145.688284 sec): 3 clusters Score: Raw -704195.835390 + Penalty 2805.035661 = -701390.799730 nChanged 78 SP:Iteration 22Q (4145.728191 sec): 3 clusters Score: Raw -704239.564678 + Penalty 2805.035661 = -701434.529017 nChanged 67 SP:Iteration 23Q (4145.780181 sec): 3 clusters Score: Raw -704275.242333 + Penalty 2805.035661 = -701470.206673 nChanged 48 SP:Iteration 24Q (4145.840894 sec): 3 clusters Score: Raw -704300.606045 + Penalty 2805.035661 = -701495.570385 nChanged 38 SP:Iteration 25Q (4145.879207 sec): 3 clusters Score: Raw -704319.748541 + Penalty 2805.035661 = -701514.712881 nChanged 26 SP:Iteration 26Q (4145.927775 sec): 3 clusters Score: Raw -704332.046048 + Penalty 2805.035661 = -701527.010388 nChanged 25 SP:Iteration 27Q (4145.981205 sec): 3 clusters Score: Raw -704342.371756 + Penalty 2805.035661 = -701537.336096 nChanged 18 SP:Iteration 28Q (4146.030146 sec): 3 clusters Score: Raw -704349.607364 + Penalty 2805.035661 = -701544.571703 nChanged 8 SP:Iteration 29Q (4146.085874 sec): 3 clusters Score: Raw -704354.398338 + Penalty 2805.035661 = -701549.362677 nChanged 14 SP:Iteration 30Q (4146.127405 sec): 3 clusters Score: Raw -704359.226979 + Penalty 2805.035661 = -701554.191318 nChanged 12 SP:Iteration 31Q (4146.169937 sec): 3 clusters Score: Raw -704362.970859 + Penalty 2805.035661 = -701557.935198 nChanged 10 SP:Iteration 32Q (4146.215618 sec): 3 clusters Score: Raw -704367.121463 + Penalty 2805.035661 = -701562.085803 nChanged 12 SP:Iteration 33Q (4146.262613 sec): 3 clusters Score: Raw -704372.243359 + Penalty 2805.035661 = -701567.207698 nChanged 9 SP:Iteration 34Q (4146.311695 sec): 3 clusters Score: Raw -704375.633409 + Penalty 2805.035661 = -701570.597748 nChanged 9 SP:Iteration 35Q (4146.355329 sec): 3 clusters Score: Raw -704380.384739 + Penalty 2805.035661 = -701575.349078 nChanged 10 SP:Iteration 36Q (4146.399211 sec): 3 clusters Score: Raw -704384.909518 + Penalty 2805.035661 = -701579.873858 nChanged 12 SP:Iteration 37Q (4146.459602 sec): 3 clusters Score: Raw -704390.433287 + Penalty 2805.035661 = -701585.397627 nChanged 8 SP:Iteration 38Q (4146.498712 sec): 3 clusters Score: Raw -704394.316939 + Penalty 2805.035661 = -701589.281279 nChanged 7 SP:Iteration 39Q (4146.539399 sec): 3 clusters Score: Raw -704396.614603 + Penalty 2805.035661 = -701591.578942 nChanged 4 SP:Iteration 40F (4146.591784 sec): 3 clusters Score: Raw -704397.852087 + Penalty 2805.035661 = -701592.816426 nChanged 3 SP:Iteration 41Q (4146.635407 sec): 3 clusters Score: Raw -704399.300120 + Penalty 2805.035661 = -701594.264459 nChanged 1 SP:Iteration 42Q (4146.687783 sec): 3 clusters Score: Raw -704400.051818 + Penalty 2805.035661 = -701595.016157 nChanged 1 SP:Iteration 43Q (4146.735838 sec): 3 clusters Score: Raw -704400.385152 + Penalty 2805.035661 = -701595.349491 nChanged 0 SP:Iteration 44F (4146.798608 sec): 3 clusters Score: Raw -704400.385152 + Penalty 2805.035661 = -701595.349491 nChanged 0 Trying to split cluster 38 (11846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4146.829362 sec): 2 clusters Score: Raw -1406500.265380 + Penalty 1524.208650 = -1404976.056730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4146.893269 sec): 3 clusters Score: Raw -1399580.293411 + Penalty 3048.417299 = -1396531.876112 nChanged 5226 SP:Iteration 1F (4146.950930 sec): 3 clusters Score: Raw -1402489.269306 + Penalty 3048.417299 = -1399440.852006 nChanged 740 SP:Iteration 2F (4147.010617 sec): 3 clusters Score: Raw -1402831.764601 + Penalty 3048.417299 = -1399783.347301 nChanged 608 SP:Iteration 3F (4147.073163 sec): 3 clusters Score: Raw -1403097.601571 + Penalty 3048.417299 = -1400049.184271 nChanged 563 SP:Iteration 4Q (4147.133523 sec): 3 clusters Score: Raw -1403378.483980 + Penalty 3048.417299 = -1400330.066681 nChanged 557 SP:Iteration 5Q (4147.197249 sec): 3 clusters Score: Raw -1403659.021789 + Penalty 3048.417299 = -1400610.604490 nChanged 541 SP:Iteration 6Q (4147.259192 sec): 3 clusters Score: Raw -1403923.114305 + Penalty 3048.417299 = -1400874.697006 nChanged 479 SP:Iteration 7Q (4147.315259 sec): 3 clusters Score: Raw -1404144.950140 + Penalty 3048.417299 = -1401096.532840 nChanged 466 SP:Iteration 8Q (4147.370503 sec): 3 clusters Score: Raw -1404391.179326 + Penalty 3048.417299 = -1401342.762027 nChanged 471 SP:Iteration 9Q (4147.429654 sec): 3 clusters Score: Raw -1404618.119012 + Penalty 3048.417299 = -1401569.701712 nChanged 409 SP:Iteration 10Q (4147.492471 sec): 3 clusters Score: Raw -1404813.298163 + Penalty 3048.417299 = -1401764.880864 nChanged 381 SP:Iteration 11Q (4147.550922 sec): 3 clusters Score: Raw -1405009.669114 + Penalty 3048.417299 = -1401961.251815 nChanged 345 SP:Iteration 12Q (4147.621221 sec): 3 clusters Score: Raw -1405159.671028 + Penalty 3048.417299 = -1402111.253729 nChanged 275 SP:Iteration 13Q (4147.675177 sec): 3 clusters Score: Raw -1405248.973829 + Penalty 3048.417299 = -1402200.556530 nChanged 195 SP:Iteration 14Q (4147.730795 sec): 3 clusters Score: Raw -1405308.519835 + Penalty 3048.417299 = -1402260.102535 nChanged 173 SP:Iteration 15Q (4147.792009 sec): 3 clusters Score: Raw -1405358.644048 + Penalty 3048.417299 = -1402310.226749 nChanged 131 SP:Iteration 16Q (4147.856470 sec): 3 clusters Score: Raw -1405387.004984 + Penalty 3048.417299 = -1402338.587685 nChanged 97 SP:Iteration 17Q (4147.917038 sec): 3 clusters Score: Raw -1405411.290529 + Penalty 3048.417299 = -1402362.873230 nChanged 103 SP:Iteration 18Q (4147.979342 sec): 3 clusters Score: Raw -1405434.487049 + Penalty 3048.417299 = -1402386.069750 nChanged 96 SP:Iteration 19Q (4148.051017 sec): 3 clusters Score: Raw -1405451.544250 + Penalty 3048.417299 = -1402403.126951 nChanged 71 SP:Iteration 20F (4148.111242 sec): 3 clusters Score: Raw -1405465.116021 + Penalty 3048.417299 = -1402416.698722 nChanged 68 SP:Iteration 21Q (4148.170679 sec): 3 clusters Score: Raw -1405478.843237 + Penalty 3048.417299 = -1402430.425937 nChanged 66 SP:Iteration 22Q (4148.223450 sec): 3 clusters Score: Raw -1405491.118488 + Penalty 3048.417299 = -1402442.701189 nChanged 60 SP:Iteration 23Q (4148.281168 sec): 3 clusters Score: Raw -1405502.491421 + Penalty 3048.417299 = -1402454.074122 nChanged 67 SP:Iteration 24Q (4148.352775 sec): 3 clusters Score: Raw -1405517.145679 + Penalty 3048.417299 = -1402468.728380 nChanged 74 SP:Iteration 25Q (4148.411658 sec): 3 clusters Score: Raw -1405530.712923 + Penalty 3048.417299 = -1402482.295623 nChanged 73 SP:Iteration 26Q (4148.468793 sec): 3 clusters Score: Raw -1405547.145919 + Penalty 3048.417299 = -1402498.728620 nChanged 87 SP:Iteration 27Q (4148.530965 sec): 3 clusters Score: Raw -1405563.956383 + Penalty 3048.417299 = -1402515.539084 nChanged 87 SP:Iteration 28Q (4148.591211 sec): 3 clusters Score: Raw -1405581.401598 + Penalty 3048.417299 = -1402532.984299 nChanged 68 SP:Iteration 29Q (4148.655244 sec): 3 clusters Score: Raw -1405594.156672 + Penalty 3048.417299 = -1402545.739372 nChanged 74 SP:Iteration 30Q (4148.715541 sec): 3 clusters Score: Raw -1405608.699032 + Penalty 3048.417299 = -1402560.281733 nChanged 71 SP:Iteration 31Q (4148.774880 sec): 3 clusters Score: Raw -1405624.129316 + Penalty 3048.417299 = -1402575.712017 nChanged 66 SP:Iteration 32Q (4148.834307 sec): 3 clusters Score: Raw -1405636.075941 + Penalty 3048.417299 = -1402587.658641 nChanged 58 SP:Iteration 33Q (4148.895127 sec): 3 clusters Score: Raw -1405643.526905 + Penalty 3048.417299 = -1402595.109606 nChanged 43 SP:Iteration 34Q (4148.950102 sec): 3 clusters Score: Raw -1405651.216281 + Penalty 3048.417299 = -1402602.798981 nChanged 53 SP:Iteration 35Q (4149.017770 sec): 3 clusters Score: Raw -1405660.118144 + Penalty 3048.417299 = -1402611.700844 nChanged 52 SP:Iteration 36Q (4149.089131 sec): 3 clusters Score: Raw -1405667.558530 + Penalty 3048.417299 = -1402619.141230 nChanged 46 SP:Iteration 37Q (4149.144601 sec): 3 clusters Score: Raw -1405676.711551 + Penalty 3048.417299 = -1402628.294252 nChanged 52 SP:Iteration 38Q (4149.190757 sec): 3 clusters Score: Raw -1405687.381775 + Penalty 3048.417299 = -1402638.964476 nChanged 59 SP:Iteration 39Q (4149.256347 sec): 3 clusters Score: Raw -1405700.006337 + Penalty 3048.417299 = -1402651.589037 nChanged 72 SP:Iteration 40F (4149.319213 sec): 3 clusters Score: Raw -1405716.401083 + Penalty 3048.417299 = -1402667.983783 nChanged 82 SP:Iteration 41Q (4149.376448 sec): 3 clusters Score: Raw -1405738.170309 + Penalty 3048.417299 = -1402689.753009 nChanged 79 SP:Iteration 42Q (4149.440145 sec): 3 clusters Score: Raw -1405757.274347 + Penalty 3048.417299 = -1402708.857048 nChanged 78 SP:Iteration 43Q (4149.501841 sec): 3 clusters Score: Raw -1405780.776298 + Penalty 3048.417299 = -1402732.358998 nChanged 89 SP:Iteration 44Q (4149.555962 sec): 3 clusters Score: Raw -1405802.943125 + Penalty 3048.417299 = -1402754.525825 nChanged 88 SP:Iteration 45Q (4149.610216 sec): 3 clusters Score: Raw -1405825.254038 + Penalty 3048.417299 = -1402776.836739 nChanged 79 SP:Iteration 46Q (4149.663332 sec): 3 clusters Score: Raw -1405846.556519 + Penalty 3048.417299 = -1402798.139220 nChanged 78 SP:Iteration 47Q (4149.719556 sec): 3 clusters Score: Raw -1405865.442023 + Penalty 3048.417299 = -1402817.024724 nChanged 65 SP:Iteration 48Q (4149.789718 sec): 3 clusters Score: Raw -1405882.812988 + Penalty 3048.417299 = -1402834.395688 nChanged 84 SP:Iteration 49Q (4149.848658 sec): 3 clusters Score: Raw -1405909.087146 + Penalty 3048.417299 = -1402860.669847 nChanged 102 SP:Iteration 50Q (4149.912018 sec): 3 clusters Score: Raw -1405942.662027 + Penalty 3048.417299 = -1402894.244727 nChanged 110 SP:Iteration 51Q (4149.976238 sec): 3 clusters Score: Raw -1405982.163324 + Penalty 3048.417299 = -1402933.746024 nChanged 103 SP:Iteration 52Q (4150.041580 sec): 3 clusters Score: Raw -1406012.069973 + Penalty 3048.417299 = -1402963.652674 nChanged 100 SP:Iteration 53Q (4150.103068 sec): 3 clusters Score: Raw -1406040.110006 + Penalty 3048.417299 = -1402991.692707 nChanged 97 SP:Iteration 54Q (4150.159322 sec): 3 clusters Score: Raw -1406069.102058 + Penalty 3048.417299 = -1403020.684758 nChanged 108 SP:Iteration 55Q (4150.227097 sec): 3 clusters Score: Raw -1406104.683842 + Penalty 3048.417299 = -1403056.266542 nChanged 114 SP:Iteration 56Q (4150.282430 sec): 3 clusters Score: Raw -1406141.216940 + Penalty 3048.417299 = -1403092.799641 nChanged 107 SP:Iteration 57Q (4150.338518 sec): 3 clusters Score: Raw -1406177.772208 + Penalty 3048.417299 = -1403129.354909 nChanged 104 SP:Iteration 58Q (4150.398247 sec): 3 clusters Score: Raw -1406214.586674 + Penalty 3048.417299 = -1403166.169375 nChanged 101 SP:Iteration 59Q (4150.449208 sec): 3 clusters Score: Raw -1406247.483552 + Penalty 3048.417299 = -1403199.066252 nChanged 95 SP:Iteration 60F (4150.510948 sec): 3 clusters Score: Raw -1406280.992654 + Penalty 3048.417299 = -1403232.575354 nChanged 90 SP:Iteration 61Q (4150.556682 sec): 3 clusters Score: Raw -1406310.765677 + Penalty 3048.417299 = -1403262.348377 nChanged 84 SP:Iteration 62Q (4150.624136 sec): 3 clusters Score: Raw -1406338.800231 + Penalty 3048.417299 = -1403290.382932 nChanged 88 SP:Iteration 63Q (4150.667951 sec): 3 clusters Score: Raw -1406368.348157 + Penalty 3048.417299 = -1403319.930857 nChanged 84 SP:Iteration 64Q (4150.720190 sec): 3 clusters Score: Raw -1406401.343258 + Penalty 3048.417299 = -1403352.925959 nChanged 103 SP:Iteration 65Q (4150.780149 sec): 3 clusters Score: Raw -1406441.277753 + Penalty 3048.417299 = -1403392.860453 nChanged 102 SP:Iteration 66Q (4150.844981 sec): 3 clusters Score: Raw -1406482.532659 + Penalty 3048.417299 = -1403434.115359 nChanged 101 SP:Iteration 67Q (4150.910002 sec): 3 clusters Score: Raw -1406528.305871 + Penalty 3048.417299 = -1403479.888572 nChanged 102 SP:Iteration 68Q (4150.974020 sec): 3 clusters Score: Raw -1406568.520252 + Penalty 3048.417299 = -1403520.102953 nChanged 91 SP:Iteration 69Q (4151.020377 sec): 3 clusters Score: Raw -1406602.553131 + Penalty 3048.417299 = -1403554.135831 nChanged 80 SP:Iteration 70Q (4151.086800 sec): 3 clusters Score: Raw -1406635.942328 + Penalty 3048.417299 = -1403587.525028 nChanged 97 SP:Iteration 71Q (4151.150633 sec): 3 clusters Score: Raw -1406676.523122 + Penalty 3048.417299 = -1403628.105822 nChanged 88 SP:Iteration 72Q (4151.205519 sec): 3 clusters Score: Raw -1406709.904568 + Penalty 3048.417299 = -1403661.487268 nChanged 66 SP:Iteration 73Q (4151.262599 sec): 3 clusters Score: Raw -1406734.562794 + Penalty 3048.417299 = -1403686.145494 nChanged 69 SP:Iteration 74Q (4151.323689 sec): 3 clusters Score: Raw -1406761.043351 + Penalty 3048.417299 = -1403712.626052 nChanged 78 SP:Iteration 75Q (4151.387214 sec): 3 clusters Score: Raw -1406793.413905 + Penalty 3048.417299 = -1403744.996606 nChanged 85 SP:Iteration 76Q (4151.453908 sec): 3 clusters Score: Raw -1406826.818047 + Penalty 3048.417299 = -1403778.400748 nChanged 75 SP:Iteration 77Q (4151.511445 sec): 3 clusters Score: Raw -1406853.562277 + Penalty 3048.417299 = -1403805.144978 nChanged 59 SP:Iteration 78Q (4151.579707 sec): 3 clusters Score: Raw -1406875.412815 + Penalty 3048.417299 = -1403826.995515 nChanged 52 SP:Iteration 79Q (4151.632621 sec): 3 clusters Score: Raw -1406893.682402 + Penalty 3048.417299 = -1403845.265103 nChanged 54 SP:Iteration 80F (4151.687898 sec): 3 clusters Score: Raw -1406911.239125 + Penalty 3048.417299 = -1403862.821826 nChanged 54 SP:Iteration 81Q (4151.750966 sec): 3 clusters Score: Raw -1406934.779143 + Penalty 3048.417299 = -1403886.361844 nChanged 68 SP:Iteration 82Q (4151.824461 sec): 3 clusters Score: Raw -1406968.455668 + Penalty 3048.417299 = -1403920.038369 nChanged 60 SP:Iteration 83Q (4151.875063 sec): 3 clusters Score: Raw -1406999.913629 + Penalty 3048.417299 = -1403951.496329 nChanged 49 SP:Iteration 84Q (4151.946966 sec): 3 clusters Score: Raw -1407027.380062 + Penalty 3048.417299 = -1403978.962762 nChanged 55 SP:Iteration 85Q (4151.996511 sec): 3 clusters Score: Raw -1407060.783838 + Penalty 3048.417299 = -1404012.366539 nChanged 58 SP:Iteration 86Q (4152.042579 sec): 3 clusters Score: Raw -1407092.988711 + Penalty 3048.417299 = -1404044.571412 nChanged 54 SP:Iteration 87Q (4152.103602 sec): 3 clusters Score: Raw -1407126.979534 + Penalty 3048.417299 = -1404078.562235 nChanged 58 SP:Iteration 88Q (4152.169067 sec): 3 clusters Score: Raw -1407167.027389 + Penalty 3048.417299 = -1404118.610089 nChanged 70 SP:Iteration 89Q (4152.224267 sec): 3 clusters Score: Raw -1407212.546986 + Penalty 3048.417299 = -1404164.129687 nChanged 68 SP:Iteration 90Q (4152.274022 sec): 3 clusters Score: Raw -1407256.097409 + Penalty 3048.417299 = -1404207.680110 nChanged 70 SP:Iteration 91Q (4152.340334 sec): 3 clusters Score: Raw -1407298.407754 + Penalty 3048.417299 = -1404249.990455 nChanged 60 SP:Iteration 92Q (4152.402831 sec): 3 clusters Score: Raw -1407329.819043 + Penalty 3048.417299 = -1404281.401744 nChanged 51 SP:Iteration 93Q (4152.453089 sec): 3 clusters Score: Raw -1407351.914915 + Penalty 3048.417299 = -1404303.497616 nChanged 39 SP:Iteration 94Q (4152.510128 sec): 3 clusters Score: Raw -1407366.374051 + Penalty 3048.417299 = -1404317.956752 nChanged 28 SP:Iteration 95Q (4152.575102 sec): 3 clusters Score: Raw -1407378.793921 + Penalty 3048.417299 = -1404330.376621 nChanged 19 SP:Iteration 96Q (4152.626266 sec): 3 clusters Score: Raw -1407385.295430 + Penalty 3048.417299 = -1404336.878131 nChanged 10 SP:Iteration 97Q (4152.697869 sec): 3 clusters Score: Raw -1407388.034878 + Penalty 3048.417299 = -1404339.617579 nChanged 11 SP:Iteration 98Q (4152.741345 sec): 3 clusters Score: Raw -1407390.665096 + Penalty 3048.417299 = -1404342.247796 nChanged 7 SP:Iteration 99Q (4152.804674 sec): 3 clusters Score: Raw -1407392.467002 + Penalty 3048.417299 = -1404344.049702 nChanged 14 SP:Iteration 100F (4152.867072 sec): 3 clusters Score: Raw -1407394.955894 + Penalty 3048.417299 = -1404346.538595 nChanged 3 SP:Iteration 101Q (4152.919097 sec): 3 clusters Score: Raw -1407395.408923 + Penalty 3048.417299 = -1404346.991624 nChanged 2 SP:Iteration 102Q (4152.985463 sec): 3 clusters Score: Raw -1407395.762326 + Penalty 3048.417299 = -1404347.345026 nChanged 1 SP:Iteration 103Q (4153.041155 sec): 3 clusters Score: Raw -1407395.993793 + Penalty 3048.417299 = -1404347.576493 nChanged 2 SP:Iteration 104Q (4153.112826 sec): 3 clusters Score: Raw -1407396.684599 + Penalty 3048.417299 = -1404348.267300 nChanged 3 SP:Iteration 105Q (4153.168073 sec): 3 clusters Score: Raw -1407397.178881 + Penalty 3048.417299 = -1404348.761582 nChanged 2 SP:Iteration 106Q (4153.234086 sec): 3 clusters Score: Raw -1407397.517371 + Penalty 3048.417299 = -1404349.100071 nChanged 1 SP:Iteration 107Q (4153.282075 sec): 3 clusters Score: Raw -1407397.808012 + Penalty 3048.417299 = -1404349.390713 nChanged 1 SP:Iteration 108Q (4153.350327 sec): 3 clusters Score: Raw -1407398.045545 + Penalty 3048.417299 = -1404349.628245 nChanged 2 SP:Iteration 109Q (4153.406758 sec): 3 clusters Score: Raw -1407398.392052 + Penalty 3048.417299 = -1404349.974753 nChanged 2 SP:Iteration 110Q (4153.468388 sec): 3 clusters Score: Raw -1407399.222705 + Penalty 3048.417299 = -1404350.805405 nChanged 2 SP:Iteration 111Q (4153.533399 sec): 3 clusters Score: Raw -1407399.497545 + Penalty 3048.417299 = -1404351.080245 nChanged 0 SP:Iteration 112F (4153.596216 sec): 3 clusters Score: Raw -1407399.497545 + Penalty 3048.417299 = -1404351.080245 nChanged 0 Trying to split cluster 39 (356362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4154.058666 sec): 2 clusters Score: Raw -45628206.828993 + Penalty 2077.351631 = -45626129.477361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4154.694765 sec): 3 clusters Score: Raw -45388852.502455 + Penalty 4154.703263 = -45384697.799192 nChanged 174261 SP:Iteration 1F (4155.310948 sec): 3 clusters Score: Raw -45493262.737297 + Penalty 4154.703263 = -45489108.034034 nChanged 9468 SP:Iteration 2Q (4155.967007 sec): 3 clusters Score: Raw -45495148.840845 + Penalty 4154.703263 = -45490994.137583 nChanged 10536 SP:Iteration 3Q (4156.622098 sec): 3 clusters Score: Raw -45497678.162517 + Penalty 4154.703263 = -45493523.459254 nChanged 12412 SP:Iteration 4Q (4157.237812 sec): 3 clusters Score: Raw -45501429.057977 + Penalty 4154.703263 = -45497274.354714 nChanged 15459 SP:Iteration 5Q (4157.868206 sec): 3 clusters Score: Raw -45507418.733903 + Penalty 4154.703263 = -45503264.030640 nChanged 19103 SP:Iteration 6F (4158.456491 sec): 3 clusters Score: Raw -45517017.802455 + Penalty 4154.703263 = -45512863.099192 nChanged 23110 SP:Iteration 7F (4159.070156 sec): 3 clusters Score: Raw -45531741.554903 + Penalty 4154.703263 = -45527586.851640 nChanged 25923 SP:Iteration 8F (4159.664459 sec): 3 clusters Score: Raw -45551692.758114 + Penalty 4154.703263 = -45547538.054851 nChanged 25812 SP:Iteration 9F (4160.257462 sec): 3 clusters Score: Raw -45574091.089509 + Penalty 4154.703263 = -45569936.386246 nChanged 21774 SP:Iteration 10F (4160.861296 sec): 3 clusters Score: Raw -45594154.268306 + Penalty 4154.703263 = -45589999.565044 nChanged 15371 SP:Iteration 11Q (4161.477457 sec): 3 clusters Score: Raw -45608432.119023 + Penalty 4154.703263 = -45604277.415760 nChanged 9561 SP:Iteration 12Q (4162.050260 sec): 3 clusters Score: Raw -45617209.469403 + Penalty 4154.703263 = -45613054.766140 nChanged 5523 SP:Iteration 13Q (4162.583502 sec): 3 clusters Score: Raw -45622025.961526 + Penalty 4154.703263 = -45617871.258264 nChanged 3238 SP:Iteration 14Q (4163.100368 sec): 3 clusters Score: Raw -45624605.864037 + Penalty 4154.703263 = -45620451.160774 nChanged 2114 SP:Iteration 15Q (4163.603729 sec): 3 clusters Score: Raw -45626084.776739 + Penalty 4154.703263 = -45621930.073476 nChanged 1503 SP:Iteration 16Q (4164.065989 sec): 3 clusters Score: Raw -45627008.068838 + Penalty 4154.703263 = -45622853.365576 nChanged 1039 SP:Iteration 17Q (4164.545429 sec): 3 clusters Score: Raw -45627556.876614 + Penalty 4154.703263 = -45623402.173351 nChanged 720 SP:Iteration 18Q (4165.021602 sec): 3 clusters Score: Raw -45627872.989954 + Penalty 4154.703263 = -45623718.286691 nChanged 534 SP:Iteration 19Q (4165.493946 sec): 3 clusters Score: Raw -45628088.210568 + Penalty 4154.703263 = -45623933.507305 nChanged 416 SP:Iteration 20F (4166.077141 sec): 3 clusters Score: Raw -45628247.539443 + Penalty 4154.703263 = -45624092.836180 nChanged 344 SP:Iteration 21Q (4166.530816 sec): 3 clusters Score: Raw -45628369.155538 + Penalty 4154.703263 = -45624214.452275 nChanged 238 SP:Iteration 22Q (4166.997058 sec): 3 clusters Score: Raw -45628443.162209 + Penalty 4154.703263 = -45624288.458946 nChanged 208 SP:Iteration 23Q (4167.472849 sec): 3 clusters Score: Raw -45628501.895840 + Penalty 4154.703263 = -45624347.192577 nChanged 170 SP:Iteration 24Q (4167.945313 sec): 3 clusters Score: Raw -45628545.821674 + Penalty 4154.703263 = -45624391.118411 nChanged 131 SP:Iteration 25Q (4168.435079 sec): 3 clusters Score: Raw -45628581.432191 + Penalty 4154.703263 = -45624426.728928 nChanged 127 SP:Iteration 26Q (4168.913193 sec): 3 clusters Score: Raw -45628617.905570 + Penalty 4154.703263 = -45624463.202307 nChanged 95 SP:Iteration 27Q (4169.364317 sec): 3 clusters Score: Raw -45628644.107348 + Penalty 4154.703263 = -45624489.404086 nChanged 91 SP:Iteration 28Q (4169.807201 sec): 3 clusters Score: Raw -45628665.630366 + Penalty 4154.703263 = -45624510.927103 nChanged 60 SP:Iteration 29Q (4170.284740 sec): 3 clusters Score: Raw -45628675.948737 + Penalty 4154.703263 = -45624521.245474 nChanged 48 SP:Iteration 30Q (4170.755803 sec): 3 clusters Score: Raw -45628683.750686 + Penalty 4154.703263 = -45624529.047423 nChanged 39 SP:Iteration 31Q (4171.233913 sec): 3 clusters Score: Raw -45628691.188623 + Penalty 4154.703263 = -45624536.485360 nChanged 40 SP:Iteration 32Q (4171.717465 sec): 3 clusters Score: Raw -45628698.231096 + Penalty 4154.703263 = -45624543.527833 nChanged 34 SP:Iteration 33Q (4172.207968 sec): 3 clusters Score: Raw -45628704.671733 + Penalty 4154.703263 = -45624549.968470 nChanged 33 SP:Iteration 34Q (4172.687836 sec): 3 clusters Score: Raw -45628710.952579 + Penalty 4154.703263 = -45624556.249316 nChanged 39 SP:Iteration 35Q (4173.176695 sec): 3 clusters Score: Raw -45628718.986472 + Penalty 4154.703263 = -45624564.283210 nChanged 30 SP:Iteration 36Q (4173.626621 sec): 3 clusters Score: Raw -45628726.087507 + Penalty 4154.703263 = -45624571.384244 nChanged 40 SP:Iteration 37Q (4174.121528 sec): 3 clusters Score: Raw -45628734.712385 + Penalty 4154.703263 = -45624580.009122 nChanged 37 SP:Iteration 38Q (4174.605780 sec): 3 clusters Score: Raw -45628743.578442 + Penalty 4154.703263 = -45624588.875179 nChanged 29 SP:Iteration 39Q (4175.086512 sec): 3 clusters Score: Raw -45628750.469547 + Penalty 4154.703263 = -45624595.766284 nChanged 28 SP:Iteration 40F (4175.681779 sec): 3 clusters Score: Raw -45628756.912865 + Penalty 4154.703263 = -45624602.209603 nChanged 21 SP:Iteration 41Q (4176.156508 sec): 3 clusters Score: Raw -45628761.167324 + Penalty 4154.703263 = -45624606.464061 nChanged 18 SP:Iteration 42Q (4176.627261 sec): 3 clusters Score: Raw -45628764.070534 + Penalty 4154.703263 = -45624609.367271 nChanged 14 SP:Iteration 43Q (4177.124700 sec): 3 clusters Score: Raw -45628767.299129 + Penalty 4154.703263 = -45624612.595866 nChanged 19 SP:Iteration 44Q (4177.583587 sec): 3 clusters Score: Raw -45628771.300675 + Penalty 4154.703263 = -45624616.597412 nChanged 15 SP:Iteration 45Q (4178.065233 sec): 3 clusters Score: Raw -45628773.486210 + Penalty 4154.703263 = -45624618.782948 nChanged 9 SP:Iteration 46Q (4178.555944 sec): 3 clusters Score: Raw -45628774.739748 + Penalty 4154.703263 = -45624620.036486 nChanged 10 SP:Iteration 47Q (4179.068549 sec): 3 clusters Score: Raw -45628776.544434 + Penalty 4154.703263 = -45624621.841171 nChanged 10 SP:Iteration 48Q (4179.572866 sec): 3 clusters Score: Raw -45628777.851059 + Penalty 4154.703263 = -45624623.147796 nChanged 5 SP:Iteration 49Q (4180.087296 sec): 3 clusters Score: Raw -45628779.150264 + Penalty 4154.703263 = -45624624.447001 nChanged 9 SP:Iteration 50Q (4180.601825 sec): 3 clusters Score: Raw -45628780.964808 + Penalty 4154.703263 = -45624626.261545 nChanged 5 SP:Iteration 51Q (4181.044313 sec): 3 clusters Score: Raw -45628781.757340 + Penalty 4154.703263 = -45624627.054077 nChanged 4 SP:Iteration 52Q (4181.489442 sec): 3 clusters Score: Raw -45628782.922102 + Penalty 4154.703263 = -45624628.218839 nChanged 5 SP:Iteration 53Q (4181.993123 sec): 3 clusters Score: Raw -45628783.791034 + Penalty 4154.703263 = -45624629.087771 nChanged 5 SP:Iteration 54Q (4182.487442 sec): 3 clusters Score: Raw -45628784.872123 + Penalty 4154.703263 = -45624630.168860 nChanged 8 SP:Iteration 55Q (4183.003599 sec): 3 clusters Score: Raw -45628786.050890 + Penalty 4154.703263 = -45624631.347627 nChanged 4 SP:Iteration 56Q (4183.499241 sec): 3 clusters Score: Raw -45628786.647425 + Penalty 4154.703263 = -45624631.944162 nChanged 4 SP:Iteration 57Q (4183.984969 sec): 3 clusters Score: Raw -45628787.184080 + Penalty 4154.703263 = -45624632.480817 nChanged 3 SP:Iteration 58Q (4184.463926 sec): 3 clusters Score: Raw -45628787.470481 + Penalty 4154.703263 = -45624632.767218 nChanged 0 SP:Iteration 59F (4185.098020 sec): 3 clusters Score: Raw -45628787.470481 + Penalty 4154.703263 = -45624632.767218 nChanged 0 Trying to split cluster 40 (3422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4185.158927 sec): 2 clusters Score: Raw -403824.052546 + Penalty 1322.421824 = -402501.630722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4185.214191 sec): 3 clusters Score: Raw -402175.222685 + Penalty 2644.843648 = -399530.379037 nChanged 1335 SP:Iteration 1F (4185.255410 sec): 3 clusters Score: Raw -403053.649414 + Penalty 2644.843648 = -400408.805766 nChanged 291 SP:Iteration 2F (4185.321886 sec): 3 clusters Score: Raw -403270.260384 + Penalty 2644.843648 = -400625.416737 nChanged 200 SP:Iteration 3F (4185.377025 sec): 3 clusters Score: Raw -403443.067597 + Penalty 2644.843648 = -400798.223950 nChanged 191 SP:Iteration 4F (4185.428561 sec): 3 clusters Score: Raw -403634.366628 + Penalty 2644.843648 = -400989.522980 nChanged 176 SP:Iteration 5F (4185.481706 sec): 3 clusters Score: Raw -403801.493378 + Penalty 2644.843648 = -401156.649730 nChanged 182 SP:Iteration 6F (4185.541071 sec): 3 clusters Score: Raw -403953.409774 + Penalty 2644.843648 = -401308.566126 nChanged 153 SP:Iteration 7Q (4185.591945 sec): 3 clusters Score: Raw -404086.100105 + Penalty 2644.843648 = -401441.256457 nChanged 132 SP:Iteration 8Q (4185.645804 sec): 3 clusters Score: Raw -404191.791744 + Penalty 2644.843648 = -401546.948096 nChanged 114 SP:Iteration 9Q (4185.690948 sec): 3 clusters Score: Raw -404285.655207 + Penalty 2644.843648 = -401640.811560 nChanged 87 SP:Iteration 10Q (4185.751441 sec): 3 clusters Score: Raw -404369.073876 + Penalty 2644.843648 = -401724.230228 nChanged 94 SP:Iteration 11Q (4185.795118 sec): 3 clusters Score: Raw -404436.454648 + Penalty 2644.843648 = -401791.611001 nChanged 67 SP:Iteration 12Q (4185.852741 sec): 3 clusters Score: Raw -404484.820486 + Penalty 2644.843648 = -401839.976838 nChanged 64 SP:Iteration 13Q (4185.906250 sec): 3 clusters Score: Raw -404521.400361 + Penalty 2644.843648 = -401876.556713 nChanged 53 SP:Iteration 14Q (4185.959367 sec): 3 clusters Score: Raw -404556.978666 + Penalty 2644.843648 = -401912.135019 nChanged 51 SP:Iteration 15Q (4186.002511 sec): 3 clusters Score: Raw -404588.297032 + Penalty 2644.843648 = -401943.453384 nChanged 53 SP:Iteration 16Q (4186.067586 sec): 3 clusters Score: Raw -404623.462680 + Penalty 2644.843648 = -401978.619032 nChanged 57 SP:Iteration 17Q (4186.123037 sec): 3 clusters Score: Raw -404658.316393 + Penalty 2644.843648 = -402013.472745 nChanged 45 SP:Iteration 18Q (4186.177732 sec): 3 clusters Score: Raw -404677.772193 + Penalty 2644.843648 = -402032.928545 nChanged 18 SP:Iteration 19Q (4186.231296 sec): 3 clusters Score: Raw -404685.899694 + Penalty 2644.843648 = -402041.056046 nChanged 14 SP:Iteration 20F (4186.273900 sec): 3 clusters Score: Raw -404690.482693 + Penalty 2644.843648 = -402045.639045 nChanged 11 SP:Iteration 21Q (4186.336946 sec): 3 clusters Score: Raw -404693.701114 + Penalty 2644.843648 = -402048.857466 nChanged 8 SP:Iteration 22Q (4186.390680 sec): 3 clusters Score: Raw -404695.826780 + Penalty 2644.843648 = -402050.983132 nChanged 4 SP:Iteration 23Q (4186.441689 sec): 3 clusters Score: Raw -404696.668580 + Penalty 2644.843648 = -402051.824933 nChanged 2 SP:Iteration 24Q (4186.497348 sec): 3 clusters Score: Raw -404698.086704 + Penalty 2644.843648 = -402053.243056 nChanged 2 SP:Iteration 25Q (4186.554646 sec): 3 clusters Score: Raw -404698.997669 + Penalty 2644.843648 = -402054.154022 nChanged 4 SP:Iteration 26Q (4186.596127 sec): 3 clusters Score: Raw -404700.320863 + Penalty 2644.843648 = -402055.477215 nChanged 1 SP:Iteration 27Q (4186.649996 sec): 3 clusters Score: Raw -404700.884709 + Penalty 2644.843648 = -402056.041061 nChanged 4 SP:Iteration 28Q (4186.688859 sec): 3 clusters Score: Raw -404701.853303 + Penalty 2644.843648 = -402057.009655 nChanged 1 SP:Iteration 29Q (4186.745855 sec): 3 clusters Score: Raw -404702.039431 + Penalty 2644.843648 = -402057.195783 nChanged 1 SP:Iteration 30Q (4186.786812 sec): 3 clusters Score: Raw -404702.237189 + Penalty 2644.843648 = -402057.393541 nChanged 0 SP:Iteration 31F (4186.841489 sec): 3 clusters Score: Raw -404702.237189 + Penalty 2644.843648 = -402057.393541 nChanged 0 Trying to split cluster 41 (2969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4186.859087 sec): 2 clusters Score: Raw -330299.313751 + Penalty 1299.346827 = -328999.966924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4186.915622 sec): 3 clusters Score: Raw -328918.299559 + Penalty 2598.693654 = -326319.605905 nChanged 1144 SP:Iteration 1F (4186.972816 sec): 3 clusters Score: Raw -329752.885512 + Penalty 2598.693654 = -327154.191858 nChanged 326 SP:Iteration 2F (4187.018177 sec): 3 clusters Score: Raw -330175.953170 + Penalty 2598.693654 = -327577.259516 nChanged 288 SP:Iteration 3F (4187.074886 sec): 3 clusters Score: Raw -330561.141484 + Penalty 2598.693654 = -327962.447830 nChanged 212 SP:Iteration 4F (4187.126145 sec): 3 clusters Score: Raw -330776.992313 + Penalty 2598.693654 = -328178.298659 nChanged 129 SP:Iteration 5Q (4187.181637 sec): 3 clusters Score: Raw -330877.997680 + Penalty 2598.693654 = -328279.304026 nChanged 84 SP:Iteration 6Q (4187.223854 sec): 3 clusters Score: Raw -330937.140824 + Penalty 2598.693654 = -328338.447170 nChanged 63 SP:Iteration 7Q (4187.262188 sec): 3 clusters Score: Raw -330966.861924 + Penalty 2598.693654 = -328368.168269 nChanged 36 SP:Iteration 8Q (4187.313221 sec): 3 clusters Score: Raw -330984.564210 + Penalty 2598.693654 = -328385.870556 nChanged 35 SP:Iteration 9Q (4187.357294 sec): 3 clusters Score: Raw -331001.345246 + Penalty 2598.693654 = -328402.651592 nChanged 26 SP:Iteration 10Q (4187.407006 sec): 3 clusters Score: Raw -331011.152873 + Penalty 2598.693654 = -328412.459219 nChanged 19 SP:Iteration 11Q (4187.454838 sec): 3 clusters Score: Raw -331018.131052 + Penalty 2598.693654 = -328419.437398 nChanged 21 SP:Iteration 12Q (4187.503071 sec): 3 clusters Score: Raw -331026.031483 + Penalty 2598.693654 = -328427.337829 nChanged 19 SP:Iteration 13Q (4187.551770 sec): 3 clusters Score: Raw -331036.176284 + Penalty 2598.693654 = -328437.482630 nChanged 17 SP:Iteration 14Q (4187.603252 sec): 3 clusters Score: Raw -331045.264013 + Penalty 2598.693654 = -328446.570359 nChanged 20 SP:Iteration 15Q (4187.643728 sec): 3 clusters Score: Raw -331052.058747 + Penalty 2598.693654 = -328453.365093 nChanged 20 SP:Iteration 16Q (4187.688651 sec): 3 clusters Score: Raw -331058.963607 + Penalty 2598.693654 = -328460.269952 nChanged 15 SP:Iteration 17Q (4187.736756 sec): 3 clusters Score: Raw -331065.603543 + Penalty 2598.693654 = -328466.909889 nChanged 12 SP:Iteration 18Q (4187.786428 sec): 3 clusters Score: Raw -331070.459173 + Penalty 2598.693654 = -328471.765518 nChanged 10 SP:Iteration 19Q (4187.844316 sec): 3 clusters Score: Raw -331072.685009 + Penalty 2598.693654 = -328473.991355 nChanged 3 SP:Iteration 20F (4187.884471 sec): 3 clusters Score: Raw -331073.351853 + Penalty 2598.693654 = -328474.658198 nChanged 1 SP:Iteration 21Q (4187.929931 sec): 3 clusters Score: Raw -331073.609759 + Penalty 2598.693654 = -328474.916105 nChanged 1 SP:Iteration 22Q (4187.977048 sec): 3 clusters Score: Raw -331073.728284 + Penalty 2598.693654 = -328475.034630 nChanged 0 SP:Iteration 23F (4188.012932 sec): 3 clusters Score: Raw -331073.728284 + Penalty 2598.693654 = -328475.034630 nChanged 0 Trying to split cluster 42 (4549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4188.042966 sec): 2 clusters Score: Raw -571687.448227 + Penalty 1368.682690 = -570318.765537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4188.093415 sec): 3 clusters Score: Raw -569383.896901 + Penalty 2737.365380 = -566646.531521 nChanged 1797 SP:Iteration 1F (4188.138454 sec): 3 clusters Score: Raw -570424.109900 + Penalty 2737.365380 = -567686.744520 nChanged 342 SP:Iteration 2F (4188.187311 sec): 3 clusters Score: Raw -570617.544161 + Penalty 2737.365380 = -567880.178781 nChanged 236 SP:Iteration 3F (4188.224627 sec): 3 clusters Score: Raw -570773.137320 + Penalty 2737.365380 = -568035.771940 nChanged 220 SP:Iteration 4Q (4188.280167 sec): 3 clusters Score: Raw -570907.701124 + Penalty 2737.365380 = -568170.335744 nChanged 175 SP:Iteration 5Q (4188.327004 sec): 3 clusters Score: Raw -570998.736073 + Penalty 2737.365380 = -568261.370693 nChanged 144 SP:Iteration 6Q (4188.368965 sec): 3 clusters Score: Raw -571066.651842 + Penalty 2737.365380 = -568329.286462 nChanged 111 SP:Iteration 7Q (4188.423051 sec): 3 clusters Score: Raw -571115.869824 + Penalty 2737.365380 = -568378.504444 nChanged 111 SP:Iteration 8Q (4188.476120 sec): 3 clusters Score: Raw -571167.812167 + Penalty 2737.365380 = -568430.446787 nChanged 102 SP:Iteration 9Q (4188.518702 sec): 3 clusters Score: Raw -571214.323101 + Penalty 2737.365380 = -568476.957721 nChanged 92 SP:Iteration 10Q (4188.571084 sec): 3 clusters Score: Raw -571253.757750 + Penalty 2737.365380 = -568516.392370 nChanged 70 SP:Iteration 11Q (4188.611414 sec): 3 clusters Score: Raw -571284.929460 + Penalty 2737.365380 = -568547.564080 nChanged 68 SP:Iteration 12Q (4188.672976 sec): 3 clusters Score: Raw -571313.103732 + Penalty 2737.365380 = -568575.738352 nChanged 67 SP:Iteration 13Q (4188.724895 sec): 3 clusters Score: Raw -571341.373955 + Penalty 2737.365380 = -568604.008575 nChanged 72 SP:Iteration 14Q (4188.774539 sec): 3 clusters Score: Raw -571370.909124 + Penalty 2737.365380 = -568633.543744 nChanged 63 SP:Iteration 15Q (4188.819733 sec): 3 clusters Score: Raw -571400.374608 + Penalty 2737.365380 = -568663.009228 nChanged 71 SP:Iteration 16Q (4188.871326 sec): 3 clusters Score: Raw -571431.319809 + Penalty 2737.365380 = -568693.954429 nChanged 70 SP:Iteration 17Q (4188.930424 sec): 3 clusters Score: Raw -571457.470751 + Penalty 2737.365380 = -568720.105371 nChanged 61 SP:Iteration 18Q (4188.974083 sec): 3 clusters Score: Raw -571479.983697 + Penalty 2737.365380 = -568742.618317 nChanged 51 SP:Iteration 19Q (4189.026922 sec): 3 clusters Score: Raw -571499.602095 + Penalty 2737.365380 = -568762.236715 nChanged 35 SP:Iteration 20F (4189.077979 sec): 3 clusters Score: Raw -571509.836841 + Penalty 2737.365380 = -568772.471461 nChanged 26 SP:Iteration 21Q (4189.138392 sec): 3 clusters Score: Raw -571519.266891 + Penalty 2737.365380 = -568781.901511 nChanged 24 SP:Iteration 22Q (4189.177576 sec): 3 clusters Score: Raw -571525.957599 + Penalty 2737.365380 = -568788.592219 nChanged 22 SP:Iteration 23Q (4189.233418 sec): 3 clusters Score: Raw -571533.100320 + Penalty 2737.365380 = -568795.734940 nChanged 23 SP:Iteration 24Q (4189.287688 sec): 3 clusters Score: Raw -571539.742673 + Penalty 2737.365380 = -568802.377293 nChanged 23 SP:Iteration 25Q (4189.341137 sec): 3 clusters Score: Raw -571545.041569 + Penalty 2737.365380 = -568807.676189 nChanged 15 SP:Iteration 26Q (4189.383215 sec): 3 clusters Score: Raw -571549.024125 + Penalty 2737.365380 = -568811.658745 nChanged 17 SP:Iteration 27Q (4189.448164 sec): 3 clusters Score: Raw -571552.126383 + Penalty 2737.365380 = -568814.761003 nChanged 12 SP:Iteration 28Q (4189.489398 sec): 3 clusters Score: Raw -571554.944250 + Penalty 2737.365380 = -568817.578870 nChanged 11 SP:Iteration 29Q (4189.545179 sec): 3 clusters Score: Raw -571558.144452 + Penalty 2737.365380 = -568820.779072 nChanged 14 SP:Iteration 30Q (4189.600955 sec): 3 clusters Score: Raw -571561.712949 + Penalty 2737.365380 = -568824.347569 nChanged 13 SP:Iteration 31Q (4189.653921 sec): 3 clusters Score: Raw -571564.569755 + Penalty 2737.365380 = -568827.204375 nChanged 10 SP:Iteration 32Q (4189.695252 sec): 3 clusters Score: Raw -571566.635570 + Penalty 2737.365380 = -568829.270190 nChanged 12 SP:Iteration 33Q (4189.745487 sec): 3 clusters Score: Raw -571569.962399 + Penalty 2737.365380 = -568832.597020 nChanged 11 SP:Iteration 34Q (4189.794566 sec): 3 clusters Score: Raw -571572.540405 + Penalty 2737.365380 = -568835.175025 nChanged 18 SP:Iteration 35Q (4189.844244 sec): 3 clusters Score: Raw -571576.602470 + Penalty 2737.365380 = -568839.237090 nChanged 14 SP:Iteration 36Q (4189.893270 sec): 3 clusters Score: Raw -571579.370612 + Penalty 2737.365380 = -568842.005232 nChanged 13 SP:Iteration 37Q (4189.949405 sec): 3 clusters Score: Raw -571582.568558 + Penalty 2737.365380 = -568845.203178 nChanged 13 SP:Iteration 38Q (4189.996265 sec): 3 clusters Score: Raw -571586.243647 + Penalty 2737.365380 = -568848.878267 nChanged 16 SP:Iteration 39Q (4190.040073 sec): 3 clusters Score: Raw -571590.764436 + Penalty 2737.365380 = -568853.399056 nChanged 20 SP:Iteration 40F (4190.092863 sec): 3 clusters Score: Raw -571596.941577 + Penalty 2737.365380 = -568859.576197 nChanged 16 SP:Iteration 41Q (4190.148436 sec): 3 clusters Score: Raw -571600.598298 + Penalty 2737.365380 = -568863.232918 nChanged 13 SP:Iteration 42Q (4190.204864 sec): 3 clusters Score: Raw -571604.684015 + Penalty 2737.365380 = -568867.318635 nChanged 14 SP:Iteration 43Q (4190.261077 sec): 3 clusters Score: Raw -571608.291470 + Penalty 2737.365380 = -568870.926090 nChanged 17 SP:Iteration 44Q (4190.316912 sec): 3 clusters Score: Raw -571612.911014 + Penalty 2737.365380 = -568875.545634 nChanged 17 SP:Iteration 45Q (4190.374290 sec): 3 clusters Score: Raw -571618.353631 + Penalty 2737.365380 = -568880.988251 nChanged 25 SP:Iteration 46Q (4190.431549 sec): 3 clusters Score: Raw -571627.660727 + Penalty 2737.365380 = -568890.295347 nChanged 30 SP:Iteration 47Q (4190.475417 sec): 3 clusters Score: Raw -571636.062010 + Penalty 2737.365380 = -568898.696631 nChanged 26 SP:Iteration 48Q (4190.520367 sec): 3 clusters Score: Raw -571643.211142 + Penalty 2737.365380 = -568905.845762 nChanged 25 SP:Iteration 49Q (4190.575544 sec): 3 clusters Score: Raw -571652.707882 + Penalty 2737.365380 = -568915.342502 nChanged 23 SP:Iteration 50Q (4190.630471 sec): 3 clusters Score: Raw -571663.982039 + Penalty 2737.365380 = -568926.616659 nChanged 26 SP:Iteration 51Q (4190.678584 sec): 3 clusters Score: Raw -571675.341207 + Penalty 2737.365380 = -568937.975827 nChanged 18 SP:Iteration 52Q (4190.730670 sec): 3 clusters Score: Raw -571681.097474 + Penalty 2737.365380 = -568943.732094 nChanged 21 SP:Iteration 53Q (4190.775336 sec): 3 clusters Score: Raw -571687.349088 + Penalty 2737.365380 = -568949.983708 nChanged 21 SP:Iteration 54Q (4190.840666 sec): 3 clusters Score: Raw -571694.052142 + Penalty 2737.365380 = -568956.686762 nChanged 19 SP:Iteration 55Q (4190.893922 sec): 3 clusters Score: Raw -571699.661948 + Penalty 2737.365380 = -568962.296568 nChanged 16 SP:Iteration 56Q (4190.949175 sec): 3 clusters Score: Raw -571703.567653 + Penalty 2737.365380 = -568966.202273 nChanged 12 SP:Iteration 57Q (4190.990982 sec): 3 clusters Score: Raw -571706.019684 + Penalty 2737.365380 = -568968.654304 nChanged 5 SP:Iteration 58Q (4191.043125 sec): 3 clusters Score: Raw -571706.808445 + Penalty 2737.365380 = -568969.443065 nChanged 7 SP:Iteration 59Q (4191.098963 sec): 3 clusters Score: Raw -571708.080561 + Penalty 2737.365380 = -568970.715181 nChanged 6 SP:Iteration 60F (4191.153449 sec): 3 clusters Score: Raw -571709.220783 + Penalty 2737.365380 = -568971.855403 nChanged 4 SP:Iteration 61Q (4191.198847 sec): 3 clusters Score: Raw -571710.448191 + Penalty 2737.365380 = -568973.082811 nChanged 7 SP:Iteration 62Q (4191.255787 sec): 3 clusters Score: Raw -571711.998093 + Penalty 2737.365380 = -568974.632713 nChanged 10 SP:Iteration 63Q (4191.292166 sec): 3 clusters Score: Raw -571715.169306 + Penalty 2737.365380 = -568977.803926 nChanged 13 SP:Iteration 64Q (4191.340093 sec): 3 clusters Score: Raw -571718.341112 + Penalty 2737.365380 = -568980.975732 nChanged 14 SP:Iteration 65Q (4191.390944 sec): 3 clusters Score: Raw -571722.563797 + Penalty 2737.365380 = -568985.198417 nChanged 19 SP:Iteration 66Q (4191.445600 sec): 3 clusters Score: Raw -571728.863687 + Penalty 2737.365380 = -568991.498307 nChanged 15 SP:Iteration 67Q (4191.500147 sec): 3 clusters Score: Raw -571733.011053 + Penalty 2737.365380 = -568995.645673 nChanged 16 SP:Iteration 68Q (4191.543204 sec): 3 clusters Score: Raw -571738.409970 + Penalty 2737.365380 = -569001.044590 nChanged 13 SP:Iteration 69Q (4191.597956 sec): 3 clusters Score: Raw -571742.150976 + Penalty 2737.365380 = -569004.785596 nChanged 17 SP:Iteration 70Q (4191.643680 sec): 3 clusters Score: Raw -571746.070065 + Penalty 2737.365380 = -569008.704685 nChanged 22 SP:Iteration 71Q (4191.708779 sec): 3 clusters Score: Raw -571754.559058 + Penalty 2737.365380 = -569017.193678 nChanged 30 SP:Iteration 72Q (4191.747780 sec): 3 clusters Score: Raw -571765.425317 + Penalty 2737.365380 = -569028.059937 nChanged 40 SP:Iteration 73Q (4191.810321 sec): 3 clusters Score: Raw -571780.154704 + Penalty 2737.365380 = -569042.789324 nChanged 42 SP:Iteration 74Q (4191.853916 sec): 3 clusters Score: Raw -571798.752684 + Penalty 2737.365380 = -569061.387304 nChanged 46 SP:Iteration 75Q (4191.917777 sec): 3 clusters Score: Raw -571819.284547 + Penalty 2737.365380 = -569081.919167 nChanged 44 SP:Iteration 76Q (4191.965992 sec): 3 clusters Score: Raw -571839.422399 + Penalty 2737.365380 = -569102.057019 nChanged 43 SP:Iteration 77Q (4192.011174 sec): 3 clusters Score: Raw -571862.376549 + Penalty 2737.365380 = -569125.011169 nChanged 48 SP:Iteration 78Q (4192.060251 sec): 3 clusters Score: Raw -571890.624120 + Penalty 2737.365380 = -569153.258741 nChanged 50 SP:Iteration 79Q (4192.122315 sec): 3 clusters Score: Raw -571920.105492 + Penalty 2737.365380 = -569182.740112 nChanged 52 SP:Iteration 80F (4192.156372 sec): 3 clusters Score: Raw -571954.783263 + Penalty 2737.365380 = -569217.417884 nChanged 60 SP:Iteration 81Q (4192.216594 sec): 3 clusters Score: Raw -571996.013155 + Penalty 2737.365380 = -569258.647775 nChanged 57 SP:Iteration 82Q (4192.265762 sec): 3 clusters Score: Raw -572032.164605 + Penalty 2737.365380 = -569294.799225 nChanged 57 SP:Iteration 83Q (4192.314370 sec): 3 clusters Score: Raw -572064.573625 + Penalty 2737.365380 = -569327.208245 nChanged 37 SP:Iteration 84Q (4192.352949 sec): 3 clusters Score: Raw -572081.057601 + Penalty 2737.365380 = -569343.692221 nChanged 26 SP:Iteration 85Q (4192.404063 sec): 3 clusters Score: Raw -572090.714020 + Penalty 2737.365380 = -569353.348640 nChanged 14 SP:Iteration 86Q (4192.455214 sec): 3 clusters Score: Raw -572096.294623 + Penalty 2737.365380 = -569358.929243 nChanged 17 SP:Iteration 87Q (4192.504318 sec): 3 clusters Score: Raw -572104.219230 + Penalty 2737.365380 = -569366.853850 nChanged 14 SP:Iteration 88Q (4192.556856 sec): 3 clusters Score: Raw -572108.962715 + Penalty 2737.365380 = -569371.597335 nChanged 2 SP:Iteration 89Q (4192.605230 sec): 3 clusters Score: Raw -572109.524948 + Penalty 2737.365380 = -569372.159568 nChanged 4 SP:Iteration 90Q (4192.652237 sec): 3 clusters Score: Raw -572110.396892 + Penalty 2737.365380 = -569373.031512 nChanged 4 SP:Iteration 91Q (4192.714805 sec): 3 clusters Score: Raw -572111.283942 + Penalty 2737.365380 = -569373.918562 nChanged 4 SP:Iteration 92Q (4192.746891 sec): 3 clusters Score: Raw -572112.301917 + Penalty 2737.365380 = -569374.936537 nChanged 2 SP:Iteration 93Q (4192.806295 sec): 3 clusters Score: Raw -572112.783644 + Penalty 2737.365380 = -569375.418264 nChanged 3 SP:Iteration 94Q (4192.846366 sec): 3 clusters Score: Raw -572113.637025 + Penalty 2737.365380 = -569376.271645 nChanged 2 SP:Iteration 95Q (4192.891945 sec): 3 clusters Score: Raw -572114.477945 + Penalty 2737.365380 = -569377.112565 nChanged 2 SP:Iteration 96Q (4192.949522 sec): 3 clusters Score: Raw -572114.857236 + Penalty 2737.365380 = -569377.491856 nChanged 1 SP:Iteration 97Q (4192.995288 sec): 3 clusters Score: Raw -572115.192938 + Penalty 2737.365380 = -569377.827558 nChanged 0 SP:Iteration 98F (4193.052353 sec): 3 clusters Score: Raw -572115.192938 + Penalty 2737.365380 = -569377.827558 nChanged 0 Trying to split cluster 43 (34670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4193.117580 sec): 2 clusters Score: Raw -4285500.269507 + Penalty 1698.714881 = -4283801.554626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4193.212837 sec): 3 clusters Score: Raw -4264107.098378 + Penalty 3397.429763 = -4260709.668616 nChanged 15998 SP:Iteration 1F (4193.314311 sec): 3 clusters Score: Raw -4273270.812548 + Penalty 3397.429763 = -4269873.382786 nChanged 1742 SP:Iteration 2F (4193.411371 sec): 3 clusters Score: Raw -4274015.815045 + Penalty 3397.429763 = -4270618.385282 nChanged 1767 SP:Iteration 3F (4193.504792 sec): 3 clusters Score: Raw -4274900.578033 + Penalty 3397.429763 = -4271503.148271 nChanged 1831 SP:Iteration 4F (4193.610769 sec): 3 clusters Score: Raw -4275902.636314 + Penalty 3397.429763 = -4272505.206552 nChanged 1922 SP:Iteration 5F (4193.697472 sec): 3 clusters Score: Raw -4277012.852072 + Penalty 3397.429763 = -4273615.422310 nChanged 1886 SP:Iteration 6F (4193.800027 sec): 3 clusters Score: Raw -4278203.414481 + Penalty 3397.429763 = -4274805.984718 nChanged 1835 SP:Iteration 7F (4193.907494 sec): 3 clusters Score: Raw -4279315.648867 + Penalty 3397.429763 = -4275918.219105 nChanged 1603 SP:Iteration 8Q (4194.024107 sec): 3 clusters Score: Raw -4280262.481532 + Penalty 3397.429763 = -4276865.051769 nChanged 1358 SP:Iteration 9Q (4194.129705 sec): 3 clusters Score: Raw -4280993.016270 + Penalty 3397.429763 = -4277595.586507 nChanged 1120 SP:Iteration 10Q (4194.238914 sec): 3 clusters Score: Raw -4281546.854722 + Penalty 3397.429763 = -4278149.424960 nChanged 1000 SP:Iteration 11Q (4194.341354 sec): 3 clusters Score: Raw -4282029.722048 + Penalty 3397.429763 = -4278632.292286 nChanged 898 SP:Iteration 12Q (4194.445586 sec): 3 clusters Score: Raw -4282457.117892 + Penalty 3397.429763 = -4279059.688130 nChanged 809 SP:Iteration 13Q (4194.547563 sec): 3 clusters Score: Raw -4282854.052505 + Penalty 3397.429763 = -4279456.622742 nChanged 780 SP:Iteration 14Q (4194.637382 sec): 3 clusters Score: Raw -4283242.270902 + Penalty 3397.429763 = -4279844.841139 nChanged 754 SP:Iteration 15Q (4194.736868 sec): 3 clusters Score: Raw -4283645.240023 + Penalty 3397.429763 = -4280247.810260 nChanged 699 SP:Iteration 16Q (4194.831950 sec): 3 clusters Score: Raw -4284045.356490 + Penalty 3397.429763 = -4280647.926727 nChanged 649 SP:Iteration 17Q (4194.931200 sec): 3 clusters Score: Raw -4284469.407816 + Penalty 3397.429763 = -4281071.978054 nChanged 610 SP:Iteration 18Q (4195.029118 sec): 3 clusters Score: Raw -4284846.791176 + Penalty 3397.429763 = -4281449.361413 nChanged 469 SP:Iteration 19Q (4195.126150 sec): 3 clusters Score: Raw -4285104.714151 + Penalty 3397.429763 = -4281707.284389 nChanged 399 SP:Iteration 20F (4195.226550 sec): 3 clusters Score: Raw -4285315.854201 + Penalty 3397.429763 = -4281918.424439 nChanged 356 SP:Iteration 21Q (4195.316495 sec): 3 clusters Score: Raw -4285493.026880 + Penalty 3397.429763 = -4282095.597117 nChanged 294 SP:Iteration 22Q (4195.404362 sec): 3 clusters Score: Raw -4285630.412824 + Penalty 3397.429763 = -4282232.983061 nChanged 226 SP:Iteration 23Q (4195.501245 sec): 3 clusters Score: Raw -4285730.152713 + Penalty 3397.429763 = -4282332.722950 nChanged 168 SP:Iteration 24Q (4195.596461 sec): 3 clusters Score: Raw -4285791.120586 + Penalty 3397.429763 = -4282393.690824 nChanged 146 SP:Iteration 25Q (4195.686005 sec): 3 clusters Score: Raw -4285840.822714 + Penalty 3397.429763 = -4282443.392952 nChanged 118 SP:Iteration 26Q (4195.782871 sec): 3 clusters Score: Raw -4285879.886415 + Penalty 3397.429763 = -4282482.456653 nChanged 89 SP:Iteration 27Q (4195.888690 sec): 3 clusters Score: Raw -4285907.664325 + Penalty 3397.429763 = -4282510.234562 nChanged 66 SP:Iteration 28Q (4195.985543 sec): 3 clusters Score: Raw -4285927.179754 + Penalty 3397.429763 = -4282529.749991 nChanged 53 SP:Iteration 29Q (4196.080832 sec): 3 clusters Score: Raw -4285943.012884 + Penalty 3397.429763 = -4282545.583122 nChanged 47 SP:Iteration 30Q (4196.172051 sec): 3 clusters Score: Raw -4285956.844936 + Penalty 3397.429763 = -4282559.415174 nChanged 45 SP:Iteration 31Q (4196.268814 sec): 3 clusters Score: Raw -4285968.031077 + Penalty 3397.429763 = -4282570.601314 nChanged 36 SP:Iteration 32Q (4196.365394 sec): 3 clusters Score: Raw -4285977.151687 + Penalty 3397.429763 = -4282579.721924 nChanged 38 SP:Iteration 33Q (4196.456306 sec): 3 clusters Score: Raw -4285991.582998 + Penalty 3397.429763 = -4282594.153235 nChanged 34 SP:Iteration 34Q (4196.552523 sec): 3 clusters Score: Raw -4286002.837061 + Penalty 3397.429763 = -4282605.407299 nChanged 34 SP:Iteration 35Q (4196.647816 sec): 3 clusters Score: Raw -4286016.722006 + Penalty 3397.429763 = -4282619.292243 nChanged 41 SP:Iteration 36Q (4196.742114 sec): 3 clusters Score: Raw -4286031.133628 + Penalty 3397.429763 = -4282633.703866 nChanged 35 SP:Iteration 37Q (4196.835205 sec): 3 clusters Score: Raw -4286038.802353 + Penalty 3397.429763 = -4282641.372590 nChanged 22 SP:Iteration 38Q (4196.930274 sec): 3 clusters Score: Raw -4286043.429220 + Penalty 3397.429763 = -4282645.999457 nChanged 25 SP:Iteration 39Q (4197.023391 sec): 3 clusters Score: Raw -4286053.265684 + Penalty 3397.429763 = -4282655.835922 nChanged 29 SP:Iteration 40F (4197.115533 sec): 3 clusters Score: Raw -4286063.275793 + Penalty 3397.429763 = -4282665.846030 nChanged 25 SP:Iteration 41Q (4197.210047 sec): 3 clusters Score: Raw -4286071.263960 + Penalty 3397.429763 = -4282673.834197 nChanged 25 SP:Iteration 42Q (4197.299619 sec): 3 clusters Score: Raw -4286078.263870 + Penalty 3397.429763 = -4282680.834107 nChanged 20 SP:Iteration 43Q (4197.388955 sec): 3 clusters Score: Raw -4286084.648526 + Penalty 3397.429763 = -4282687.218763 nChanged 27 SP:Iteration 44Q (4197.479840 sec): 3 clusters Score: Raw -4286091.948053 + Penalty 3397.429763 = -4282694.518291 nChanged 22 SP:Iteration 45Q (4197.568940 sec): 3 clusters Score: Raw -4286098.306668 + Penalty 3397.429763 = -4282700.876906 nChanged 19 SP:Iteration 46Q (4197.664768 sec): 3 clusters Score: Raw -4286102.607942 + Penalty 3397.429763 = -4282705.178180 nChanged 17 SP:Iteration 47Q (4197.756040 sec): 3 clusters Score: Raw -4286106.259973 + Penalty 3397.429763 = -4282708.830210 nChanged 9 SP:Iteration 48Q (4197.845844 sec): 3 clusters Score: Raw -4286107.969560 + Penalty 3397.429763 = -4282710.539797 nChanged 8 SP:Iteration 49Q (4197.926843 sec): 3 clusters Score: Raw -4286110.597010 + Penalty 3397.429763 = -4282713.167247 nChanged 7 SP:Iteration 50Q (4198.013957 sec): 3 clusters Score: Raw -4286112.337358 + Penalty 3397.429763 = -4282714.907595 nChanged 4 SP:Iteration 51Q (4198.108869 sec): 3 clusters Score: Raw -4286113.398334 + Penalty 3397.429763 = -4282715.968571 nChanged 10 SP:Iteration 52Q (4198.180833 sec): 3 clusters Score: Raw -4286116.127392 + Penalty 3397.429763 = -4282718.697629 nChanged 16 SP:Iteration 53Q (4198.255055 sec): 3 clusters Score: Raw -4286120.166051 + Penalty 3397.429763 = -4282722.736289 nChanged 12 SP:Iteration 54Q (4198.337613 sec): 3 clusters Score: Raw -4286123.874186 + Penalty 3397.429763 = -4282726.444423 nChanged 13 SP:Iteration 55Q (4198.421169 sec): 3 clusters Score: Raw -4286129.348196 + Penalty 3397.429763 = -4282731.918433 nChanged 18 SP:Iteration 56Q (4198.520365 sec): 3 clusters Score: Raw -4286134.734294 + Penalty 3397.429763 = -4282737.304532 nChanged 11 SP:Iteration 57Q (4198.616674 sec): 3 clusters Score: Raw -4286137.190654 + Penalty 3397.429763 = -4282739.760892 nChanged 4 SP:Iteration 58Q (4198.702225 sec): 3 clusters Score: Raw -4286139.192690 + Penalty 3397.429763 = -4282741.762928 nChanged 6 SP:Iteration 59Q (4198.792706 sec): 3 clusters Score: Raw -4286140.428860 + Penalty 3397.429763 = -4282742.999097 nChanged 3 SP:Iteration 60F (4198.894865 sec): 3 clusters Score: Raw -4286141.277920 + Penalty 3397.429763 = -4282743.848157 nChanged 7 SP:Iteration 61Q (4198.998593 sec): 3 clusters Score: Raw -4286142.781984 + Penalty 3397.429763 = -4282745.352221 nChanged 6 SP:Iteration 62Q (4199.090627 sec): 3 clusters Score: Raw -4286143.924123 + Penalty 3397.429763 = -4282746.494360 nChanged 2 SP:Iteration 63Q (4199.184540 sec): 3 clusters Score: Raw -4286144.093861 + Penalty 3397.429763 = -4282746.664098 nChanged 0 SP:Iteration 64F (4199.278349 sec): 3 clusters Score: Raw -4286144.093861 + Penalty 3397.429763 = -4282746.664098 nChanged 0 Trying to split cluster 44 (3821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4199.318998 sec): 2 clusters Score: Raw -462571.839858 + Penalty 1340.343460 = -461231.496398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4199.369204 sec): 3 clusters Score: Raw -460650.481063 + Penalty 2680.686920 = -457969.794143 nChanged 1493 SP:Iteration 1F (4199.411172 sec): 3 clusters Score: Raw -461502.604075 + Penalty 2680.686920 = -458821.917154 nChanged 316 SP:Iteration 2F (4199.472518 sec): 3 clusters Score: Raw -461707.735070 + Penalty 2680.686920 = -459027.048149 nChanged 240 SP:Iteration 3F (4199.515790 sec): 3 clusters Score: Raw -461854.825497 + Penalty 2680.686920 = -459174.138577 nChanged 186 SP:Iteration 4Q (4199.579313 sec): 3 clusters Score: Raw -461969.945095 + Penalty 2680.686920 = -459289.258174 nChanged 163 SP:Iteration 5Q (4199.616554 sec): 3 clusters Score: Raw -462064.758839 + Penalty 2680.686920 = -459384.071918 nChanged 121 SP:Iteration 6Q (4199.673342 sec): 3 clusters Score: Raw -462132.963118 + Penalty 2680.686920 = -459452.276198 nChanged 87 SP:Iteration 7Q (4199.723141 sec): 3 clusters Score: Raw -462177.802911 + Penalty 2680.686920 = -459497.115991 nChanged 68 SP:Iteration 8Q (4199.771061 sec): 3 clusters Score: Raw -462214.010047 + Penalty 2680.686920 = -459533.323126 nChanged 77 SP:Iteration 9Q (4199.812933 sec): 3 clusters Score: Raw -462259.636494 + Penalty 2680.686920 = -459578.949573 nChanged 73 SP:Iteration 10Q (4199.871945 sec): 3 clusters Score: Raw -462309.100357 + Penalty 2680.686920 = -459628.413437 nChanged 81 SP:Iteration 11Q (4199.916855 sec): 3 clusters Score: Raw -462366.671819 + Penalty 2680.686920 = -459685.984899 nChanged 98 SP:Iteration 12Q (4199.959796 sec): 3 clusters Score: Raw -462435.343416 + Penalty 2680.686920 = -459754.656496 nChanged 86 SP:Iteration 13Q (4200.018156 sec): 3 clusters Score: Raw -462504.087454 + Penalty 2680.686920 = -459823.400533 nChanged 81 SP:Iteration 14Q (4200.061834 sec): 3 clusters Score: Raw -462585.273164 + Penalty 2680.686920 = -459904.586243 nChanged 96 SP:Iteration 15Q (4200.120891 sec): 3 clusters Score: Raw -462667.612534 + Penalty 2680.686920 = -459986.925614 nChanged 90 SP:Iteration 16Q (4200.171231 sec): 3 clusters Score: Raw -462736.853830 + Penalty 2680.686920 = -460056.166909 nChanged 81 SP:Iteration 17Q (4200.222797 sec): 3 clusters Score: Raw -462811.550133 + Penalty 2680.686920 = -460130.863212 nChanged 82 SP:Iteration 18Q (4200.267945 sec): 3 clusters Score: Raw -462880.976554 + Penalty 2680.686920 = -460200.289634 nChanged 73 SP:Iteration 19Q (4200.328050 sec): 3 clusters Score: Raw -462949.186078 + Penalty 2680.686920 = -460268.499158 nChanged 66 SP:Iteration 20F (4200.377832 sec): 3 clusters Score: Raw -462999.923546 + Penalty 2680.686920 = -460319.236625 nChanged 56 SP:Iteration 21Q (4200.433301 sec): 3 clusters Score: Raw -463048.790591 + Penalty 2680.686920 = -460368.103671 nChanged 59 SP:Iteration 22Q (4200.483796 sec): 3 clusters Score: Raw -463118.746656 + Penalty 2680.686920 = -460438.059736 nChanged 70 SP:Iteration 23Q (4200.525480 sec): 3 clusters Score: Raw -463201.189152 + Penalty 2680.686920 = -460520.502231 nChanged 73 SP:Iteration 24Q (4200.566771 sec): 3 clusters Score: Raw -463289.439292 + Penalty 2680.686920 = -460608.752372 nChanged 64 SP:Iteration 25Q (4200.612461 sec): 3 clusters Score: Raw -463349.788515 + Penalty 2680.686920 = -460669.101594 nChanged 54 SP:Iteration 26Q (4200.656755 sec): 3 clusters Score: Raw -463396.566718 + Penalty 2680.686920 = -460715.879798 nChanged 45 SP:Iteration 27Q (4200.712530 sec): 3 clusters Score: Raw -463441.990032 + Penalty 2680.686920 = -460761.303112 nChanged 46 SP:Iteration 28Q (4200.750462 sec): 3 clusters Score: Raw -463486.926823 + Penalty 2680.686920 = -460806.239902 nChanged 39 SP:Iteration 29Q (4200.806719 sec): 3 clusters Score: Raw -463528.001641 + Penalty 2680.686920 = -460847.314721 nChanged 34 SP:Iteration 30Q (4200.856957 sec): 3 clusters Score: Raw -463560.737590 + Penalty 2680.686920 = -460880.050669 nChanged 35 SP:Iteration 31Q (4200.908772 sec): 3 clusters Score: Raw -463588.137572 + Penalty 2680.686920 = -460907.450651 nChanged 28 SP:Iteration 32Q (4200.961142 sec): 3 clusters Score: Raw -463616.475595 + Penalty 2680.686920 = -460935.788675 nChanged 34 SP:Iteration 33Q (4200.998903 sec): 3 clusters Score: Raw -463661.509517 + Penalty 2680.686920 = -460980.822596 nChanged 40 SP:Iteration 34Q (4201.051466 sec): 3 clusters Score: Raw -463703.629163 + Penalty 2680.686920 = -461022.942243 nChanged 23 SP:Iteration 35Q (4201.099613 sec): 3 clusters Score: Raw -463740.120011 + Penalty 2680.686920 = -461059.433090 nChanged 17 SP:Iteration 36Q (4201.153717 sec): 3 clusters Score: Raw -463773.861559 + Penalty 2680.686920 = -461093.174638 nChanged 15 SP:Iteration 37Q (4201.199162 sec): 3 clusters Score: Raw -463792.005293 + Penalty 2680.686920 = -461111.318373 nChanged 13 SP:Iteration 38Q (4201.248738 sec): 3 clusters Score: Raw -463799.016049 + Penalty 2680.686920 = -461118.329128 nChanged 7 SP:Iteration 39Q (4201.301425 sec): 3 clusters Score: Raw -463807.996306 + Penalty 2680.686920 = -461127.309386 nChanged 6 SP:Iteration 40F (4201.340488 sec): 3 clusters Score: Raw -463869.578922 + Penalty 2680.686920 = -461188.892001 nChanged 21 SP:Iteration 41Q (4201.378376 sec): 3 clusters Score: Raw -463904.335846 + Penalty 2680.686920 = -461223.648926 nChanged 21 SP:Iteration 42Q (4201.435620 sec): 3 clusters Score: Raw -463915.950161 + Penalty 2680.686920 = -461235.263240 nChanged 14 SP:Iteration 43Q (4201.467755 sec): 3 clusters Score: Raw -463921.833012 + Penalty 2680.686920 = -461241.146091 nChanged 9 SP:Iteration 44Q (4201.512673 sec): 3 clusters Score: Raw -463925.036898 + Penalty 2680.686920 = -461244.349977 nChanged 5 SP:Iteration 45Q (4201.559280 sec): 3 clusters Score: Raw -463926.791348 + Penalty 2680.686920 = -461246.104428 nChanged 3 SP:Iteration 46Q (4201.613155 sec): 3 clusters Score: Raw -463927.991076 + Penalty 2680.686920 = -461247.304156 nChanged 1 SP:Iteration 47Q (4201.656766 sec): 3 clusters Score: Raw -463928.686348 + Penalty 2680.686920 = -461247.999427 nChanged 0 SP:Iteration 48F (4201.711298 sec): 3 clusters Score: Raw -463928.686348 + Penalty 2680.686920 = -461247.999427 nChanged 0 Score: Raw -129549882.791462 + Penalty 101450.942987 = -129448431.848475 Splitting cluster 44 changes total score from -129449322.670340 to -129448431.848475 So it's not getting split. Iteration 179Q (4242.570107 sec): 45 clusters Score: Raw -129548528.762410 + Penalty 99196.477587 = -129449332.284823 nChanged 203 Iteration 180F (4270.534867 sec): 45 clusters Score: Raw -129548643.438455 + Penalty 99196.477587 = -129449446.960868 nChanged 200 Iteration 181Q (4282.071809 sec): 45 clusters Score: Raw -129548743.146304 + Penalty 99196.477587 = -129449546.668717 nChanged 199 Iteration 182Q (4293.418717 sec): 45 clusters Score: Raw -129548755.108296 + Penalty 99196.477587 = -129449558.630709 nChanged 215 Iteration 183Q (4304.496739 sec): 45 clusters Score: Raw -129548768.065976 + Penalty 99196.477587 = -129449571.588389 nChanged 221 Iteration 184Q (4316.013247 sec): 45 clusters Score: Raw -129548781.032306 + Penalty 99196.477587 = -129449584.554719 nChanged 204 Iteration 185Q (4327.198601 sec): 45 clusters Score: Raw -129548791.904033 + Penalty 99196.477587 = -129449595.426446 nChanged 204 Iteration 186Q (4338.747474 sec): 45 clusters Score: Raw -129548802.537579 + Penalty 99196.477587 = -129449606.059992 nChanged 187 Iteration 187Q (4350.385280 sec): 45 clusters Score: Raw -129548812.255827 + Penalty 99196.477587 = -129449615.778240 nChanged 204 Iteration 188Q (4361.542897 sec): 45 clusters Score: Raw -129548821.942044 + Penalty 99196.477587 = -129449625.464457 nChanged 197 Iteration 189Q (4372.977196 sec): 45 clusters Score: Raw -129548831.566814 + Penalty 99196.477587 = -129449635.089227 nChanged 222 Iteration 190Q (4384.487900 sec): 45 clusters Score: Raw -129548842.390124 + Penalty 99196.477587 = -129449645.912537 nChanged 196 Iteration 191Q (4395.879809 sec): 45 clusters Score: Raw -129548852.059010 + Penalty 99196.477587 = -129449655.581423 nChanged 194 Iteration 192Q (4407.660443 sec): 45 clusters Score: Raw -129548859.914150 + Penalty 99196.477587 = -129449663.436562 nChanged 164 Iteration 193Q (4419.469020 sec): 45 clusters Score: Raw -129548866.924265 + Penalty 99196.477587 = -129449670.446678 nChanged 146 Iteration 194Q (4431.058897 sec): 45 clusters Score: Raw -129548872.822200 + Penalty 99196.477587 = -129449676.344612 nChanged 156 Iteration 195Q (4442.233295 sec): 45 clusters Score: Raw -129548878.735588 + Penalty 99196.477587 = -129449682.258001 nChanged 161 Iteration 196Q (4453.422389 sec): 45 clusters Score: Raw -129548884.277710 + Penalty 99196.477587 = -129449687.800123 nChanged 152 Iteration 197Q (4464.751958 sec): 45 clusters Score: Raw -129548889.685642 + Penalty 99196.477587 = -129449693.208055 nChanged 127 Iteration 198Q (4476.558567 sec): 45 clusters Score: Raw -129548893.713084 + Penalty 99196.477587 = -129449697.235497 nChanged 116 Iteration 199Q (4488.570970 sec): 45 clusters Score: Raw -129548897.555450 + Penalty 99196.477587 = -129449701.077863 nChanged 109 Iteration 200F (4516.671818 sec): 45 clusters Score: Raw -129548909.881002 + Penalty 99196.477587 = -129449713.403415 nChanged 106 Iteration 201Q (4528.571058 sec): 45 clusters Score: Raw -129548937.441858 + Penalty 99196.477587 = -129449740.964271 nChanged 109 Iteration 202Q (4540.231613 sec): 45 clusters Score: Raw -129548942.928626 + Penalty 99196.477587 = -129449746.451039 nChanged 110 Iteration 203Q (4552.100609 sec): 45 clusters Score: Raw -129548947.239352 + Penalty 99196.477587 = -129449750.761764 nChanged 123 Iteration 204Q (4563.809756 sec): 45 clusters Score: Raw -129548951.036855 + Penalty 99196.477587 = -129449754.559268 nChanged 96 Iteration 205Q (4575.873588 sec): 45 clusters Score: Raw -129548954.108711 + Penalty 99196.477587 = -129449757.631124 nChanged 100 Iteration 206Q (4587.389127 sec): 45 clusters Score: Raw -129548957.102854 + Penalty 99196.477587 = -129449760.625267 nChanged 94 Iteration 207Q (4599.137326 sec): 45 clusters Score: Raw -129548960.152099 + Penalty 99196.477587 = -129449763.674512 nChanged 103 Iteration 208Q (4610.917078 sec): 45 clusters Score: Raw -129548963.784372 + Penalty 99196.477587 = -129449767.306785 nChanged 88 Iteration 209Q (4623.006199 sec): 45 clusters Score: Raw -129548966.282410 + Penalty 99196.477587 = -129449769.804823 nChanged 83 Iteration 210Q (4635.204049 sec): 45 clusters Score: Raw -129548969.204807 + Penalty 99196.477587 = -129449772.727220 nChanged 97 Iteration 211Q (4647.008280 sec): 45 clusters Score: Raw -129548972.580757 + Penalty 99196.477587 = -129449776.103170 nChanged 92 Iteration 212Q (4658.645966 sec): 45 clusters Score: Raw -129548975.606072 + Penalty 99196.477587 = -129449779.128485 nChanged 94 Iteration 213Q (4670.450524 sec): 45 clusters Score: Raw -129548978.313682 + Penalty 99196.477587 = -129449781.836094 nChanged 81 Iteration 214Q (4682.222627 sec): 45 clusters Score: Raw -129548980.335632 + Penalty 99196.477587 = -129449783.858045 nChanged 57 Iteration 215Q (4694.064420 sec): 45 clusters Score: Raw -129548982.350696 + Penalty 99196.477587 = -129449785.873109 nChanged 69 Iteration 216Q (4705.535280 sec): 45 clusters Score: Raw -129548984.506404 + Penalty 99196.477587 = -129449788.028817 nChanged 53 Iteration 217Q (4717.254091 sec): 45 clusters Score: Raw -129548986.123008 + Penalty 99196.477587 = -129449789.645420 nChanged 49 Iteration 218Q (4728.990811 sec): 45 clusters Score: Raw -129548987.298890 + Penalty 99196.477587 = -129449790.821303 nChanged 48 Writing temp clu file Because OldScore, -129449789.645420, is greater than current (better) Score,-129449790.821303 Compute initial score before splitting: Score: Raw -129548987.298890 + Penalty 99196.477587 = -129449790.821303 Trying to split cluster 1 (13060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4729.367651 sec): 2 clusters Score: Raw -1514371.922456 + Penalty 1540.062778 = -1512831.859678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4729.433986 sec): 3 clusters Score: Raw -1506878.157493 + Penalty 3080.125556 = -1503798.031937 nChanged 5710 SP:Iteration 1F (4729.500390 sec): 3 clusters Score: Raw -1509948.324798 + Penalty 3080.125556 = -1506868.199243 nChanged 777 SP:Iteration 2F (4729.557079 sec): 3 clusters Score: Raw -1510309.910022 + Penalty 3080.125556 = -1507229.784466 nChanged 702 SP:Iteration 3F (4729.620347 sec): 3 clusters Score: Raw -1510592.715483 + Penalty 3080.125556 = -1507512.589927 nChanged 658 SP:Iteration 4F (4729.685391 sec): 3 clusters Score: Raw -1510909.988520 + Penalty 3080.125556 = -1507829.862964 nChanged 660 SP:Iteration 5F (4729.755781 sec): 3 clusters Score: Raw -1511272.487487 + Penalty 3080.125556 = -1508192.361932 nChanged 666 SP:Iteration 6F (4729.817032 sec): 3 clusters Score: Raw -1511680.814677 + Penalty 3080.125556 = -1508600.689121 nChanged 714 SP:Iteration 7F (4729.892022 sec): 3 clusters Score: Raw -1512183.038372 + Penalty 3080.125556 = -1509102.912816 nChanged 670 SP:Iteration 8F (4729.963170 sec): 3 clusters Score: Raw -1512703.031191 + Penalty 3080.125556 = -1509622.905635 nChanged 620 SP:Iteration 9Q (4730.022798 sec): 3 clusters Score: Raw -1513216.546204 + Penalty 3080.125556 = -1510136.420648 nChanged 485 SP:Iteration 10Q (4730.097908 sec): 3 clusters Score: Raw -1513558.089586 + Penalty 3080.125556 = -1510477.964030 nChanged 369 SP:Iteration 11Q (4730.150901 sec): 3 clusters Score: Raw -1513767.286572 + Penalty 3080.125556 = -1510687.161016 nChanged 277 SP:Iteration 12Q (4730.224425 sec): 3 clusters Score: Raw -1513902.987508 + Penalty 3080.125556 = -1510822.861953 nChanged 200 SP:Iteration 13Q (4730.296938 sec): 3 clusters Score: Raw -1513986.121095 + Penalty 3080.125556 = -1510905.995539 nChanged 177 SP:Iteration 14Q (4730.363493 sec): 3 clusters Score: Raw -1514048.067074 + Penalty 3080.125556 = -1510967.941518 nChanged 129 SP:Iteration 15Q (4730.419589 sec): 3 clusters Score: Raw -1514088.874757 + Penalty 3080.125556 = -1511008.749201 nChanged 103 SP:Iteration 16Q (4730.488577 sec): 3 clusters Score: Raw -1514124.899958 + Penalty 3080.125556 = -1511044.774402 nChanged 109 SP:Iteration 17Q (4730.560480 sec): 3 clusters Score: Raw -1514161.178109 + Penalty 3080.125556 = -1511081.052553 nChanged 90 SP:Iteration 18Q (4730.612599 sec): 3 clusters Score: Raw -1514190.624250 + Penalty 3080.125556 = -1511110.498694 nChanged 88 SP:Iteration 19Q (4730.659206 sec): 3 clusters Score: Raw -1514218.443221 + Penalty 3080.125556 = -1511138.317665 nChanged 83 SP:Iteration 20F (4730.737403 sec): 3 clusters Score: Raw -1514246.612403 + Penalty 3080.125556 = -1511166.486847 nChanged 88 SP:Iteration 21Q (4730.805132 sec): 3 clusters Score: Raw -1514272.151716 + Penalty 3080.125556 = -1511192.026160 nChanged 88 SP:Iteration 22Q (4730.876218 sec): 3 clusters Score: Raw -1514293.399336 + Penalty 3080.125556 = -1511213.273780 nChanged 70 SP:Iteration 23Q (4730.944751 sec): 3 clusters Score: Raw -1514310.180811 + Penalty 3080.125556 = -1511230.055255 nChanged 56 SP:Iteration 24Q (4731.011894 sec): 3 clusters Score: Raw -1514323.477971 + Penalty 3080.125556 = -1511243.352415 nChanged 59 SP:Iteration 25Q (4731.074558 sec): 3 clusters Score: Raw -1514341.263662 + Penalty 3080.125556 = -1511261.138106 nChanged 56 SP:Iteration 26Q (4731.147349 sec): 3 clusters Score: Raw -1514354.725797 + Penalty 3080.125556 = -1511274.600241 nChanged 54 SP:Iteration 27Q (4731.215970 sec): 3 clusters Score: Raw -1514368.873900 + Penalty 3080.125556 = -1511288.748344 nChanged 53 SP:Iteration 28Q (4731.284406 sec): 3 clusters Score: Raw -1514386.110473 + Penalty 3080.125556 = -1511305.984917 nChanged 57 SP:Iteration 29Q (4731.347317 sec): 3 clusters Score: Raw -1514402.959575 + Penalty 3080.125556 = -1511322.834019 nChanged 55 SP:Iteration 30Q (4731.416402 sec): 3 clusters Score: Raw -1514417.517733 + Penalty 3080.125556 = -1511337.392178 nChanged 46 SP:Iteration 31Q (4731.472984 sec): 3 clusters Score: Raw -1514428.655216 + Penalty 3080.125556 = -1511348.529660 nChanged 32 SP:Iteration 32Q (4731.547468 sec): 3 clusters Score: Raw -1514437.180616 + Penalty 3080.125556 = -1511357.055060 nChanged 33 SP:Iteration 33Q (4731.593097 sec): 3 clusters Score: Raw -1514445.937180 + Penalty 3080.125556 = -1511365.811624 nChanged 33 SP:Iteration 34Q (4731.659290 sec): 3 clusters Score: Raw -1514455.957140 + Penalty 3080.125556 = -1511375.831584 nChanged 32 SP:Iteration 35Q (4731.725597 sec): 3 clusters Score: Raw -1514466.585674 + Penalty 3080.125556 = -1511386.460118 nChanged 38 SP:Iteration 36Q (4731.801692 sec): 3 clusters Score: Raw -1514476.971990 + Penalty 3080.125556 = -1511396.846434 nChanged 37 SP:Iteration 37Q (4731.831632 sec): 3 clusters Score: Raw -1514490.969470 + Penalty 3080.125556 = -1511410.843914 nChanged 42 SP:Iteration 38Q (4731.908369 sec): 3 clusters Score: Raw -1514505.447027 + Penalty 3080.125556 = -1511425.321471 nChanged 44 SP:Iteration 39Q (4731.962272 sec): 3 clusters Score: Raw -1514520.507134 + Penalty 3080.125556 = -1511440.381579 nChanged 41 SP:Iteration 40F (4732.033320 sec): 3 clusters Score: Raw -1514535.542518 + Penalty 3080.125556 = -1511455.416962 nChanged 37 SP:Iteration 41Q (4732.102609 sec): 3 clusters Score: Raw -1514546.861522 + Penalty 3080.125556 = -1511466.735966 nChanged 41 SP:Iteration 42Q (4732.171809 sec): 3 clusters Score: Raw -1514561.015001 + Penalty 3080.125556 = -1511480.889445 nChanged 43 SP:Iteration 43Q (4732.225457 sec): 3 clusters Score: Raw -1514576.193347 + Penalty 3080.125556 = -1511496.067791 nChanged 44 SP:Iteration 44Q (4732.295227 sec): 3 clusters Score: Raw -1514594.445682 + Penalty 3080.125556 = -1511514.320127 nChanged 38 SP:Iteration 45Q (4732.359197 sec): 3 clusters Score: Raw -1514608.280629 + Penalty 3080.125556 = -1511528.155073 nChanged 29 SP:Iteration 46Q (4732.424231 sec): 3 clusters Score: Raw -1514617.431921 + Penalty 3080.125556 = -1511537.306365 nChanged 28 SP:Iteration 47Q (4732.488845 sec): 3 clusters Score: Raw -1514627.812083 + Penalty 3080.125556 = -1511547.686527 nChanged 23 SP:Iteration 48Q (4732.554420 sec): 3 clusters Score: Raw -1514638.332112 + Penalty 3080.125556 = -1511558.206556 nChanged 30 SP:Iteration 49Q (4732.624384 sec): 3 clusters Score: Raw -1514647.096867 + Penalty 3080.125556 = -1511566.971311 nChanged 23 SP:Iteration 50Q (4732.689108 sec): 3 clusters Score: Raw -1514655.715587 + Penalty 3080.125556 = -1511575.590031 nChanged 21 SP:Iteration 51Q (4732.743884 sec): 3 clusters Score: Raw -1514664.133055 + Penalty 3080.125556 = -1511584.007499 nChanged 23 SP:Iteration 52Q (4732.815994 sec): 3 clusters Score: Raw -1514673.067019 + Penalty 3080.125556 = -1511592.941463 nChanged 27 SP:Iteration 53Q (4732.872293 sec): 3 clusters Score: Raw -1514685.733695 + Penalty 3080.125556 = -1511605.608139 nChanged 27 SP:Iteration 54Q (4732.945555 sec): 3 clusters Score: Raw -1514696.398419 + Penalty 3080.125556 = -1511616.272863 nChanged 27 SP:Iteration 55Q (4733.005791 sec): 3 clusters Score: Raw -1514708.302822 + Penalty 3080.125556 = -1511628.177266 nChanged 23 SP:Iteration 56Q (4733.055966 sec): 3 clusters Score: Raw -1514716.551122 + Penalty 3080.125556 = -1511636.425566 nChanged 19 SP:Iteration 57Q (4733.124819 sec): 3 clusters Score: Raw -1514722.891969 + Penalty 3080.125556 = -1511642.766413 nChanged 18 SP:Iteration 58Q (4733.195447 sec): 3 clusters Score: Raw -1514728.179909 + Penalty 3080.125556 = -1511648.054353 nChanged 15 SP:Iteration 59Q (4733.250507 sec): 3 clusters Score: Raw -1514733.830653 + Penalty 3080.125556 = -1511653.705097 nChanged 15 SP:Iteration 60F (4733.315012 sec): 3 clusters Score: Raw -1514738.705805 + Penalty 3080.125556 = -1511658.580249 nChanged 14 SP:Iteration 61Q (4733.385491 sec): 3 clusters Score: Raw -1514742.888410 + Penalty 3080.125556 = -1511662.762854 nChanged 9 SP:Iteration 62Q (4733.449146 sec): 3 clusters Score: Raw -1514745.425987 + Penalty 3080.125556 = -1511665.300431 nChanged 4 SP:Iteration 63Q (4733.517462 sec): 3 clusters Score: Raw -1514746.713805 + Penalty 3080.125556 = -1511666.588250 nChanged 4 SP:Iteration 64Q (4733.588074 sec): 3 clusters Score: Raw -1514747.655785 + Penalty 3080.125556 = -1511667.530229 nChanged 1 SP:Iteration 65Q (4733.652554 sec): 3 clusters Score: Raw -1514747.846479 + Penalty 3080.125556 = -1511667.720923 nChanged 3 SP:Iteration 66Q (4733.717774 sec): 3 clusters Score: Raw -1514748.303605 + Penalty 3080.125556 = -1511668.178049 nChanged 2 SP:Iteration 67Q (4733.785083 sec): 3 clusters Score: Raw -1514748.610029 + Penalty 3080.125556 = -1511668.484473 nChanged 0 SP:Iteration 68F (4733.852780 sec): 3 clusters Score: Raw -1514748.610029 + Penalty 3080.125556 = -1511668.484473 nChanged 0 Trying to split cluster 2 (18302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4733.907060 sec): 2 clusters Score: Raw -2314826.074142 + Penalty 1594.899414 = -2313231.174728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4733.980225 sec): 3 clusters Score: Raw -2303948.053546 + Penalty 3189.798827 = -2300758.254719 nChanged 8181 SP:Iteration 1F (4734.061722 sec): 3 clusters Score: Raw -2308519.550830 + Penalty 3189.798827 = -2305329.752003 nChanged 1016 SP:Iteration 2F (4734.131668 sec): 3 clusters Score: Raw -2308986.581468 + Penalty 3189.798827 = -2305796.782640 nChanged 972 SP:Iteration 3F (4734.193612 sec): 3 clusters Score: Raw -2309463.160840 + Penalty 3189.798827 = -2306273.362013 nChanged 1008 SP:Iteration 4F (4734.255791 sec): 3 clusters Score: Raw -2310027.006585 + Penalty 3189.798827 = -2306837.207758 nChanged 1001 SP:Iteration 5F (4734.315793 sec): 3 clusters Score: Raw -2310633.149445 + Penalty 3189.798827 = -2307443.350618 nChanged 1014 SP:Iteration 6F (4734.387200 sec): 3 clusters Score: Raw -2311273.520453 + Penalty 3189.798827 = -2308083.721626 nChanged 963 SP:Iteration 7F (4734.458047 sec): 3 clusters Score: Raw -2311921.507491 + Penalty 3189.798827 = -2308731.708664 nChanged 921 SP:Iteration 8F (4734.528625 sec): 3 clusters Score: Raw -2312536.803971 + Penalty 3189.798827 = -2309347.005144 nChanged 794 SP:Iteration 9Q (4734.603185 sec): 3 clusters Score: Raw -2312997.084558 + Penalty 3189.798827 = -2309807.285730 nChanged 645 SP:Iteration 10Q (4734.668138 sec): 3 clusters Score: Raw -2313322.234122 + Penalty 3189.798827 = -2310132.435295 nChanged 517 SP:Iteration 11Q (4734.724022 sec): 3 clusters Score: Raw -2313593.628512 + Penalty 3189.798827 = -2310403.829685 nChanged 429 SP:Iteration 12Q (4734.793590 sec): 3 clusters Score: Raw -2313789.464165 + Penalty 3189.798827 = -2310599.665337 nChanged 356 SP:Iteration 13Q (4734.860691 sec): 3 clusters Score: Raw -2313938.515165 + Penalty 3189.798827 = -2310748.716338 nChanged 303 SP:Iteration 14Q (4734.931540 sec): 3 clusters Score: Raw -2314055.885977 + Penalty 3189.798827 = -2310866.087149 nChanged 272 SP:Iteration 15Q (4735.000478 sec): 3 clusters Score: Raw -2314149.646108 + Penalty 3189.798827 = -2310959.847281 nChanged 263 SP:Iteration 16Q (4735.067268 sec): 3 clusters Score: Raw -2314236.141138 + Penalty 3189.798827 = -2311046.342311 nChanged 221 SP:Iteration 17Q (4735.139998 sec): 3 clusters Score: Raw -2314309.007767 + Penalty 3189.798827 = -2311119.208940 nChanged 213 SP:Iteration 18Q (4735.197787 sec): 3 clusters Score: Raw -2314372.769938 + Penalty 3189.798827 = -2311182.971111 nChanged 193 SP:Iteration 19Q (4735.264486 sec): 3 clusters Score: Raw -2314435.289736 + Penalty 3189.798827 = -2311245.490909 nChanged 185 SP:Iteration 20F (4735.307116 sec): 3 clusters Score: Raw -2314499.894340 + Penalty 3189.798827 = -2311310.095512 nChanged 192 SP:Iteration 21Q (4735.356887 sec): 3 clusters Score: Raw -2314569.685951 + Penalty 3189.798827 = -2311379.887124 nChanged 189 SP:Iteration 22Q (4735.396154 sec): 3 clusters Score: Raw -2314632.499559 + Penalty 3189.798827 = -2311442.700732 nChanged 164 SP:Iteration 23Q (4735.435138 sec): 3 clusters Score: Raw -2314683.249571 + Penalty 3189.798827 = -2311493.450744 nChanged 151 SP:Iteration 24Q (4735.474421 sec): 3 clusters Score: Raw -2314729.940553 + Penalty 3189.798827 = -2311540.141725 nChanged 133 SP:Iteration 25Q (4735.513564 sec): 3 clusters Score: Raw -2314761.940483 + Penalty 3189.798827 = -2311572.141655 nChanged 107 SP:Iteration 26Q (4735.552174 sec): 3 clusters Score: Raw -2314786.422587 + Penalty 3189.798827 = -2311596.623759 nChanged 93 SP:Iteration 27Q (4735.591222 sec): 3 clusters Score: Raw -2314810.138323 + Penalty 3189.798827 = -2311620.339496 nChanged 96 SP:Iteration 28Q (4735.629979 sec): 3 clusters Score: Raw -2314833.665377 + Penalty 3189.798827 = -2311643.866550 nChanged 102 SP:Iteration 29Q (4735.668809 sec): 3 clusters Score: Raw -2314856.719642 + Penalty 3189.798827 = -2311666.920814 nChanged 82 SP:Iteration 30Q (4735.707408 sec): 3 clusters Score: Raw -2314875.302636 + Penalty 3189.798827 = -2311685.503809 nChanged 74 SP:Iteration 31Q (4735.745960 sec): 3 clusters Score: Raw -2314891.460889 + Penalty 3189.798827 = -2311701.662061 nChanged 81 SP:Iteration 32Q (4735.827979 sec): 3 clusters Score: Raw -2314914.908873 + Penalty 3189.798827 = -2311725.110045 nChanged 100 SP:Iteration 33Q (4735.900562 sec): 3 clusters Score: Raw -2314944.014560 + Penalty 3189.798827 = -2311754.215733 nChanged 108 SP:Iteration 34Q (4735.965959 sec): 3 clusters Score: Raw -2314975.015060 + Penalty 3189.798827 = -2311785.216233 nChanged 108 SP:Iteration 35Q (4736.050413 sec): 3 clusters Score: Raw -2315007.560189 + Penalty 3189.798827 = -2311817.761361 nChanged 91 SP:Iteration 36Q (4736.110292 sec): 3 clusters Score: Raw -2315029.358925 + Penalty 3189.798827 = -2311839.560098 nChanged 76 SP:Iteration 37Q (4736.175403 sec): 3 clusters Score: Raw -2315048.520802 + Penalty 3189.798827 = -2311858.721975 nChanged 69 SP:Iteration 38Q (4736.227800 sec): 3 clusters Score: Raw -2315064.189315 + Penalty 3189.798827 = -2311874.390487 nChanged 59 SP:Iteration 39Q (4736.292277 sec): 3 clusters Score: Raw -2315077.981554 + Penalty 3189.798827 = -2311888.182726 nChanged 59 SP:Iteration 40F (4736.356334 sec): 3 clusters Score: Raw -2315091.430027 + Penalty 3189.798827 = -2311901.631200 nChanged 60 SP:Iteration 41Q (4736.419973 sec): 3 clusters Score: Raw -2315101.886679 + Penalty 3189.798827 = -2311912.087852 nChanged 45 SP:Iteration 42Q (4736.480367 sec): 3 clusters Score: Raw -2315110.966040 + Penalty 3189.798827 = -2311921.167213 nChanged 41 SP:Iteration 43Q (4736.551291 sec): 3 clusters Score: Raw -2315117.489128 + Penalty 3189.798827 = -2311927.690300 nChanged 35 SP:Iteration 44Q (4736.615317 sec): 3 clusters Score: Raw -2315122.943737 + Penalty 3189.798827 = -2311933.144909 nChanged 39 SP:Iteration 45Q (4736.686607 sec): 3 clusters Score: Raw -2315128.146050 + Penalty 3189.798827 = -2311938.347223 nChanged 29 SP:Iteration 46Q (4736.756621 sec): 3 clusters Score: Raw -2315132.370503 + Penalty 3189.798827 = -2311942.571676 nChanged 28 SP:Iteration 47Q (4736.831015 sec): 3 clusters Score: Raw -2315136.117812 + Penalty 3189.798827 = -2311946.318985 nChanged 20 SP:Iteration 48Q (4736.896375 sec): 3 clusters Score: Raw -2315138.895840 + Penalty 3189.798827 = -2311949.097012 nChanged 18 SP:Iteration 49Q (4736.971820 sec): 3 clusters Score: Raw -2315141.857707 + Penalty 3189.798827 = -2311952.058880 nChanged 20 SP:Iteration 50Q (4737.036952 sec): 3 clusters Score: Raw -2315145.510945 + Penalty 3189.798827 = -2311955.712118 nChanged 28 SP:Iteration 51Q (4737.092019 sec): 3 clusters Score: Raw -2315151.134285 + Penalty 3189.798827 = -2311961.335457 nChanged 26 SP:Iteration 52Q (4737.162262 sec): 3 clusters Score: Raw -2315155.066039 + Penalty 3189.798827 = -2311965.267212 nChanged 21 SP:Iteration 53Q (4737.233013 sec): 3 clusters Score: Raw -2315158.591723 + Penalty 3189.798827 = -2311968.792896 nChanged 20 SP:Iteration 54Q (4737.290682 sec): 3 clusters Score: Raw -2315161.647421 + Penalty 3189.798827 = -2311971.848594 nChanged 22 SP:Iteration 55Q (4737.367211 sec): 3 clusters Score: Raw -2315164.497795 + Penalty 3189.798827 = -2311974.698968 nChanged 21 SP:Iteration 56Q (4737.432467 sec): 3 clusters Score: Raw -2315167.719033 + Penalty 3189.798827 = -2311977.920205 nChanged 29 SP:Iteration 57Q (4737.500551 sec): 3 clusters Score: Raw -2315172.713207 + Penalty 3189.798827 = -2311982.914380 nChanged 33 SP:Iteration 58Q (4737.554269 sec): 3 clusters Score: Raw -2315177.800557 + Penalty 3189.798827 = -2311988.001729 nChanged 33 SP:Iteration 59Q (4737.620276 sec): 3 clusters Score: Raw -2315185.271880 + Penalty 3189.798827 = -2311995.473052 nChanged 41 SP:Iteration 60F (4737.695598 sec): 3 clusters Score: Raw -2315193.141627 + Penalty 3189.798827 = -2312003.342799 nChanged 43 SP:Iteration 61Q (4737.770473 sec): 3 clusters Score: Raw -2315201.728277 + Penalty 3189.798827 = -2312011.929450 nChanged 47 SP:Iteration 62Q (4737.830101 sec): 3 clusters Score: Raw -2315211.435811 + Penalty 3189.798827 = -2312021.636984 nChanged 36 SP:Iteration 63Q (4737.897977 sec): 3 clusters Score: Raw -2315217.975881 + Penalty 3189.798827 = -2312028.177054 nChanged 40 SP:Iteration 64Q (4737.964478 sec): 3 clusters Score: Raw -2315225.134267 + Penalty 3189.798827 = -2312035.335440 nChanged 35 SP:Iteration 65Q (4738.028223 sec): 3 clusters Score: Raw -2315230.575597 + Penalty 3189.798827 = -2312040.776770 nChanged 22 SP:Iteration 66Q (4738.074042 sec): 3 clusters Score: Raw -2315234.221860 + Penalty 3189.798827 = -2312044.423033 nChanged 20 SP:Iteration 67Q (4738.117185 sec): 3 clusters Score: Raw -2315237.954259 + Penalty 3189.798827 = -2312048.155431 nChanged 16 SP:Iteration 68Q (4738.154016 sec): 3 clusters Score: Raw -2315241.537555 + Penalty 3189.798827 = -2312051.738728 nChanged 29 SP:Iteration 69Q (4738.191352 sec): 3 clusters Score: Raw -2315248.782701 + Penalty 3189.798827 = -2312058.983874 nChanged 28 SP:Iteration 70Q (4738.228888 sec): 3 clusters Score: Raw -2315254.348949 + Penalty 3189.798827 = -2312064.550121 nChanged 25 SP:Iteration 71Q (4738.266332 sec): 3 clusters Score: Raw -2315259.822109 + Penalty 3189.798827 = -2312070.023282 nChanged 28 SP:Iteration 72Q (4738.303554 sec): 3 clusters Score: Raw -2315264.841942 + Penalty 3189.798827 = -2312075.043114 nChanged 18 SP:Iteration 73Q (4738.340936 sec): 3 clusters Score: Raw -2315267.155795 + Penalty 3189.798827 = -2312077.356968 nChanged 11 SP:Iteration 74Q (4738.378377 sec): 3 clusters Score: Raw -2315268.505910 + Penalty 3189.798827 = -2312078.707083 nChanged 8 SP:Iteration 75Q (4738.415592 sec): 3 clusters Score: Raw -2315270.127066 + Penalty 3189.798827 = -2312080.328239 nChanged 12 SP:Iteration 76Q (4738.454702 sec): 3 clusters Score: Raw -2315272.058184 + Penalty 3189.798827 = -2312082.259357 nChanged 14 SP:Iteration 77Q (4738.491908 sec): 3 clusters Score: Raw -2315274.249113 + Penalty 3189.798827 = -2312084.450286 nChanged 11 SP:Iteration 78Q (4738.528964 sec): 3 clusters Score: Raw -2315276.076109 + Penalty 3189.798827 = -2312086.277281 nChanged 9 SP:Iteration 79Q (4738.567776 sec): 3 clusters Score: Raw -2315277.537275 + Penalty 3189.798827 = -2312087.738447 nChanged 10 SP:Iteration 80F (4738.609342 sec): 3 clusters Score: Raw -2315279.159101 + Penalty 3189.798827 = -2312089.360273 nChanged 8 SP:Iteration 81Q (4738.646778 sec): 3 clusters Score: Raw -2315280.743788 + Penalty 3189.798827 = -2312090.944961 nChanged 8 SP:Iteration 82Q (4738.716337 sec): 3 clusters Score: Raw -2315281.647452 + Penalty 3189.798827 = -2312091.848624 nChanged 5 SP:Iteration 83Q (4738.791702 sec): 3 clusters Score: Raw -2315282.229276 + Penalty 3189.798827 = -2312092.430449 nChanged 4 SP:Iteration 84Q (4738.854218 sec): 3 clusters Score: Raw -2315282.734947 + Penalty 3189.798827 = -2312092.936120 nChanged 8 SP:Iteration 85Q (4738.920035 sec): 3 clusters Score: Raw -2315283.679161 + Penalty 3189.798827 = -2312093.880334 nChanged 6 SP:Iteration 86Q (4738.999796 sec): 3 clusters Score: Raw -2315284.182758 + Penalty 3189.798827 = -2312094.383931 nChanged 4 SP:Iteration 87Q (4739.059829 sec): 3 clusters Score: Raw -2315284.613534 + Penalty 3189.798827 = -2312094.814706 nChanged 2 SP:Iteration 88Q (4739.127983 sec): 3 clusters Score: Raw -2315284.800128 + Penalty 3189.798827 = -2312095.001301 nChanged 3 SP:Iteration 89Q (4739.193815 sec): 3 clusters Score: Raw -2315285.078372 + Penalty 3189.798827 = -2312095.279545 nChanged 1 SP:Iteration 90Q (4739.235604 sec): 3 clusters Score: Raw -2315285.127599 + Penalty 3189.798827 = -2312095.328772 nChanged 0 SP:Iteration 91F (4739.318285 sec): 3 clusters Score: Raw -2315285.127599 + Penalty 3189.798827 = -2312095.328772 nChanged 0 Trying to split cluster 3 (11573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4739.352105 sec): 2 clusters Score: Raw -1426123.256482 + Penalty 1520.419888 = -1424602.836594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4739.416628 sec): 3 clusters Score: Raw -1419473.702328 + Penalty 3040.839775 = -1416432.862553 nChanged 5015 SP:Iteration 1F (4739.468051 sec): 3 clusters Score: Raw -1422310.561962 + Penalty 3040.839775 = -1419269.722186 nChanged 776 SP:Iteration 2F (4739.527310 sec): 3 clusters Score: Raw -1422786.577696 + Penalty 3040.839775 = -1419745.737921 nChanged 734 SP:Iteration 3F (4739.602438 sec): 3 clusters Score: Raw -1423316.854140 + Penalty 3040.839775 = -1420276.014364 nChanged 785 SP:Iteration 4F (4739.651853 sec): 3 clusters Score: Raw -1424014.543227 + Penalty 3040.839775 = -1420973.703451 nChanged 875 SP:Iteration 5F (4739.713655 sec): 3 clusters Score: Raw -1424876.238949 + Penalty 3040.839775 = -1421835.399174 nChanged 834 SP:Iteration 6F (4739.778312 sec): 3 clusters Score: Raw -1425768.941080 + Penalty 3040.839775 = -1422728.101304 nChanged 737 SP:Iteration 7F (4739.833960 sec): 3 clusters Score: Raw -1426565.381822 + Penalty 3040.839775 = -1423524.542047 nChanged 536 SP:Iteration 8Q (4739.887712 sec): 3 clusters Score: Raw -1427088.379560 + Penalty 3040.839775 = -1424047.539785 nChanged 366 SP:Iteration 9Q (4739.944792 sec): 3 clusters Score: Raw -1427336.698346 + Penalty 3040.839775 = -1424295.858571 nChanged 236 SP:Iteration 10Q (4740.006081 sec): 3 clusters Score: Raw -1427460.517179 + Penalty 3040.839775 = -1424419.677403 nChanged 153 SP:Iteration 11Q (4740.060728 sec): 3 clusters Score: Raw -1427520.845118 + Penalty 3040.839775 = -1424480.005342 nChanged 114 SP:Iteration 12Q (4740.111434 sec): 3 clusters Score: Raw -1427557.081035 + Penalty 3040.839775 = -1424516.241259 nChanged 74 SP:Iteration 13Q (4740.168094 sec): 3 clusters Score: Raw -1427574.905949 + Penalty 3040.839775 = -1424534.066173 nChanged 52 SP:Iteration 14Q (4740.229761 sec): 3 clusters Score: Raw -1427586.279499 + Penalty 3040.839775 = -1424545.439723 nChanged 44 SP:Iteration 15Q (4740.288025 sec): 3 clusters Score: Raw -1427596.393616 + Penalty 3040.839775 = -1424555.553840 nChanged 27 SP:Iteration 16Q (4740.348156 sec): 3 clusters Score: Raw -1427601.893296 + Penalty 3040.839775 = -1424561.053521 nChanged 29 SP:Iteration 17Q (4740.404675 sec): 3 clusters Score: Raw -1427607.878897 + Penalty 3040.839775 = -1424567.039122 nChanged 32 SP:Iteration 18Q (4740.469988 sec): 3 clusters Score: Raw -1427613.166785 + Penalty 3040.839775 = -1424572.327010 nChanged 27 SP:Iteration 19Q (4740.521578 sec): 3 clusters Score: Raw -1427618.133409 + Penalty 3040.839775 = -1424577.293634 nChanged 32 SP:Iteration 20F (4740.588081 sec): 3 clusters Score: Raw -1427623.725446 + Penalty 3040.839775 = -1424582.885671 nChanged 25 SP:Iteration 21Q (4740.647161 sec): 3 clusters Score: Raw -1427627.982108 + Penalty 3040.839775 = -1424587.142332 nChanged 22 SP:Iteration 22Q (4740.705393 sec): 3 clusters Score: Raw -1427631.606663 + Penalty 3040.839775 = -1424590.766888 nChanged 18 SP:Iteration 23Q (4740.758303 sec): 3 clusters Score: Raw -1427634.138891 + Penalty 3040.839775 = -1424593.299116 nChanged 12 SP:Iteration 24Q (4740.815222 sec): 3 clusters Score: Raw -1427635.395144 + Penalty 3040.839775 = -1424594.555369 nChanged 9 SP:Iteration 25Q (4740.881398 sec): 3 clusters Score: Raw -1427636.494562 + Penalty 3040.839775 = -1424595.654787 nChanged 9 SP:Iteration 26Q (4740.928917 sec): 3 clusters Score: Raw -1427637.412607 + Penalty 3040.839775 = -1424596.572832 nChanged 7 SP:Iteration 27Q (4741.001272 sec): 3 clusters Score: Raw -1427638.271947 + Penalty 3040.839775 = -1424597.432172 nChanged 8 SP:Iteration 28Q (4741.040702 sec): 3 clusters Score: Raw -1427639.467393 + Penalty 3040.839775 = -1424598.627617 nChanged 4 SP:Iteration 29Q (4741.105212 sec): 3 clusters Score: Raw -1427640.158097 + Penalty 3040.839775 = -1424599.318322 nChanged 6 SP:Iteration 30Q (4741.162571 sec): 3 clusters Score: Raw -1427640.935642 + Penalty 3040.839775 = -1424600.095867 nChanged 5 SP:Iteration 31Q (4741.225591 sec): 3 clusters Score: Raw -1427641.670962 + Penalty 3040.839775 = -1424600.831186 nChanged 6 SP:Iteration 32Q (4741.283690 sec): 3 clusters Score: Raw -1427642.474263 + Penalty 3040.839775 = -1424601.634488 nChanged 8 SP:Iteration 33Q (4741.337561 sec): 3 clusters Score: Raw -1427643.838743 + Penalty 3040.839775 = -1424602.998968 nChanged 8 SP:Iteration 34Q (4741.399533 sec): 3 clusters Score: Raw -1427645.070350 + Penalty 3040.839775 = -1424604.230575 nChanged 5 SP:Iteration 35Q (4741.449849 sec): 3 clusters Score: Raw -1427645.511090 + Penalty 3040.839775 = -1424604.671315 nChanged 3 SP:Iteration 36Q (4741.512309 sec): 3 clusters Score: Raw -1427645.790747 + Penalty 3040.839775 = -1424604.950972 nChanged 3 SP:Iteration 37Q (4741.558538 sec): 3 clusters Score: Raw -1427645.971756 + Penalty 3040.839775 = -1424605.131980 nChanged 0 SP:Iteration 38F (4741.623397 sec): 3 clusters Score: Raw -1427645.971756 + Penalty 3040.839775 = -1424605.131980 nChanged 0 Score: Raw -129550510.945502 + Penalty 101450.942987 = -129449060.002515 Splitting cluster 3 changes total score from -129449790.821303 to -129449060.002515 So it's not getting split. Trying to split cluster 4 (16932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4772.086333 sec): 2 clusters Score: Raw -2128636.314529 + Penalty 1582.256098 = -2127054.058431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4772.164351 sec): 3 clusters Score: Raw -2118649.173243 + Penalty 3164.512196 = -2115484.661047 nChanged 7592 SP:Iteration 1F (4772.241514 sec): 3 clusters Score: Raw -2123239.639887 + Penalty 3164.512196 = -2120075.127692 nChanged 1342 SP:Iteration 2F (4772.306775 sec): 3 clusters Score: Raw -2124260.815509 + Penalty 3164.512196 = -2121096.303314 nChanged 1494 SP:Iteration 3F (4772.394937 sec): 3 clusters Score: Raw -2125694.822539 + Penalty 3164.512196 = -2122530.310343 nChanged 1486 SP:Iteration 4F (4772.472139 sec): 3 clusters Score: Raw -2127111.579720 + Penalty 3164.512196 = -2123947.067524 nChanged 1257 SP:Iteration 5F (4772.536901 sec): 3 clusters Score: Raw -2128123.232723 + Penalty 3164.512196 = -2124958.720528 nChanged 885 SP:Iteration 6F (4772.613635 sec): 3 clusters Score: Raw -2128668.947446 + Penalty 3164.512196 = -2125504.435250 nChanged 537 SP:Iteration 7Q (4772.693279 sec): 3 clusters Score: Raw -2128970.340971 + Penalty 3164.512196 = -2125805.828776 nChanged 368 SP:Iteration 8Q (4772.766980 sec): 3 clusters Score: Raw -2129170.172653 + Penalty 3164.512196 = -2126005.660458 nChanged 292 SP:Iteration 9Q (4772.839017 sec): 3 clusters Score: Raw -2129314.913203 + Penalty 3164.512196 = -2126150.401008 nChanged 241 SP:Iteration 10Q (4772.912745 sec): 3 clusters Score: Raw -2129428.119555 + Penalty 3164.512196 = -2126263.607360 nChanged 213 SP:Iteration 11Q (4772.978169 sec): 3 clusters Score: Raw -2129517.377437 + Penalty 3164.512196 = -2126352.865242 nChanged 180 SP:Iteration 12Q (4773.061217 sec): 3 clusters Score: Raw -2129582.820519 + Penalty 3164.512196 = -2126418.308324 nChanged 136 SP:Iteration 13Q (4773.121855 sec): 3 clusters Score: Raw -2129621.161460 + Penalty 3164.512196 = -2126456.649265 nChanged 107 SP:Iteration 14Q (4773.195648 sec): 3 clusters Score: Raw -2129653.410650 + Penalty 3164.512196 = -2126488.898454 nChanged 108 SP:Iteration 15Q (4773.276684 sec): 3 clusters Score: Raw -2129677.913847 + Penalty 3164.512196 = -2126513.401651 nChanged 74 SP:Iteration 16Q (4773.333453 sec): 3 clusters Score: Raw -2129694.284508 + Penalty 3164.512196 = -2126529.772312 nChanged 79 SP:Iteration 17Q (4773.410061 sec): 3 clusters Score: Raw -2129713.087321 + Penalty 3164.512196 = -2126548.575126 nChanged 67 SP:Iteration 18Q (4773.478871 sec): 3 clusters Score: Raw -2129726.462134 + Penalty 3164.512196 = -2126561.949939 nChanged 56 SP:Iteration 19Q (4773.549817 sec): 3 clusters Score: Raw -2129738.915410 + Penalty 3164.512196 = -2126574.403215 nChanged 63 SP:Iteration 20F (4773.615873 sec): 3 clusters Score: Raw -2129751.447289 + Penalty 3164.512196 = -2126586.935094 nChanged 57 SP:Iteration 21Q (4773.687548 sec): 3 clusters Score: Raw -2129763.145988 + Penalty 3164.512196 = -2126598.633792 nChanged 57 SP:Iteration 22Q (4773.752908 sec): 3 clusters Score: Raw -2129774.963994 + Penalty 3164.512196 = -2126610.451799 nChanged 54 SP:Iteration 23Q (4773.827276 sec): 3 clusters Score: Raw -2129787.469736 + Penalty 3164.512196 = -2126622.957540 nChanged 55 SP:Iteration 24Q (4773.900504 sec): 3 clusters Score: Raw -2129799.907416 + Penalty 3164.512196 = -2126635.395220 nChanged 53 SP:Iteration 25Q (4773.963771 sec): 3 clusters Score: Raw -2129811.482440 + Penalty 3164.512196 = -2126646.970245 nChanged 46 SP:Iteration 26Q (4774.036574 sec): 3 clusters Score: Raw -2129819.423343 + Penalty 3164.512196 = -2126654.911147 nChanged 35 SP:Iteration 27Q (4774.101818 sec): 3 clusters Score: Raw -2129824.918909 + Penalty 3164.512196 = -2126660.406713 nChanged 40 SP:Iteration 28Q (4774.174242 sec): 3 clusters Score: Raw -2129831.147249 + Penalty 3164.512196 = -2126666.635053 nChanged 35 SP:Iteration 29Q (4774.246826 sec): 3 clusters Score: Raw -2129836.585557 + Penalty 3164.512196 = -2126672.073362 nChanged 23 SP:Iteration 30Q (4774.317965 sec): 3 clusters Score: Raw -2129840.817682 + Penalty 3164.512196 = -2126676.305486 nChanged 34 SP:Iteration 31Q (4774.388611 sec): 3 clusters Score: Raw -2129847.848584 + Penalty 3164.512196 = -2126683.336389 nChanged 30 SP:Iteration 32Q (4774.461528 sec): 3 clusters Score: Raw -2129854.224203 + Penalty 3164.512196 = -2126689.712007 nChanged 29 SP:Iteration 33Q (4774.537616 sec): 3 clusters Score: Raw -2129859.236746 + Penalty 3164.512196 = -2126694.724551 nChanged 25 SP:Iteration 34Q (4774.610174 sec): 3 clusters Score: Raw -2129862.735115 + Penalty 3164.512196 = -2126698.222919 nChanged 30 SP:Iteration 35Q (4774.683010 sec): 3 clusters Score: Raw -2129868.644979 + Penalty 3164.512196 = -2126704.132783 nChanged 33 SP:Iteration 36Q (4774.750508 sec): 3 clusters Score: Raw -2129874.329255 + Penalty 3164.512196 = -2126709.817060 nChanged 31 SP:Iteration 37Q (4774.816452 sec): 3 clusters Score: Raw -2129879.418620 + Penalty 3164.512196 = -2126714.906425 nChanged 28 SP:Iteration 38Q (4774.898649 sec): 3 clusters Score: Raw -2129885.546482 + Penalty 3164.512196 = -2126721.034287 nChanged 38 SP:Iteration 39Q (4774.968650 sec): 3 clusters Score: Raw -2129894.833572 + Penalty 3164.512196 = -2126730.321376 nChanged 41 SP:Iteration 40F (4775.041522 sec): 3 clusters Score: Raw -2129903.452394 + Penalty 3164.512196 = -2126738.940199 nChanged 38 SP:Iteration 41Q (4775.102256 sec): 3 clusters Score: Raw -2129910.647847 + Penalty 3164.512196 = -2126746.135652 nChanged 30 SP:Iteration 42Q (4775.171508 sec): 3 clusters Score: Raw -2129916.892576 + Penalty 3164.512196 = -2126752.380380 nChanged 24 SP:Iteration 43Q (4775.239164 sec): 3 clusters Score: Raw -2129921.168744 + Penalty 3164.512196 = -2126756.656548 nChanged 20 SP:Iteration 44Q (4775.321106 sec): 3 clusters Score: Raw -2129924.608603 + Penalty 3164.512196 = -2126760.096408 nChanged 22 SP:Iteration 45Q (4775.394750 sec): 3 clusters Score: Raw -2129928.002602 + Penalty 3164.512196 = -2126763.490406 nChanged 22 SP:Iteration 46Q (4775.462955 sec): 3 clusters Score: Raw -2129933.670253 + Penalty 3164.512196 = -2126769.158057 nChanged 28 SP:Iteration 47Q (4775.527990 sec): 3 clusters Score: Raw -2129941.959804 + Penalty 3164.512196 = -2126777.447608 nChanged 31 SP:Iteration 48Q (4775.607959 sec): 3 clusters Score: Raw -2129951.853625 + Penalty 3164.512196 = -2126787.341430 nChanged 38 SP:Iteration 49Q (4775.670852 sec): 3 clusters Score: Raw -2129963.990043 + Penalty 3164.512196 = -2126799.477847 nChanged 49 SP:Iteration 50Q (4775.747384 sec): 3 clusters Score: Raw -2129978.540349 + Penalty 3164.512196 = -2126814.028153 nChanged 47 SP:Iteration 51Q (4775.818762 sec): 3 clusters Score: Raw -2129991.841197 + Penalty 3164.512196 = -2126827.329001 nChanged 39 SP:Iteration 52Q (4775.897882 sec): 3 clusters Score: Raw -2130004.929226 + Penalty 3164.512196 = -2126840.417030 nChanged 51 SP:Iteration 53Q (4775.941637 sec): 3 clusters Score: Raw -2130023.886870 + Penalty 3164.512196 = -2126859.374675 nChanged 39 SP:Iteration 54Q (4775.978269 sec): 3 clusters Score: Raw -2130044.588982 + Penalty 3164.512196 = -2126880.076786 nChanged 53 SP:Iteration 55Q (4776.015196 sec): 3 clusters Score: Raw -2130071.830705 + Penalty 3164.512196 = -2126907.318509 nChanged 61 SP:Iteration 56Q (4776.051874 sec): 3 clusters Score: Raw -2130101.657307 + Penalty 3164.512196 = -2126937.145111 nChanged 70 SP:Iteration 57Q (4776.088483 sec): 3 clusters Score: Raw -2130145.541793 + Penalty 3164.512196 = -2126981.029597 nChanged 70 SP:Iteration 58Q (4776.124677 sec): 3 clusters Score: Raw -2130186.359069 + Penalty 3164.512196 = -2127021.846873 nChanged 72 SP:Iteration 59Q (4776.161003 sec): 3 clusters Score: Raw -2130225.507003 + Penalty 3164.512196 = -2127060.994808 nChanged 73 SP:Iteration 60F (4776.239538 sec): 3 clusters Score: Raw -2130278.552636 + Penalty 3164.512196 = -2127114.040441 nChanged 67 SP:Iteration 61Q (4776.317745 sec): 3 clusters Score: Raw -2130304.422666 + Penalty 3164.512196 = -2127139.910471 nChanged 42 SP:Iteration 62Q (4776.384943 sec): 3 clusters Score: Raw -2130317.092444 + Penalty 3164.512196 = -2127152.580248 nChanged 28 SP:Iteration 63Q (4776.455218 sec): 3 clusters Score: Raw -2130322.845357 + Penalty 3164.512196 = -2127158.333161 nChanged 20 SP:Iteration 64Q (4776.535362 sec): 3 clusters Score: Raw -2130327.814755 + Penalty 3164.512196 = -2127163.302559 nChanged 10 SP:Iteration 65Q (4776.606796 sec): 3 clusters Score: Raw -2130329.348104 + Penalty 3164.512196 = -2127164.835908 nChanged 6 SP:Iteration 66Q (4776.679129 sec): 3 clusters Score: Raw -2130330.063744 + Penalty 3164.512196 = -2127165.551549 nChanged 5 SP:Iteration 67Q (4776.750887 sec): 3 clusters Score: Raw -2130331.375895 + Penalty 3164.512196 = -2127166.863700 nChanged 4 SP:Iteration 68Q (4776.823631 sec): 3 clusters Score: Raw -2130332.123673 + Penalty 3164.512196 = -2127167.611478 nChanged 3 SP:Iteration 69Q (4776.896438 sec): 3 clusters Score: Raw -2130332.614452 + Penalty 3164.512196 = -2127168.102256 nChanged 0 SP:Iteration 70F (4776.972849 sec): 3 clusters Score: Raw -2130332.614452 + Penalty 3164.512196 = -2127168.102256 nChanged 0 Score: Raw -129550684.530149 + Penalty 101450.942987 = -129449233.587162 Splitting cluster 4 changes total score from -129449790.821303 to -129449233.587162 So it's not getting split. Trying to split cluster 5 (60783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4805.759924 sec): 2 clusters Score: Raw -7579257.996556 + Penalty 1789.948131 = -7577468.048424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4805.910339 sec): 3 clusters Score: Raw -7540575.360547 + Penalty 3579.896263 = -7536995.464284 nChanged 28698 SP:Iteration 1F (4806.048088 sec): 3 clusters Score: Raw -7557189.192697 + Penalty 3579.896263 = -7553609.296434 nChanged 2579 SP:Iteration 2Q (4806.184022 sec): 3 clusters Score: Raw -7558126.766311 + Penalty 3579.896263 = -7554546.870048 nChanged 2816 SP:Iteration 3Q (4806.304496 sec): 3 clusters Score: Raw -7559325.812851 + Penalty 3579.896263 = -7555745.916588 nChanged 3084 SP:Iteration 4F (4806.451837 sec): 3 clusters Score: Raw -7560874.905892 + Penalty 3579.896263 = -7557295.009630 nChanged 3519 SP:Iteration 5F (4806.603982 sec): 3 clusters Score: Raw -7562907.216676 + Penalty 3579.896263 = -7559327.320413 nChanged 3715 SP:Iteration 6F (4806.743113 sec): 3 clusters Score: Raw -7565296.629116 + Penalty 3579.896263 = -7561716.732854 nChanged 3712 SP:Iteration 7F (4806.897044 sec): 3 clusters Score: Raw -7567850.264723 + Penalty 3579.896263 = -7564270.368461 nChanged 3389 SP:Iteration 8F (4807.041257 sec): 3 clusters Score: Raw -7570082.079845 + Penalty 3579.896263 = -7566502.183582 nChanged 2801 SP:Iteration 9Q (4807.187159 sec): 3 clusters Score: Raw -7571851.692732 + Penalty 3579.896263 = -7568271.796470 nChanged 2237 SP:Iteration 10Q (4807.336212 sec): 3 clusters Score: Raw -7573114.164860 + Penalty 3579.896263 = -7569534.268597 nChanged 1669 SP:Iteration 11Q (4807.475312 sec): 3 clusters Score: Raw -7573975.547861 + Penalty 3579.896263 = -7570395.651599 nChanged 1275 SP:Iteration 12Q (4807.612513 sec): 3 clusters Score: Raw -7574647.651026 + Penalty 3579.896263 = -7571067.754763 nChanged 1146 SP:Iteration 13Q (4807.743389 sec): 3 clusters Score: Raw -7575315.311935 + Penalty 3579.896263 = -7571735.415672 nChanged 1025 SP:Iteration 14Q (4807.879010 sec): 3 clusters Score: Raw -7575942.944419 + Penalty 3579.896263 = -7572363.048156 nChanged 889 SP:Iteration 15Q (4808.013205 sec): 3 clusters Score: Raw -7576534.554747 + Penalty 3579.896263 = -7572954.658484 nChanged 806 SP:Iteration 16Q (4808.145476 sec): 3 clusters Score: Raw -7577116.670706 + Penalty 3579.896263 = -7573536.774443 nChanged 665 SP:Iteration 17Q (4808.274555 sec): 3 clusters Score: Raw -7577621.978751 + Penalty 3579.896263 = -7574042.082488 nChanged 557 SP:Iteration 18Q (4808.403485 sec): 3 clusters Score: Raw -7578032.700204 + Penalty 3579.896263 = -7574452.803942 nChanged 512 SP:Iteration 19Q (4808.523408 sec): 3 clusters Score: Raw -7578391.869372 + Penalty 3579.896263 = -7574811.973109 nChanged 439 SP:Iteration 20F (4808.666998 sec): 3 clusters Score: Raw -7578653.831685 + Penalty 3579.896263 = -7575073.935422 nChanged 363 SP:Iteration 21Q (4808.790657 sec): 3 clusters Score: Raw -7578854.373530 + Penalty 3579.896263 = -7575274.477268 nChanged 324 SP:Iteration 22Q (4808.927417 sec): 3 clusters Score: Raw -7579018.754302 + Penalty 3579.896263 = -7575438.858039 nChanged 287 SP:Iteration 23Q (4809.052976 sec): 3 clusters Score: Raw -7579150.502103 + Penalty 3579.896263 = -7575570.605840 nChanged 249 SP:Iteration 24Q (4809.189413 sec): 3 clusters Score: Raw -7579247.425101 + Penalty 3579.896263 = -7575667.528838 nChanged 217 SP:Iteration 25Q (4809.311208 sec): 3 clusters Score: Raw -7579345.088997 + Penalty 3579.896263 = -7575765.192734 nChanged 218 SP:Iteration 26Q (4809.435082 sec): 3 clusters Score: Raw -7579432.055465 + Penalty 3579.896263 = -7575852.159202 nChanged 186 SP:Iteration 27Q (4809.558510 sec): 3 clusters Score: Raw -7579491.434148 + Penalty 3579.896263 = -7575911.537885 nChanged 149 SP:Iteration 28Q (4809.692321 sec): 3 clusters Score: Raw -7579530.323311 + Penalty 3579.896263 = -7575950.427048 nChanged 112 SP:Iteration 29Q (4809.827074 sec): 3 clusters Score: Raw -7579552.896620 + Penalty 3579.896263 = -7575973.000357 nChanged 79 SP:Iteration 30Q (4809.959006 sec): 3 clusters Score: Raw -7579567.953978 + Penalty 3579.896263 = -7575988.057715 nChanged 73 SP:Iteration 31Q (4810.102904 sec): 3 clusters Score: Raw -7579582.845713 + Penalty 3579.896263 = -7576002.949450 nChanged 56 SP:Iteration 32Q (4810.235946 sec): 3 clusters Score: Raw -7579591.524957 + Penalty 3579.896263 = -7576011.628694 nChanged 44 SP:Iteration 33Q (4810.364049 sec): 3 clusters Score: Raw -7579598.479144 + Penalty 3579.896263 = -7576018.582881 nChanged 34 SP:Iteration 34Q (4810.504300 sec): 3 clusters Score: Raw -7579602.752664 + Penalty 3579.896263 = -7576022.856401 nChanged 25 SP:Iteration 35Q (4810.643322 sec): 3 clusters Score: Raw -7579605.799938 + Penalty 3579.896263 = -7576025.903675 nChanged 20 SP:Iteration 36Q (4810.785634 sec): 3 clusters Score: Raw -7579608.184036 + Penalty 3579.896263 = -7576028.287773 nChanged 18 SP:Iteration 37Q (4810.908095 sec): 3 clusters Score: Raw -7579609.739277 + Penalty 3579.896263 = -7576029.843014 nChanged 12 SP:Iteration 38Q (4811.036120 sec): 3 clusters Score: Raw -7579610.731927 + Penalty 3579.896263 = -7576030.835665 nChanged 9 SP:Iteration 39Q (4811.155401 sec): 3 clusters Score: Raw -7579611.458131 + Penalty 3579.896263 = -7576031.561868 nChanged 9 SP:Iteration 40F (4811.293477 sec): 3 clusters Score: Raw -7579612.471664 + Penalty 3579.896263 = -7576032.575402 nChanged 12 SP:Iteration 41Q (4811.419163 sec): 3 clusters Score: Raw -7579613.434481 + Penalty 3579.896263 = -7576033.538218 nChanged 5 SP:Iteration 42Q (4811.549153 sec): 3 clusters Score: Raw -7579613.946520 + Penalty 3579.896263 = -7576034.050257 nChanged 7 SP:Iteration 43Q (4811.683918 sec): 3 clusters Score: Raw -7579614.701634 + Penalty 3579.896263 = -7576034.805371 nChanged 5 SP:Iteration 44Q (4811.809939 sec): 3 clusters Score: Raw -7579615.042469 + Penalty 3579.896263 = -7576035.146206 nChanged 3 SP:Iteration 45Q (4811.931279 sec): 3 clusters Score: Raw -7579615.201559 + Penalty 3579.896263 = -7576035.305296 nChanged 1 SP:Iteration 46Q (4812.062658 sec): 3 clusters Score: Raw -7579615.241735 + Penalty 3579.896263 = -7576035.345472 nChanged 1 SP:Iteration 47Q (4812.183889 sec): 3 clusters Score: Raw -7579615.377871 + Penalty 3579.896263 = -7576035.481609 nChanged 2 SP:Iteration 48Q (4812.310006 sec): 3 clusters Score: Raw -7579615.507508 + Penalty 3579.896263 = -7576035.611245 nChanged 4 SP:Iteration 49Q (4812.423070 sec): 3 clusters Score: Raw -7579615.827359 + Penalty 3579.896263 = -7576035.931096 nChanged 3 SP:Iteration 50Q (4812.546347 sec): 3 clusters Score: Raw -7579615.999831 + Penalty 3579.896263 = -7576036.103568 nChanged 2 SP:Iteration 51Q (4812.662541 sec): 3 clusters Score: Raw -7579616.122546 + Penalty 3579.896263 = -7576036.226283 nChanged 5 SP:Iteration 52Q (4812.772082 sec): 3 clusters Score: Raw -7579616.371071 + Penalty 3579.896263 = -7576036.474808 nChanged 3 SP:Iteration 53Q (4812.899630 sec): 3 clusters Score: Raw -7579616.551910 + Penalty 3579.896263 = -7576036.655647 nChanged 1 SP:Iteration 54Q (4813.018925 sec): 3 clusters Score: Raw -7579616.591773 + Penalty 3579.896263 = -7576036.695510 nChanged 1 SP:Iteration 55Q (4813.142182 sec): 3 clusters Score: Raw -7579616.646845 + Penalty 3579.896263 = -7576036.750582 nChanged 2 SP:Iteration 56Q (4813.289055 sec): 3 clusters Score: Raw -7579616.815368 + Penalty 3579.896263 = -7576036.919106 nChanged 4 SP:Iteration 57Q (4813.416413 sec): 3 clusters Score: Raw -7579617.212575 + Penalty 3579.896263 = -7576037.316313 nChanged 4 SP:Iteration 58Q (4813.535773 sec): 3 clusters Score: Raw -7579617.687862 + Penalty 3579.896263 = -7576037.791599 nChanged 8 SP:Iteration 59Q (4813.670547 sec): 3 clusters Score: Raw -7579618.879074 + Penalty 3579.896263 = -7576038.982811 nChanged 9 SP:Iteration 60F (4813.815646 sec): 3 clusters Score: Raw -7579619.921150 + Penalty 3579.896263 = -7576040.024887 nChanged 7 SP:Iteration 61Q (4813.940250 sec): 3 clusters Score: Raw -7579620.638622 + Penalty 3579.896263 = -7576040.742359 nChanged 7 SP:Iteration 62Q (4814.055572 sec): 3 clusters Score: Raw -7579621.063494 + Penalty 3579.896263 = -7576041.167231 nChanged 6 SP:Iteration 63Q (4814.161160 sec): 3 clusters Score: Raw -7579621.673879 + Penalty 3579.896263 = -7576041.777616 nChanged 5 SP:Iteration 64Q (4814.295979 sec): 3 clusters Score: Raw -7579622.131364 + Penalty 3579.896263 = -7576042.235101 nChanged 3 SP:Iteration 65Q (4814.419942 sec): 3 clusters Score: Raw -7579622.327245 + Penalty 3579.896263 = -7576042.430982 nChanged 4 SP:Iteration 66Q (4814.550180 sec): 3 clusters Score: Raw -7579622.492978 + Penalty 3579.896263 = -7576042.596715 nChanged 1 SP:Iteration 67Q (4814.672887 sec): 3 clusters Score: Raw -7579622.535050 + Penalty 3579.896263 = -7576042.638788 nChanged 1 SP:Iteration 68Q (4814.804288 sec): 3 clusters Score: Raw -7579622.622597 + Penalty 3579.896263 = -7576042.726334 nChanged 1 SP:Iteration 69Q (4814.925498 sec): 3 clusters Score: Raw -7579622.647568 + Penalty 3579.896263 = -7576042.751305 nChanged 0 SP:Iteration 70F (4815.051747 sec): 3 clusters Score: Raw -7579622.647568 + Penalty 3579.896263 = -7576042.751305 nChanged 0 Trying to split cluster 6 (34038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4815.124849 sec): 2 clusters Score: Raw -4299751.536602 + Penalty 1695.725334 = -4298055.811267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4815.226182 sec): 3 clusters Score: Raw -4278508.174596 + Penalty 3391.450669 = -4275116.723927 nChanged 15790 SP:Iteration 1F (4815.322168 sec): 3 clusters Score: Raw -4287327.906422 + Penalty 3391.450669 = -4283936.455753 nChanged 1458 SP:Iteration 2Q (4815.425156 sec): 3 clusters Score: Raw -4287824.738859 + Penalty 3391.450669 = -4284433.288190 nChanged 1459 SP:Iteration 3Q (4815.531399 sec): 3 clusters Score: Raw -4288315.130522 + Penalty 3391.450669 = -4284923.679853 nChanged 1416 SP:Iteration 4Q (4815.648042 sec): 3 clusters Score: Raw -4288866.516142 + Penalty 3391.450669 = -4285475.065473 nChanged 1501 SP:Iteration 5Q (4815.758472 sec): 3 clusters Score: Raw -4289535.283267 + Penalty 3391.450669 = -4286143.832598 nChanged 1683 SP:Iteration 6Q (4815.869035 sec): 3 clusters Score: Raw -4290421.000939 + Penalty 3391.450669 = -4287029.550271 nChanged 1983 SP:Iteration 7F (4815.970092 sec): 3 clusters Score: Raw -4291706.348625 + Penalty 3391.450669 = -4288314.897957 nChanged 2167 SP:Iteration 8F (4816.054392 sec): 3 clusters Score: Raw -4293278.405878 + Penalty 3391.450669 = -4289886.955209 nChanged 2059 SP:Iteration 9F (4816.154857 sec): 3 clusters Score: Raw -4294896.744542 + Penalty 3391.450669 = -4291505.293873 nChanged 1768 SP:Iteration 10F (4816.245872 sec): 3 clusters Score: Raw -4296343.958324 + Penalty 3391.450669 = -4292952.507655 nChanged 1369 SP:Iteration 11Q (4816.344188 sec): 3 clusters Score: Raw -4297433.084884 + Penalty 3391.450669 = -4294041.634215 nChanged 1013 SP:Iteration 12Q (4816.429839 sec): 3 clusters Score: Raw -4298210.559855 + Penalty 3391.450669 = -4294819.109187 nChanged 703 SP:Iteration 13Q (4816.516327 sec): 3 clusters Score: Raw -4298741.690040 + Penalty 3391.450669 = -4295350.239371 nChanged 540 SP:Iteration 14Q (4816.606961 sec): 3 clusters Score: Raw -4299154.342047 + Penalty 3391.450669 = -4295762.891378 nChanged 379 SP:Iteration 15Q (4816.696230 sec): 3 clusters Score: Raw -4299455.929763 + Penalty 3391.450669 = -4296064.479095 nChanged 228 SP:Iteration 16Q (4816.792696 sec): 3 clusters Score: Raw -4299636.383549 + Penalty 3391.450669 = -4296244.932880 nChanged 127 SP:Iteration 17Q (4816.884437 sec): 3 clusters Score: Raw -4299748.357637 + Penalty 3391.450669 = -4296356.906969 nChanged 93 SP:Iteration 18Q (4816.973822 sec): 3 clusters Score: Raw -4299827.423407 + Penalty 3391.450669 = -4296435.972739 nChanged 55 SP:Iteration 19Q (4817.060574 sec): 3 clusters Score: Raw -4299880.584521 + Penalty 3391.450669 = -4296489.133852 nChanged 34 SP:Iteration 20F (4817.159077 sec): 3 clusters Score: Raw -4299909.740055 + Penalty 3391.450669 = -4296518.289386 nChanged 21 SP:Iteration 21Q (4817.238199 sec): 3 clusters Score: Raw -4299928.491418 + Penalty 3391.450669 = -4296537.040749 nChanged 18 SP:Iteration 22Q (4817.332235 sec): 3 clusters Score: Raw -4299941.053734 + Penalty 3391.450669 = -4296549.603065 nChanged 7 SP:Iteration 23Q (4817.404024 sec): 3 clusters Score: Raw -4299947.374318 + Penalty 3391.450669 = -4296555.923649 nChanged 6 SP:Iteration 24Q (4817.496314 sec): 3 clusters Score: Raw -4299953.077403 + Penalty 3391.450669 = -4296561.626734 nChanged 7 SP:Iteration 25Q (4817.579255 sec): 3 clusters Score: Raw -4299960.516995 + Penalty 3391.450669 = -4296569.066326 nChanged 11 SP:Iteration 26Q (4817.673293 sec): 3 clusters Score: Raw -4299968.085725 + Penalty 3391.450669 = -4296576.635057 nChanged 2 SP:Iteration 27Q (4817.754668 sec): 3 clusters Score: Raw -4299971.164352 + Penalty 3391.450669 = -4296579.713683 nChanged 1 SP:Iteration 28Q (4817.842356 sec): 3 clusters Score: Raw -4299971.702496 + Penalty 3391.450669 = -4296580.251827 nChanged 1 SP:Iteration 29Q (4817.937148 sec): 3 clusters Score: Raw -4299972.044597 + Penalty 3391.450669 = -4296580.593929 nChanged 2 SP:Iteration 30Q (4818.030417 sec): 3 clusters Score: Raw -4299973.657091 + Penalty 3391.450669 = -4296582.206422 nChanged 0 SP:Iteration 31F (4818.126147 sec): 3 clusters Score: Raw -4299973.657091 + Penalty 3391.450669 = -4296582.206422 nChanged 0 Trying to split cluster 7 (3885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4818.168775 sec): 2 clusters Score: Raw -426819.984540 + Penalty 1343.042718 = -425476.941823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4818.212102 sec): 3 clusters Score: Raw -424936.973151 + Penalty 2686.085435 = -422250.887715 nChanged 1564 SP:Iteration 1F (4818.261455 sec): 3 clusters Score: Raw -426148.711091 + Penalty 2686.085435 = -423462.625656 nChanged 422 SP:Iteration 2F (4818.313576 sec): 3 clusters Score: Raw -426656.103750 + Penalty 2686.085435 = -423970.018315 nChanged 343 SP:Iteration 3F (4818.373279 sec): 3 clusters Score: Raw -427122.910132 + Penalty 2686.085435 = -424436.824697 nChanged 298 SP:Iteration 4F (4818.413004 sec): 3 clusters Score: Raw -427494.091102 + Penalty 2686.085435 = -424808.005666 nChanged 231 SP:Iteration 5F (4818.460664 sec): 3 clusters Score: Raw -427735.698454 + Penalty 2686.085435 = -425049.613018 nChanged 157 SP:Iteration 6Q (4818.515607 sec): 3 clusters Score: Raw -427903.861968 + Penalty 2686.085435 = -425217.776533 nChanged 120 SP:Iteration 7Q (4818.575816 sec): 3 clusters Score: Raw -428020.229552 + Penalty 2686.085435 = -425334.144116 nChanged 93 SP:Iteration 8Q (4818.622976 sec): 3 clusters Score: Raw -428097.436614 + Penalty 2686.085435 = -425411.351178 nChanged 85 SP:Iteration 9Q (4818.664361 sec): 3 clusters Score: Raw -428163.606868 + Penalty 2686.085435 = -425477.521432 nChanged 66 SP:Iteration 10Q (4818.714961 sec): 3 clusters Score: Raw -428209.508473 + Penalty 2686.085435 = -425523.423038 nChanged 45 SP:Iteration 11Q (4818.767388 sec): 3 clusters Score: Raw -428241.706996 + Penalty 2686.085435 = -425555.621561 nChanged 41 SP:Iteration 12Q (4818.813265 sec): 3 clusters Score: Raw -428263.299763 + Penalty 2686.085435 = -425577.214328 nChanged 26 SP:Iteration 13Q (4818.872868 sec): 3 clusters Score: Raw -428278.644043 + Penalty 2686.085435 = -425592.558608 nChanged 30 SP:Iteration 14Q (4818.926122 sec): 3 clusters Score: Raw -428290.627320 + Penalty 2686.085435 = -425604.541885 nChanged 21 SP:Iteration 15Q (4818.971862 sec): 3 clusters Score: Raw -428297.750573 + Penalty 2686.085435 = -425611.665138 nChanged 19 SP:Iteration 16Q (4819.022306 sec): 3 clusters Score: Raw -428303.314756 + Penalty 2686.085435 = -425617.229321 nChanged 9 SP:Iteration 17Q (4819.044600 sec): 3 clusters Score: Raw -428305.345355 + Penalty 2686.085435 = -425619.259919 nChanged 3 SP:Iteration 18Q (4819.061730 sec): 3 clusters Score: Raw -428306.241596 + Penalty 2686.085435 = -425620.156161 nChanged 1 SP:Iteration 19Q (4819.079234 sec): 3 clusters Score: Raw -428306.533130 + Penalty 2686.085435 = -425620.447695 nChanged 0 SP:Iteration 20F (4819.140435 sec): 3 clusters Score: Raw -428306.533130 + Penalty 2686.085435 = -425620.447695 nChanged 0 Score: Raw -129550474.778818 + Penalty 101450.942987 = -129449023.835831 Splitting cluster 7 changes total score from -129449790.821303 to -129449023.835831 So it's not getting split. Trying to split cluster 8 (13264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4848.540494 sec): 2 clusters Score: Raw -1575394.106512 + Penalty 1542.581443 = -1573851.525070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4848.606752 sec): 3 clusters Score: Raw -1567573.868153 + Penalty 3085.162885 = -1564488.705268 nChanged 5896 SP:Iteration 1F (4848.676681 sec): 3 clusters Score: Raw -1570845.925141 + Penalty 3085.162885 = -1567760.762255 nChanged 761 SP:Iteration 2F (4848.736004 sec): 3 clusters Score: Raw -1571157.869173 + Penalty 3085.162885 = -1568072.706288 nChanged 659 SP:Iteration 3Q (4848.803564 sec): 3 clusters Score: Raw -1571422.559546 + Penalty 3085.162885 = -1568337.396661 nChanged 597 SP:Iteration 4Q (4848.874772 sec): 3 clusters Score: Raw -1571710.068937 + Penalty 3085.162885 = -1568624.906052 nChanged 598 SP:Iteration 5Q (4848.956300 sec): 3 clusters Score: Raw -1572020.351303 + Penalty 3085.162885 = -1568935.188418 nChanged 575 SP:Iteration 6Q (4849.019031 sec): 3 clusters Score: Raw -1572318.322324 + Penalty 3085.162885 = -1569233.159439 nChanged 571 SP:Iteration 7Q (4849.098768 sec): 3 clusters Score: Raw -1572636.538757 + Penalty 3085.162885 = -1569551.375872 nChanged 597 SP:Iteration 8Q (4849.162408 sec): 3 clusters Score: Raw -1572948.118736 + Penalty 3085.162885 = -1569862.955851 nChanged 499 SP:Iteration 9Q (4849.213833 sec): 3 clusters Score: Raw -1573201.672915 + Penalty 3085.162885 = -1570116.510030 nChanged 475 SP:Iteration 10Q (4849.248900 sec): 3 clusters Score: Raw -1573416.386358 + Penalty 3085.162885 = -1570331.223473 nChanged 431 SP:Iteration 11Q (4849.298338 sec): 3 clusters Score: Raw -1573634.601061 + Penalty 3085.162885 = -1570549.438176 nChanged 407 SP:Iteration 12Q (4849.369752 sec): 3 clusters Score: Raw -1573831.504198 + Penalty 3085.162885 = -1570746.341313 nChanged 381 SP:Iteration 13Q (4849.437134 sec): 3 clusters Score: Raw -1573989.634985 + Penalty 3085.162885 = -1570904.472100 nChanged 307 SP:Iteration 14Q (4849.506758 sec): 3 clusters Score: Raw -1574108.661603 + Penalty 3085.162885 = -1571023.498718 nChanged 263 SP:Iteration 15Q (4849.586079 sec): 3 clusters Score: Raw -1574204.346583 + Penalty 3085.162885 = -1571119.183698 nChanged 229 SP:Iteration 16Q (4849.647013 sec): 3 clusters Score: Raw -1574277.867271 + Penalty 3085.162885 = -1571192.704386 nChanged 200 SP:Iteration 17Q (4849.715847 sec): 3 clusters Score: Raw -1574344.842111 + Penalty 3085.162885 = -1571259.679226 nChanged 183 SP:Iteration 18Q (4849.785826 sec): 3 clusters Score: Raw -1574413.497516 + Penalty 3085.162885 = -1571328.334631 nChanged 171 SP:Iteration 19Q (4849.864459 sec): 3 clusters Score: Raw -1574467.362960 + Penalty 3085.162885 = -1571382.200075 nChanged 156 SP:Iteration 20F (4849.925664 sec): 3 clusters Score: Raw -1574518.063546 + Penalty 3085.162885 = -1571432.900661 nChanged 165 SP:Iteration 21Q (4849.993113 sec): 3 clusters Score: Raw -1574575.776167 + Penalty 3085.162885 = -1571490.613282 nChanged 182 SP:Iteration 22Q (4850.049049 sec): 3 clusters Score: Raw -1574645.609181 + Penalty 3085.162885 = -1571560.446296 nChanged 194 SP:Iteration 23Q (4850.123412 sec): 3 clusters Score: Raw -1574722.147472 + Penalty 3085.162885 = -1571636.984587 nChanged 180 SP:Iteration 24Q (4850.183108 sec): 3 clusters Score: Raw -1574790.790102 + Penalty 3085.162885 = -1571705.627217 nChanged 174 SP:Iteration 25Q (4850.249241 sec): 3 clusters Score: Raw -1574861.174168 + Penalty 3085.162885 = -1571776.011282 nChanged 177 SP:Iteration 26Q (4850.306442 sec): 3 clusters Score: Raw -1574936.922617 + Penalty 3085.162885 = -1571851.759731 nChanged 187 SP:Iteration 27Q (4850.373330 sec): 3 clusters Score: Raw -1575012.993516 + Penalty 3085.162885 = -1571927.830631 nChanged 177 SP:Iteration 28Q (4850.436005 sec): 3 clusters Score: Raw -1575083.571161 + Penalty 3085.162885 = -1571998.408276 nChanged 170 SP:Iteration 29Q (4850.496134 sec): 3 clusters Score: Raw -1575162.666723 + Penalty 3085.162885 = -1572077.503838 nChanged 189 SP:Iteration 30Q (4850.564536 sec): 3 clusters Score: Raw -1575251.629438 + Penalty 3085.162885 = -1572166.466553 nChanged 177 SP:Iteration 31Q (4850.631456 sec): 3 clusters Score: Raw -1575325.770513 + Penalty 3085.162885 = -1572240.607628 nChanged 147 SP:Iteration 32Q (4850.693748 sec): 3 clusters Score: Raw -1575386.174138 + Penalty 3085.162885 = -1572301.011253 nChanged 134 SP:Iteration 33Q (4850.756240 sec): 3 clusters Score: Raw -1575442.843753 + Penalty 3085.162885 = -1572357.680868 nChanged 107 SP:Iteration 34Q (4850.823512 sec): 3 clusters Score: Raw -1575484.876793 + Penalty 3085.162885 = -1572399.713908 nChanged 104 SP:Iteration 35Q (4850.885659 sec): 3 clusters Score: Raw -1575526.349140 + Penalty 3085.162885 = -1572441.186255 nChanged 97 SP:Iteration 36Q (4850.952187 sec): 3 clusters Score: Raw -1575566.729021 + Penalty 3085.162885 = -1572481.566135 nChanged 107 SP:Iteration 37Q (4851.019381 sec): 3 clusters Score: Raw -1575617.434788 + Penalty 3085.162885 = -1572532.271903 nChanged 101 SP:Iteration 38Q (4851.093044 sec): 3 clusters Score: Raw -1575670.712095 + Penalty 3085.162885 = -1572585.549210 nChanged 110 SP:Iteration 39Q (4851.160275 sec): 3 clusters Score: Raw -1575732.601913 + Penalty 3085.162885 = -1572647.439028 nChanged 98 SP:Iteration 40F (4851.216312 sec): 3 clusters Score: Raw -1575789.561688 + Penalty 3085.162885 = -1572704.398803 nChanged 121 SP:Iteration 41Q (4851.284805 sec): 3 clusters Score: Raw -1575871.870467 + Penalty 3085.162885 = -1572786.707582 nChanged 111 SP:Iteration 42Q (4851.358908 sec): 3 clusters Score: Raw -1575956.053359 + Penalty 3085.162885 = -1572870.890474 nChanged 106 SP:Iteration 43Q (4851.425928 sec): 3 clusters Score: Raw -1576030.494718 + Penalty 3085.162885 = -1572945.331833 nChanged 111 SP:Iteration 44Q (4851.491166 sec): 3 clusters Score: Raw -1576114.834219 + Penalty 3085.162885 = -1573029.671333 nChanged 103 SP:Iteration 45Q (4851.549732 sec): 3 clusters Score: Raw -1576197.805536 + Penalty 3085.162885 = -1573112.642651 nChanged 103 SP:Iteration 46Q (4851.618558 sec): 3 clusters Score: Raw -1576271.277618 + Penalty 3085.162885 = -1573186.114733 nChanged 95 SP:Iteration 47Q (4851.685415 sec): 3 clusters Score: Raw -1576329.209853 + Penalty 3085.162885 = -1573244.046967 nChanged 84 SP:Iteration 48Q (4851.760472 sec): 3 clusters Score: Raw -1576373.701495 + Penalty 3085.162885 = -1573288.538610 nChanged 60 SP:Iteration 49Q (4851.827365 sec): 3 clusters Score: Raw -1576398.702419 + Penalty 3085.162885 = -1573313.539534 nChanged 41 SP:Iteration 50Q (4851.895502 sec): 3 clusters Score: Raw -1576413.751712 + Penalty 3085.162885 = -1573328.588827 nChanged 32 SP:Iteration 51Q (4851.961349 sec): 3 clusters Score: Raw -1576423.768953 + Penalty 3085.162885 = -1573338.606068 nChanged 23 SP:Iteration 52Q (4852.019434 sec): 3 clusters Score: Raw -1576432.641066 + Penalty 3085.162885 = -1573347.478181 nChanged 23 SP:Iteration 53Q (4852.091243 sec): 3 clusters Score: Raw -1576440.219245 + Penalty 3085.162885 = -1573355.056360 nChanged 17 SP:Iteration 54Q (4852.146202 sec): 3 clusters Score: Raw -1576446.256888 + Penalty 3085.162885 = -1573361.094003 nChanged 14 SP:Iteration 55Q (4852.220758 sec): 3 clusters Score: Raw -1576449.269353 + Penalty 3085.162885 = -1573364.106468 nChanged 11 SP:Iteration 56Q (4852.285073 sec): 3 clusters Score: Raw -1576452.853846 + Penalty 3085.162885 = -1573367.690961 nChanged 6 SP:Iteration 57Q (4852.347137 sec): 3 clusters Score: Raw -1576454.440380 + Penalty 3085.162885 = -1573369.277495 nChanged 6 SP:Iteration 58Q (4852.411816 sec): 3 clusters Score: Raw -1576455.848956 + Penalty 3085.162885 = -1573370.686071 nChanged 7 SP:Iteration 59Q (4852.480595 sec): 3 clusters Score: Raw -1576458.809281 + Penalty 3085.162885 = -1573373.646396 nChanged 8 SP:Iteration 60F (4852.550762 sec): 3 clusters Score: Raw -1576477.821769 + Penalty 3085.162885 = -1573392.658884 nChanged 15 SP:Iteration 61Q (4852.616630 sec): 3 clusters Score: Raw -1576487.799947 + Penalty 3085.162885 = -1573402.637062 nChanged 15 SP:Iteration 62Q (4852.665721 sec): 3 clusters Score: Raw -1576492.936547 + Penalty 3085.162885 = -1573407.773662 nChanged 6 SP:Iteration 63Q (4852.731890 sec): 3 clusters Score: Raw -1576494.242372 + Penalty 3085.162885 = -1573409.079487 nChanged 5 SP:Iteration 64Q (4852.791140 sec): 3 clusters Score: Raw -1576495.445812 + Penalty 3085.162885 = -1573410.282927 nChanged 4 SP:Iteration 65Q (4852.851104 sec): 3 clusters Score: Raw -1576496.363037 + Penalty 3085.162885 = -1573411.200152 nChanged 2 SP:Iteration 66Q (4852.920684 sec): 3 clusters Score: Raw -1576496.802206 + Penalty 3085.162885 = -1573411.639321 nChanged 1 SP:Iteration 67Q (4852.982073 sec): 3 clusters Score: Raw -1576496.931006 + Penalty 3085.162885 = -1573411.768121 nChanged 0 SP:Iteration 68F (4853.048312 sec): 3 clusters Score: Raw -1576496.931006 + Penalty 3085.162885 = -1573411.768121 nChanged 0 Trying to split cluster 9 (50237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4853.143812 sec): 2 clusters Score: Raw -6259078.234083 + Penalty 1758.982401 = -6257319.251681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4853.278722 sec): 3 clusters Score: Raw -6227148.366664 + Penalty 3517.964803 = -6223630.401861 nChanged 23582 SP:Iteration 1F (4853.380736 sec): 3 clusters Score: Raw -6240744.073611 + Penalty 3517.964803 = -6237226.108809 nChanged 2207 SP:Iteration 2Q (4853.514926 sec): 3 clusters Score: Raw -6241518.142692 + Penalty 3517.964803 = -6238000.177889 nChanged 2332 SP:Iteration 3Q (4853.663469 sec): 3 clusters Score: Raw -6242464.068616 + Penalty 3517.964803 = -6238946.103813 nChanged 2497 SP:Iteration 4Q (4853.794413 sec): 3 clusters Score: Raw -6243616.018372 + Penalty 3517.964803 = -6240098.053569 nChanged 2663 SP:Iteration 5F (4853.930549 sec): 3 clusters Score: Raw -6245107.720333 + Penalty 3517.964803 = -6241589.755530 nChanged 2833 SP:Iteration 6F (4854.076460 sec): 3 clusters Score: Raw -6247004.448634 + Penalty 3517.964803 = -6243486.483831 nChanged 2956 SP:Iteration 7F (4854.215085 sec): 3 clusters Score: Raw -6249179.668626 + Penalty 3517.964803 = -6245661.703823 nChanged 2743 SP:Iteration 8F (4854.346844 sec): 3 clusters Score: Raw -6251231.173510 + Penalty 3517.964803 = -6247713.208707 nChanged 2322 SP:Iteration 9Q (4854.475006 sec): 3 clusters Score: Raw -6253017.053581 + Penalty 3517.964803 = -6249499.088778 nChanged 1894 SP:Iteration 10Q (4854.621604 sec): 3 clusters Score: Raw -6254328.936144 + Penalty 3517.964803 = -6250810.971341 nChanged 1491 SP:Iteration 11Q (4854.756645 sec): 3 clusters Score: Raw -6255308.408868 + Penalty 3517.964803 = -6251790.444065 nChanged 1269 SP:Iteration 12Q (4854.888922 sec): 3 clusters Score: Raw -6256108.468770 + Penalty 3517.964803 = -6252590.503967 nChanged 1098 SP:Iteration 13Q (4855.013509 sec): 3 clusters Score: Raw -6256781.579878 + Penalty 3517.964803 = -6253263.615075 nChanged 956 SP:Iteration 14Q (4855.136318 sec): 3 clusters Score: Raw -6257367.811853 + Penalty 3517.964803 = -6253849.847050 nChanged 785 SP:Iteration 15Q (4855.271461 sec): 3 clusters Score: Raw -6257845.996002 + Penalty 3517.964803 = -6254328.031199 nChanged 668 SP:Iteration 16Q (4855.393058 sec): 3 clusters Score: Raw -6258244.675687 + Penalty 3517.964803 = -6254726.710885 nChanged 510 SP:Iteration 17Q (4855.512552 sec): 3 clusters Score: Raw -6258545.453419 + Penalty 3517.964803 = -6255027.488616 nChanged 392 SP:Iteration 18Q (4855.632187 sec): 3 clusters Score: Raw -6258781.293007 + Penalty 3517.964803 = -6255263.328204 nChanged 276 SP:Iteration 19Q (4855.738179 sec): 3 clusters Score: Raw -6258926.471030 + Penalty 3517.964803 = -6255408.506227 nChanged 191 SP:Iteration 20F (4855.870283 sec): 3 clusters Score: Raw -6259025.419782 + Penalty 3517.964803 = -6255507.454979 nChanged 153 SP:Iteration 21Q (4855.988633 sec): 3 clusters Score: Raw -6259123.772367 + Penalty 3517.964803 = -6255605.807564 nChanged 128 SP:Iteration 22Q (4856.103136 sec): 3 clusters Score: Raw -6259187.545837 + Penalty 3517.964803 = -6255669.581034 nChanged 73 SP:Iteration 23Q (4856.219174 sec): 3 clusters Score: Raw -6259219.845908 + Penalty 3517.964803 = -6255701.881105 nChanged 63 SP:Iteration 24Q (4856.326992 sec): 3 clusters Score: Raw -6259249.654909 + Penalty 3517.964803 = -6255731.690106 nChanged 56 SP:Iteration 25Q (4856.442683 sec): 3 clusters Score: Raw -6259278.032720 + Penalty 3517.964803 = -6255760.067917 nChanged 43 SP:Iteration 26Q (4856.544183 sec): 3 clusters Score: Raw -6259304.956107 + Penalty 3517.964803 = -6255786.991304 nChanged 40 SP:Iteration 27Q (4856.652281 sec): 3 clusters Score: Raw -6259327.596291 + Penalty 3517.964803 = -6255809.631488 nChanged 27 SP:Iteration 28Q (4856.773014 sec): 3 clusters Score: Raw -6259342.590138 + Penalty 3517.964803 = -6255824.625335 nChanged 20 SP:Iteration 29Q (4856.879687 sec): 3 clusters Score: Raw -6259349.759042 + Penalty 3517.964803 = -6255831.794239 nChanged 9 SP:Iteration 30Q (4856.985156 sec): 3 clusters Score: Raw -6259355.457973 + Penalty 3517.964803 = -6255837.493170 nChanged 9 SP:Iteration 31Q (4857.095023 sec): 3 clusters Score: Raw -6259359.102081 + Penalty 3517.964803 = -6255841.137278 nChanged 10 SP:Iteration 32Q (4857.215284 sec): 3 clusters Score: Raw -6259364.189588 + Penalty 3517.964803 = -6255846.224785 nChanged 13 SP:Iteration 33Q (4857.315426 sec): 3 clusters Score: Raw -6259368.523029 + Penalty 3517.964803 = -6255850.558226 nChanged 11 SP:Iteration 34Q (4857.415727 sec): 3 clusters Score: Raw -6259372.784974 + Penalty 3517.964803 = -6255854.820171 nChanged 9 SP:Iteration 35Q (4857.498615 sec): 3 clusters Score: Raw -6259376.731619 + Penalty 3517.964803 = -6255858.766816 nChanged 9 SP:Iteration 36Q (4857.620867 sec): 3 clusters Score: Raw -6259381.835846 + Penalty 3517.964803 = -6255863.871043 nChanged 10 SP:Iteration 37Q (4857.732167 sec): 3 clusters Score: Raw -6259386.009824 + Penalty 3517.964803 = -6255868.045021 nChanged 7 SP:Iteration 38Q (4857.839394 sec): 3 clusters Score: Raw -6259388.652604 + Penalty 3517.964803 = -6255870.687802 nChanged 6 SP:Iteration 39Q (4857.955535 sec): 3 clusters Score: Raw -6259390.864539 + Penalty 3517.964803 = -6255872.899736 nChanged 4 SP:Iteration 40F (4858.087084 sec): 3 clusters Score: Raw -6259392.284439 + Penalty 3517.964803 = -6255874.319636 nChanged 1 SP:Iteration 41Q (4858.201893 sec): 3 clusters Score: Raw -6259392.923315 + Penalty 3517.964803 = -6255874.958512 nChanged 1 SP:Iteration 42Q (4858.315097 sec): 3 clusters Score: Raw -6259393.105232 + Penalty 3517.964803 = -6255875.140429 nChanged 0 SP:Iteration 43F (4858.447456 sec): 3 clusters Score: Raw -6259393.105232 + Penalty 3517.964803 = -6255875.140429 nChanged 0 Trying to split cluster 10 (4098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4858.482650 sec): 2 clusters Score: Raw -500598.580685 + Penalty 1351.716328 = -499246.864356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4858.530500 sec): 3 clusters Score: Raw -498535.291063 + Penalty 2703.432657 = -495831.858406 nChanged 1623 SP:Iteration 1F (4858.572062 sec): 3 clusters Score: Raw -499506.853938 + Penalty 2703.432657 = -496803.421281 nChanged 336 SP:Iteration 2F (4858.630946 sec): 3 clusters Score: Raw -499718.115003 + Penalty 2703.432657 = -497014.682346 nChanged 215 SP:Iteration 3F (4858.671146 sec): 3 clusters Score: Raw -499835.757866 + Penalty 2703.432657 = -497132.325209 nChanged 172 SP:Iteration 4Q (4858.730096 sec): 3 clusters Score: Raw -499937.503210 + Penalty 2703.432657 = -497234.070553 nChanged 160 SP:Iteration 5Q (4858.781179 sec): 3 clusters Score: Raw -500032.986669 + Penalty 2703.432657 = -497329.554012 nChanged 138 SP:Iteration 6Q (4858.837136 sec): 3 clusters Score: Raw -500130.151864 + Penalty 2703.432657 = -497426.719207 nChanged 126 SP:Iteration 7Q (4858.874599 sec): 3 clusters Score: Raw -500224.829956 + Penalty 2703.432657 = -497521.397299 nChanged 122 SP:Iteration 8Q (4858.929061 sec): 3 clusters Score: Raw -500332.189978 + Penalty 2703.432657 = -497628.757321 nChanged 139 SP:Iteration 9Q (4858.974159 sec): 3 clusters Score: Raw -500470.274412 + Penalty 2703.432657 = -497766.841755 nChanged 133 SP:Iteration 10Q (4859.023763 sec): 3 clusters Score: Raw -500610.322009 + Penalty 2703.432657 = -497906.889353 nChanged 119 SP:Iteration 11Q (4859.072544 sec): 3 clusters Score: Raw -500714.577517 + Penalty 2703.432657 = -498011.144860 nChanged 95 SP:Iteration 12Q (4859.128070 sec): 3 clusters Score: Raw -500821.447524 + Penalty 2703.432657 = -498118.014867 nChanged 88 SP:Iteration 13Q (4859.174389 sec): 3 clusters Score: Raw -500921.016857 + Penalty 2703.432657 = -498217.584200 nChanged 83 SP:Iteration 14Q (4859.236131 sec): 3 clusters Score: Raw -501009.575015 + Penalty 2703.432657 = -498306.142358 nChanged 74 SP:Iteration 15Q (4859.284279 sec): 3 clusters Score: Raw -501080.283237 + Penalty 2703.432657 = -498376.850580 nChanged 63 SP:Iteration 16Q (4859.334498 sec): 3 clusters Score: Raw -501131.759816 + Penalty 2703.432657 = -498428.327159 nChanged 50 SP:Iteration 17Q (4859.388493 sec): 3 clusters Score: Raw -501171.024627 + Penalty 2703.432657 = -498467.591970 nChanged 37 SP:Iteration 18Q (4859.438933 sec): 3 clusters Score: Raw -501199.819465 + Penalty 2703.432657 = -498496.386808 nChanged 25 SP:Iteration 19Q (4859.484682 sec): 3 clusters Score: Raw -501217.636799 + Penalty 2703.432657 = -498514.204142 nChanged 19 SP:Iteration 20F (4859.536657 sec): 3 clusters Score: Raw -501231.542345 + Penalty 2703.432657 = -498528.109688 nChanged 18 SP:Iteration 21Q (4859.591919 sec): 3 clusters Score: Raw -501241.513231 + Penalty 2703.432657 = -498538.080575 nChanged 11 SP:Iteration 22Q (4859.644760 sec): 3 clusters Score: Raw -501249.827013 + Penalty 2703.432657 = -498546.394356 nChanged 11 SP:Iteration 23Q (4859.685657 sec): 3 clusters Score: Raw -501258.983530 + Penalty 2703.432657 = -498555.550873 nChanged 13 SP:Iteration 24Q (4859.743884 sec): 3 clusters Score: Raw -501266.525205 + Penalty 2703.432657 = -498563.092548 nChanged 11 SP:Iteration 25Q (4859.786653 sec): 3 clusters Score: Raw -501272.157063 + Penalty 2703.432657 = -498568.724406 nChanged 13 SP:Iteration 26Q (4859.840082 sec): 3 clusters Score: Raw -501281.942804 + Penalty 2703.432657 = -498578.510147 nChanged 12 SP:Iteration 27Q (4859.892602 sec): 3 clusters Score: Raw -501291.987747 + Penalty 2703.432657 = -498588.555090 nChanged 7 SP:Iteration 28Q (4859.937699 sec): 3 clusters Score: Raw -501296.354401 + Penalty 2703.432657 = -498592.921744 nChanged 9 SP:Iteration 29Q (4859.989883 sec): 3 clusters Score: Raw -501300.864725 + Penalty 2703.432657 = -498597.432068 nChanged 4 SP:Iteration 30Q (4860.034305 sec): 3 clusters Score: Raw -501303.405020 + Penalty 2703.432657 = -498599.972363 nChanged 6 SP:Iteration 31Q (4860.070404 sec): 3 clusters Score: Raw -501307.605446 + Penalty 2703.432657 = -498604.172789 nChanged 2 SP:Iteration 32Q (4860.132094 sec): 3 clusters Score: Raw -501309.643063 + Penalty 2703.432657 = -498606.210406 nChanged 2 SP:Iteration 33Q (4860.179992 sec): 3 clusters Score: Raw -501310.217684 + Penalty 2703.432657 = -498606.785027 nChanged 0 SP:Iteration 34F (4860.218701 sec): 3 clusters Score: Raw -501310.217684 + Penalty 2703.432657 = -498606.785027 nChanged 0 Trying to split cluster 11 (4014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4860.256686 sec): 2 clusters Score: Raw -493958.197074 + Penalty 1348.350824 = -492609.846251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4860.300426 sec): 3 clusters Score: Raw -491949.417353 + Penalty 2696.701647 = -489252.715706 nChanged 1614 SP:Iteration 1F (4860.341142 sec): 3 clusters Score: Raw -492922.509381 + Penalty 2696.701647 = -490225.807734 nChanged 292 SP:Iteration 2F (4860.394321 sec): 3 clusters Score: Raw -493139.721624 + Penalty 2696.701647 = -490443.019977 nChanged 234 SP:Iteration 3F (4860.449802 sec): 3 clusters Score: Raw -493333.652248 + Penalty 2696.701647 = -490636.950601 nChanged 202 SP:Iteration 4F (4860.502452 sec): 3 clusters Score: Raw -493471.328533 + Penalty 2696.701647 = -490774.626886 nChanged 179 SP:Iteration 5Q (4860.548692 sec): 3 clusters Score: Raw -493574.433315 + Penalty 2696.701647 = -490877.731668 nChanged 176 SP:Iteration 6Q (4860.602839 sec): 3 clusters Score: Raw -493673.095234 + Penalty 2696.701647 = -490976.393587 nChanged 168 SP:Iteration 7Q (4860.652212 sec): 3 clusters Score: Raw -493772.920917 + Penalty 2696.701647 = -491076.219270 nChanged 163 SP:Iteration 8Q (4860.695772 sec): 3 clusters Score: Raw -493868.031256 + Penalty 2696.701647 = -491171.329609 nChanged 153 SP:Iteration 9Q (4860.745320 sec): 3 clusters Score: Raw -493971.620393 + Penalty 2696.701647 = -491274.918746 nChanged 157 SP:Iteration 10Q (4860.789371 sec): 3 clusters Score: Raw -494080.416401 + Penalty 2696.701647 = -491383.714754 nChanged 132 SP:Iteration 11Q (4860.825364 sec): 3 clusters Score: Raw -494176.595421 + Penalty 2696.701647 = -491479.893774 nChanged 136 SP:Iteration 12Q (4860.893289 sec): 3 clusters Score: Raw -494286.899851 + Penalty 2696.701647 = -491590.198204 nChanged 128 SP:Iteration 13Q (4860.937304 sec): 3 clusters Score: Raw -494398.263103 + Penalty 2696.701647 = -491701.561456 nChanged 94 SP:Iteration 14Q (4860.980910 sec): 3 clusters Score: Raw -494473.913475 + Penalty 2696.701647 = -491777.211828 nChanged 65 SP:Iteration 15Q (4861.033884 sec): 3 clusters Score: Raw -494517.916151 + Penalty 2696.701647 = -491821.214504 nChanged 42 SP:Iteration 16Q (4861.089084 sec): 3 clusters Score: Raw -494547.563428 + Penalty 2696.701647 = -491850.861781 nChanged 36 SP:Iteration 17Q (4861.141970 sec): 3 clusters Score: Raw -494570.687392 + Penalty 2696.701647 = -491873.985745 nChanged 26 SP:Iteration 18Q (4861.193660 sec): 3 clusters Score: Raw -494589.664810 + Penalty 2696.701647 = -491892.963163 nChanged 22 SP:Iteration 19Q (4861.247385 sec): 3 clusters Score: Raw -494606.914373 + Penalty 2696.701647 = -491910.212726 nChanged 12 SP:Iteration 20F (4861.295834 sec): 3 clusters Score: Raw -494616.548337 + Penalty 2696.701647 = -491919.846690 nChanged 8 SP:Iteration 21Q (4861.345322 sec): 3 clusters Score: Raw -494623.445333 + Penalty 2696.701647 = -491926.743686 nChanged 6 SP:Iteration 22Q (4861.381718 sec): 3 clusters Score: Raw -494628.863798 + Penalty 2696.701647 = -491932.162151 nChanged 5 SP:Iteration 23Q (4861.435411 sec): 3 clusters Score: Raw -494633.061066 + Penalty 2696.701647 = -491936.359419 nChanged 3 SP:Iteration 24Q (4861.472340 sec): 3 clusters Score: Raw -494636.217552 + Penalty 2696.701647 = -491939.515905 nChanged 3 SP:Iteration 25Q (4861.518200 sec): 3 clusters Score: Raw -494639.528760 + Penalty 2696.701647 = -491942.827113 nChanged 3 SP:Iteration 26Q (4861.570788 sec): 3 clusters Score: Raw -494646.401339 + Penalty 2696.701647 = -491949.699692 nChanged 5 SP:Iteration 27Q (4861.618417 sec): 3 clusters Score: Raw -494653.760270 + Penalty 2696.701647 = -491957.058623 nChanged 4 SP:Iteration 28Q (4861.669878 sec): 3 clusters Score: Raw -494660.309316 + Penalty 2696.701647 = -491963.607669 nChanged 4 SP:Iteration 29Q (4861.722623 sec): 3 clusters Score: Raw -494663.508883 + Penalty 2696.701647 = -491966.807236 nChanged 3 SP:Iteration 30Q (4861.766103 sec): 3 clusters Score: Raw -494665.655929 + Penalty 2696.701647 = -491968.954282 nChanged 3 SP:Iteration 31Q (4861.817766 sec): 3 clusters Score: Raw -494668.308460 + Penalty 2696.701647 = -491971.606813 nChanged 1 SP:Iteration 32Q (4861.862570 sec): 3 clusters Score: Raw -494669.850455 + Penalty 2696.701647 = -491973.148808 nChanged 0 SP:Iteration 33F (4861.922856 sec): 3 clusters Score: Raw -494669.850455 + Penalty 2696.701647 = -491973.148808 nChanged 0 Trying to split cluster 12 (127989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4862.121729 sec): 2 clusters Score: Raw -15851862.671721 + Penalty 1910.951185 = -15849951.720536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4862.378710 sec): 3 clusters Score: Raw -15768110.723699 + Penalty 3821.902371 = -15764288.821329 nChanged 61471 SP:Iteration 1F (4862.637409 sec): 3 clusters Score: Raw -15804602.692031 + Penalty 3821.902371 = -15800780.789661 nChanged 4445 SP:Iteration 2Q (4862.892416 sec): 3 clusters Score: Raw -15805792.655417 + Penalty 3821.902371 = -15801970.753046 nChanged 4743 SP:Iteration 3Q (4863.156054 sec): 3 clusters Score: Raw -15807245.233807 + Penalty 3821.902371 = -15803423.331436 nChanged 5203 SP:Iteration 4Q (4863.422068 sec): 3 clusters Score: Raw -15809272.016320 + Penalty 3821.902371 = -15805450.113950 nChanged 6021 SP:Iteration 5Q (4863.686608 sec): 3 clusters Score: Raw -15812148.301796 + Penalty 3821.902371 = -15808326.399426 nChanged 6875 SP:Iteration 6F (4863.942118 sec): 3 clusters Score: Raw -15816213.782793 + Penalty 3821.902371 = -15812391.880423 nChanged 7723 SP:Iteration 7F (4864.187065 sec): 3 clusters Score: Raw -15821416.622884 + Penalty 3821.902371 = -15817594.720513 nChanged 7633 SP:Iteration 8F (4864.446744 sec): 3 clusters Score: Raw -15826725.185983 + Penalty 3821.902371 = -15822903.283612 nChanged 6934 SP:Iteration 9F (4864.700897 sec): 3 clusters Score: Raw -15831176.371394 + Penalty 3821.902371 = -15827354.469024 nChanged 5533 SP:Iteration 10Q (4864.961702 sec): 3 clusters Score: Raw -15833988.430890 + Penalty 3821.902371 = -15830166.528520 nChanged 4023 SP:Iteration 11Q (4865.210994 sec): 3 clusters Score: Raw -15835737.584507 + Penalty 3821.902371 = -15831915.682137 nChanged 3201 SP:Iteration 12Q (4865.448950 sec): 3 clusters Score: Raw -15837050.569811 + Penalty 3821.902371 = -15833228.667440 nChanged 2901 SP:Iteration 13Q (4865.686787 sec): 3 clusters Score: Raw -15838289.321497 + Penalty 3821.902371 = -15834467.419126 nChanged 2883 SP:Iteration 14Q (4865.908431 sec): 3 clusters Score: Raw -15839576.342278 + Penalty 3821.902371 = -15835754.439908 nChanged 2815 SP:Iteration 15Q (4866.128054 sec): 3 clusters Score: Raw -15840878.160483 + Penalty 3821.902371 = -15837056.258112 nChanged 2793 SP:Iteration 16Q (4866.373195 sec): 3 clusters Score: Raw -15842270.015009 + Penalty 3821.902371 = -15838448.112638 nChanged 2728 SP:Iteration 17Q (4866.611881 sec): 3 clusters Score: Raw -15843729.074782 + Penalty 3821.902371 = -15839907.172411 nChanged 2636 SP:Iteration 18Q (4866.846982 sec): 3 clusters Score: Raw -15845285.738880 + Penalty 3821.902371 = -15841463.836510 nChanged 2413 SP:Iteration 19Q (4867.082028 sec): 3 clusters Score: Raw -15846793.779330 + Penalty 3821.902371 = -15842971.876960 nChanged 2188 SP:Iteration 20F (4867.335353 sec): 3 clusters Score: Raw -15848197.746636 + Penalty 3821.902371 = -15844375.844266 nChanged 1841 SP:Iteration 21Q (4867.559672 sec): 3 clusters Score: Raw -15849397.163388 + Penalty 3821.902371 = -15845575.261017 nChanged 1478 SP:Iteration 22Q (4867.786708 sec): 3 clusters Score: Raw -15850312.884037 + Penalty 3821.902371 = -15846490.981667 nChanged 1122 SP:Iteration 23Q (4868.007025 sec): 3 clusters Score: Raw -15850978.663584 + Penalty 3821.902371 = -15847156.761213 nChanged 819 SP:Iteration 24Q (4868.218262 sec): 3 clusters Score: Raw -15851417.530107 + Penalty 3821.902371 = -15847595.627736 nChanged 580 SP:Iteration 25Q (4868.435304 sec): 3 clusters Score: Raw -15851716.088564 + Penalty 3821.902371 = -15847894.186194 nChanged 439 SP:Iteration 26Q (4868.655769 sec): 3 clusters Score: Raw -15851929.856341 + Penalty 3821.902371 = -15848107.953971 nChanged 304 SP:Iteration 27Q (4868.874419 sec): 3 clusters Score: Raw -15852074.072690 + Penalty 3821.902371 = -15848252.170320 nChanged 258 SP:Iteration 28Q (4869.085459 sec): 3 clusters Score: Raw -15852202.158477 + Penalty 3821.902371 = -15848380.256107 nChanged 179 SP:Iteration 29Q (4869.293346 sec): 3 clusters Score: Raw -15852278.555416 + Penalty 3821.902371 = -15848456.653045 nChanged 135 SP:Iteration 30Q (4869.495948 sec): 3 clusters Score: Raw -15852338.419382 + Penalty 3821.902371 = -15848516.517011 nChanged 116 SP:Iteration 31Q (4869.703789 sec): 3 clusters Score: Raw -15852394.465165 + Penalty 3821.902371 = -15848572.562795 nChanged 96 SP:Iteration 32Q (4869.894621 sec): 3 clusters Score: Raw -15852439.470175 + Penalty 3821.902371 = -15848617.567805 nChanged 73 SP:Iteration 33Q (4870.085855 sec): 3 clusters Score: Raw -15852470.776017 + Penalty 3821.902371 = -15848648.873646 nChanged 50 SP:Iteration 34Q (4870.295794 sec): 3 clusters Score: Raw -15852490.267226 + Penalty 3821.902371 = -15848668.364856 nChanged 54 SP:Iteration 35Q (4870.504959 sec): 3 clusters Score: Raw -15852502.859007 + Penalty 3821.902371 = -15848680.956636 nChanged 31 SP:Iteration 36Q (4870.719404 sec): 3 clusters Score: Raw -15852508.862305 + Penalty 3821.902371 = -15848686.959934 nChanged 25 SP:Iteration 37Q (4870.939988 sec): 3 clusters Score: Raw -15852514.330251 + Penalty 3821.902371 = -15848692.427880 nChanged 14 SP:Iteration 38Q (4871.147680 sec): 3 clusters Score: Raw -15852517.530604 + Penalty 3821.902371 = -15848695.628234 nChanged 11 SP:Iteration 39Q (4871.362719 sec): 3 clusters Score: Raw -15852520.125450 + Penalty 3821.902371 = -15848698.223080 nChanged 7 SP:Iteration 40F (4871.606807 sec): 3 clusters Score: Raw -15852521.324392 + Penalty 3821.902371 = -15848699.422021 nChanged 8 SP:Iteration 41Q (4871.830701 sec): 3 clusters Score: Raw -15852522.782379 + Penalty 3821.902371 = -15848700.880008 nChanged 8 SP:Iteration 42Q (4872.044671 sec): 3 clusters Score: Raw -15852525.160567 + Penalty 3821.902371 = -15848703.258197 nChanged 10 SP:Iteration 43Q (4872.257230 sec): 3 clusters Score: Raw -15852527.692423 + Penalty 3821.902371 = -15848705.790052 nChanged 13 SP:Iteration 44Q (4872.476048 sec): 3 clusters Score: Raw -15852530.760087 + Penalty 3821.902371 = -15848708.857716 nChanged 12 SP:Iteration 45Q (4872.669733 sec): 3 clusters Score: Raw -15852534.019757 + Penalty 3821.902371 = -15848712.117387 nChanged 10 SP:Iteration 46Q (4872.884820 sec): 3 clusters Score: Raw -15852536.185141 + Penalty 3821.902371 = -15848714.282770 nChanged 11 SP:Iteration 47Q (4873.103646 sec): 3 clusters Score: Raw -15852538.762455 + Penalty 3821.902371 = -15848716.860084 nChanged 9 SP:Iteration 48Q (4873.301254 sec): 3 clusters Score: Raw -15852541.096329 + Penalty 3821.902371 = -15848719.193958 nChanged 5 SP:Iteration 49Q (4873.503692 sec): 3 clusters Score: Raw -15852541.970871 + Penalty 3821.902371 = -15848720.068501 nChanged 4 SP:Iteration 50Q (4873.722797 sec): 3 clusters Score: Raw -15852542.593336 + Penalty 3821.902371 = -15848720.690965 nChanged 4 SP:Iteration 51Q (4873.949308 sec): 3 clusters Score: Raw -15852543.578078 + Penalty 3821.902371 = -15848721.675708 nChanged 7 SP:Iteration 52Q (4874.153369 sec): 3 clusters Score: Raw -15852545.756430 + Penalty 3821.902371 = -15848723.854060 nChanged 7 SP:Iteration 53Q (4874.353632 sec): 3 clusters Score: Raw -15852547.597930 + Penalty 3821.902371 = -15848725.695560 nChanged 5 SP:Iteration 54Q (4874.557440 sec): 3 clusters Score: Raw -15852549.513976 + Penalty 3821.902371 = -15848727.611606 nChanged 5 SP:Iteration 55Q (4874.773941 sec): 3 clusters Score: Raw -15852551.526840 + Penalty 3821.902371 = -15848729.624469 nChanged 9 SP:Iteration 56Q (4874.962878 sec): 3 clusters Score: Raw -15852553.248999 + Penalty 3821.902371 = -15848731.346629 nChanged 7 SP:Iteration 57Q (4875.179569 sec): 3 clusters Score: Raw -15852554.476712 + Penalty 3821.902371 = -15848732.574342 nChanged 8 SP:Iteration 58Q (4875.379160 sec): 3 clusters Score: Raw -15852556.035649 + Penalty 3821.902371 = -15848734.133279 nChanged 5 SP:Iteration 59Q (4875.581266 sec): 3 clusters Score: Raw -15852557.749514 + Penalty 3821.902371 = -15848735.847144 nChanged 8 SP:Iteration 60F (4875.835608 sec): 3 clusters Score: Raw -15852560.590012 + Penalty 3821.902371 = -15848738.687642 nChanged 10 SP:Iteration 61Q (4876.049839 sec): 3 clusters Score: Raw -15852562.826004 + Penalty 3821.902371 = -15848740.923633 nChanged 6 SP:Iteration 62Q (4876.260817 sec): 3 clusters Score: Raw -15852564.854780 + Penalty 3821.902371 = -15848742.952410 nChanged 10 SP:Iteration 63Q (4876.477552 sec): 3 clusters Score: Raw -15852567.767428 + Penalty 3821.902371 = -15848745.865058 nChanged 7 SP:Iteration 64Q (4876.684572 sec): 3 clusters Score: Raw -15852569.823751 + Penalty 3821.902371 = -15848747.921380 nChanged 7 SP:Iteration 65Q (4876.896554 sec): 3 clusters Score: Raw -15852570.711981 + Penalty 3821.902371 = -15848748.809611 nChanged 3 SP:Iteration 66Q (4877.103531 sec): 3 clusters Score: Raw -15852571.051618 + Penalty 3821.902371 = -15848749.149248 nChanged 3 SP:Iteration 67Q (4877.303078 sec): 3 clusters Score: Raw -15852571.758178 + Penalty 3821.902371 = -15848749.855807 nChanged 4 SP:Iteration 68Q (4877.493343 sec): 3 clusters Score: Raw -15852572.485775 + Penalty 3821.902371 = -15848750.583405 nChanged 3 SP:Iteration 69Q (4877.717408 sec): 3 clusters Score: Raw -15852573.227537 + Penalty 3821.902371 = -15848751.325166 nChanged 1 SP:Iteration 70Q (4877.942604 sec): 3 clusters Score: Raw -15852573.272434 + Penalty 3821.902371 = -15848751.370063 nChanged 0 SP:Iteration 71F (4878.166160 sec): 3 clusters Score: Raw -15852573.272434 + Penalty 3821.902371 = -15848751.370063 nChanged 0 Trying to split cluster 13 (15113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4878.218914 sec): 2 clusters Score: Raw -1947636.954735 + Penalty 1563.787969 = -1946073.166766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4878.269648 sec): 3 clusters Score: Raw -1938872.833546 + Penalty 3127.575938 = -1935745.257608 nChanged 6574 SP:Iteration 1F (4878.340882 sec): 3 clusters Score: Raw -1942421.226990 + Penalty 3127.575938 = -1939293.651052 nChanged 780 SP:Iteration 2F (4878.410294 sec): 3 clusters Score: Raw -1942693.964636 + Penalty 3127.575938 = -1939566.388698 nChanged 638 SP:Iteration 3Q (4878.487530 sec): 3 clusters Score: Raw -1942896.242865 + Penalty 3127.575938 = -1939768.666927 nChanged 542 SP:Iteration 4Q (4878.551496 sec): 3 clusters Score: Raw -1943067.940560 + Penalty 3127.575938 = -1939940.364622 nChanged 494 SP:Iteration 5Q (4878.637839 sec): 3 clusters Score: Raw -1943226.999971 + Penalty 3127.575938 = -1940099.424032 nChanged 451 SP:Iteration 6Q (4878.705183 sec): 3 clusters Score: Raw -1943368.694627 + Penalty 3127.575938 = -1940241.118688 nChanged 435 SP:Iteration 7Q (4878.798037 sec): 3 clusters Score: Raw -1943513.134628 + Penalty 3127.575938 = -1940385.558690 nChanged 472 SP:Iteration 8Q (4878.878353 sec): 3 clusters Score: Raw -1943695.490074 + Penalty 3127.575938 = -1940567.914136 nChanged 516 SP:Iteration 9Q (4878.947881 sec): 3 clusters Score: Raw -1943934.356400 + Penalty 3127.575938 = -1940806.780462 nChanged 597 SP:Iteration 10Q (4879.012314 sec): 3 clusters Score: Raw -1944256.190294 + Penalty 3127.575938 = -1941128.614356 nChanged 670 SP:Iteration 11Q (4879.080626 sec): 3 clusters Score: Raw -1944670.384319 + Penalty 3127.575938 = -1941542.808381 nChanged 718 SP:Iteration 12Q (4879.162550 sec): 3 clusters Score: Raw -1945144.814084 + Penalty 3127.575938 = -1942017.238145 nChanged 698 SP:Iteration 13Q (4879.225534 sec): 3 clusters Score: Raw -1945583.456173 + Penalty 3127.575938 = -1942455.880235 nChanged 577 SP:Iteration 14Q (4879.287082 sec): 3 clusters Score: Raw -1945875.447917 + Penalty 3127.575938 = -1942747.871979 nChanged 429 SP:Iteration 15Q (4879.359159 sec): 3 clusters Score: Raw -1946042.617446 + Penalty 3127.575938 = -1942915.041508 nChanged 309 SP:Iteration 16Q (4879.424795 sec): 3 clusters Score: Raw -1946146.894787 + Penalty 3127.575938 = -1943019.318849 nChanged 258 SP:Iteration 17Q (4879.497953 sec): 3 clusters Score: Raw -1946228.175969 + Penalty 3127.575938 = -1943100.600031 nChanged 206 SP:Iteration 18Q (4879.569799 sec): 3 clusters Score: Raw -1946298.430331 + Penalty 3127.575938 = -1943170.854392 nChanged 203 SP:Iteration 19Q (4879.647654 sec): 3 clusters Score: Raw -1946369.261213 + Penalty 3127.575938 = -1943241.685275 nChanged 190 SP:Iteration 20F (4879.720624 sec): 3 clusters Score: Raw -1946429.294491 + Penalty 3127.575938 = -1943301.718552 nChanged 191 SP:Iteration 21Q (4879.787471 sec): 3 clusters Score: Raw -1946482.773831 + Penalty 3127.575938 = -1943355.197893 nChanged 155 SP:Iteration 22Q (4879.858661 sec): 3 clusters Score: Raw -1946525.746003 + Penalty 3127.575938 = -1943398.170064 nChanged 158 SP:Iteration 23Q (4879.919488 sec): 3 clusters Score: Raw -1946564.517138 + Penalty 3127.575938 = -1943436.941199 nChanged 144 SP:Iteration 24Q (4879.986105 sec): 3 clusters Score: Raw -1946603.680731 + Penalty 3127.575938 = -1943476.104792 nChanged 146 SP:Iteration 25Q (4880.067295 sec): 3 clusters Score: Raw -1946642.186746 + Penalty 3127.575938 = -1943514.610808 nChanged 137 SP:Iteration 26Q (4880.130828 sec): 3 clusters Score: Raw -1946680.365410 + Penalty 3127.575938 = -1943552.789472 nChanged 136 SP:Iteration 27Q (4880.202668 sec): 3 clusters Score: Raw -1946717.432155 + Penalty 3127.575938 = -1943589.856217 nChanged 144 SP:Iteration 28Q (4880.275916 sec): 3 clusters Score: Raw -1946758.274503 + Penalty 3127.575938 = -1943630.698565 nChanged 138 SP:Iteration 29Q (4880.347333 sec): 3 clusters Score: Raw -1946792.434873 + Penalty 3127.575938 = -1943664.858935 nChanged 125 SP:Iteration 30Q (4880.418007 sec): 3 clusters Score: Raw -1946824.481260 + Penalty 3127.575938 = -1943696.905321 nChanged 132 SP:Iteration 31Q (4880.481625 sec): 3 clusters Score: Raw -1946857.432289 + Penalty 3127.575938 = -1943729.856351 nChanged 127 SP:Iteration 32Q (4880.552941 sec): 3 clusters Score: Raw -1946885.120429 + Penalty 3127.575938 = -1943757.544491 nChanged 106 SP:Iteration 33Q (4880.626522 sec): 3 clusters Score: Raw -1946905.663178 + Penalty 3127.575938 = -1943778.087239 nChanged 92 SP:Iteration 34Q (4880.703547 sec): 3 clusters Score: Raw -1946924.693457 + Penalty 3127.575938 = -1943797.117518 nChanged 100 SP:Iteration 35Q (4880.781973 sec): 3 clusters Score: Raw -1946949.793064 + Penalty 3127.575938 = -1943822.217125 nChanged 98 SP:Iteration 36Q (4880.854247 sec): 3 clusters Score: Raw -1946971.543220 + Penalty 3127.575938 = -1943843.967282 nChanged 83 SP:Iteration 37Q (4880.923878 sec): 3 clusters Score: Raw -1946988.955906 + Penalty 3127.575938 = -1943861.379967 nChanged 66 SP:Iteration 38Q (4880.996822 sec): 3 clusters Score: Raw -1947002.616269 + Penalty 3127.575938 = -1943875.040330 nChanged 70 SP:Iteration 39Q (4881.070702 sec): 3 clusters Score: Raw -1947015.135635 + Penalty 3127.575938 = -1943887.559696 nChanged 71 SP:Iteration 40F (4881.136860 sec): 3 clusters Score: Raw -1947028.423402 + Penalty 3127.575938 = -1943900.847463 nChanged 64 SP:Iteration 41Q (4881.200565 sec): 3 clusters Score: Raw -1947040.505740 + Penalty 3127.575938 = -1943912.929802 nChanged 64 SP:Iteration 42Q (4881.270528 sec): 3 clusters Score: Raw -1947051.241602 + Penalty 3127.575938 = -1943923.665664 nChanged 63 SP:Iteration 43Q (4881.345887 sec): 3 clusters Score: Raw -1947061.288341 + Penalty 3127.575938 = -1943933.712402 nChanged 64 SP:Iteration 44Q (4881.417160 sec): 3 clusters Score: Raw -1947072.270346 + Penalty 3127.575938 = -1943944.694407 nChanged 61 SP:Iteration 45Q (4881.487632 sec): 3 clusters Score: Raw -1947082.737256 + Penalty 3127.575938 = -1943955.161318 nChanged 49 SP:Iteration 46Q (4881.555626 sec): 3 clusters Score: Raw -1947089.240804 + Penalty 3127.575938 = -1943961.664866 nChanged 33 SP:Iteration 47Q (4881.623878 sec): 3 clusters Score: Raw -1947094.577709 + Penalty 3127.575938 = -1943967.001771 nChanged 37 SP:Iteration 48Q (4881.695337 sec): 3 clusters Score: Raw -1947100.002210 + Penalty 3127.575938 = -1943972.426272 nChanged 32 SP:Iteration 49Q (4881.769660 sec): 3 clusters Score: Raw -1947103.603865 + Penalty 3127.575938 = -1943976.027926 nChanged 26 SP:Iteration 50Q (4881.846417 sec): 3 clusters Score: Raw -1947106.342012 + Penalty 3127.575938 = -1943978.766073 nChanged 28 SP:Iteration 51Q (4881.915460 sec): 3 clusters Score: Raw -1947109.587399 + Penalty 3127.575938 = -1943982.011460 nChanged 25 SP:Iteration 52Q (4881.974725 sec): 3 clusters Score: Raw -1947111.745391 + Penalty 3127.575938 = -1943984.169452 nChanged 18 SP:Iteration 53Q (4882.044364 sec): 3 clusters Score: Raw -1947113.520424 + Penalty 3127.575938 = -1943985.944485 nChanged 18 SP:Iteration 54Q (4882.121146 sec): 3 clusters Score: Raw -1947115.285641 + Penalty 3127.575938 = -1943987.709703 nChanged 21 SP:Iteration 55Q (4882.177052 sec): 3 clusters Score: Raw -1947117.355006 + Penalty 3127.575938 = -1943989.779068 nChanged 19 SP:Iteration 56Q (4882.255492 sec): 3 clusters Score: Raw -1947119.374142 + Penalty 3127.575938 = -1943991.798204 nChanged 22 SP:Iteration 57Q (4882.332727 sec): 3 clusters Score: Raw -1947121.360891 + Penalty 3127.575938 = -1943993.784953 nChanged 20 SP:Iteration 58Q (4882.404248 sec): 3 clusters Score: Raw -1947123.835120 + Penalty 3127.575938 = -1943996.259182 nChanged 25 SP:Iteration 59Q (4882.458385 sec): 3 clusters Score: Raw -1947126.368484 + Penalty 3127.575938 = -1943998.792546 nChanged 25 SP:Iteration 60F (4882.529138 sec): 3 clusters Score: Raw -1947128.850555 + Penalty 3127.575938 = -1944001.274617 nChanged 27 SP:Iteration 61Q (4882.594642 sec): 3 clusters Score: Raw -1947131.402549 + Penalty 3127.575938 = -1944003.826611 nChanged 23 SP:Iteration 62Q (4882.664655 sec): 3 clusters Score: Raw -1947133.115235 + Penalty 3127.575938 = -1944005.539297 nChanged 21 SP:Iteration 63Q (4882.719578 sec): 3 clusters Score: Raw -1947134.907083 + Penalty 3127.575938 = -1944007.331144 nChanged 24 SP:Iteration 64Q (4882.799327 sec): 3 clusters Score: Raw -1947137.907940 + Penalty 3127.575938 = -1944010.332002 nChanged 27 SP:Iteration 65Q (4882.861728 sec): 3 clusters Score: Raw -1947140.851247 + Penalty 3127.575938 = -1944013.275309 nChanged 30 SP:Iteration 66Q (4882.924504 sec): 3 clusters Score: Raw -1947144.290437 + Penalty 3127.575938 = -1944016.714498 nChanged 25 SP:Iteration 67Q (4882.989472 sec): 3 clusters Score: Raw -1947147.561637 + Penalty 3127.575938 = -1944019.985699 nChanged 20 SP:Iteration 68Q (4883.053396 sec): 3 clusters Score: Raw -1947149.634266 + Penalty 3127.575938 = -1944022.058327 nChanged 15 SP:Iteration 69Q (4883.124528 sec): 3 clusters Score: Raw -1947151.158602 + Penalty 3127.575938 = -1944023.582663 nChanged 14 SP:Iteration 70Q (4883.194707 sec): 3 clusters Score: Raw -1947152.547554 + Penalty 3127.575938 = -1944024.971615 nChanged 11 SP:Iteration 71Q (4883.263622 sec): 3 clusters Score: Raw -1947153.721891 + Penalty 3127.575938 = -1944026.145953 nChanged 15 SP:Iteration 72Q (4883.339085 sec): 3 clusters Score: Raw -1947155.502963 + Penalty 3127.575938 = -1944027.927024 nChanged 17 SP:Iteration 73Q (4883.394558 sec): 3 clusters Score: Raw -1947156.841573 + Penalty 3127.575938 = -1944029.265634 nChanged 14 SP:Iteration 74Q (4883.459396 sec): 3 clusters Score: Raw -1947158.166946 + Penalty 3127.575938 = -1944030.591007 nChanged 18 SP:Iteration 75Q (4883.529632 sec): 3 clusters Score: Raw -1947160.245646 + Penalty 3127.575938 = -1944032.669708 nChanged 22 SP:Iteration 76Q (4883.604687 sec): 3 clusters Score: Raw -1947162.242333 + Penalty 3127.575938 = -1944034.666395 nChanged 21 SP:Iteration 77Q (4883.672865 sec): 3 clusters Score: Raw -1947164.761994 + Penalty 3127.575938 = -1944037.186056 nChanged 21 SP:Iteration 78Q (4883.741751 sec): 3 clusters Score: Raw -1947167.001304 + Penalty 3127.575938 = -1944039.425366 nChanged 19 SP:Iteration 79Q (4883.812764 sec): 3 clusters Score: Raw -1947168.893865 + Penalty 3127.575938 = -1944041.317926 nChanged 18 SP:Iteration 80F (4883.874858 sec): 3 clusters Score: Raw -1947170.616716 + Penalty 3127.575938 = -1944043.040778 nChanged 10 SP:Iteration 81Q (4883.944837 sec): 3 clusters Score: Raw -1947171.553659 + Penalty 3127.575938 = -1944043.977720 nChanged 12 SP:Iteration 82Q (4884.007486 sec): 3 clusters Score: Raw -1947172.774952 + Penalty 3127.575938 = -1944045.199013 nChanged 10 SP:Iteration 83Q (4884.077865 sec): 3 clusters Score: Raw -1947173.451449 + Penalty 3127.575938 = -1944045.875511 nChanged 10 SP:Iteration 84Q (4884.141830 sec): 3 clusters Score: Raw -1947174.171244 + Penalty 3127.575938 = -1944046.595306 nChanged 8 SP:Iteration 85Q (4884.212818 sec): 3 clusters Score: Raw -1947174.767874 + Penalty 3127.575938 = -1944047.191935 nChanged 7 SP:Iteration 86Q (4884.277722 sec): 3 clusters Score: Raw -1947175.570115 + Penalty 3127.575938 = -1944047.994176 nChanged 11 SP:Iteration 87Q (4884.355026 sec): 3 clusters Score: Raw -1947176.687690 + Penalty 3127.575938 = -1944049.111751 nChanged 7 SP:Iteration 88Q (4884.417767 sec): 3 clusters Score: Raw -1947177.402182 + Penalty 3127.575938 = -1944049.826243 nChanged 12 SP:Iteration 89Q (4884.485955 sec): 3 clusters Score: Raw -1947178.381151 + Penalty 3127.575938 = -1944050.805213 nChanged 11 SP:Iteration 90Q (4884.551860 sec): 3 clusters Score: Raw -1947179.353671 + Penalty 3127.575938 = -1944051.777732 nChanged 11 SP:Iteration 91Q (4884.612016 sec): 3 clusters Score: Raw -1947180.363847 + Penalty 3127.575938 = -1944052.787909 nChanged 10 SP:Iteration 92Q (4884.680915 sec): 3 clusters Score: Raw -1947180.902792 + Penalty 3127.575938 = -1944053.326854 nChanged 11 SP:Iteration 93Q (4884.746359 sec): 3 clusters Score: Raw -1947182.265086 + Penalty 3127.575938 = -1944054.689148 nChanged 14 SP:Iteration 94Q (4884.821908 sec): 3 clusters Score: Raw -1947183.567158 + Penalty 3127.575938 = -1944055.991219 nChanged 13 SP:Iteration 95Q (4884.897373 sec): 3 clusters Score: Raw -1947184.947955 + Penalty 3127.575938 = -1944057.372017 nChanged 10 SP:Iteration 96Q (4884.968500 sec): 3 clusters Score: Raw -1947185.733685 + Penalty 3127.575938 = -1944058.157747 nChanged 8 SP:Iteration 97Q (4885.032201 sec): 3 clusters Score: Raw -1947186.231099 + Penalty 3127.575938 = -1944058.655161 nChanged 6 SP:Iteration 98Q (4885.100468 sec): 3 clusters Score: Raw -1947186.677894 + Penalty 3127.575938 = -1944059.101956 nChanged 8 SP:Iteration 99Q (4885.179346 sec): 3 clusters Score: Raw -1947187.129757 + Penalty 3127.575938 = -1944059.553818 nChanged 4 SP:Iteration 100F (4885.241097 sec): 3 clusters Score: Raw -1947187.307143 + Penalty 3127.575938 = -1944059.731205 nChanged 7 SP:Iteration 101Q (4885.319219 sec): 3 clusters Score: Raw -1947187.843141 + Penalty 3127.575938 = -1944060.267202 nChanged 6 SP:Iteration 102Q (4885.388260 sec): 3 clusters Score: Raw -1947188.390463 + Penalty 3127.575938 = -1944060.814525 nChanged 14 SP:Iteration 103Q (4885.461884 sec): 3 clusters Score: Raw -1947189.760113 + Penalty 3127.575938 = -1944062.184175 nChanged 14 SP:Iteration 104Q (4885.535322 sec): 3 clusters Score: Raw -1947191.247805 + Penalty 3127.575938 = -1944063.671866 nChanged 12 SP:Iteration 105Q (4885.602872 sec): 3 clusters Score: Raw -1947192.359593 + Penalty 3127.575938 = -1944064.783654 nChanged 12 SP:Iteration 106Q (4885.674184 sec): 3 clusters Score: Raw -1947193.311930 + Penalty 3127.575938 = -1944065.735992 nChanged 15 SP:Iteration 107Q (4885.730162 sec): 3 clusters Score: Raw -1947194.360303 + Penalty 3127.575938 = -1944066.784365 nChanged 9 SP:Iteration 108Q (4885.794343 sec): 3 clusters Score: Raw -1947195.281881 + Penalty 3127.575938 = -1944067.705943 nChanged 12 SP:Iteration 109Q (4885.871587 sec): 3 clusters Score: Raw -1947196.062350 + Penalty 3127.575938 = -1944068.486412 nChanged 9 SP:Iteration 110Q (4885.938475 sec): 3 clusters Score: Raw -1947196.988093 + Penalty 3127.575938 = -1944069.412155 nChanged 9 SP:Iteration 111Q (4885.998587 sec): 3 clusters Score: Raw -1947197.895639 + Penalty 3127.575938 = -1944070.319700 nChanged 10 SP:Iteration 112Q (4886.075672 sec): 3 clusters Score: Raw -1947198.525852 + Penalty 3127.575938 = -1944070.949914 nChanged 7 SP:Iteration 113Q (4886.150254 sec): 3 clusters Score: Raw -1947198.966314 + Penalty 3127.575938 = -1944071.390375 nChanged 8 SP:Iteration 114Q (4886.219393 sec): 3 clusters Score: Raw -1947199.514081 + Penalty 3127.575938 = -1944071.938143 nChanged 3 SP:Iteration 115Q (4886.289569 sec): 3 clusters Score: Raw -1947199.858234 + Penalty 3127.575938 = -1944072.282295 nChanged 6 SP:Iteration 116Q (4886.347004 sec): 3 clusters Score: Raw -1947200.401444 + Penalty 3127.575938 = -1944072.825505 nChanged 6 SP:Iteration 117Q (4886.418942 sec): 3 clusters Score: Raw -1947201.067402 + Penalty 3127.575938 = -1944073.491464 nChanged 11 SP:Iteration 118Q (4886.484099 sec): 3 clusters Score: Raw -1947201.957726 + Penalty 3127.575938 = -1944074.381788 nChanged 5 SP:Iteration 119Q (4886.548845 sec): 3 clusters Score: Raw -1947202.219513 + Penalty 3127.575938 = -1944074.643574 nChanged 4 SP:Iteration 120F (4886.627823 sec): 3 clusters Score: Raw -1947202.638023 + Penalty 3127.575938 = -1944075.062085 nChanged 8 SP:Iteration 121Q (4886.702388 sec): 3 clusters Score: Raw -1947203.287040 + Penalty 3127.575938 = -1944075.711101 nChanged 4 SP:Iteration 122Q (4886.772935 sec): 3 clusters Score: Raw -1947203.716536 + Penalty 3127.575938 = -1944076.140598 nChanged 5 SP:Iteration 123Q (4886.832426 sec): 3 clusters Score: Raw -1947204.126393 + Penalty 3127.575938 = -1944076.550455 nChanged 8 SP:Iteration 124Q (4886.907857 sec): 3 clusters Score: Raw -1947204.912188 + Penalty 3127.575938 = -1944077.336250 nChanged 8 SP:Iteration 125Q (4886.984124 sec): 3 clusters Score: Raw -1947205.714895 + Penalty 3127.575938 = -1944078.138956 nChanged 8 SP:Iteration 126Q (4887.045845 sec): 3 clusters Score: Raw -1947206.425654 + Penalty 3127.575938 = -1944078.849715 nChanged 12 SP:Iteration 127Q (4887.122356 sec): 3 clusters Score: Raw -1947207.613774 + Penalty 3127.575938 = -1944080.037836 nChanged 14 SP:Iteration 128Q (4887.181462 sec): 3 clusters Score: Raw -1947208.942429 + Penalty 3127.575938 = -1944081.366491 nChanged 16 SP:Iteration 129Q (4887.250935 sec): 3 clusters Score: Raw -1947210.836250 + Penalty 3127.575938 = -1944083.260311 nChanged 20 SP:Iteration 130Q (4887.328936 sec): 3 clusters Score: Raw -1947212.786016 + Penalty 3127.575938 = -1944085.210078 nChanged 20 SP:Iteration 131Q (4887.401541 sec): 3 clusters Score: Raw -1947214.753018 + Penalty 3127.575938 = -1944087.177080 nChanged 20 SP:Iteration 132Q (4887.458017 sec): 3 clusters Score: Raw -1947216.474221 + Penalty 3127.575938 = -1944088.898283 nChanged 18 SP:Iteration 133Q (4887.524799 sec): 3 clusters Score: Raw -1947218.303720 + Penalty 3127.575938 = -1944090.727781 nChanged 18 SP:Iteration 134Q (4887.597840 sec): 3 clusters Score: Raw -1947221.023341 + Penalty 3127.575938 = -1944093.447402 nChanged 28 SP:Iteration 135Q (4887.668667 sec): 3 clusters Score: Raw -1947224.801614 + Penalty 3127.575938 = -1944097.225676 nChanged 21 SP:Iteration 136Q (4887.744762 sec): 3 clusters Score: Raw -1947226.930456 + Penalty 3127.575938 = -1944099.354518 nChanged 19 SP:Iteration 137Q (4887.793656 sec): 3 clusters Score: Raw -1947228.866888 + Penalty 3127.575938 = -1944101.290950 nChanged 25 SP:Iteration 138Q (4887.870519 sec): 3 clusters Score: Raw -1947231.935314 + Penalty 3127.575938 = -1944104.359376 nChanged 22 SP:Iteration 139Q (4887.947755 sec): 3 clusters Score: Raw -1947234.264965 + Penalty 3127.575938 = -1944106.689027 nChanged 22 SP:Iteration 140F (4888.021125 sec): 3 clusters Score: Raw -1947237.000820 + Penalty 3127.575938 = -1944109.424881 nChanged 25 SP:Iteration 141Q (4888.094814 sec): 3 clusters Score: Raw -1947240.379331 + Penalty 3127.575938 = -1944112.803392 nChanged 27 SP:Iteration 142Q (4888.162030 sec): 3 clusters Score: Raw -1947243.539411 + Penalty 3127.575938 = -1944115.963473 nChanged 21 SP:Iteration 143Q (4888.224405 sec): 3 clusters Score: Raw -1947246.717014 + Penalty 3127.575938 = -1944119.141076 nChanged 27 SP:Iteration 144Q (4888.297437 sec): 3 clusters Score: Raw -1947250.050612 + Penalty 3127.575938 = -1944122.474674 nChanged 20 SP:Iteration 145Q (4888.366742 sec): 3 clusters Score: Raw -1947252.829390 + Penalty 3127.575938 = -1944125.253451 nChanged 24 SP:Iteration 146Q (4888.438782 sec): 3 clusters Score: Raw -1947256.152814 + Penalty 3127.575938 = -1944128.576876 nChanged 18 SP:Iteration 147Q (4888.515250 sec): 3 clusters Score: Raw -1947257.917319 + Penalty 3127.575938 = -1944130.341381 nChanged 20 SP:Iteration 148Q (4888.573736 sec): 3 clusters Score: Raw -1947260.647322 + Penalty 3127.575938 = -1944133.071383 nChanged 22 SP:Iteration 149Q (4888.645412 sec): 3 clusters Score: Raw -1947263.826723 + Penalty 3127.575938 = -1944136.250785 nChanged 23 SP:Iteration 150Q (4888.703146 sec): 3 clusters Score: Raw -1947266.507098 + Penalty 3127.575938 = -1944138.931159 nChanged 20 SP:Iteration 151Q (4888.768183 sec): 3 clusters Score: Raw -1947268.243486 + Penalty 3127.575938 = -1944140.667548 nChanged 13 SP:Iteration 152Q (4888.835236 sec): 3 clusters Score: Raw -1947269.763782 + Penalty 3127.575938 = -1944142.187844 nChanged 18 SP:Iteration 153Q (4888.901981 sec): 3 clusters Score: Raw -1947271.841224 + Penalty 3127.575938 = -1944144.265286 nChanged 19 SP:Iteration 154Q (4888.970161 sec): 3 clusters Score: Raw -1947274.267542 + Penalty 3127.575938 = -1944146.691604 nChanged 27 SP:Iteration 155Q (4889.041322 sec): 3 clusters Score: Raw -1947277.222478 + Penalty 3127.575938 = -1944149.646540 nChanged 24 SP:Iteration 156Q (4889.111529 sec): 3 clusters Score: Raw -1947280.517312 + Penalty 3127.575938 = -1944152.941374 nChanged 23 SP:Iteration 157Q (4889.168551 sec): 3 clusters Score: Raw -1947283.920200 + Penalty 3127.575938 = -1944156.344262 nChanged 20 SP:Iteration 158Q (4889.231053 sec): 3 clusters Score: Raw -1947287.062873 + Penalty 3127.575938 = -1944159.486935 nChanged 19 SP:Iteration 159Q (4889.300158 sec): 3 clusters Score: Raw -1947289.118553 + Penalty 3127.575938 = -1944161.542614 nChanged 11 SP:Iteration 160F (4889.357606 sec): 3 clusters Score: Raw -1947290.025666 + Penalty 3127.575938 = -1944162.449728 nChanged 12 SP:Iteration 161Q (4889.425646 sec): 3 clusters Score: Raw -1947290.880652 + Penalty 3127.575938 = -1944163.304714 nChanged 11 SP:Iteration 162Q (4889.479291 sec): 3 clusters Score: Raw -1947292.039130 + Penalty 3127.575938 = -1944164.463191 nChanged 12 SP:Iteration 163Q (4889.535830 sec): 3 clusters Score: Raw -1947293.558584 + Penalty 3127.575938 = -1944165.982646 nChanged 14 SP:Iteration 164Q (4889.599979 sec): 3 clusters Score: Raw -1947294.986371 + Penalty 3127.575938 = -1944167.410433 nChanged 12 SP:Iteration 165Q (4889.662825 sec): 3 clusters Score: Raw -1947296.198181 + Penalty 3127.575938 = -1944168.622242 nChanged 18 SP:Iteration 166Q (4889.723076 sec): 3 clusters Score: Raw -1947299.317304 + Penalty 3127.575938 = -1944171.741366 nChanged 26 SP:Iteration 167Q (4889.778915 sec): 3 clusters Score: Raw -1947303.333410 + Penalty 3127.575938 = -1944175.757472 nChanged 27 SP:Iteration 168Q (4889.850854 sec): 3 clusters Score: Raw -1947307.274373 + Penalty 3127.575938 = -1944179.698435 nChanged 27 SP:Iteration 169Q (4889.905493 sec): 3 clusters Score: Raw -1947310.553109 + Penalty 3127.575938 = -1944182.977171 nChanged 14 SP:Iteration 170Q (4889.972436 sec): 3 clusters Score: Raw -1947311.754750 + Penalty 3127.575938 = -1944184.178812 nChanged 16 SP:Iteration 171Q (4890.040419 sec): 3 clusters Score: Raw -1947313.732546 + Penalty 3127.575938 = -1944186.156608 nChanged 17 SP:Iteration 172Q (4890.111677 sec): 3 clusters Score: Raw -1947315.699669 + Penalty 3127.575938 = -1944188.123730 nChanged 17 SP:Iteration 173Q (4890.174593 sec): 3 clusters Score: Raw -1947317.537903 + Penalty 3127.575938 = -1944189.961965 nChanged 16 SP:Iteration 174Q (4890.255143 sec): 3 clusters Score: Raw -1947319.138512 + Penalty 3127.575938 = -1944191.562574 nChanged 13 SP:Iteration 175Q (4890.323014 sec): 3 clusters Score: Raw -1947320.508724 + Penalty 3127.575938 = -1944192.932785 nChanged 14 SP:Iteration 176Q (4890.375163 sec): 3 clusters Score: Raw -1947321.615243 + Penalty 3127.575938 = -1944194.039305 nChanged 10 SP:Iteration 177Q (4890.453327 sec): 3 clusters Score: Raw -1947322.445923 + Penalty 3127.575938 = -1944194.869984 nChanged 11 SP:Iteration 178Q (4890.518970 sec): 3 clusters Score: Raw -1947323.640592 + Penalty 3127.575938 = -1944196.064653 nChanged 15 SP:Iteration 179Q (4890.590153 sec): 3 clusters Score: Raw -1947325.378145 + Penalty 3127.575938 = -1944197.802207 nChanged 13 SP:Iteration 180F (4890.653521 sec): 3 clusters Score: Raw -1947326.812032 + Penalty 3127.575938 = -1944199.236094 nChanged 12 SP:Iteration 181Q (4890.729794 sec): 3 clusters Score: Raw -1947328.082299 + Penalty 3127.575938 = -1944200.506360 nChanged 7 SP:Iteration 182Q (4890.801459 sec): 3 clusters Score: Raw -1947328.507256 + Penalty 3127.575938 = -1944200.931317 nChanged 3 SP:Iteration 183Q (4890.862315 sec): 3 clusters Score: Raw -1947328.684100 + Penalty 3127.575938 = -1944201.108162 nChanged 3 SP:Iteration 184Q (4890.941220 sec): 3 clusters Score: Raw -1947329.018182 + Penalty 3127.575938 = -1944201.442243 nChanged 6 SP:Iteration 185Q (4891.011953 sec): 3 clusters Score: Raw -1947329.601945 + Penalty 3127.575938 = -1944202.026007 nChanged 8 SP:Iteration 186Q (4891.072692 sec): 3 clusters Score: Raw -1947330.444264 + Penalty 3127.575938 = -1944202.868325 nChanged 12 SP:Iteration 187Q (4891.153949 sec): 3 clusters Score: Raw -1947331.833795 + Penalty 3127.575938 = -1944204.257857 nChanged 11 SP:Iteration 188Q (4891.226024 sec): 3 clusters Score: Raw -1947332.641651 + Penalty 3127.575938 = -1944205.065713 nChanged 12 SP:Iteration 189Q (4891.296266 sec): 3 clusters Score: Raw -1947333.713094 + Penalty 3127.575938 = -1944206.137155 nChanged 13 SP:Iteration 190Q (4891.366699 sec): 3 clusters Score: Raw -1947334.734902 + Penalty 3127.575938 = -1944207.158964 nChanged 13 SP:Iteration 191Q (4891.438317 sec): 3 clusters Score: Raw -1947336.377256 + Penalty 3127.575938 = -1944208.801317 nChanged 22 SP:Iteration 192Q (4891.509494 sec): 3 clusters Score: Raw -1947339.385974 + Penalty 3127.575938 = -1944211.810036 nChanged 24 SP:Iteration 193Q (4891.580623 sec): 3 clusters Score: Raw -1947342.497974 + Penalty 3127.575938 = -1944214.922036 nChanged 22 SP:Iteration 194Q (4891.651534 sec): 3 clusters Score: Raw -1947345.646567 + Penalty 3127.575938 = -1944218.070629 nChanged 17 SP:Iteration 195Q (4891.723094 sec): 3 clusters Score: Raw -1947347.527462 + Penalty 3127.575938 = -1944219.951524 nChanged 11 SP:Iteration 196Q (4891.794883 sec): 3 clusters Score: Raw -1947348.681975 + Penalty 3127.575938 = -1944221.106037 nChanged 10 SP:Iteration 197Q (4891.856327 sec): 3 clusters Score: Raw -1947349.778902 + Penalty 3127.575938 = -1944222.202964 nChanged 9 SP:Iteration 198Q (4891.911261 sec): 3 clusters Score: Raw -1947350.658481 + Penalty 3127.575938 = -1944223.082542 nChanged 10 SP:Iteration 199Q (4891.985817 sec): 3 clusters Score: Raw -1947351.678461 + Penalty 3127.575938 = -1944224.102523 nChanged 13 SP:Iteration 200F (4892.040220 sec): 3 clusters Score: Raw -1947352.796840 + Penalty 3127.575938 = -1944225.220902 nChanged 12 SP:Iteration 201Q (4892.107452 sec): 3 clusters Score: Raw -1947354.205077 + Penalty 3127.575938 = -1944226.629139 nChanged 18 SP:Iteration 202Q (4892.187688 sec): 3 clusters Score: Raw -1947356.326268 + Penalty 3127.575938 = -1944228.750330 nChanged 17 SP:Iteration 203Q (4892.252301 sec): 3 clusters Score: Raw -1947358.412552 + Penalty 3127.575938 = -1944230.836613 nChanged 19 SP:Iteration 204Q (4892.323754 sec): 3 clusters Score: Raw -1947360.808727 + Penalty 3127.575938 = -1944233.232789 nChanged 22 SP:Iteration 205Q (4892.395527 sec): 3 clusters Score: Raw -1947363.174109 + Penalty 3127.575938 = -1944235.598170 nChanged 16 SP:Iteration 206Q (4892.468508 sec): 3 clusters Score: Raw -1947365.006308 + Penalty 3127.575938 = -1944237.430369 nChanged 17 SP:Iteration 207Q (4892.541597 sec): 3 clusters Score: Raw -1947366.793344 + Penalty 3127.575938 = -1944239.217405 nChanged 14 SP:Iteration 208Q (4892.607941 sec): 3 clusters Score: Raw -1947368.362983 + Penalty 3127.575938 = -1944240.787044 nChanged 10 SP:Iteration 209Q (4892.682749 sec): 3 clusters Score: Raw -1947369.398703 + Penalty 3127.575938 = -1944241.822765 nChanged 11 SP:Iteration 210Q (4892.751796 sec): 3 clusters Score: Raw -1947370.191647 + Penalty 3127.575938 = -1944242.615709 nChanged 10 SP:Iteration 211Q (4892.825936 sec): 3 clusters Score: Raw -1947371.433878 + Penalty 3127.575938 = -1944243.857939 nChanged 13 SP:Iteration 212Q (4892.897842 sec): 3 clusters Score: Raw -1947372.936646 + Penalty 3127.575938 = -1944245.360708 nChanged 14 SP:Iteration 213Q (4892.967958 sec): 3 clusters Score: Raw -1947374.723395 + Penalty 3127.575938 = -1944247.147457 nChanged 18 SP:Iteration 214Q (4893.039019 sec): 3 clusters Score: Raw -1947376.622273 + Penalty 3127.575938 = -1944249.046334 nChanged 19 SP:Iteration 215Q (4893.111145 sec): 3 clusters Score: Raw -1947378.967591 + Penalty 3127.575938 = -1944251.391652 nChanged 15 SP:Iteration 216Q (4893.183380 sec): 3 clusters Score: Raw -1947381.262434 + Penalty 3127.575938 = -1944253.686495 nChanged 21 SP:Iteration 217Q (4893.255109 sec): 3 clusters Score: Raw -1947384.498006 + Penalty 3127.575938 = -1944256.922068 nChanged 24 SP:Iteration 218Q (4893.327010 sec): 3 clusters Score: Raw -1947388.688788 + Penalty 3127.575938 = -1944261.112849 nChanged 20 SP:Iteration 219Q (4893.399199 sec): 3 clusters Score: Raw -1947391.397591 + Penalty 3127.575938 = -1944263.821652 nChanged 23 SP:Iteration 220F (4893.472818 sec): 3 clusters Score: Raw -1947394.739592 + Penalty 3127.575938 = -1944267.163654 nChanged 24 SP:Iteration 221Q (4893.541857 sec): 3 clusters Score: Raw -1947398.273106 + Penalty 3127.575938 = -1944270.697167 nChanged 18 SP:Iteration 222Q (4893.612278 sec): 3 clusters Score: Raw -1947400.377011 + Penalty 3127.575938 = -1944272.801073 nChanged 12 SP:Iteration 223Q (4893.679381 sec): 3 clusters Score: Raw -1947401.733483 + Penalty 3127.575938 = -1944274.157545 nChanged 15 SP:Iteration 224Q (4893.748616 sec): 3 clusters Score: Raw -1947403.512942 + Penalty 3127.575938 = -1944275.937004 nChanged 19 SP:Iteration 225Q (4893.805420 sec): 3 clusters Score: Raw -1947406.045100 + Penalty 3127.575938 = -1944278.469162 nChanged 17 SP:Iteration 226Q (4893.874111 sec): 3 clusters Score: Raw -1947408.208799 + Penalty 3127.575938 = -1944280.632861 nChanged 10 SP:Iteration 227Q (4893.947252 sec): 3 clusters Score: Raw -1947409.412959 + Penalty 3127.575938 = -1944281.837021 nChanged 10 SP:Iteration 228Q (4894.019489 sec): 3 clusters Score: Raw -1947410.969597 + Penalty 3127.575938 = -1944283.393659 nChanged 9 SP:Iteration 229Q (4894.091626 sec): 3 clusters Score: Raw -1947411.842952 + Penalty 3127.575938 = -1944284.267014 nChanged 9 SP:Iteration 230Q (4894.164673 sec): 3 clusters Score: Raw -1947412.609694 + Penalty 3127.575938 = -1944285.033756 nChanged 9 SP:Iteration 231Q (4894.224131 sec): 3 clusters Score: Raw -1947413.556745 + Penalty 3127.575938 = -1944285.980807 nChanged 9 SP:Iteration 232Q (4894.289785 sec): 3 clusters Score: Raw -1947414.803176 + Penalty 3127.575938 = -1944287.227237 nChanged 13 SP:Iteration 233Q (4894.359660 sec): 3 clusters Score: Raw -1947416.415378 + Penalty 3127.575938 = -1944288.839440 nChanged 11 SP:Iteration 234Q (4894.417839 sec): 3 clusters Score: Raw -1947417.524099 + Penalty 3127.575938 = -1944289.948161 nChanged 6 SP:Iteration 235Q (4894.489392 sec): 3 clusters Score: Raw -1947418.462391 + Penalty 3127.575938 = -1944290.886453 nChanged 9 SP:Iteration 236Q (4894.566955 sec): 3 clusters Score: Raw -1947419.271486 + Penalty 3127.575938 = -1944291.695548 nChanged 4 SP:Iteration 237Q (4894.617881 sec): 3 clusters Score: Raw -1947419.601647 + Penalty 3127.575938 = -1944292.025708 nChanged 3 SP:Iteration 238Q (4894.682746 sec): 3 clusters Score: Raw -1947420.034866 + Penalty 3127.575938 = -1944292.458927 nChanged 6 SP:Iteration 239Q (4894.755443 sec): 3 clusters Score: Raw -1947420.633365 + Penalty 3127.575938 = -1944293.057427 nChanged 5 SP:Iteration 240F (4894.828230 sec): 3 clusters Score: Raw -1947421.102124 + Penalty 3127.575938 = -1944293.526186 nChanged 1 SP:Iteration 241Q (4894.898979 sec): 3 clusters Score: Raw -1947421.131578 + Penalty 3127.575938 = -1944293.555640 nChanged 0 SP:Iteration 242F (4894.970251 sec): 3 clusters Score: Raw -1947421.131578 + Penalty 3127.575938 = -1944293.555640 nChanged 0 Trying to split cluster 14 (47402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4895.062597 sec): 2 clusters Score: Raw -5979936.631401 + Penalty 1749.543201 = -5978187.088199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4895.194245 sec): 3 clusters Score: Raw -5950013.762602 + Penalty 3499.086403 = -5946514.676199 nChanged 22131 SP:Iteration 1F (4895.323615 sec): 3 clusters Score: Raw -5962560.876743 + Penalty 3499.086403 = -5959061.790341 nChanged 2056 SP:Iteration 2Q (4895.455783 sec): 3 clusters Score: Raw -5963224.670900 + Penalty 3499.086403 = -5959725.584497 nChanged 2058 SP:Iteration 3Q (4895.574039 sec): 3 clusters Score: Raw -5963961.873793 + Penalty 3499.086403 = -5960462.787390 nChanged 2200 SP:Iteration 4Q (4895.709377 sec): 3 clusters Score: Raw -5964916.164267 + Penalty 3499.086403 = -5961417.077865 nChanged 2524 SP:Iteration 5F (4895.828506 sec): 3 clusters Score: Raw -5966211.176106 + Penalty 3499.086403 = -5962712.089703 nChanged 2985 SP:Iteration 6F (4895.954522 sec): 3 clusters Score: Raw -5968060.871266 + Penalty 3499.086403 = -5964561.784863 nChanged 3457 SP:Iteration 7F (4896.077523 sec): 3 clusters Score: Raw -5970518.450737 + Penalty 3499.086403 = -5967019.364334 nChanged 3556 SP:Iteration 8F (4896.214908 sec): 3 clusters Score: Raw -5973423.903688 + Penalty 3499.086403 = -5969924.817285 nChanged 3109 SP:Iteration 9F (4896.314356 sec): 3 clusters Score: Raw -5976114.337112 + Penalty 3499.086403 = -5972615.250709 nChanged 2228 SP:Iteration 10Q (4896.437758 sec): 3 clusters Score: Raw -5978090.343905 + Penalty 3499.086403 = -5974591.257502 nChanged 1283 SP:Iteration 11Q (4896.566181 sec): 3 clusters Score: Raw -5979210.862264 + Penalty 3499.086403 = -5975711.775861 nChanged 604 SP:Iteration 12Q (4896.689733 sec): 3 clusters Score: Raw -5979768.781700 + Penalty 3499.086403 = -5976269.695297 nChanged 284 SP:Iteration 13Q (4896.797515 sec): 3 clusters Score: Raw -5980071.701100 + Penalty 3499.086403 = -5976572.614698 nChanged 151 SP:Iteration 14Q (4896.909408 sec): 3 clusters Score: Raw -5980239.240419 + Penalty 3499.086403 = -5976740.154016 nChanged 76 SP:Iteration 15Q (4897.029667 sec): 3 clusters Score: Raw -5980298.573657 + Penalty 3499.086403 = -5976799.487254 nChanged 45 SP:Iteration 16Q (4897.133121 sec): 3 clusters Score: Raw -5980335.721321 + Penalty 3499.086403 = -5976836.634918 nChanged 34 SP:Iteration 17Q (4897.254254 sec): 3 clusters Score: Raw -5980366.012560 + Penalty 3499.086403 = -5976866.926157 nChanged 23 SP:Iteration 18Q (4897.368974 sec): 3 clusters Score: Raw -5980383.110216 + Penalty 3499.086403 = -5976884.023813 nChanged 12 SP:Iteration 19Q (4897.478981 sec): 3 clusters Score: Raw -5980391.532956 + Penalty 3499.086403 = -5976892.446553 nChanged 9 SP:Iteration 20F (4897.601555 sec): 3 clusters Score: Raw -5980397.158200 + Penalty 3499.086403 = -5976898.071797 nChanged 6 SP:Iteration 21Q (4897.708289 sec): 3 clusters Score: Raw -5980399.448782 + Penalty 3499.086403 = -5976900.362379 nChanged 2 SP:Iteration 22Q (4897.822269 sec): 3 clusters Score: Raw -5980400.530538 + Penalty 3499.086403 = -5976901.444135 nChanged 5 SP:Iteration 23Q (4897.927421 sec): 3 clusters Score: Raw -5980403.712123 + Penalty 3499.086403 = -5976904.625721 nChanged 3 SP:Iteration 24Q (4898.044994 sec): 3 clusters Score: Raw -5980405.682650 + Penalty 3499.086403 = -5976906.596247 nChanged 3 SP:Iteration 25Q (4898.152420 sec): 3 clusters Score: Raw -5980406.621378 + Penalty 3499.086403 = -5976907.534975 nChanged 2 SP:Iteration 26Q (4898.265042 sec): 3 clusters Score: Raw -5980408.308842 + Penalty 3499.086403 = -5976909.222439 nChanged 0 SP:Iteration 27F (4898.381076 sec): 3 clusters Score: Raw -5980408.308842 + Penalty 3499.086403 = -5976909.222439 nChanged 0 Trying to split cluster 15 (8221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4898.422781 sec): 2 clusters Score: Raw -994169.341169 + Penalty 1464.847659 = -992704.493510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4898.476400 sec): 3 clusters Score: Raw -989614.739329 + Penalty 2929.695319 = -986685.044010 nChanged 3489 SP:Iteration 1F (4898.547192 sec): 3 clusters Score: Raw -991574.736018 + Penalty 2929.695319 = -988645.040699 nChanged 593 SP:Iteration 2F (4898.605745 sec): 3 clusters Score: Raw -991898.525403 + Penalty 2929.695319 = -988968.830084 nChanged 550 SP:Iteration 3F (4898.667139 sec): 3 clusters Score: Raw -992249.699480 + Penalty 2929.695319 = -989320.004161 nChanged 580 SP:Iteration 4F (4898.726446 sec): 3 clusters Score: Raw -992711.874146 + Penalty 2929.695319 = -989782.178827 nChanged 587 SP:Iteration 5F (4898.786036 sec): 3 clusters Score: Raw -993187.665167 + Penalty 2929.695319 = -990257.969849 nChanged 545 SP:Iteration 6F (4898.834442 sec): 3 clusters Score: Raw -993619.233787 + Penalty 2929.695319 = -990689.538468 nChanged 439 SP:Iteration 7F (4898.893643 sec): 3 clusters Score: Raw -993933.423186 + Penalty 2929.695319 = -991003.727867 nChanged 300 SP:Iteration 8Q (4898.947462 sec): 3 clusters Score: Raw -994131.955280 + Penalty 2929.695319 = -991202.259961 nChanged 219 SP:Iteration 9Q (4899.004386 sec): 3 clusters Score: Raw -994259.285139 + Penalty 2929.695319 = -991329.589820 nChanged 169 SP:Iteration 10Q (4899.065002 sec): 3 clusters Score: Raw -994369.525875 + Penalty 2929.695319 = -991439.830556 nChanged 160 SP:Iteration 11Q (4899.122660 sec): 3 clusters Score: Raw -994483.211833 + Penalty 2929.695319 = -991553.516515 nChanged 149 SP:Iteration 12Q (4899.184244 sec): 3 clusters Score: Raw -994599.389537 + Penalty 2929.695319 = -991669.694218 nChanged 126 SP:Iteration 13Q (4899.243459 sec): 3 clusters Score: Raw -994693.441573 + Penalty 2929.695319 = -991763.746254 nChanged 104 SP:Iteration 14Q (4899.288896 sec): 3 clusters Score: Raw -994758.155117 + Penalty 2929.695319 = -991828.459798 nChanged 84 SP:Iteration 15Q (4899.343884 sec): 3 clusters Score: Raw -994803.316022 + Penalty 2929.695319 = -991873.620703 nChanged 85 SP:Iteration 16Q (4899.401203 sec): 3 clusters Score: Raw -994862.213323 + Penalty 2929.695319 = -991932.518005 nChanged 90 SP:Iteration 17Q (4899.461214 sec): 3 clusters Score: Raw -994933.756229 + Penalty 2929.695319 = -992004.060910 nChanged 88 SP:Iteration 18Q (4899.514337 sec): 3 clusters Score: Raw -994996.796238 + Penalty 2929.695319 = -992067.100919 nChanged 94 SP:Iteration 19Q (4899.564600 sec): 3 clusters Score: Raw -995062.512670 + Penalty 2929.695319 = -992132.817351 nChanged 89 SP:Iteration 20F (4899.615775 sec): 3 clusters Score: Raw -995117.610450 + Penalty 2929.695319 = -992187.915131 nChanged 90 SP:Iteration 21Q (4899.679775 sec): 3 clusters Score: Raw -995181.864063 + Penalty 2929.695319 = -992252.168744 nChanged 93 SP:Iteration 22Q (4899.740180 sec): 3 clusters Score: Raw -995256.851922 + Penalty 2929.695319 = -992327.156603 nChanged 103 SP:Iteration 23Q (4899.788684 sec): 3 clusters Score: Raw -995360.371749 + Penalty 2929.695319 = -992430.676430 nChanged 124 SP:Iteration 24Q (4899.847583 sec): 3 clusters Score: Raw -995491.088362 + Penalty 2929.695319 = -992561.393043 nChanged 133 SP:Iteration 25Q (4899.906633 sec): 3 clusters Score: Raw -995618.289786 + Penalty 2929.695319 = -992688.594467 nChanged 119 SP:Iteration 26Q (4899.966832 sec): 3 clusters Score: Raw -995699.502012 + Penalty 2929.695319 = -992769.806693 nChanged 101 SP:Iteration 27Q (4900.021935 sec): 3 clusters Score: Raw -995761.446651 + Penalty 2929.695319 = -992831.751332 nChanged 80 SP:Iteration 28Q (4900.082127 sec): 3 clusters Score: Raw -995801.824026 + Penalty 2929.695319 = -992872.128707 nChanged 73 SP:Iteration 29Q (4900.139627 sec): 3 clusters Score: Raw -995839.922016 + Penalty 2929.695319 = -992910.226697 nChanged 64 SP:Iteration 30Q (4900.188640 sec): 3 clusters Score: Raw -995867.764322 + Penalty 2929.695319 = -992938.069003 nChanged 56 SP:Iteration 31Q (4900.238757 sec): 3 clusters Score: Raw -995886.775708 + Penalty 2929.695319 = -992957.080389 nChanged 35 SP:Iteration 32Q (4900.297875 sec): 3 clusters Score: Raw -995898.552801 + Penalty 2929.695319 = -992968.857482 nChanged 25 SP:Iteration 33Q (4900.357930 sec): 3 clusters Score: Raw -995906.031746 + Penalty 2929.695319 = -992976.336427 nChanged 19 SP:Iteration 34Q (4900.407788 sec): 3 clusters Score: Raw -995909.222706 + Penalty 2929.695319 = -992979.527387 nChanged 7 SP:Iteration 35Q (4900.466443 sec): 3 clusters Score: Raw -995910.481852 + Penalty 2929.695319 = -992980.786533 nChanged 4 SP:Iteration 36Q (4900.525334 sec): 3 clusters Score: Raw -995910.899009 + Penalty 2929.695319 = -992981.203691 nChanged 2 SP:Iteration 37Q (4900.581474 sec): 3 clusters Score: Raw -995911.114596 + Penalty 2929.695319 = -992981.419277 nChanged 1 SP:Iteration 38Q (4900.639090 sec): 3 clusters Score: Raw -995911.213088 + Penalty 2929.695319 = -992981.517769 nChanged 0 SP:Iteration 39F (4900.696357 sec): 3 clusters Score: Raw -995912.604706 + Penalty 2929.695319 = -992982.909387 nChanged 2 SP:Iteration 40F (4900.766571 sec): 3 clusters Score: Raw -995913.567872 + Penalty 2929.695319 = -992983.872553 nChanged 5 SP:Iteration 41Q (4900.814760 sec): 3 clusters Score: Raw -995914.171090 + Penalty 2929.695319 = -992984.475771 nChanged 4 SP:Iteration 42Q (4900.878196 sec): 3 clusters Score: Raw -995914.740692 + Penalty 2929.695319 = -992985.045373 nChanged 4 SP:Iteration 43Q (4900.946941 sec): 3 clusters Score: Raw -995915.385293 + Penalty 2929.695319 = -992985.689974 nChanged 2 SP:Iteration 44Q (4901.000037 sec): 3 clusters Score: Raw -995915.687415 + Penalty 2929.695319 = -992985.992096 nChanged 3 SP:Iteration 45Q (4901.066031 sec): 3 clusters Score: Raw -995916.007686 + Penalty 2929.695319 = -992986.312367 nChanged 2 SP:Iteration 46Q (4901.130684 sec): 3 clusters Score: Raw -995916.175921 + Penalty 2929.695319 = -992986.480602 nChanged 0 SP:Iteration 47F (4901.203329 sec): 3 clusters Score: Raw -995916.175921 + Penalty 2929.695319 = -992986.480602 nChanged 0 Score: Raw -129550735.064980 + Penalty 101450.942987 = -129449284.121993 Splitting cluster 15 changes total score from -129449790.821303 to -129449284.121993 So it's not getting split. Trying to split cluster 16 (3731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4930.628626 sec): 2 clusters Score: Raw -463079.906984 + Penalty 1336.470131 = -461743.436853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4930.680661 sec): 3 clusters Score: Raw -461288.959808 + Penalty 2672.940261 = -458616.019547 nChanged 1413 SP:Iteration 1F (4930.733948 sec): 3 clusters Score: Raw -462084.620776 + Penalty 2672.940261 = -459411.680515 nChanged 298 SP:Iteration 2F (4930.782254 sec): 3 clusters Score: Raw -462280.725791 + Penalty 2672.940261 = -459607.785529 nChanged 214 SP:Iteration 3F (4930.828376 sec): 3 clusters Score: Raw -462431.718161 + Penalty 2672.940261 = -459758.777900 nChanged 186 SP:Iteration 4Q (4930.875002 sec): 3 clusters Score: Raw -462576.386717 + Penalty 2672.940261 = -459903.446455 nChanged 179 SP:Iteration 5Q (4930.921944 sec): 3 clusters Score: Raw -462702.480659 + Penalty 2672.940261 = -460029.540397 nChanged 157 SP:Iteration 6Q (4930.967024 sec): 3 clusters Score: Raw -462806.986969 + Penalty 2672.940261 = -460134.046708 nChanged 125 SP:Iteration 7Q (4931.022646 sec): 3 clusters Score: Raw -462883.808887 + Penalty 2672.940261 = -460210.868626 nChanged 113 SP:Iteration 8Q (4931.076112 sec): 3 clusters Score: Raw -462967.640508 + Penalty 2672.940261 = -460294.700246 nChanged 102 SP:Iteration 9Q (4931.115266 sec): 3 clusters Score: Raw -463039.240643 + Penalty 2672.940261 = -460366.300382 nChanged 108 SP:Iteration 10Q (4931.165156 sec): 3 clusters Score: Raw -463118.424070 + Penalty 2672.940261 = -460445.483809 nChanged 101 SP:Iteration 11Q (4931.218799 sec): 3 clusters Score: Raw -463187.173413 + Penalty 2672.940261 = -460514.233152 nChanged 87 SP:Iteration 12Q (4931.269601 sec): 3 clusters Score: Raw -463240.100641 + Penalty 2672.940261 = -460567.160380 nChanged 81 SP:Iteration 13Q (4931.317048 sec): 3 clusters Score: Raw -463299.936852 + Penalty 2672.940261 = -460626.996591 nChanged 81 SP:Iteration 14Q (4931.369052 sec): 3 clusters Score: Raw -463346.123972 + Penalty 2672.940261 = -460673.183711 nChanged 67 SP:Iteration 15Q (4931.426193 sec): 3 clusters Score: Raw -463378.343517 + Penalty 2672.940261 = -460705.403256 nChanged 53 SP:Iteration 16Q (4931.479568 sec): 3 clusters Score: Raw -463401.216696 + Penalty 2672.940261 = -460728.276435 nChanged 39 SP:Iteration 17Q (4931.530660 sec): 3 clusters Score: Raw -463420.250360 + Penalty 2672.940261 = -460747.310098 nChanged 40 SP:Iteration 18Q (4931.576489 sec): 3 clusters Score: Raw -463436.219894 + Penalty 2672.940261 = -460763.279633 nChanged 20 SP:Iteration 19Q (4931.634913 sec): 3 clusters Score: Raw -463442.886372 + Penalty 2672.940261 = -460769.946111 nChanged 14 SP:Iteration 20F (4931.682875 sec): 3 clusters Score: Raw -463446.363141 + Penalty 2672.940261 = -460773.422880 nChanged 9 SP:Iteration 21Q (4931.723589 sec): 3 clusters Score: Raw -463448.340938 + Penalty 2672.940261 = -460775.400677 nChanged 1 SP:Iteration 22Q (4931.781006 sec): 3 clusters Score: Raw -463448.554310 + Penalty 2672.940261 = -460775.614049 nChanged 1 SP:Iteration 23Q (4931.826156 sec): 3 clusters Score: Raw -463449.215651 + Penalty 2672.940261 = -460776.275390 nChanged 2 SP:Iteration 24Q (4931.889066 sec): 3 clusters Score: Raw -463449.602062 + Penalty 2672.940261 = -460776.661801 nChanged 1 SP:Iteration 25Q (4931.930390 sec): 3 clusters Score: Raw -463449.739262 + Penalty 2672.940261 = -460776.799001 nChanged 1 SP:Iteration 26Q (4931.981322 sec): 3 clusters Score: Raw -463449.837238 + Penalty 2672.940261 = -460776.896977 nChanged 0 SP:Iteration 27F (4932.024495 sec): 3 clusters Score: Raw -463449.837238 + Penalty 2672.940261 = -460776.896977 nChanged 0 Trying to split cluster 17 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4932.055022 sec): 2 clusters Score: Raw -65414.859773 + Penalty 1038.958498 = -64375.901275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4932.091691 sec): 3 clusters Score: Raw -65342.267267 + Penalty 2077.916995 = -63264.350272 nChanged 149 SP:Iteration 1F (4932.133460 sec): 3 clusters Score: Raw -65695.713562 + Penalty 2077.916995 = -63617.796567 nChanged 61 SP:Iteration 2F (4932.175694 sec): 3 clusters Score: Raw -65945.240726 + Penalty 2077.916995 = -63867.323731 nChanged 40 SP:Iteration 3F (4932.221827 sec): 3 clusters Score: Raw -66113.989809 + Penalty 2077.916995 = -64036.072814 nChanged 29 SP:Iteration 4Q (4932.277501 sec): 3 clusters Score: Raw -66210.664707 + Penalty 2077.916995 = -64132.747711 nChanged 20 SP:Iteration 5Q (4932.320048 sec): 3 clusters Score: Raw -66313.791440 + Penalty 2077.916995 = -64235.874445 nChanged 16 SP:Iteration 6Q (4932.359149 sec): 3 clusters Score: Raw -66381.402891 + Penalty 2077.916995 = -64303.485896 nChanged 10 SP:Iteration 7Q (4932.395319 sec): 3 clusters Score: Raw -66458.123581 + Penalty 2077.916995 = -64380.206586 nChanged 4 SP:Iteration 8Q (4932.442368 sec): 3 clusters Score: Raw -66469.940828 + Penalty 2077.916995 = -64392.023833 nChanged 2 SP:Iteration 9Q (4932.487700 sec): 3 clusters Score: Raw -66487.479875 + Penalty 2077.916995 = -64409.562880 nChanged 5 SP:Iteration 10Q (4932.534331 sec): 3 clusters Score: Raw -66521.511362 + Penalty 2077.916995 = -64443.594367 nChanged 2 SP:Iteration 11Q (4932.581483 sec): 3 clusters Score: Raw -66539.290620 + Penalty 2077.916995 = -64461.373625 nChanged 5 SP:Iteration 12Q (4932.625748 sec): 3 clusters Score: Raw -66547.173639 + Penalty 2077.916995 = -64469.256644 nChanged 0 SP:Iteration 13F (4932.674076 sec): 3 clusters Score: Raw -66547.173639 + Penalty 2077.916995 = -64469.256644 nChanged 0 Score: Raw -129550120.544095 + Penalty 101450.942987 = -129448669.601108 Splitting cluster 17 changes total score from -129449790.821303 to -129448669.601108 So it's not getting split. Trying to split cluster 18 (10272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4961.515859 sec): 2 clusters Score: Raw -1257409.911065 + Penalty 1501.041267 = -1255908.869799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4961.576127 sec): 3 clusters Score: Raw -1251570.916105 + Penalty 3002.082533 = -1248568.833572 nChanged 4478 SP:Iteration 1F (4961.642523 sec): 3 clusters Score: Raw -1254013.559635 + Penalty 3002.082533 = -1251011.477101 nChanged 694 SP:Iteration 2F (4961.702485 sec): 3 clusters Score: Raw -1254387.680191 + Penalty 3002.082533 = -1251385.597657 nChanged 605 SP:Iteration 3F (4961.753415 sec): 3 clusters Score: Raw -1254721.374904 + Penalty 3002.082533 = -1251719.292371 nChanged 544 SP:Iteration 4F (4961.815490 sec): 3 clusters Score: Raw -1255018.729224 + Penalty 3002.082533 = -1252016.646691 nChanged 533 SP:Iteration 5F (4961.868801 sec): 3 clusters Score: Raw -1255309.524080 + Penalty 3002.082533 = -1252307.441546 nChanged 497 SP:Iteration 6Q (4961.934007 sec): 3 clusters Score: Raw -1255598.722492 + Penalty 3002.082533 = -1252596.639959 nChanged 463 SP:Iteration 7Q (4961.978569 sec): 3 clusters Score: Raw -1255884.434484 + Penalty 3002.082533 = -1252882.351951 nChanged 464 SP:Iteration 8Q (4962.035530 sec): 3 clusters Score: Raw -1256172.134187 + Penalty 3002.082533 = -1253170.051654 nChanged 412 SP:Iteration 9Q (4962.092441 sec): 3 clusters Score: Raw -1256430.258079 + Penalty 3002.082533 = -1253428.175546 nChanged 355 SP:Iteration 10Q (4962.157769 sec): 3 clusters Score: Raw -1256634.728868 + Penalty 3002.082533 = -1253632.646334 nChanged 301 SP:Iteration 11Q (4962.211683 sec): 3 clusters Score: Raw -1256815.651295 + Penalty 3002.082533 = -1253813.568762 nChanged 284 SP:Iteration 12Q (4962.273258 sec): 3 clusters Score: Raw -1256972.686174 + Penalty 3002.082533 = -1253970.603640 nChanged 219 SP:Iteration 13Q (4962.343875 sec): 3 clusters Score: Raw -1257076.424400 + Penalty 3002.082533 = -1254074.341866 nChanged 191 SP:Iteration 14Q (4962.409118 sec): 3 clusters Score: Raw -1257176.945442 + Penalty 3002.082533 = -1254174.862909 nChanged 181 SP:Iteration 15Q (4962.458061 sec): 3 clusters Score: Raw -1257269.070836 + Penalty 3002.082533 = -1254266.988303 nChanged 180 SP:Iteration 16Q (4962.533516 sec): 3 clusters Score: Raw -1257355.884158 + Penalty 3002.082533 = -1254353.801625 nChanged 163 SP:Iteration 17Q (4962.598723 sec): 3 clusters Score: Raw -1257434.613293 + Penalty 3002.082533 = -1254432.530760 nChanged 147 SP:Iteration 18Q (4962.657528 sec): 3 clusters Score: Raw -1257502.353520 + Penalty 3002.082533 = -1254500.270987 nChanged 143 SP:Iteration 19Q (4962.717649 sec): 3 clusters Score: Raw -1257571.092056 + Penalty 3002.082533 = -1254569.009523 nChanged 130 SP:Iteration 20F (4962.783270 sec): 3 clusters Score: Raw -1257630.997020 + Penalty 3002.082533 = -1254628.914487 nChanged 107 SP:Iteration 21Q (4962.837999 sec): 3 clusters Score: Raw -1257672.307532 + Penalty 3002.082533 = -1254670.224999 nChanged 84 SP:Iteration 22Q (4962.907202 sec): 3 clusters Score: Raw -1257705.492336 + Penalty 3002.082533 = -1254703.409803 nChanged 100 SP:Iteration 23Q (4962.963954 sec): 3 clusters Score: Raw -1257751.177639 + Penalty 3002.082533 = -1254749.095106 nChanged 109 SP:Iteration 24Q (4963.014930 sec): 3 clusters Score: Raw -1257808.604827 + Penalty 3002.082533 = -1254806.522294 nChanged 100 SP:Iteration 25Q (4963.072524 sec): 3 clusters Score: Raw -1257860.727360 + Penalty 3002.082533 = -1254858.644827 nChanged 81 SP:Iteration 26Q (4963.133355 sec): 3 clusters Score: Raw -1257903.123784 + Penalty 3002.082533 = -1254901.041251 nChanged 75 SP:Iteration 27Q (4963.206614 sec): 3 clusters Score: Raw -1257943.621029 + Penalty 3002.082533 = -1254941.538495 nChanged 59 SP:Iteration 28Q (4963.271188 sec): 3 clusters Score: Raw -1257975.763134 + Penalty 3002.082533 = -1254973.680601 nChanged 53 SP:Iteration 29Q (4963.319865 sec): 3 clusters Score: Raw -1257996.673479 + Penalty 3002.082533 = -1254994.590946 nChanged 35 SP:Iteration 30Q (4963.381801 sec): 3 clusters Score: Raw -1258016.866213 + Penalty 3002.082533 = -1255014.783680 nChanged 37 SP:Iteration 31Q (4963.447031 sec): 3 clusters Score: Raw -1258034.791075 + Penalty 3002.082533 = -1255032.708542 nChanged 40 SP:Iteration 32Q (4963.510990 sec): 3 clusters Score: Raw -1258052.639341 + Penalty 3002.082533 = -1255050.556808 nChanged 28 SP:Iteration 33Q (4963.561778 sec): 3 clusters Score: Raw -1258065.394153 + Penalty 3002.082533 = -1255063.311620 nChanged 21 SP:Iteration 34Q (4963.626180 sec): 3 clusters Score: Raw -1258075.553523 + Penalty 3002.082533 = -1255073.470989 nChanged 25 SP:Iteration 35Q (4963.682192 sec): 3 clusters Score: Raw -1258090.332808 + Penalty 3002.082533 = -1255088.250274 nChanged 32 SP:Iteration 36Q (4963.734718 sec): 3 clusters Score: Raw -1258111.504816 + Penalty 3002.082533 = -1255109.422283 nChanged 31 SP:Iteration 37Q (4963.794839 sec): 3 clusters Score: Raw -1258131.234282 + Penalty 3002.082533 = -1255129.151749 nChanged 16 SP:Iteration 38Q (4963.845153 sec): 3 clusters Score: Raw -1258138.942152 + Penalty 3002.082533 = -1255136.859619 nChanged 12 SP:Iteration 39Q (4963.900043 sec): 3 clusters Score: Raw -1258145.162139 + Penalty 3002.082533 = -1255143.079606 nChanged 17 SP:Iteration 40F (4963.974012 sec): 3 clusters Score: Raw -1258151.878635 + Penalty 3002.082533 = -1255149.796101 nChanged 14 SP:Iteration 41Q (4964.031491 sec): 3 clusters Score: Raw -1258158.109779 + Penalty 3002.082533 = -1255156.027245 nChanged 13 SP:Iteration 42Q (4964.090298 sec): 3 clusters Score: Raw -1258167.796389 + Penalty 3002.082533 = -1255165.713855 nChanged 19 SP:Iteration 43Q (4964.138442 sec): 3 clusters Score: Raw -1258181.366844 + Penalty 3002.082533 = -1255179.284311 nChanged 11 SP:Iteration 44Q (4964.210124 sec): 3 clusters Score: Raw -1258186.455270 + Penalty 3002.082533 = -1255184.372737 nChanged 9 SP:Iteration 45Q (4964.270321 sec): 3 clusters Score: Raw -1258192.136425 + Penalty 3002.082533 = -1255190.053892 nChanged 7 SP:Iteration 46Q (4964.315971 sec): 3 clusters Score: Raw -1258195.104099 + Penalty 3002.082533 = -1255193.021565 nChanged 3 SP:Iteration 47Q (4964.382395 sec): 3 clusters Score: Raw -1258196.225673 + Penalty 3002.082533 = -1255194.143139 nChanged 3 SP:Iteration 48Q (4964.440842 sec): 3 clusters Score: Raw -1258197.457462 + Penalty 3002.082533 = -1255195.374929 nChanged 3 SP:Iteration 49Q (4964.503540 sec): 3 clusters Score: Raw -1258198.713878 + Penalty 3002.082533 = -1255196.631344 nChanged 4 SP:Iteration 50Q (4964.561012 sec): 3 clusters Score: Raw -1258201.330110 + Penalty 3002.082533 = -1255199.247577 nChanged 3 SP:Iteration 51Q (4964.622711 sec): 3 clusters Score: Raw -1258203.256794 + Penalty 3002.082533 = -1255201.174261 nChanged 3 SP:Iteration 52Q (4964.673157 sec): 3 clusters Score: Raw -1258205.918002 + Penalty 3002.082533 = -1255203.835469 nChanged 9 SP:Iteration 53Q (4964.729789 sec): 3 clusters Score: Raw -1258209.434311 + Penalty 3002.082533 = -1255207.351778 nChanged 8 SP:Iteration 54Q (4964.796744 sec): 3 clusters Score: Raw -1258214.192660 + Penalty 3002.082533 = -1255212.110126 nChanged 11 SP:Iteration 55Q (4964.856834 sec): 3 clusters Score: Raw -1258219.291712 + Penalty 3002.082533 = -1255217.209178 nChanged 9 SP:Iteration 56Q (4964.905414 sec): 3 clusters Score: Raw -1258222.047941 + Penalty 3002.082533 = -1255219.965407 nChanged 6 SP:Iteration 57Q (4964.972591 sec): 3 clusters Score: Raw -1258223.646200 + Penalty 3002.082533 = -1255221.563667 nChanged 0 SP:Iteration 58F (4965.036045 sec): 3 clusters Score: Raw -1258223.646200 + Penalty 3002.082533 = -1255221.563667 nChanged 0 Trying to split cluster 19 (55051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4965.135229 sec): 2 clusters Score: Raw -6605853.314041 + Penalty 1773.852487 = -6604079.461554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4965.268885 sec): 3 clusters Score: Raw -6571003.033359 + Penalty 3547.704975 = -6567455.328384 nChanged 25833 SP:Iteration 1F (4965.412501 sec): 3 clusters Score: Raw -6586034.596351 + Penalty 3547.704975 = -6582486.891376 nChanged 2648 SP:Iteration 2Q (4965.550403 sec): 3 clusters Score: Raw -6587053.926874 + Penalty 3547.704975 = -6583506.221899 nChanged 2932 SP:Iteration 3F (4965.658112 sec): 3 clusters Score: Raw -6588349.165336 + Penalty 3547.704975 = -6584801.460361 nChanged 3248 SP:Iteration 4F (4965.789767 sec): 3 clusters Score: Raw -6589951.068283 + Penalty 3547.704975 = -6586403.363308 nChanged 3406 SP:Iteration 5F (4965.923015 sec): 3 clusters Score: Raw -6591813.997352 + Penalty 3547.704975 = -6588266.292377 nChanged 3411 SP:Iteration 6F (4966.063136 sec): 3 clusters Score: Raw -6593877.609104 + Penalty 3547.704975 = -6590329.904129 nChanged 3365 SP:Iteration 7F (4966.187043 sec): 3 clusters Score: Raw -6596167.075768 + Penalty 3547.704975 = -6592619.370793 nChanged 3259 SP:Iteration 8F (4966.303160 sec): 3 clusters Score: Raw -6598617.816976 + Penalty 3547.704975 = -6595070.112001 nChanged 3006 SP:Iteration 9F (4966.431305 sec): 3 clusters Score: Raw -6601074.489506 + Penalty 3547.704975 = -6597526.784531 nChanged 2402 SP:Iteration 10Q (4966.566275 sec): 3 clusters Score: Raw -6603108.250047 + Penalty 3547.704975 = -6599560.545072 nChanged 1655 SP:Iteration 11Q (4966.702579 sec): 3 clusters Score: Raw -6604460.077681 + Penalty 3547.704975 = -6600912.372706 nChanged 970 SP:Iteration 12Q (4966.819636 sec): 3 clusters Score: Raw -6605215.613134 + Penalty 3547.704975 = -6601667.908159 nChanged 537 SP:Iteration 13Q (4966.918456 sec): 3 clusters Score: Raw -6605644.725100 + Penalty 3547.704975 = -6602097.020125 nChanged 292 SP:Iteration 14Q (4967.036117 sec): 3 clusters Score: Raw -6605874.127581 + Penalty 3547.704975 = -6602326.422606 nChanged 180 SP:Iteration 15Q (4967.134954 sec): 3 clusters Score: Raw -6606022.293546 + Penalty 3547.704975 = -6602474.588571 nChanged 104 SP:Iteration 16Q (4967.244082 sec): 3 clusters Score: Raw -6606105.891998 + Penalty 3547.704975 = -6602558.187023 nChanged 72 SP:Iteration 17Q (4967.370256 sec): 3 clusters Score: Raw -6606157.007867 + Penalty 3547.704975 = -6602609.302892 nChanged 59 SP:Iteration 18Q (4967.492089 sec): 3 clusters Score: Raw -6606199.014924 + Penalty 3547.704975 = -6602651.309950 nChanged 50 SP:Iteration 19Q (4967.611824 sec): 3 clusters Score: Raw -6606238.732922 + Penalty 3547.704975 = -6602691.027947 nChanged 33 SP:Iteration 20F (4967.742883 sec): 3 clusters Score: Raw -6606255.717582 + Penalty 3547.704975 = -6602708.012607 nChanged 20 SP:Iteration 21Q (4967.865571 sec): 3 clusters Score: Raw -6606266.516777 + Penalty 3547.704975 = -6602718.811802 nChanged 8 SP:Iteration 22Q (4967.991506 sec): 3 clusters Score: Raw -6606271.280815 + Penalty 3547.704975 = -6602723.575840 nChanged 9 SP:Iteration 23Q (4968.102397 sec): 3 clusters Score: Raw -6606277.112611 + Penalty 3547.704975 = -6602729.407636 nChanged 6 SP:Iteration 24Q (4968.212413 sec): 3 clusters Score: Raw -6606283.126725 + Penalty 3547.704975 = -6602735.421750 nChanged 11 SP:Iteration 25Q (4968.332155 sec): 3 clusters Score: Raw -6606288.042582 + Penalty 3547.704975 = -6602740.337607 nChanged 4 SP:Iteration 26Q (4968.453811 sec): 3 clusters Score: Raw -6606290.023419 + Penalty 3547.704975 = -6602742.318444 nChanged 4 SP:Iteration 27Q (4968.573130 sec): 3 clusters Score: Raw -6606291.981590 + Penalty 3547.704975 = -6602744.276615 nChanged 7 SP:Iteration 28Q (4968.698262 sec): 3 clusters Score: Raw -6606294.050199 + Penalty 3547.704975 = -6602746.345225 nChanged 3 SP:Iteration 29Q (4968.819233 sec): 3 clusters Score: Raw -6606295.385176 + Penalty 3547.704975 = -6602747.680201 nChanged 3 SP:Iteration 30Q (4968.939279 sec): 3 clusters Score: Raw -6606297.848732 + Penalty 3547.704975 = -6602750.143757 nChanged 5 SP:Iteration 31Q (4969.060134 sec): 3 clusters Score: Raw -6606300.971584 + Penalty 3547.704975 = -6602753.266610 nChanged 6 SP:Iteration 32Q (4969.177207 sec): 3 clusters Score: Raw -6606303.545343 + Penalty 3547.704975 = -6602755.840368 nChanged 6 SP:Iteration 33Q (4969.294028 sec): 3 clusters Score: Raw -6606306.038339 + Penalty 3547.704975 = -6602758.333364 nChanged 5 SP:Iteration 34Q (4969.406851 sec): 3 clusters Score: Raw -6606307.840494 + Penalty 3547.704975 = -6602760.135519 nChanged 1 SP:Iteration 35Q (4969.521319 sec): 3 clusters Score: Raw -6606308.078830 + Penalty 3547.704975 = -6602760.373855 nChanged 1 SP:Iteration 36Q (4969.638372 sec): 3 clusters Score: Raw -6606308.378526 + Penalty 3547.704975 = -6602760.673551 nChanged 0 SP:Iteration 37F (4969.772033 sec): 3 clusters Score: Raw -6606308.378526 + Penalty 3547.704975 = -6602760.673551 nChanged 0 Trying to split cluster 20 (5085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4969.786100 sec): 2 clusters Score: Raw -600328.164607 + Penalty 1386.783175 = -598941.381432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4969.807798 sec): 3 clusters Score: Raw -597668.145875 + Penalty 2773.566350 = -594894.579525 nChanged 2117 SP:Iteration 1F (4969.828726 sec): 3 clusters Score: Raw -599072.981727 + Penalty 2773.566350 = -596299.415377 nChanged 500 SP:Iteration 2F (4969.858152 sec): 3 clusters Score: Raw -599644.983954 + Penalty 2773.566350 = -596871.417604 nChanged 445 SP:Iteration 3F (4969.926658 sec): 3 clusters Score: Raw -600077.568893 + Penalty 2773.566350 = -597304.002543 nChanged 311 SP:Iteration 4F (4969.979196 sec): 3 clusters Score: Raw -600326.857267 + Penalty 2773.566350 = -597553.290917 nChanged 260 SP:Iteration 5F (4970.035272 sec): 3 clusters Score: Raw -600544.598138 + Penalty 2773.566350 = -597771.031788 nChanged 256 SP:Iteration 6F (4970.081189 sec): 3 clusters Score: Raw -600741.486279 + Penalty 2773.566350 = -597967.919929 nChanged 234 SP:Iteration 7Q (4970.144579 sec): 3 clusters Score: Raw -600929.271836 + Penalty 2773.566350 = -598155.705486 nChanged 211 SP:Iteration 8Q (4970.200367 sec): 3 clusters Score: Raw -601068.822699 + Penalty 2773.566350 = -598295.256349 nChanged 173 SP:Iteration 9Q (4970.254242 sec): 3 clusters Score: Raw -601181.684602 + Penalty 2773.566350 = -598408.118252 nChanged 147 SP:Iteration 10Q (4970.309366 sec): 3 clusters Score: Raw -601273.603156 + Penalty 2773.566350 = -598500.036806 nChanged 129 SP:Iteration 11Q (4970.362609 sec): 3 clusters Score: Raw -601348.009972 + Penalty 2773.566350 = -598574.443622 nChanged 111 SP:Iteration 12Q (4970.407755 sec): 3 clusters Score: Raw -601413.460439 + Penalty 2773.566350 = -598639.894089 nChanged 104 SP:Iteration 13Q (4970.446484 sec): 3 clusters Score: Raw -601476.707099 + Penalty 2773.566350 = -598703.140749 nChanged 83 SP:Iteration 14Q (4970.508570 sec): 3 clusters Score: Raw -601524.302765 + Penalty 2773.566350 = -598750.736415 nChanged 69 SP:Iteration 15Q (4970.559466 sec): 3 clusters Score: Raw -601564.573247 + Penalty 2773.566350 = -598791.006896 nChanged 71 SP:Iteration 16Q (4970.612967 sec): 3 clusters Score: Raw -601609.470898 + Penalty 2773.566350 = -598835.904548 nChanged 53 SP:Iteration 17Q (4970.660661 sec): 3 clusters Score: Raw -601641.871825 + Penalty 2773.566350 = -598868.305475 nChanged 55 SP:Iteration 18Q (4970.715255 sec): 3 clusters Score: Raw -601684.616996 + Penalty 2773.566350 = -598911.050646 nChanged 60 SP:Iteration 19Q (4970.767354 sec): 3 clusters Score: Raw -601731.193498 + Penalty 2773.566350 = -598957.627147 nChanged 61 SP:Iteration 20F (4970.816006 sec): 3 clusters Score: Raw -601769.408739 + Penalty 2773.566350 = -598995.842389 nChanged 46 SP:Iteration 21Q (4970.861104 sec): 3 clusters Score: Raw -601799.017100 + Penalty 2773.566350 = -599025.450749 nChanged 36 SP:Iteration 22Q (4970.904237 sec): 3 clusters Score: Raw -601822.265851 + Penalty 2773.566350 = -599048.699501 nChanged 30 SP:Iteration 23Q (4970.964270 sec): 3 clusters Score: Raw -601839.680639 + Penalty 2773.566350 = -599066.114289 nChanged 26 SP:Iteration 24Q (4971.015400 sec): 3 clusters Score: Raw -601851.148647 + Penalty 2773.566350 = -599077.582296 nChanged 20 SP:Iteration 25Q (4971.066753 sec): 3 clusters Score: Raw -601857.615918 + Penalty 2773.566350 = -599084.049567 nChanged 11 SP:Iteration 26Q (4971.104734 sec): 3 clusters Score: Raw -601861.217696 + Penalty 2773.566350 = -599087.651346 nChanged 9 SP:Iteration 27Q (4971.144133 sec): 3 clusters Score: Raw -601864.350107 + Penalty 2773.566350 = -599090.783757 nChanged 11 SP:Iteration 28Q (4971.190874 sec): 3 clusters Score: Raw -601868.414281 + Penalty 2773.566350 = -599094.847931 nChanged 7 SP:Iteration 29Q (4971.242191 sec): 3 clusters Score: Raw -601870.066804 + Penalty 2773.566350 = -599096.500454 nChanged 8 SP:Iteration 30Q (4971.284779 sec): 3 clusters Score: Raw -601872.072530 + Penalty 2773.566350 = -599098.506180 nChanged 7 SP:Iteration 31Q (4971.337076 sec): 3 clusters Score: Raw -601874.315508 + Penalty 2773.566350 = -599100.749157 nChanged 8 SP:Iteration 32Q (4971.392766 sec): 3 clusters Score: Raw -601877.184088 + Penalty 2773.566350 = -599103.617738 nChanged 8 SP:Iteration 33Q (4971.436876 sec): 3 clusters Score: Raw -601880.095575 + Penalty 2773.566350 = -599106.529224 nChanged 8 SP:Iteration 34Q (4971.487013 sec): 3 clusters Score: Raw -601883.603779 + Penalty 2773.566350 = -599110.037429 nChanged 10 SP:Iteration 35Q (4971.541883 sec): 3 clusters Score: Raw -601887.402130 + Penalty 2773.566350 = -599113.835779 nChanged 11 SP:Iteration 36Q (4971.595265 sec): 3 clusters Score: Raw -601893.546372 + Penalty 2773.566350 = -599119.980022 nChanged 12 SP:Iteration 37Q (4971.637913 sec): 3 clusters Score: Raw -601897.162371 + Penalty 2773.566350 = -599123.596021 nChanged 5 SP:Iteration 38Q (4971.693608 sec): 3 clusters Score: Raw -601898.123594 + Penalty 2773.566350 = -599124.557243 nChanged 5 SP:Iteration 39Q (4971.749738 sec): 3 clusters Score: Raw -601900.239881 + Penalty 2773.566350 = -599126.673531 nChanged 4 SP:Iteration 40F (4971.804558 sec): 3 clusters Score: Raw -601901.205824 + Penalty 2773.566350 = -599127.639473 nChanged 3 SP:Iteration 41Q (4971.860116 sec): 3 clusters Score: Raw -601901.933391 + Penalty 2773.566350 = -599128.367041 nChanged 2 SP:Iteration 42Q (4971.913928 sec): 3 clusters Score: Raw -601902.725546 + Penalty 2773.566350 = -599129.159196 nChanged 1 SP:Iteration 43Q (4971.967088 sec): 3 clusters Score: Raw -601902.851623 + Penalty 2773.566350 = -599129.285273 nChanged 1 SP:Iteration 44Q (4972.017842 sec): 3 clusters Score: Raw -601903.223990 + Penalty 2773.566350 = -599129.657640 nChanged 0 SP:Iteration 45F (4972.074143 sec): 3 clusters Score: Raw -601903.223990 + Penalty 2773.566350 = -599129.657640 nChanged 0 Score: Raw -129550563.289611 + Penalty 101450.942987 = -129449112.346624 Splitting cluster 20 changes total score from -129449790.821303 to -129449112.346624 So it's not getting split. Trying to split cluster 21 (35665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5000.609630 sec): 2 clusters Score: Raw -4445888.955273 + Penalty 1703.312828 = -4444185.642445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5000.682563 sec): 3 clusters Score: Raw -4423484.537602 + Penalty 3406.625656 = -4420077.911946 nChanged 16685 SP:Iteration 1F (5000.750566 sec): 3 clusters Score: Raw -4433593.901498 + Penalty 3406.625656 = -4430187.275843 nChanged 2282 SP:Iteration 2F (5000.818124 sec): 3 clusters Score: Raw -4434863.718633 + Penalty 3406.625656 = -4431457.092977 nChanged 2484 SP:Iteration 3F (5000.885911 sec): 3 clusters Score: Raw -4436367.072449 + Penalty 3406.625656 = -4432960.446793 nChanged 2520 SP:Iteration 4F (5000.953544 sec): 3 clusters Score: Raw -4437906.387660 + Penalty 3406.625656 = -4434499.762004 nChanged 2363 SP:Iteration 5F (5001.021260 sec): 3 clusters Score: Raw -4439243.632600 + Penalty 3406.625656 = -4435837.006945 nChanged 1984 SP:Iteration 6F (5001.088959 sec): 3 clusters Score: Raw -4440264.991217 + Penalty 3406.625656 = -4436858.365561 nChanged 1613 SP:Iteration 7Q (5001.158516 sec): 3 clusters Score: Raw -4441025.034362 + Penalty 3406.625656 = -4437618.408706 nChanged 1295 SP:Iteration 8Q (5001.227320 sec): 3 clusters Score: Raw -4441601.523998 + Penalty 3406.625656 = -4438194.898342 nChanged 1046 SP:Iteration 9Q (5001.295997 sec): 3 clusters Score: Raw -4442110.520977 + Penalty 3406.625656 = -4438703.895321 nChanged 937 SP:Iteration 10Q (5001.364688 sec): 3 clusters Score: Raw -4442613.177343 + Penalty 3406.625656 = -4439206.551687 nChanged 847 SP:Iteration 11Q (5001.432970 sec): 3 clusters Score: Raw -4443186.664322 + Penalty 3406.625656 = -4439780.038666 nChanged 812 SP:Iteration 12Q (5001.500344 sec): 3 clusters Score: Raw -4443784.205785 + Penalty 3406.625656 = -4440377.580129 nChanged 769 SP:Iteration 13Q (5001.566779 sec): 3 clusters Score: Raw -4444324.842008 + Penalty 3406.625656 = -4440918.216353 nChanged 647 SP:Iteration 14Q (5001.631382 sec): 3 clusters Score: Raw -4444682.902866 + Penalty 3406.625656 = -4441276.277211 nChanged 505 SP:Iteration 15Q (5001.694481 sec): 3 clusters Score: Raw -4444937.418531 + Penalty 3406.625656 = -4441530.792875 nChanged 408 SP:Iteration 16Q (5001.756761 sec): 3 clusters Score: Raw -4445131.242813 + Penalty 3406.625656 = -4441724.617158 nChanged 348 SP:Iteration 17Q (5001.818577 sec): 3 clusters Score: Raw -4445284.781786 + Penalty 3406.625656 = -4441878.156130 nChanged 312 SP:Iteration 18Q (5001.879575 sec): 3 clusters Score: Raw -4445414.334493 + Penalty 3406.625656 = -4442007.708837 nChanged 319 SP:Iteration 19Q (5001.940096 sec): 3 clusters Score: Raw -4445541.844792 + Penalty 3406.625656 = -4442135.219137 nChanged 270 SP:Iteration 20F (5002.007434 sec): 3 clusters Score: Raw -4445646.132096 + Penalty 3406.625656 = -4442239.506440 nChanged 261 SP:Iteration 21Q (5002.067900 sec): 3 clusters Score: Raw -4445751.442108 + Penalty 3406.625656 = -4442344.816452 nChanged 230 SP:Iteration 22Q (5002.126893 sec): 3 clusters Score: Raw -4445832.311225 + Penalty 3406.625656 = -4442425.685570 nChanged 183 SP:Iteration 23Q (5002.186037 sec): 3 clusters Score: Raw -4445893.826706 + Penalty 3406.625656 = -4442487.201051 nChanged 166 SP:Iteration 24Q (5002.245182 sec): 3 clusters Score: Raw -4445945.891278 + Penalty 3406.625656 = -4442539.265622 nChanged 147 SP:Iteration 25Q (5002.303571 sec): 3 clusters Score: Raw -4445992.645761 + Penalty 3406.625656 = -4442586.020105 nChanged 135 SP:Iteration 26Q (5002.362076 sec): 3 clusters Score: Raw -4446037.902659 + Penalty 3406.625656 = -4442631.277003 nChanged 130 SP:Iteration 27Q (5002.420493 sec): 3 clusters Score: Raw -4446081.236656 + Penalty 3406.625656 = -4442674.611000 nChanged 104 SP:Iteration 28Q (5002.478695 sec): 3 clusters Score: Raw -4446112.993135 + Penalty 3406.625656 = -4442706.367480 nChanged 116 SP:Iteration 29Q (5002.536911 sec): 3 clusters Score: Raw -4446143.745255 + Penalty 3406.625656 = -4442737.119599 nChanged 93 SP:Iteration 30Q (5002.594909 sec): 3 clusters Score: Raw -4446165.335985 + Penalty 3406.625656 = -4442758.710329 nChanged 85 SP:Iteration 31Q (5002.652869 sec): 3 clusters Score: Raw -4446183.059841 + Penalty 3406.625656 = -4442776.434185 nChanged 75 SP:Iteration 32Q (5002.710089 sec): 3 clusters Score: Raw -4446199.649819 + Penalty 3406.625656 = -4442793.024164 nChanged 76 SP:Iteration 33Q (5002.767810 sec): 3 clusters Score: Raw -4446214.203334 + Penalty 3406.625656 = -4442807.577678 nChanged 68 SP:Iteration 34Q (5002.825587 sec): 3 clusters Score: Raw -4446228.956777 + Penalty 3406.625656 = -4442822.331121 nChanged 67 SP:Iteration 35Q (5002.882914 sec): 3 clusters Score: Raw -4446244.325945 + Penalty 3406.625656 = -4442837.700289 nChanged 67 SP:Iteration 36Q (5002.940562 sec): 3 clusters Score: Raw -4446259.045645 + Penalty 3406.625656 = -4442852.419989 nChanged 58 SP:Iteration 37Q (5002.997837 sec): 3 clusters Score: Raw -4446269.467587 + Penalty 3406.625656 = -4442862.841931 nChanged 45 SP:Iteration 38Q (5003.055245 sec): 3 clusters Score: Raw -4446277.909636 + Penalty 3406.625656 = -4442871.283980 nChanged 50 SP:Iteration 39Q (5003.121034 sec): 3 clusters Score: Raw -4446286.628846 + Penalty 3406.625656 = -4442880.003190 nChanged 51 SP:Iteration 40F (5003.188860 sec): 3 clusters Score: Raw -4446297.170428 + Penalty 3406.625656 = -4442890.544772 nChanged 47 SP:Iteration 41Q (5003.246296 sec): 3 clusters Score: Raw -4446307.531235 + Penalty 3406.625656 = -4442900.905579 nChanged 47 SP:Iteration 42Q (5003.303267 sec): 3 clusters Score: Raw -4446316.626409 + Penalty 3406.625656 = -4442910.000753 nChanged 30 SP:Iteration 43Q (5003.360518 sec): 3 clusters Score: Raw -4446321.582319 + Penalty 3406.625656 = -4442914.956663 nChanged 24 SP:Iteration 44Q (5003.417200 sec): 3 clusters Score: Raw -4446326.549720 + Penalty 3406.625656 = -4442919.924064 nChanged 21 SP:Iteration 45Q (5003.474417 sec): 3 clusters Score: Raw -4446330.234773 + Penalty 3406.625656 = -4442923.609117 nChanged 18 SP:Iteration 46Q (5003.531079 sec): 3 clusters Score: Raw -4446333.215199 + Penalty 3406.625656 = -4442926.589544 nChanged 20 SP:Iteration 47Q (5003.588319 sec): 3 clusters Score: Raw -4446336.447608 + Penalty 3406.625656 = -4442929.821952 nChanged 22 SP:Iteration 48Q (5003.645185 sec): 3 clusters Score: Raw -4446340.523001 + Penalty 3406.625656 = -4442933.897345 nChanged 31 SP:Iteration 49Q (5003.702187 sec): 3 clusters Score: Raw -4446345.834356 + Penalty 3406.625656 = -4442939.208700 nChanged 26 SP:Iteration 50Q (5003.758749 sec): 3 clusters Score: Raw -4446349.245653 + Penalty 3406.625656 = -4442942.619997 nChanged 16 SP:Iteration 51Q (5003.815378 sec): 3 clusters Score: Raw -4446351.536182 + Penalty 3406.625656 = -4442944.910527 nChanged 16 SP:Iteration 52Q (5003.872169 sec): 3 clusters Score: Raw -4446353.577336 + Penalty 3406.625656 = -4442946.951680 nChanged 14 SP:Iteration 53Q (5003.928795 sec): 3 clusters Score: Raw -4446355.949106 + Penalty 3406.625656 = -4442949.323451 nChanged 15 SP:Iteration 54Q (5003.985531 sec): 3 clusters Score: Raw -4446358.885194 + Penalty 3406.625656 = -4442952.259538 nChanged 17 SP:Iteration 55Q (5004.042073 sec): 3 clusters Score: Raw -4446361.901002 + Penalty 3406.625656 = -4442955.275346 nChanged 14 SP:Iteration 56Q (5004.098865 sec): 3 clusters Score: Raw -4446364.271074 + Penalty 3406.625656 = -4442957.645418 nChanged 12 SP:Iteration 57Q (5004.155613 sec): 3 clusters Score: Raw -4446366.179883 + Penalty 3406.625656 = -4442959.554227 nChanged 11 SP:Iteration 58Q (5004.212402 sec): 3 clusters Score: Raw -4446367.963956 + Penalty 3406.625656 = -4442961.338301 nChanged 13 SP:Iteration 59Q (5004.269165 sec): 3 clusters Score: Raw -4446370.628144 + Penalty 3406.625656 = -4442964.002488 nChanged 20 SP:Iteration 60F (5004.337146 sec): 3 clusters Score: Raw -4446373.981872 + Penalty 3406.625656 = -4442967.356216 nChanged 18 SP:Iteration 61Q (5004.393352 sec): 3 clusters Score: Raw -4446376.244738 + Penalty 3406.625656 = -4442969.619082 nChanged 8 SP:Iteration 62Q (5004.449883 sec): 3 clusters Score: Raw -4446377.237193 + Penalty 3406.625656 = -4442970.611538 nChanged 6 SP:Iteration 63Q (5004.506359 sec): 3 clusters Score: Raw -4446377.958771 + Penalty 3406.625656 = -4442971.333115 nChanged 6 SP:Iteration 64Q (5004.562913 sec): 3 clusters Score: Raw -4446378.624804 + Penalty 3406.625656 = -4442971.999148 nChanged 7 SP:Iteration 65Q (5004.619708 sec): 3 clusters Score: Raw -4446379.469435 + Penalty 3406.625656 = -4442972.843779 nChanged 7 SP:Iteration 66Q (5004.676328 sec): 3 clusters Score: Raw -4446380.479007 + Penalty 3406.625656 = -4442973.853351 nChanged 7 SP:Iteration 67Q (5004.732802 sec): 3 clusters Score: Raw -4446381.175500 + Penalty 3406.625656 = -4442974.549844 nChanged 3 SP:Iteration 68Q (5004.789724 sec): 3 clusters Score: Raw -4446381.452802 + Penalty 3406.625656 = -4442974.827147 nChanged 3 SP:Iteration 69Q (5004.846103 sec): 3 clusters Score: Raw -4446381.778696 + Penalty 3406.625656 = -4442975.153041 nChanged 4 SP:Iteration 70Q (5004.902548 sec): 3 clusters Score: Raw -4446382.211637 + Penalty 3406.625656 = -4442975.585981 nChanged 2 SP:Iteration 71Q (5004.958930 sec): 3 clusters Score: Raw -4446382.324552 + Penalty 3406.625656 = -4442975.698896 nChanged 2 SP:Iteration 72Q (5005.015613 sec): 3 clusters Score: Raw -4446382.774295 + Penalty 3406.625656 = -4442976.148640 nChanged 4 SP:Iteration 73Q (5005.072068 sec): 3 clusters Score: Raw -4446383.278519 + Penalty 3406.625656 = -4442976.652863 nChanged 6 SP:Iteration 74Q (5005.128951 sec): 3 clusters Score: Raw -4446384.188013 + Penalty 3406.625656 = -4442977.562357 nChanged 5 SP:Iteration 75Q (5005.185198 sec): 3 clusters Score: Raw -4446385.007081 + Penalty 3406.625656 = -4442978.381425 nChanged 5 SP:Iteration 76Q (5005.242007 sec): 3 clusters Score: Raw -4446385.670469 + Penalty 3406.625656 = -4442979.044813 nChanged 5 SP:Iteration 77Q (5005.298032 sec): 3 clusters Score: Raw -4446386.126138 + Penalty 3406.625656 = -4442979.500482 nChanged 3 SP:Iteration 78Q (5005.354609 sec): 3 clusters Score: Raw -4446386.538728 + Penalty 3406.625656 = -4442979.913072 nChanged 3 SP:Iteration 79Q (5005.410789 sec): 3 clusters Score: Raw -4446386.879986 + Penalty 3406.625656 = -4442980.254330 nChanged 4 SP:Iteration 80F (5005.479150 sec): 3 clusters Score: Raw -4446387.487160 + Penalty 3406.625656 = -4442980.861504 nChanged 5 SP:Iteration 81Q (5005.535332 sec): 3 clusters Score: Raw -4446387.927482 + Penalty 3406.625656 = -4442981.301827 nChanged 2 SP:Iteration 82Q (5005.591774 sec): 3 clusters Score: Raw -4446388.087310 + Penalty 3406.625656 = -4442981.461654 nChanged 1 SP:Iteration 83Q (5005.648254 sec): 3 clusters Score: Raw -4446388.222998 + Penalty 3406.625656 = -4442981.597342 nChanged 1 SP:Iteration 84Q (5005.704474 sec): 3 clusters Score: Raw -4446388.319276 + Penalty 3406.625656 = -4442981.693620 nChanged 0 SP:Iteration 85F (5005.773028 sec): 3 clusters Score: Raw -4446388.319276 + Penalty 3406.625656 = -4442981.693620 nChanged 0 Trying to split cluster 22 (12437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5005.795992 sec): 2 clusters Score: Raw -1513148.187002 + Penalty 1532.120067 = -1511616.066935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5005.852670 sec): 3 clusters Score: Raw -1505889.665859 + Penalty 3064.240133 = -1502825.425726 nChanged 5537 SP:Iteration 1F (5005.906537 sec): 3 clusters Score: Raw -1509000.691030 + Penalty 3064.240133 = -1505936.450897 nChanged 844 SP:Iteration 2F (5005.938686 sec): 3 clusters Score: Raw -1509545.620113 + Penalty 3064.240133 = -1506481.379980 nChanged 896 SP:Iteration 3F (5005.971051 sec): 3 clusters Score: Raw -1510276.953495 + Penalty 3064.240133 = -1507212.713362 nChanged 962 SP:Iteration 4F (5006.032734 sec): 3 clusters Score: Raw -1511186.356874 + Penalty 3064.240133 = -1508122.116741 nChanged 1028 SP:Iteration 5F (5006.065018 sec): 3 clusters Score: Raw -1512074.247476 + Penalty 3064.240133 = -1509010.007343 nChanged 872 SP:Iteration 6F (5006.097547 sec): 3 clusters Score: Raw -1512783.925410 + Penalty 3064.240133 = -1509719.685277 nChanged 666 SP:Iteration 7F (5006.129807 sec): 3 clusters Score: Raw -1513256.527730 + Penalty 3064.240133 = -1510192.287596 nChanged 432 SP:Iteration 8Q (5006.161954 sec): 3 clusters Score: Raw -1513478.983139 + Penalty 3064.240133 = -1510414.743006 nChanged 289 SP:Iteration 9Q (5006.194054 sec): 3 clusters Score: Raw -1513594.704707 + Penalty 3064.240133 = -1510530.464573 nChanged 199 SP:Iteration 10Q (5006.225943 sec): 3 clusters Score: Raw -1513654.554604 + Penalty 3064.240133 = -1510590.314471 nChanged 168 SP:Iteration 11Q (5006.257760 sec): 3 clusters Score: Raw -1513698.257968 + Penalty 3064.240133 = -1510634.017835 nChanged 102 SP:Iteration 12Q (5006.289478 sec): 3 clusters Score: Raw -1513716.399787 + Penalty 3064.240133 = -1510652.159654 nChanged 78 SP:Iteration 13Q (5006.321070 sec): 3 clusters Score: Raw -1513728.394319 + Penalty 3064.240133 = -1510664.154186 nChanged 57 SP:Iteration 14Q (5006.352729 sec): 3 clusters Score: Raw -1513735.539359 + Penalty 3064.240133 = -1510671.299226 nChanged 29 SP:Iteration 15Q (5006.384339 sec): 3 clusters Score: Raw -1513739.982756 + Penalty 3064.240133 = -1510675.742623 nChanged 35 SP:Iteration 16Q (5006.416054 sec): 3 clusters Score: Raw -1513746.290648 + Penalty 3064.240133 = -1510682.050514 nChanged 38 SP:Iteration 17Q (5006.447870 sec): 3 clusters Score: Raw -1513751.774005 + Penalty 3064.240133 = -1510687.533872 nChanged 41 SP:Iteration 18Q (5006.479573 sec): 3 clusters Score: Raw -1513757.971184 + Penalty 3064.240133 = -1510693.731051 nChanged 31 SP:Iteration 19Q (5006.511212 sec): 3 clusters Score: Raw -1513761.619570 + Penalty 3064.240133 = -1510697.379436 nChanged 24 SP:Iteration 20F (5006.543568 sec): 3 clusters Score: Raw -1513764.191869 + Penalty 3064.240133 = -1510699.951736 nChanged 16 SP:Iteration 21Q (5006.575235 sec): 3 clusters Score: Raw -1513765.688802 + Penalty 3064.240133 = -1510701.448669 nChanged 12 SP:Iteration 22Q (5006.606842 sec): 3 clusters Score: Raw -1513766.641771 + Penalty 3064.240133 = -1510702.401637 nChanged 10 SP:Iteration 23Q (5006.638636 sec): 3 clusters Score: Raw -1513767.810951 + Penalty 3064.240133 = -1510703.570818 nChanged 7 SP:Iteration 24Q (5006.670484 sec): 3 clusters Score: Raw -1513768.572397 + Penalty 3064.240133 = -1510704.332264 nChanged 6 SP:Iteration 25Q (5006.702220 sec): 3 clusters Score: Raw -1513769.201596 + Penalty 3064.240133 = -1510704.961463 nChanged 7 SP:Iteration 26Q (5006.733804 sec): 3 clusters Score: Raw -1513769.866750 + Penalty 3064.240133 = -1510705.626617 nChanged 9 SP:Iteration 27Q (5006.790811 sec): 3 clusters Score: Raw -1513770.331051 + Penalty 3064.240133 = -1510706.090918 nChanged 7 SP:Iteration 28Q (5006.835912 sec): 3 clusters Score: Raw -1513770.818646 + Penalty 3064.240133 = -1510706.578512 nChanged 5 SP:Iteration 29Q (5006.867691 sec): 3 clusters Score: Raw -1513771.041881 + Penalty 3064.240133 = -1510706.801748 nChanged 4 SP:Iteration 30Q (5006.899394 sec): 3 clusters Score: Raw -1513771.257809 + Penalty 3064.240133 = -1510707.017676 nChanged 2 SP:Iteration 31Q (5006.931221 sec): 3 clusters Score: Raw -1513771.338962 + Penalty 3064.240133 = -1510707.098828 nChanged 3 SP:Iteration 32Q (5006.963032 sec): 3 clusters Score: Raw -1513771.704285 + Penalty 3064.240133 = -1510707.464152 nChanged 6 SP:Iteration 33Q (5006.994928 sec): 3 clusters Score: Raw -1513772.039347 + Penalty 3064.240133 = -1510707.799214 nChanged 2 SP:Iteration 34Q (5007.026754 sec): 3 clusters Score: Raw -1513772.162947 + Penalty 3064.240133 = -1510707.922813 nChanged 2 SP:Iteration 35Q (5007.058703 sec): 3 clusters Score: Raw -1513772.229960 + Penalty 3064.240133 = -1510707.989827 nChanged 2 SP:Iteration 36Q (5007.090585 sec): 3 clusters Score: Raw -1513772.275309 + Penalty 3064.240133 = -1510708.035176 nChanged 0 SP:Iteration 37F (5007.122855 sec): 3 clusters Score: Raw -1513772.275309 + Penalty 3064.240133 = -1510708.035176 nChanged 0 Trying to split cluster 23 (14044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5007.151892 sec): 2 clusters Score: Raw -1741602.180932 + Penalty 1551.866962 = -1740050.313970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5007.187310 sec): 3 clusters Score: Raw -1733414.271198 + Penalty 3103.733925 = -1730310.537273 nChanged 6130 SP:Iteration 1F (5007.221193 sec): 3 clusters Score: Raw -1736758.324707 + Penalty 3103.733925 = -1733654.590783 nChanged 692 SP:Iteration 2Q (5007.255858 sec): 3 clusters Score: Raw -1736999.352061 + Penalty 3103.733925 = -1733895.618136 nChanged 579 SP:Iteration 3Q (5007.311535 sec): 3 clusters Score: Raw -1737197.620502 + Penalty 3103.733925 = -1734093.886577 nChanged 536 SP:Iteration 4Q (5007.346086 sec): 3 clusters Score: Raw -1737390.582998 + Penalty 3103.733925 = -1734286.849073 nChanged 535 SP:Iteration 5Q (5007.380483 sec): 3 clusters Score: Raw -1737604.424088 + Penalty 3103.733925 = -1734500.690163 nChanged 544 SP:Iteration 6Q (5007.414890 sec): 3 clusters Score: Raw -1737869.646748 + Penalty 3103.733925 = -1734765.912824 nChanged 573 SP:Iteration 7Q (5007.449403 sec): 3 clusters Score: Raw -1738169.741840 + Penalty 3103.733925 = -1735066.007915 nChanged 602 SP:Iteration 8Q (5007.483662 sec): 3 clusters Score: Raw -1738514.382598 + Penalty 3103.733925 = -1735410.648674 nChanged 629 SP:Iteration 9Q (5007.518005 sec): 3 clusters Score: Raw -1738895.107877 + Penalty 3103.733925 = -1735791.373952 nChanged 648 SP:Iteration 10Q (5007.552275 sec): 3 clusters Score: Raw -1739315.607313 + Penalty 3103.733925 = -1736211.873389 nChanged 632 SP:Iteration 11Q (5007.586371 sec): 3 clusters Score: Raw -1739660.694860 + Penalty 3103.733925 = -1736556.960935 nChanged 490 SP:Iteration 12Q (5007.620338 sec): 3 clusters Score: Raw -1739860.995625 + Penalty 3103.733925 = -1736757.261701 nChanged 385 SP:Iteration 13Q (5007.653936 sec): 3 clusters Score: Raw -1739999.860259 + Penalty 3103.733925 = -1736896.126335 nChanged 289 SP:Iteration 14Q (5007.687530 sec): 3 clusters Score: Raw -1740082.384427 + Penalty 3103.733925 = -1736978.650502 nChanged 218 SP:Iteration 15Q (5007.734078 sec): 3 clusters Score: Raw -1740139.967826 + Penalty 3103.733925 = -1737036.233902 nChanged 162 SP:Iteration 16Q (5007.769212 sec): 3 clusters Score: Raw -1740181.544114 + Penalty 3103.733925 = -1737077.810190 nChanged 154 SP:Iteration 17Q (5007.802318 sec): 3 clusters Score: Raw -1740219.839549 + Penalty 3103.733925 = -1737116.105625 nChanged 159 SP:Iteration 18Q (5007.835605 sec): 3 clusters Score: Raw -1740258.670285 + Penalty 3103.733925 = -1737154.936361 nChanged 125 SP:Iteration 19Q (5007.868633 sec): 3 clusters Score: Raw -1740287.072037 + Penalty 3103.733925 = -1737183.338112 nChanged 136 SP:Iteration 20F (5007.902703 sec): 3 clusters Score: Raw -1740318.283479 + Penalty 3103.733925 = -1737214.549555 nChanged 116 SP:Iteration 21Q (5007.935799 sec): 3 clusters Score: Raw -1740344.221857 + Penalty 3103.733925 = -1737240.487932 nChanged 106 SP:Iteration 22Q (5007.968785 sec): 3 clusters Score: Raw -1740367.258246 + Penalty 3103.733925 = -1737263.524321 nChanged 115 SP:Iteration 23Q (5008.001728 sec): 3 clusters Score: Raw -1740391.554386 + Penalty 3103.733925 = -1737287.820461 nChanged 102 SP:Iteration 24Q (5008.034648 sec): 3 clusters Score: Raw -1740413.425084 + Penalty 3103.733925 = -1737309.691159 nChanged 109 SP:Iteration 25Q (5008.067528 sec): 3 clusters Score: Raw -1740435.519764 + Penalty 3103.733925 = -1737331.785839 nChanged 103 SP:Iteration 26Q (5008.100274 sec): 3 clusters Score: Raw -1740454.681653 + Penalty 3103.733925 = -1737350.947729 nChanged 93 SP:Iteration 27Q (5008.132855 sec): 3 clusters Score: Raw -1740473.130164 + Penalty 3103.733925 = -1737369.396240 nChanged 100 SP:Iteration 28Q (5008.165502 sec): 3 clusters Score: Raw -1740494.729712 + Penalty 3103.733925 = -1737390.995787 nChanged 96 SP:Iteration 29Q (5008.198256 sec): 3 clusters Score: Raw -1740514.582545 + Penalty 3103.733925 = -1737410.848620 nChanged 92 SP:Iteration 30Q (5008.230903 sec): 3 clusters Score: Raw -1740533.838850 + Penalty 3103.733925 = -1737430.104926 nChanged 94 SP:Iteration 31Q (5008.263423 sec): 3 clusters Score: Raw -1740551.217741 + Penalty 3103.733925 = -1737447.483817 nChanged 77 SP:Iteration 32Q (5008.296254 sec): 3 clusters Score: Raw -1740564.288790 + Penalty 3103.733925 = -1737460.554865 nChanged 75 SP:Iteration 33Q (5008.328742 sec): 3 clusters Score: Raw -1740576.852462 + Penalty 3103.733925 = -1737473.118537 nChanged 68 SP:Iteration 34Q (5008.361217 sec): 3 clusters Score: Raw -1740588.196303 + Penalty 3103.733925 = -1737484.462378 nChanged 69 SP:Iteration 35Q (5008.393705 sec): 3 clusters Score: Raw -1740598.614090 + Penalty 3103.733925 = -1737494.880165 nChanged 62 SP:Iteration 36Q (5008.426121 sec): 3 clusters Score: Raw -1740609.291174 + Penalty 3103.733925 = -1737505.557249 nChanged 58 SP:Iteration 37Q (5008.458541 sec): 3 clusters Score: Raw -1740618.606711 + Penalty 3103.733925 = -1737514.872786 nChanged 58 SP:Iteration 38Q (5008.491024 sec): 3 clusters Score: Raw -1740626.660073 + Penalty 3103.733925 = -1737522.926148 nChanged 49 SP:Iteration 39Q (5008.523472 sec): 3 clusters Score: Raw -1740633.334024 + Penalty 3103.733925 = -1737529.600100 nChanged 48 SP:Iteration 40F (5008.557550 sec): 3 clusters Score: Raw -1740640.153305 + Penalty 3103.733925 = -1737536.419381 nChanged 55 SP:Iteration 41Q (5008.589994 sec): 3 clusters Score: Raw -1740647.632514 + Penalty 3103.733925 = -1737543.898590 nChanged 48 SP:Iteration 42Q (5008.622329 sec): 3 clusters Score: Raw -1740654.656761 + Penalty 3103.733925 = -1737550.922836 nChanged 56 SP:Iteration 43Q (5008.654798 sec): 3 clusters Score: Raw -1740663.256092 + Penalty 3103.733925 = -1737559.522168 nChanged 59 SP:Iteration 44Q (5008.687133 sec): 3 clusters Score: Raw -1740672.216153 + Penalty 3103.733925 = -1737568.482229 nChanged 41 SP:Iteration 45Q (5008.719495 sec): 3 clusters Score: Raw -1740679.182970 + Penalty 3103.733925 = -1737575.449045 nChanged 39 SP:Iteration 46Q (5008.751848 sec): 3 clusters Score: Raw -1740685.505762 + Penalty 3103.733925 = -1737581.771838 nChanged 43 SP:Iteration 47Q (5008.784028 sec): 3 clusters Score: Raw -1740691.432771 + Penalty 3103.733925 = -1737587.698847 nChanged 38 SP:Iteration 48Q (5008.816247 sec): 3 clusters Score: Raw -1740696.928526 + Penalty 3103.733925 = -1737593.194601 nChanged 49 SP:Iteration 49Q (5008.848268 sec): 3 clusters Score: Raw -1740705.217872 + Penalty 3103.733925 = -1737601.483947 nChanged 52 SP:Iteration 50Q (5008.880427 sec): 3 clusters Score: Raw -1740714.489749 + Penalty 3103.733925 = -1737610.755824 nChanged 60 SP:Iteration 51Q (5008.912556 sec): 3 clusters Score: Raw -1740724.493050 + Penalty 3103.733925 = -1737620.759126 nChanged 52 SP:Iteration 52Q (5008.944524 sec): 3 clusters Score: Raw -1740733.683084 + Penalty 3103.733925 = -1737629.949160 nChanged 61 SP:Iteration 53Q (5008.976576 sec): 3 clusters Score: Raw -1740744.021653 + Penalty 3103.733925 = -1737640.287728 nChanged 57 SP:Iteration 54Q (5009.008710 sec): 3 clusters Score: Raw -1740753.130499 + Penalty 3103.733925 = -1737649.396575 nChanged 56 SP:Iteration 55Q (5009.040786 sec): 3 clusters Score: Raw -1740762.651653 + Penalty 3103.733925 = -1737658.917728 nChanged 58 SP:Iteration 56Q (5009.072845 sec): 3 clusters Score: Raw -1740774.255911 + Penalty 3103.733925 = -1737670.521987 nChanged 62 SP:Iteration 57Q (5009.104660 sec): 3 clusters Score: Raw -1740788.262415 + Penalty 3103.733925 = -1737684.528491 nChanged 69 SP:Iteration 58Q (5009.136760 sec): 3 clusters Score: Raw -1740798.874905 + Penalty 3103.733925 = -1737695.140981 nChanged 52 SP:Iteration 59Q (5009.168694 sec): 3 clusters Score: Raw -1740809.000453 + Penalty 3103.733925 = -1737705.266529 nChanged 60 SP:Iteration 60F (5009.202757 sec): 3 clusters Score: Raw -1740821.259365 + Penalty 3103.733925 = -1737717.525441 nChanged 56 SP:Iteration 61Q (5009.234614 sec): 3 clusters Score: Raw -1740830.626441 + Penalty 3103.733925 = -1737726.892516 nChanged 46 SP:Iteration 62Q (5009.266524 sec): 3 clusters Score: Raw -1740837.027342 + Penalty 3103.733925 = -1737733.293417 nChanged 44 SP:Iteration 63Q (5009.298479 sec): 3 clusters Score: Raw -1740842.997276 + Penalty 3103.733925 = -1737739.263352 nChanged 41 SP:Iteration 64Q (5009.330418 sec): 3 clusters Score: Raw -1740850.321320 + Penalty 3103.733925 = -1737746.587396 nChanged 37 SP:Iteration 65Q (5009.362220 sec): 3 clusters Score: Raw -1740857.470766 + Penalty 3103.733925 = -1737753.736841 nChanged 41 SP:Iteration 66Q (5009.394171 sec): 3 clusters Score: Raw -1740865.360636 + Penalty 3103.733925 = -1737761.626711 nChanged 54 SP:Iteration 67Q (5009.425899 sec): 3 clusters Score: Raw -1740874.355041 + Penalty 3103.733925 = -1737770.621117 nChanged 61 SP:Iteration 68Q (5009.457692 sec): 3 clusters Score: Raw -1740886.205769 + Penalty 3103.733925 = -1737782.471845 nChanged 71 SP:Iteration 69Q (5009.489630 sec): 3 clusters Score: Raw -1740900.594501 + Penalty 3103.733925 = -1737796.860577 nChanged 66 SP:Iteration 70Q (5009.521311 sec): 3 clusters Score: Raw -1740915.035406 + Penalty 3103.733925 = -1737811.301482 nChanged 73 SP:Iteration 71Q (5009.553246 sec): 3 clusters Score: Raw -1740932.370041 + Penalty 3103.733925 = -1737828.636117 nChanged 70 SP:Iteration 72Q (5009.584860 sec): 3 clusters Score: Raw -1740947.138661 + Penalty 3103.733925 = -1737843.404736 nChanged 79 SP:Iteration 73Q (5009.616538 sec): 3 clusters Score: Raw -1740966.452314 + Penalty 3103.733925 = -1737862.718390 nChanged 103 SP:Iteration 74Q (5009.648316 sec): 3 clusters Score: Raw -1740997.009174 + Penalty 3103.733925 = -1737893.275250 nChanged 129 SP:Iteration 75Q (5009.679777 sec): 3 clusters Score: Raw -1741039.529039 + Penalty 3103.733925 = -1737935.795114 nChanged 129 SP:Iteration 76Q (5009.711331 sec): 3 clusters Score: Raw -1741087.136812 + Penalty 3103.733925 = -1737983.402887 nChanged 126 SP:Iteration 77Q (5009.742884 sec): 3 clusters Score: Raw -1741132.132457 + Penalty 3103.733925 = -1738028.398533 nChanged 130 SP:Iteration 78Q (5009.774809 sec): 3 clusters Score: Raw -1741182.420294 + Penalty 3103.733925 = -1738078.686369 nChanged 154 SP:Iteration 79Q (5009.806318 sec): 3 clusters Score: Raw -1741250.113662 + Penalty 3103.733925 = -1738146.379738 nChanged 182 SP:Iteration 80F (5009.840441 sec): 3 clusters Score: Raw -1741324.192811 + Penalty 3103.733925 = -1738220.458887 nChanged 170 SP:Iteration 81Q (5009.871750 sec): 3 clusters Score: Raw -1741403.438618 + Penalty 3103.733925 = -1738299.704693 nChanged 175 SP:Iteration 82Q (5009.903014 sec): 3 clusters Score: Raw -1741483.149351 + Penalty 3103.733925 = -1738379.415427 nChanged 181 SP:Iteration 83Q (5009.934270 sec): 3 clusters Score: Raw -1741574.089708 + Penalty 3103.733925 = -1738470.355784 nChanged 182 SP:Iteration 84Q (5009.965353 sec): 3 clusters Score: Raw -1741652.734978 + Penalty 3103.733925 = -1738549.001054 nChanged 149 SP:Iteration 85Q (5009.996176 sec): 3 clusters Score: Raw -1741714.212378 + Penalty 3103.733925 = -1738610.478453 nChanged 148 SP:Iteration 86Q (5010.026937 sec): 3 clusters Score: Raw -1741775.187070 + Penalty 3103.733925 = -1738671.453145 nChanged 149 SP:Iteration 87Q (5010.058002 sec): 3 clusters Score: Raw -1741834.899252 + Penalty 3103.733925 = -1738731.165328 nChanged 121 SP:Iteration 88Q (5010.088669 sec): 3 clusters Score: Raw -1741882.654068 + Penalty 3103.733925 = -1738778.920144 nChanged 130 SP:Iteration 89Q (5010.119112 sec): 3 clusters Score: Raw -1741932.624614 + Penalty 3103.733925 = -1738828.890689 nChanged 117 SP:Iteration 90Q (5010.149704 sec): 3 clusters Score: Raw -1741977.361847 + Penalty 3103.733925 = -1738873.627923 nChanged 94 SP:Iteration 91Q (5010.180086 sec): 3 clusters Score: Raw -1742010.965892 + Penalty 3103.733925 = -1738907.231967 nChanged 82 SP:Iteration 92Q (5010.210667 sec): 3 clusters Score: Raw -1742039.496176 + Penalty 3103.733925 = -1738935.762251 nChanged 66 SP:Iteration 93Q (5010.241033 sec): 3 clusters Score: Raw -1742059.067354 + Penalty 3103.733925 = -1738955.333430 nChanged 69 SP:Iteration 94Q (5010.271427 sec): 3 clusters Score: Raw -1742082.190755 + Penalty 3103.733925 = -1738978.456830 nChanged 73 SP:Iteration 95Q (5010.325353 sec): 3 clusters Score: Raw -1742106.974121 + Penalty 3103.733925 = -1739003.240197 nChanged 56 SP:Iteration 96Q (5010.355634 sec): 3 clusters Score: Raw -1742124.451521 + Penalty 3103.733925 = -1739020.717596 nChanged 56 SP:Iteration 97Q (5010.385905 sec): 3 clusters Score: Raw -1742143.597840 + Penalty 3103.733925 = -1739039.863915 nChanged 51 SP:Iteration 98Q (5010.416077 sec): 3 clusters Score: Raw -1742158.705199 + Penalty 3103.733925 = -1739054.971275 nChanged 43 SP:Iteration 99Q (5010.467101 sec): 3 clusters Score: Raw -1742173.807953 + Penalty 3103.733925 = -1739070.074028 nChanged 38 SP:Iteration 100F (5010.500934 sec): 3 clusters Score: Raw -1742188.711898 + Penalty 3103.733925 = -1739084.977973 nChanged 28 SP:Iteration 101Q (5010.531174 sec): 3 clusters Score: Raw -1742196.825098 + Penalty 3103.733925 = -1739093.091174 nChanged 25 SP:Iteration 102Q (5010.561413 sec): 3 clusters Score: Raw -1742204.514355 + Penalty 3103.733925 = -1739100.780431 nChanged 24 SP:Iteration 103Q (5010.591444 sec): 3 clusters Score: Raw -1742210.250222 + Penalty 3103.733925 = -1739106.516297 nChanged 16 SP:Iteration 104Q (5010.621552 sec): 3 clusters Score: Raw -1742214.072590 + Penalty 3103.733925 = -1739110.338666 nChanged 16 SP:Iteration 105Q (5010.651614 sec): 3 clusters Score: Raw -1742217.814332 + Penalty 3103.733925 = -1739114.080408 nChanged 15 SP:Iteration 106Q (5010.681872 sec): 3 clusters Score: Raw -1742221.672400 + Penalty 3103.733925 = -1739117.938476 nChanged 14 SP:Iteration 107Q (5010.711878 sec): 3 clusters Score: Raw -1742225.402143 + Penalty 3103.733925 = -1739121.668218 nChanged 14 SP:Iteration 108Q (5010.741965 sec): 3 clusters Score: Raw -1742228.425734 + Penalty 3103.733925 = -1739124.691810 nChanged 13 SP:Iteration 109Q (5010.772011 sec): 3 clusters Score: Raw -1742230.815429 + Penalty 3103.733925 = -1739127.081504 nChanged 11 SP:Iteration 110Q (5010.802021 sec): 3 clusters Score: Raw -1742233.542769 + Penalty 3103.733925 = -1739129.808845 nChanged 8 SP:Iteration 111Q (5010.832020 sec): 3 clusters Score: Raw -1742234.991404 + Penalty 3103.733925 = -1739131.257479 nChanged 2 SP:Iteration 112Q (5010.861932 sec): 3 clusters Score: Raw -1742235.197609 + Penalty 3103.733925 = -1739131.463684 nChanged 4 SP:Iteration 113Q (5010.892100 sec): 3 clusters Score: Raw -1742235.953240 + Penalty 3103.733925 = -1739132.219316 nChanged 7 SP:Iteration 114Q (5010.922099 sec): 3 clusters Score: Raw -1742237.803581 + Penalty 3103.733925 = -1739134.069656 nChanged 6 SP:Iteration 115Q (5010.952203 sec): 3 clusters Score: Raw -1742238.886247 + Penalty 3103.733925 = -1739135.152323 nChanged 6 SP:Iteration 116Q (5010.982071 sec): 3 clusters Score: Raw -1742240.702898 + Penalty 3103.733925 = -1739136.968974 nChanged 11 SP:Iteration 117Q (5011.012312 sec): 3 clusters Score: Raw -1742243.248219 + Penalty 3103.733925 = -1739139.514294 nChanged 8 SP:Iteration 118Q (5011.042554 sec): 3 clusters Score: Raw -1742244.781765 + Penalty 3103.733925 = -1739141.047840 nChanged 8 SP:Iteration 119Q (5011.072559 sec): 3 clusters Score: Raw -1742246.172371 + Penalty 3103.733925 = -1739142.438446 nChanged 2 SP:Iteration 120F (5011.106661 sec): 3 clusters Score: Raw -1742246.615063 + Penalty 3103.733925 = -1739142.881139 nChanged 5 SP:Iteration 121Q (5011.137061 sec): 3 clusters Score: Raw -1742247.403734 + Penalty 3103.733925 = -1739143.669809 nChanged 7 SP:Iteration 122Q (5011.167050 sec): 3 clusters Score: Raw -1742249.121791 + Penalty 3103.733925 = -1739145.387867 nChanged 5 SP:Iteration 123Q (5011.197191 sec): 3 clusters Score: Raw -1742250.247103 + Penalty 3103.733925 = -1739146.513178 nChanged 3 SP:Iteration 124Q (5011.227166 sec): 3 clusters Score: Raw -1742251.059529 + Penalty 3103.733925 = -1739147.325605 nChanged 4 SP:Iteration 125Q (5011.257260 sec): 3 clusters Score: Raw -1742251.764905 + Penalty 3103.733925 = -1739148.030980 nChanged 0 SP:Iteration 126F (5011.291260 sec): 3 clusters Score: Raw -1742251.764905 + Penalty 3103.733925 = -1739148.030980 nChanged 0 Trying to split cluster 24 (9511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5011.316358 sec): 2 clusters Score: Raw -1161399.706212 + Penalty 1488.533199 = -1159911.173013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5011.345568 sec): 3 clusters Score: Raw -1156110.595779 + Penalty 2977.066398 = -1153133.529380 nChanged 4036 SP:Iteration 1F (5011.373919 sec): 3 clusters Score: Raw -1158239.977490 + Penalty 2977.066398 = -1155262.911091 nChanged 672 SP:Iteration 2F (5011.402117 sec): 3 clusters Score: Raw -1158643.171428 + Penalty 2977.066398 = -1155666.105030 nChanged 611 SP:Iteration 3F (5011.430320 sec): 3 clusters Score: Raw -1159042.498019 + Penalty 2977.066398 = -1156065.431621 nChanged 593 SP:Iteration 4F (5011.458619 sec): 3 clusters Score: Raw -1159480.131266 + Penalty 2977.066398 = -1156503.064868 nChanged 595 SP:Iteration 5F (5011.486757 sec): 3 clusters Score: Raw -1159920.463682 + Penalty 2977.066398 = -1156943.397284 nChanged 539 SP:Iteration 6F (5011.514939 sec): 3 clusters Score: Raw -1160257.798651 + Penalty 2977.066398 = -1157280.732252 nChanged 448 SP:Iteration 7Q (5011.543252 sec): 3 clusters Score: Raw -1160532.088177 + Penalty 2977.066398 = -1157555.021779 nChanged 384 SP:Iteration 8Q (5011.571200 sec): 3 clusters Score: Raw -1160734.220784 + Penalty 2977.066398 = -1157757.154385 nChanged 288 SP:Iteration 9Q (5011.599112 sec): 3 clusters Score: Raw -1160870.872588 + Penalty 2977.066398 = -1157893.806189 nChanged 251 SP:Iteration 10Q (5011.627015 sec): 3 clusters Score: Raw -1160984.280122 + Penalty 2977.066398 = -1158007.213724 nChanged 230 SP:Iteration 11Q (5011.654752 sec): 3 clusters Score: Raw -1161082.475562 + Penalty 2977.066398 = -1158105.409163 nChanged 168 SP:Iteration 12Q (5011.682746 sec): 3 clusters Score: Raw -1161146.540585 + Penalty 2977.066398 = -1158169.474187 nChanged 148 SP:Iteration 13Q (5011.710472 sec): 3 clusters Score: Raw -1161191.240656 + Penalty 2977.066398 = -1158214.174258 nChanged 121 SP:Iteration 14Q (5011.738242 sec): 3 clusters Score: Raw -1161227.307859 + Penalty 2977.066398 = -1158250.241460 nChanged 104 SP:Iteration 15Q (5011.765819 sec): 3 clusters Score: Raw -1161253.248017 + Penalty 2977.066398 = -1158276.181619 nChanged 97 SP:Iteration 16Q (5011.793473 sec): 3 clusters Score: Raw -1161279.641527 + Penalty 2977.066398 = -1158302.575129 nChanged 103 SP:Iteration 17Q (5011.821016 sec): 3 clusters Score: Raw -1161305.569530 + Penalty 2977.066398 = -1158328.503131 nChanged 101 SP:Iteration 18Q (5011.848581 sec): 3 clusters Score: Raw -1161334.064479 + Penalty 2977.066398 = -1158356.998080 nChanged 89 SP:Iteration 19Q (5011.876279 sec): 3 clusters Score: Raw -1161358.626117 + Penalty 2977.066398 = -1158381.559718 nChanged 77 SP:Iteration 20F (5011.904508 sec): 3 clusters Score: Raw -1161379.190990 + Penalty 2977.066398 = -1158402.124592 nChanged 85 SP:Iteration 21Q (5011.932496 sec): 3 clusters Score: Raw -1161401.288174 + Penalty 2977.066398 = -1158424.221775 nChanged 67 SP:Iteration 22Q (5011.960405 sec): 3 clusters Score: Raw -1161419.746047 + Penalty 2977.066398 = -1158442.679649 nChanged 70 SP:Iteration 23Q (5011.988012 sec): 3 clusters Score: Raw -1161442.351763 + Penalty 2977.066398 = -1158465.285365 nChanged 87 SP:Iteration 24Q (5012.015688 sec): 3 clusters Score: Raw -1161467.663485 + Penalty 2977.066398 = -1158490.597087 nChanged 78 SP:Iteration 25Q (5012.043648 sec): 3 clusters Score: Raw -1161487.226405 + Penalty 2977.066398 = -1158510.160007 nChanged 59 SP:Iteration 26Q (5012.071316 sec): 3 clusters Score: Raw -1161499.880671 + Penalty 2977.066398 = -1158522.814273 nChanged 59 SP:Iteration 27Q (5012.098873 sec): 3 clusters Score: Raw -1161511.129642 + Penalty 2977.066398 = -1158534.063244 nChanged 58 SP:Iteration 28Q (5012.126594 sec): 3 clusters Score: Raw -1161523.839045 + Penalty 2977.066398 = -1158546.772647 nChanged 56 SP:Iteration 29Q (5012.153936 sec): 3 clusters Score: Raw -1161534.703270 + Penalty 2977.066398 = -1158557.636872 nChanged 62 SP:Iteration 30Q (5012.181731 sec): 3 clusters Score: Raw -1161548.006431 + Penalty 2977.066398 = -1158570.940033 nChanged 53 SP:Iteration 31Q (5012.209286 sec): 3 clusters Score: Raw -1161559.983659 + Penalty 2977.066398 = -1158582.917260 nChanged 43 SP:Iteration 32Q (5012.236621 sec): 3 clusters Score: Raw -1161568.531636 + Penalty 2977.066398 = -1158591.465238 nChanged 33 SP:Iteration 33Q (5012.263900 sec): 3 clusters Score: Raw -1161574.323029 + Penalty 2977.066398 = -1158597.256631 nChanged 25 SP:Iteration 34Q (5012.291441 sec): 3 clusters Score: Raw -1161577.943753 + Penalty 2977.066398 = -1158600.877355 nChanged 15 SP:Iteration 35Q (5012.318700 sec): 3 clusters Score: Raw -1161580.348014 + Penalty 2977.066398 = -1158603.281615 nChanged 25 SP:Iteration 36Q (5012.345947 sec): 3 clusters Score: Raw -1161583.864405 + Penalty 2977.066398 = -1158606.798007 nChanged 13 SP:Iteration 37Q (5012.373238 sec): 3 clusters Score: Raw -1161585.350686 + Penalty 2977.066398 = -1158608.284287 nChanged 14 SP:Iteration 38Q (5012.400405 sec): 3 clusters Score: Raw -1161586.948818 + Penalty 2977.066398 = -1158609.882420 nChanged 10 SP:Iteration 39Q (5012.427848 sec): 3 clusters Score: Raw -1161588.378709 + Penalty 2977.066398 = -1158611.312310 nChanged 12 SP:Iteration 40F (5012.456079 sec): 3 clusters Score: Raw -1161589.858407 + Penalty 2977.066398 = -1158612.792009 nChanged 10 SP:Iteration 41Q (5012.483504 sec): 3 clusters Score: Raw -1161591.613697 + Penalty 2977.066398 = -1158614.547299 nChanged 13 SP:Iteration 42Q (5012.510766 sec): 3 clusters Score: Raw -1161593.480354 + Penalty 2977.066398 = -1158616.413955 nChanged 11 SP:Iteration 43Q (5012.538177 sec): 3 clusters Score: Raw -1161594.933621 + Penalty 2977.066398 = -1158617.867222 nChanged 16 SP:Iteration 44Q (5012.565625 sec): 3 clusters Score: Raw -1161596.922756 + Penalty 2977.066398 = -1158619.856357 nChanged 16 SP:Iteration 45Q (5012.593054 sec): 3 clusters Score: Raw -1161599.486611 + Penalty 2977.066398 = -1158622.420212 nChanged 15 SP:Iteration 46Q (5012.620604 sec): 3 clusters Score: Raw -1161601.172504 + Penalty 2977.066398 = -1158624.106106 nChanged 9 SP:Iteration 47Q (5012.647898 sec): 3 clusters Score: Raw -1161602.087929 + Penalty 2977.066398 = -1158625.021531 nChanged 6 SP:Iteration 48Q (5012.675311 sec): 3 clusters Score: Raw -1161602.571205 + Penalty 2977.066398 = -1158625.504807 nChanged 1 SP:Iteration 49Q (5012.702631 sec): 3 clusters Score: Raw -1161602.630185 + Penalty 2977.066398 = -1158625.563787 nChanged 0 SP:Iteration 50F (5012.730826 sec): 3 clusters Score: Raw -1161602.630185 + Penalty 2977.066398 = -1158625.563787 nChanged 0 Trying to split cluster 25 (3265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5012.748061 sec): 2 clusters Score: Raw -392338.247765 + Penalty 1314.789944 = -391023.457821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5012.787950 sec): 3 clusters Score: Raw -390784.459021 + Penalty 2629.579889 = -388154.879132 nChanged 1221 SP:Iteration 1F (5012.802009 sec): 3 clusters Score: Raw -391517.674568 + Penalty 2629.579889 = -388888.094680 nChanged 249 SP:Iteration 2F (5012.817834 sec): 3 clusters Score: Raw -391686.448246 + Penalty 2629.579889 = -389056.868357 nChanged 168 SP:Iteration 3F (5012.833649 sec): 3 clusters Score: Raw -391807.292413 + Penalty 2629.579889 = -389177.712525 nChanged 158 SP:Iteration 4Q (5012.849471 sec): 3 clusters Score: Raw -391928.172497 + Penalty 2629.579889 = -389298.592609 nChanged 142 SP:Iteration 5Q (5012.865081 sec): 3 clusters Score: Raw -392049.238871 + Penalty 2629.579889 = -389419.658982 nChanged 123 SP:Iteration 6Q (5012.880890 sec): 3 clusters Score: Raw -392161.190155 + Penalty 2629.579889 = -389531.610267 nChanged 102 SP:Iteration 7Q (5012.896412 sec): 3 clusters Score: Raw -392250.612357 + Penalty 2629.579889 = -389621.032469 nChanged 80 SP:Iteration 8Q (5012.911812 sec): 3 clusters Score: Raw -392319.317964 + Penalty 2629.579889 = -389689.738075 nChanged 61 SP:Iteration 9Q (5012.927177 sec): 3 clusters Score: Raw -392372.823182 + Penalty 2629.579889 = -389743.243293 nChanged 56 SP:Iteration 10Q (5012.942452 sec): 3 clusters Score: Raw -392416.887377 + Penalty 2629.579889 = -389787.307488 nChanged 53 SP:Iteration 11Q (5012.957689 sec): 3 clusters Score: Raw -392466.958195 + Penalty 2629.579889 = -389837.378307 nChanged 50 SP:Iteration 12Q (5012.972994 sec): 3 clusters Score: Raw -392516.902313 + Penalty 2629.579889 = -389887.322424 nChanged 49 SP:Iteration 13Q (5012.988240 sec): 3 clusters Score: Raw -392559.199927 + Penalty 2629.579889 = -389929.620039 nChanged 36 SP:Iteration 14Q (5013.003260 sec): 3 clusters Score: Raw -392586.245452 + Penalty 2629.579889 = -389956.665563 nChanged 27 SP:Iteration 15Q (5013.018393 sec): 3 clusters Score: Raw -392606.946669 + Penalty 2629.579889 = -389977.366781 nChanged 29 SP:Iteration 16Q (5013.033527 sec): 3 clusters Score: Raw -392630.896942 + Penalty 2629.579889 = -390001.317053 nChanged 26 SP:Iteration 17Q (5013.048623 sec): 3 clusters Score: Raw -392648.284705 + Penalty 2629.579889 = -390018.704816 nChanged 20 SP:Iteration 18Q (5013.063662 sec): 3 clusters Score: Raw -392657.578389 + Penalty 2629.579889 = -390027.998500 nChanged 12 SP:Iteration 19Q (5013.078631 sec): 3 clusters Score: Raw -392665.234855 + Penalty 2629.579889 = -390035.654966 nChanged 17 SP:Iteration 20F (5013.094391 sec): 3 clusters Score: Raw -392677.142954 + Penalty 2629.579889 = -390047.563065 nChanged 11 SP:Iteration 21Q (5013.109433 sec): 3 clusters Score: Raw -392685.468143 + Penalty 2629.579889 = -390055.888254 nChanged 10 SP:Iteration 22Q (5013.124077 sec): 3 clusters Score: Raw -392693.938824 + Penalty 2629.579889 = -390064.358936 nChanged 14 SP:Iteration 23Q (5013.139058 sec): 3 clusters Score: Raw -392703.438574 + Penalty 2629.579889 = -390073.858685 nChanged 13 SP:Iteration 24Q (5013.154085 sec): 3 clusters Score: Raw -392710.696684 + Penalty 2629.579889 = -390081.116795 nChanged 6 SP:Iteration 25Q (5013.168950 sec): 3 clusters Score: Raw -392713.262949 + Penalty 2629.579889 = -390083.683060 nChanged 1 SP:Iteration 26Q (5013.183929 sec): 3 clusters Score: Raw -392713.409517 + Penalty 2629.579889 = -390083.829628 nChanged 1 SP:Iteration 27Q (5013.198761 sec): 3 clusters Score: Raw -392713.933742 + Penalty 2629.579889 = -390084.353854 nChanged 1 SP:Iteration 28Q (5013.213610 sec): 3 clusters Score: Raw -392714.698964 + Penalty 2629.579889 = -390085.119075 nChanged 1 SP:Iteration 29Q (5013.228426 sec): 3 clusters Score: Raw -392715.098249 + Penalty 2629.579889 = -390085.518361 nChanged 1 SP:Iteration 30Q (5013.243507 sec): 3 clusters Score: Raw -392715.775792 + Penalty 2629.579889 = -390086.195903 nChanged 2 SP:Iteration 31Q (5013.258390 sec): 3 clusters Score: Raw -392716.546389 + Penalty 2629.579889 = -390086.966500 nChanged 0 SP:Iteration 32F (5013.273892 sec): 3 clusters Score: Raw -392716.546389 + Penalty 2629.579889 = -390086.966500 nChanged 0 Trying to split cluster 26 (3119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5013.293896 sec): 2 clusters Score: Raw -414483.771969 + Penalty 1307.356004 = -413176.415965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5013.309937 sec): 3 clusters Score: Raw -413022.666501 + Penalty 2614.712008 = -410407.954493 nChanged 1141 SP:Iteration 1F (5013.325125 sec): 3 clusters Score: Raw -413690.103899 + Penalty 2614.712008 = -411075.391891 nChanged 260 SP:Iteration 2F (5013.340300 sec): 3 clusters Score: Raw -413826.723115 + Penalty 2614.712008 = -411212.011107 nChanged 151 SP:Iteration 3Q (5013.355543 sec): 3 clusters Score: Raw -413914.345223 + Penalty 2614.712008 = -411299.633216 nChanged 120 SP:Iteration 4Q (5013.370762 sec): 3 clusters Score: Raw -413974.414386 + Penalty 2614.712008 = -411359.702379 nChanged 80 SP:Iteration 5Q (5013.386092 sec): 3 clusters Score: Raw -414008.502027 + Penalty 2614.712008 = -411393.790019 nChanged 51 SP:Iteration 6Q (5013.401349 sec): 3 clusters Score: Raw -414031.142488 + Penalty 2614.712008 = -411416.430480 nChanged 51 SP:Iteration 7Q (5013.416535 sec): 3 clusters Score: Raw -414055.082704 + Penalty 2614.712008 = -411440.370696 nChanged 53 SP:Iteration 8Q (5013.431627 sec): 3 clusters Score: Raw -414079.100220 + Penalty 2614.712008 = -411464.388212 nChanged 52 SP:Iteration 9Q (5013.446809 sec): 3 clusters Score: Raw -414099.671100 + Penalty 2614.712008 = -411484.959092 nChanged 43 SP:Iteration 10Q (5013.462094 sec): 3 clusters Score: Raw -414118.679115 + Penalty 2614.712008 = -411503.967107 nChanged 42 SP:Iteration 11Q (5013.477353 sec): 3 clusters Score: Raw -414138.405276 + Penalty 2614.712008 = -411523.693268 nChanged 47 SP:Iteration 12Q (5013.492269 sec): 3 clusters Score: Raw -414156.318976 + Penalty 2614.712008 = -411541.606968 nChanged 49 SP:Iteration 13Q (5013.507354 sec): 3 clusters Score: Raw -414175.071433 + Penalty 2614.712008 = -411560.359425 nChanged 63 SP:Iteration 14Q (5013.522579 sec): 3 clusters Score: Raw -414203.498184 + Penalty 2614.712008 = -411588.786176 nChanged 67 SP:Iteration 15Q (5013.537704 sec): 3 clusters Score: Raw -414242.714510 + Penalty 2614.712008 = -411628.002502 nChanged 78 SP:Iteration 16Q (5013.552946 sec): 3 clusters Score: Raw -414287.848068 + Penalty 2614.712008 = -411673.136060 nChanged 91 SP:Iteration 17Q (5013.567960 sec): 3 clusters Score: Raw -414342.307745 + Penalty 2614.712008 = -411727.595737 nChanged 81 SP:Iteration 18Q (5013.583144 sec): 3 clusters Score: Raw -414392.538813 + Penalty 2614.712008 = -411777.826805 nChanged 88 SP:Iteration 19Q (5013.598166 sec): 3 clusters Score: Raw -414466.201875 + Penalty 2614.712008 = -411851.489867 nChanged 92 SP:Iteration 20F (5013.613232 sec): 3 clusters Score: Raw -414543.090709 + Penalty 2614.712008 = -411928.378701 nChanged 79 SP:Iteration 21Q (5013.628401 sec): 3 clusters Score: Raw -414605.202796 + Penalty 2614.712008 = -411990.490788 nChanged 60 SP:Iteration 22Q (5013.643483 sec): 3 clusters Score: Raw -414649.229689 + Penalty 2614.712008 = -412034.517681 nChanged 57 SP:Iteration 23Q (5013.658396 sec): 3 clusters Score: Raw -414688.847471 + Penalty 2614.712008 = -412074.135463 nChanged 46 SP:Iteration 24Q (5013.673383 sec): 3 clusters Score: Raw -414724.042811 + Penalty 2614.712008 = -412109.330803 nChanged 36 SP:Iteration 25Q (5013.688393 sec): 3 clusters Score: Raw -414749.408550 + Penalty 2614.712008 = -412134.696542 nChanged 35 SP:Iteration 26Q (5013.703306 sec): 3 clusters Score: Raw -414776.181509 + Penalty 2614.712008 = -412161.469501 nChanged 24 SP:Iteration 27Q (5013.718042 sec): 3 clusters Score: Raw -414790.482748 + Penalty 2614.712008 = -412175.770740 nChanged 11 SP:Iteration 28Q (5013.732859 sec): 3 clusters Score: Raw -414796.526831 + Penalty 2614.712008 = -412181.814824 nChanged 5 SP:Iteration 29Q (5013.747538 sec): 3 clusters Score: Raw -414798.635700 + Penalty 2614.712008 = -412183.923692 nChanged 1 SP:Iteration 30Q (5013.762311 sec): 3 clusters Score: Raw -414798.763362 + Penalty 2614.712008 = -412184.051354 nChanged 1 SP:Iteration 31Q (5013.776986 sec): 3 clusters Score: Raw -414799.743501 + Penalty 2614.712008 = -412185.031493 nChanged 0 SP:Iteration 32F (5013.792044 sec): 3 clusters Score: Raw -414799.743501 + Penalty 2614.712008 = -412185.031493 nChanged 0 Trying to split cluster 27 (4657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5013.811392 sec): 2 clusters Score: Raw -549255.550330 + Penalty 1372.495596 = -547883.054734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5013.832001 sec): 3 clusters Score: Raw -546897.301619 + Penalty 2744.991191 = -544152.310427 nChanged 1830 SP:Iteration 1F (5013.852317 sec): 3 clusters Score: Raw -548208.251956 + Penalty 2744.991191 = -545463.260764 nChanged 483 SP:Iteration 2F (5013.872587 sec): 3 clusters Score: Raw -548929.906428 + Penalty 2744.991191 = -546184.915236 nChanged 499 SP:Iteration 3F (5013.892737 sec): 3 clusters Score: Raw -549783.625530 + Penalty 2744.991191 = -547038.634338 nChanged 485 SP:Iteration 4F (5013.936771 sec): 3 clusters Score: Raw -550388.170768 + Penalty 2744.991191 = -547643.179576 nChanged 304 SP:Iteration 5F (5013.957065 sec): 3 clusters Score: Raw -550683.258421 + Penalty 2744.991191 = -547938.267230 nChanged 173 SP:Iteration 6Q (5013.976963 sec): 3 clusters Score: Raw -550811.858393 + Penalty 2744.991191 = -548066.867201 nChanged 114 SP:Iteration 7Q (5014.026236 sec): 3 clusters Score: Raw -550890.410881 + Penalty 2744.991191 = -548145.419690 nChanged 81 SP:Iteration 8Q (5014.078995 sec): 3 clusters Score: Raw -550938.363698 + Penalty 2744.991191 = -548193.372507 nChanged 51 SP:Iteration 9Q (5014.130844 sec): 3 clusters Score: Raw -550961.215179 + Penalty 2744.991191 = -548216.223988 nChanged 32 SP:Iteration 10Q (5014.160061 sec): 3 clusters Score: Raw -550972.086062 + Penalty 2744.991191 = -548227.094870 nChanged 17 SP:Iteration 11Q (5014.179818 sec): 3 clusters Score: Raw -550977.168712 + Penalty 2744.991191 = -548232.177520 nChanged 11 SP:Iteration 12Q (5014.199563 sec): 3 clusters Score: Raw -550982.596736 + Penalty 2744.991191 = -548237.605545 nChanged 10 SP:Iteration 13Q (5014.219283 sec): 3 clusters Score: Raw -550985.192897 + Penalty 2744.991191 = -548240.201706 nChanged 4 SP:Iteration 14Q (5014.238722 sec): 3 clusters Score: Raw -550986.078175 + Penalty 2744.991191 = -548241.086983 nChanged 4 SP:Iteration 15Q (5014.258212 sec): 3 clusters Score: Raw -550986.492496 + Penalty 2744.991191 = -548241.501305 nChanged 0 SP:Iteration 16F (5014.278762 sec): 3 clusters Score: Raw -550986.492496 + Penalty 2744.991191 = -548241.501305 nChanged 0 Score: Raw -129550719.172394 + Penalty 101450.942987 = -129449268.229407 Splitting cluster 27 changes total score from -129449790.821303 to -129449268.229407 So it's not getting split. Trying to split cluster 28 (3760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5042.629054 sec): 2 clusters Score: Raw -461863.112868 + Penalty 1337.728313 = -460525.384555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5042.648262 sec): 3 clusters Score: Raw -459929.279564 + Penalty 2675.456627 = -457253.822938 nChanged 1491 SP:Iteration 1F (5042.666421 sec): 3 clusters Score: Raw -460802.092034 + Penalty 2675.456627 = -458126.635408 nChanged 302 SP:Iteration 2F (5042.684617 sec): 3 clusters Score: Raw -461030.367814 + Penalty 2675.456627 = -458354.911187 nChanged 264 SP:Iteration 3F (5042.702752 sec): 3 clusters Score: Raw -461229.822009 + Penalty 2675.456627 = -458554.365382 nChanged 209 SP:Iteration 4F (5042.720688 sec): 3 clusters Score: Raw -461394.969938 + Penalty 2675.456627 = -458719.513311 nChanged 208 SP:Iteration 5F (5042.738650 sec): 3 clusters Score: Raw -461566.213682 + Penalty 2675.456627 = -458890.757055 nChanged 184 SP:Iteration 6Q (5042.756773 sec): 3 clusters Score: Raw -461719.421784 + Penalty 2675.456627 = -459043.965157 nChanged 179 SP:Iteration 7Q (5042.774652 sec): 3 clusters Score: Raw -461867.808756 + Penalty 2675.456627 = -459192.352129 nChanged 157 SP:Iteration 8Q (5042.792507 sec): 3 clusters Score: Raw -462013.178001 + Penalty 2675.456627 = -459337.721374 nChanged 135 SP:Iteration 9Q (5042.810479 sec): 3 clusters Score: Raw -462180.726921 + Penalty 2675.456627 = -459505.270294 nChanged 129 SP:Iteration 10Q (5042.828365 sec): 3 clusters Score: Raw -462331.843161 + Penalty 2675.456627 = -459656.386534 nChanged 114 SP:Iteration 11Q (5042.846109 sec): 3 clusters Score: Raw -462450.387036 + Penalty 2675.456627 = -459774.930409 nChanged 83 SP:Iteration 12Q (5042.863522 sec): 3 clusters Score: Raw -462522.283691 + Penalty 2675.456627 = -459846.827064 nChanged 57 SP:Iteration 13Q (5042.880967 sec): 3 clusters Score: Raw -462566.502613 + Penalty 2675.456627 = -459891.045986 nChanged 52 SP:Iteration 14Q (5042.898196 sec): 3 clusters Score: Raw -462603.379590 + Penalty 2675.456627 = -459927.922963 nChanged 42 SP:Iteration 15Q (5042.915486 sec): 3 clusters Score: Raw -462628.838078 + Penalty 2675.456627 = -459953.381451 nChanged 21 SP:Iteration 16Q (5042.932600 sec): 3 clusters Score: Raw -462638.079977 + Penalty 2675.456627 = -459962.623350 nChanged 4 SP:Iteration 17Q (5042.949808 sec): 3 clusters Score: Raw -462639.441330 + Penalty 2675.456627 = -459963.984704 nChanged 3 SP:Iteration 18Q (5042.966985 sec): 3 clusters Score: Raw -462640.110275 + Penalty 2675.456627 = -459964.653648 nChanged 0 SP:Iteration 19F (5042.984847 sec): 3 clusters Score: Raw -462640.110275 + Penalty 2675.456627 = -459964.653648 nChanged 0 Trying to split cluster 29 (3344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5043.002496 sec): 2 clusters Score: Raw -377463.866618 + Penalty 1318.674983 = -376145.191635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5043.020124 sec): 3 clusters Score: Raw -375835.967108 + Penalty 2637.349967 = -373198.617142 nChanged 1265 SP:Iteration 1F (5043.036442 sec): 3 clusters Score: Raw -376744.581803 + Penalty 2637.349967 = -374107.231836 nChanged 372 SP:Iteration 2F (5043.052818 sec): 3 clusters Score: Raw -377193.117976 + Penalty 2637.349967 = -374555.768009 nChanged 313 SP:Iteration 3F (5043.069012 sec): 3 clusters Score: Raw -377575.145977 + Penalty 2637.349967 = -374937.796011 nChanged 219 SP:Iteration 4F (5043.085355 sec): 3 clusters Score: Raw -377835.623152 + Penalty 2637.349967 = -375198.273185 nChanged 183 SP:Iteration 5F (5043.101711 sec): 3 clusters Score: Raw -378048.868961 + Penalty 2637.349967 = -375411.518995 nChanged 135 SP:Iteration 6Q (5043.117859 sec): 3 clusters Score: Raw -378202.087241 + Penalty 2637.349967 = -375564.737274 nChanged 122 SP:Iteration 7Q (5043.133951 sec): 3 clusters Score: Raw -378339.789501 + Penalty 2637.349967 = -375702.439535 nChanged 100 SP:Iteration 8Q (5043.149909 sec): 3 clusters Score: Raw -378477.496422 + Penalty 2637.349967 = -375840.146456 nChanged 97 SP:Iteration 9Q (5043.165756 sec): 3 clusters Score: Raw -378624.129619 + Penalty 2637.349967 = -375986.779652 nChanged 93 SP:Iteration 10Q (5043.181310 sec): 3 clusters Score: Raw -378817.639182 + Penalty 2637.349967 = -376180.289216 nChanged 91 SP:Iteration 11Q (5043.196755 sec): 3 clusters Score: Raw -379112.397015 + Penalty 2637.349967 = -376475.047048 nChanged 52 SP:Iteration 12Q (5043.212056 sec): 3 clusters Score: Raw -379235.210585 + Penalty 2637.349967 = -376597.860619 nChanged 37 SP:Iteration 13Q (5043.227309 sec): 3 clusters Score: Raw -379274.904525 + Penalty 2637.349967 = -376637.554558 nChanged 28 SP:Iteration 14Q (5043.242511 sec): 3 clusters Score: Raw -379293.861946 + Penalty 2637.349967 = -376656.511980 nChanged 9 SP:Iteration 15Q (5043.257692 sec): 3 clusters Score: Raw -379297.522743 + Penalty 2637.349967 = -376660.172776 nChanged 5 SP:Iteration 16Q (5043.272811 sec): 3 clusters Score: Raw -379298.976204 + Penalty 2637.349967 = -376661.626237 nChanged 2 SP:Iteration 17Q (5043.288178 sec): 3 clusters Score: Raw -379299.618754 + Penalty 2637.349967 = -376662.268788 nChanged 1 SP:Iteration 18Q (5043.303517 sec): 3 clusters Score: Raw -379300.233507 + Penalty 2637.349967 = -376662.883541 nChanged 2 SP:Iteration 19Q (5043.318682 sec): 3 clusters Score: Raw -379301.728501 + Penalty 2637.349967 = -376664.378534 nChanged 6 SP:Iteration 20F (5043.334765 sec): 3 clusters Score: Raw -379304.476810 + Penalty 2637.349967 = -376667.126843 nChanged 2 SP:Iteration 21Q (5043.350194 sec): 3 clusters Score: Raw -379304.947209 + Penalty 2637.349967 = -376667.597242 nChanged 0 SP:Iteration 22F (5043.366515 sec): 3 clusters Score: Raw -379304.947209 + Penalty 2637.349967 = -376667.597242 nChanged 0 Score: Raw -129550829.310818 + Penalty 101450.942987 = -129449378.367831 Splitting cluster 29 changes total score from -129449790.821303 to -129449378.367831 So it's not getting split. Trying to split cluster 30 (7790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5071.728574 sec): 2 clusters Score: Raw -971775.873778 + Penalty 1456.096873 = -970319.776905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5071.753815 sec): 3 clusters Score: Raw -967444.419444 + Penalty 2912.193745 = -964532.225699 nChanged 3283 SP:Iteration 1F (5071.778211 sec): 3 clusters Score: Raw -969183.030209 + Penalty 2912.193745 = -966270.836464 nChanged 467 SP:Iteration 2F (5071.802652 sec): 3 clusters Score: Raw -969382.182901 + Penalty 2912.193745 = -966469.989156 nChanged 385 SP:Iteration 3Q (5071.827252 sec): 3 clusters Score: Raw -969564.736138 + Penalty 2912.193745 = -966652.542393 nChanged 361 SP:Iteration 4Q (5071.851828 sec): 3 clusters Score: Raw -969736.696091 + Penalty 2912.193745 = -966824.502346 nChanged 322 SP:Iteration 5Q (5071.876561 sec): 3 clusters Score: Raw -969899.417688 + Penalty 2912.193745 = -966987.223943 nChanged 311 SP:Iteration 6Q (5071.901148 sec): 3 clusters Score: Raw -970053.276244 + Penalty 2912.193745 = -967141.082499 nChanged 290 SP:Iteration 7Q (5071.925766 sec): 3 clusters Score: Raw -970183.894499 + Penalty 2912.193745 = -967271.700753 nChanged 271 SP:Iteration 8Q (5071.950297 sec): 3 clusters Score: Raw -970313.678671 + Penalty 2912.193745 = -967401.484926 nChanged 269 SP:Iteration 9Q (5071.974725 sec): 3 clusters Score: Raw -970468.286921 + Penalty 2912.193745 = -967556.093176 nChanged 288 SP:Iteration 10Q (5071.999308 sec): 3 clusters Score: Raw -970611.844123 + Penalty 2912.193745 = -967699.650378 nChanged 264 SP:Iteration 11Q (5072.023723 sec): 3 clusters Score: Raw -970735.885092 + Penalty 2912.193745 = -967823.691347 nChanged 232 SP:Iteration 12Q (5072.047814 sec): 3 clusters Score: Raw -970838.613768 + Penalty 2912.193745 = -967926.420023 nChanged 188 SP:Iteration 13Q (5072.072037 sec): 3 clusters Score: Raw -970918.886685 + Penalty 2912.193745 = -968006.692939 nChanged 176 SP:Iteration 14Q (5072.096499 sec): 3 clusters Score: Raw -970996.482549 + Penalty 2912.193745 = -968084.288803 nChanged 167 SP:Iteration 15Q (5072.120759 sec): 3 clusters Score: Raw -971060.195975 + Penalty 2912.193745 = -968148.002230 nChanged 137 SP:Iteration 16Q (5072.145029 sec): 3 clusters Score: Raw -971110.605154 + Penalty 2912.193745 = -968198.411408 nChanged 119 SP:Iteration 17Q (5072.169349 sec): 3 clusters Score: Raw -971144.435416 + Penalty 2912.193745 = -968232.241671 nChanged 96 SP:Iteration 18Q (5072.193608 sec): 3 clusters Score: Raw -971168.505430 + Penalty 2912.193745 = -968256.311685 nChanged 81 SP:Iteration 19Q (5072.217870 sec): 3 clusters Score: Raw -971186.938326 + Penalty 2912.193745 = -968274.744581 nChanged 61 SP:Iteration 20F (5072.242481 sec): 3 clusters Score: Raw -971199.431001 + Penalty 2912.193745 = -968287.237256 nChanged 52 SP:Iteration 21Q (5072.266511 sec): 3 clusters Score: Raw -971211.027195 + Penalty 2912.193745 = -968298.833450 nChanged 39 SP:Iteration 22Q (5072.290886 sec): 3 clusters Score: Raw -971218.633241 + Penalty 2912.193745 = -968306.439496 nChanged 37 SP:Iteration 23Q (5072.315123 sec): 3 clusters Score: Raw -971225.870644 + Penalty 2912.193745 = -968313.676899 nChanged 22 SP:Iteration 24Q (5072.339499 sec): 3 clusters Score: Raw -971229.430287 + Penalty 2912.193745 = -968317.236542 nChanged 19 SP:Iteration 25Q (5072.363928 sec): 3 clusters Score: Raw -971232.823032 + Penalty 2912.193745 = -968320.629286 nChanged 20 SP:Iteration 26Q (5072.387969 sec): 3 clusters Score: Raw -971235.892538 + Penalty 2912.193745 = -968323.698793 nChanged 17 SP:Iteration 27Q (5072.412052 sec): 3 clusters Score: Raw -971238.405165 + Penalty 2912.193745 = -968326.211420 nChanged 14 SP:Iteration 28Q (5072.436136 sec): 3 clusters Score: Raw -971240.478516 + Penalty 2912.193745 = -968328.284771 nChanged 19 SP:Iteration 29Q (5072.460528 sec): 3 clusters Score: Raw -971243.328965 + Penalty 2912.193745 = -968331.135219 nChanged 15 SP:Iteration 30Q (5072.484706 sec): 3 clusters Score: Raw -971245.315122 + Penalty 2912.193745 = -968333.121377 nChanged 9 SP:Iteration 31Q (5072.508811 sec): 3 clusters Score: Raw -971246.883107 + Penalty 2912.193745 = -968334.689362 nChanged 13 SP:Iteration 32Q (5072.532908 sec): 3 clusters Score: Raw -971248.772572 + Penalty 2912.193745 = -968336.578827 nChanged 6 SP:Iteration 33Q (5072.556958 sec): 3 clusters Score: Raw -971249.848746 + Penalty 2912.193745 = -968337.655001 nChanged 8 SP:Iteration 34Q (5072.581168 sec): 3 clusters Score: Raw -971251.030465 + Penalty 2912.193745 = -968338.836719 nChanged 8 SP:Iteration 35Q (5072.605301 sec): 3 clusters Score: Raw -971252.297394 + Penalty 2912.193745 = -968340.103649 nChanged 10 SP:Iteration 36Q (5072.629452 sec): 3 clusters Score: Raw -971253.635859 + Penalty 2912.193745 = -968341.442114 nChanged 8 SP:Iteration 37Q (5072.653456 sec): 3 clusters Score: Raw -971254.593247 + Penalty 2912.193745 = -968342.399502 nChanged 7 SP:Iteration 38Q (5072.677566 sec): 3 clusters Score: Raw -971255.334994 + Penalty 2912.193745 = -968343.141249 nChanged 4 SP:Iteration 39Q (5072.701741 sec): 3 clusters Score: Raw -971255.867695 + Penalty 2912.193745 = -968343.673950 nChanged 3 SP:Iteration 40F (5072.726211 sec): 3 clusters Score: Raw -971256.105444 + Penalty 2912.193745 = -968343.911698 nChanged 3 SP:Iteration 41Q (5072.750314 sec): 3 clusters Score: Raw -971256.616244 + Penalty 2912.193745 = -968344.422499 nChanged 3 SP:Iteration 42Q (5072.774583 sec): 3 clusters Score: Raw -971256.876455 + Penalty 2912.193745 = -968344.682710 nChanged 2 SP:Iteration 43Q (5072.798663 sec): 3 clusters Score: Raw -971257.191925 + Penalty 2912.193745 = -968344.998180 nChanged 2 SP:Iteration 44Q (5072.822820 sec): 3 clusters Score: Raw -971257.373740 + Penalty 2912.193745 = -968345.179995 nChanged 1 SP:Iteration 45Q (5072.846985 sec): 3 clusters Score: Raw -971257.615096 + Penalty 2912.193745 = -968345.421351 nChanged 1 SP:Iteration 46Q (5072.871172 sec): 3 clusters Score: Raw -971257.777405 + Penalty 2912.193745 = -968345.583660 nChanged 1 SP:Iteration 47Q (5072.895232 sec): 3 clusters Score: Raw -971258.014318 + Penalty 2912.193745 = -968345.820573 nChanged 4 SP:Iteration 48Q (5072.919373 sec): 3 clusters Score: Raw -971258.380379 + Penalty 2912.193745 = -968346.186634 nChanged 1 SP:Iteration 49Q (5072.943544 sec): 3 clusters Score: Raw -971258.525907 + Penalty 2912.193745 = -968346.332162 nChanged 3 SP:Iteration 50Q (5072.967664 sec): 3 clusters Score: Raw -971258.697691 + Penalty 2912.193745 = -968346.503945 nChanged 1 SP:Iteration 51Q (5072.991786 sec): 3 clusters Score: Raw -971258.871779 + Penalty 2912.193745 = -968346.678034 nChanged 3 SP:Iteration 52Q (5073.015951 sec): 3 clusters Score: Raw -971259.347861 + Penalty 2912.193745 = -968347.154116 nChanged 4 SP:Iteration 53Q (5073.039891 sec): 3 clusters Score: Raw -971259.772282 + Penalty 2912.193745 = -968347.578537 nChanged 1 SP:Iteration 54Q (5073.063947 sec): 3 clusters Score: Raw -971259.847303 + Penalty 2912.193745 = -968347.653558 nChanged 2 SP:Iteration 55Q (5073.088076 sec): 3 clusters Score: Raw -971260.255473 + Penalty 2912.193745 = -968348.061728 nChanged 3 SP:Iteration 56Q (5073.112075 sec): 3 clusters Score: Raw -971260.810043 + Penalty 2912.193745 = -968348.616298 nChanged 10 SP:Iteration 57Q (5073.136066 sec): 3 clusters Score: Raw -971262.128460 + Penalty 2912.193745 = -968349.934715 nChanged 8 SP:Iteration 58Q (5073.160196 sec): 3 clusters Score: Raw -971263.320244 + Penalty 2912.193745 = -968351.126499 nChanged 7 SP:Iteration 59Q (5073.184403 sec): 3 clusters Score: Raw -971264.001480 + Penalty 2912.193745 = -968351.807735 nChanged 5 SP:Iteration 60F (5073.208849 sec): 3 clusters Score: Raw -971264.558642 + Penalty 2912.193745 = -968352.364897 nChanged 8 SP:Iteration 61Q (5073.233136 sec): 3 clusters Score: Raw -971265.951126 + Penalty 2912.193745 = -968353.757381 nChanged 12 SP:Iteration 62Q (5073.257199 sec): 3 clusters Score: Raw -971267.918818 + Penalty 2912.193745 = -968355.725073 nChanged 10 SP:Iteration 63Q (5073.281301 sec): 3 clusters Score: Raw -971269.121778 + Penalty 2912.193745 = -968356.928032 nChanged 9 SP:Iteration 64Q (5073.305715 sec): 3 clusters Score: Raw -971270.382298 + Penalty 2912.193745 = -968358.188553 nChanged 10 SP:Iteration 65Q (5073.329720 sec): 3 clusters Score: Raw -971271.728765 + Penalty 2912.193745 = -968359.535020 nChanged 5 SP:Iteration 66Q (5073.353901 sec): 3 clusters Score: Raw -971272.565354 + Penalty 2912.193745 = -968360.371609 nChanged 6 SP:Iteration 67Q (5073.378013 sec): 3 clusters Score: Raw -971273.615240 + Penalty 2912.193745 = -968361.421495 nChanged 10 SP:Iteration 68Q (5073.402045 sec): 3 clusters Score: Raw -971275.366604 + Penalty 2912.193745 = -968363.172859 nChanged 6 SP:Iteration 69Q (5073.426402 sec): 3 clusters Score: Raw -971276.101930 + Penalty 2912.193745 = -968363.908185 nChanged 3 SP:Iteration 70Q (5073.450451 sec): 3 clusters Score: Raw -971276.389303 + Penalty 2912.193745 = -968364.195558 nChanged 3 SP:Iteration 71Q (5073.474669 sec): 3 clusters Score: Raw -971276.746725 + Penalty 2912.193745 = -968364.552980 nChanged 3 SP:Iteration 72Q (5073.498792 sec): 3 clusters Score: Raw -971277.308022 + Penalty 2912.193745 = -968365.114277 nChanged 1 SP:Iteration 73Q (5073.522748 sec): 3 clusters Score: Raw -971277.449159 + Penalty 2912.193745 = -968365.255414 nChanged 2 SP:Iteration 74Q (5073.546789 sec): 3 clusters Score: Raw -971277.630591 + Penalty 2912.193745 = -968365.436846 nChanged 1 SP:Iteration 75Q (5073.570830 sec): 3 clusters Score: Raw -971277.688174 + Penalty 2912.193745 = -968365.494429 nChanged 0 SP:Iteration 76F (5073.595519 sec): 3 clusters Score: Raw -971277.688174 + Penalty 2912.193745 = -968365.494429 nChanged 0 Trying to split cluster 31 (6802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5073.616459 sec): 2 clusters Score: Raw -798493.374743 + Penalty 1434.057944 = -797059.316799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5073.640023 sec): 3 clusters Score: Raw -794770.030520 + Penalty 2868.115889 = -791901.914631 nChanged 2868 SP:Iteration 1F (5073.662927 sec): 3 clusters Score: Raw -796444.835864 + Penalty 2868.115889 = -793576.719976 nChanged 495 SP:Iteration 2F (5073.685921 sec): 3 clusters Score: Raw -796704.259947 + Penalty 2868.115889 = -793836.144059 nChanged 375 SP:Iteration 3F (5073.708869 sec): 3 clusters Score: Raw -796896.250033 + Penalty 2868.115889 = -794028.134144 nChanged 320 SP:Iteration 4Q (5073.732083 sec): 3 clusters Score: Raw -797067.667710 + Penalty 2868.115889 = -794199.551821 nChanged 310 SP:Iteration 5Q (5073.755137 sec): 3 clusters Score: Raw -797246.555179 + Penalty 2868.115889 = -794378.439291 nChanged 323 SP:Iteration 6Q (5073.778358 sec): 3 clusters Score: Raw -797417.820402 + Penalty 2868.115889 = -794549.704513 nChanged 250 SP:Iteration 7Q (5073.801462 sec): 3 clusters Score: Raw -797538.614558 + Penalty 2868.115889 = -794670.498669 nChanged 224 SP:Iteration 8Q (5073.824436 sec): 3 clusters Score: Raw -797647.806054 + Penalty 2868.115889 = -794779.690166 nChanged 227 SP:Iteration 9Q (5073.847367 sec): 3 clusters Score: Raw -797753.810408 + Penalty 2868.115889 = -794885.694519 nChanged 210 SP:Iteration 10Q (5073.870272 sec): 3 clusters Score: Raw -797865.432982 + Penalty 2868.115889 = -794997.317093 nChanged 232 SP:Iteration 11Q (5073.893421 sec): 3 clusters Score: Raw -797995.274445 + Penalty 2868.115889 = -795127.158556 nChanged 226 SP:Iteration 12Q (5073.916384 sec): 3 clusters Score: Raw -798120.912038 + Penalty 2868.115889 = -795252.796149 nChanged 214 SP:Iteration 13Q (5073.939353 sec): 3 clusters Score: Raw -798236.472181 + Penalty 2868.115889 = -795368.356292 nChanged 198 SP:Iteration 14Q (5073.962290 sec): 3 clusters Score: Raw -798345.681661 + Penalty 2868.115889 = -795477.565772 nChanged 181 SP:Iteration 15Q (5073.985214 sec): 3 clusters Score: Raw -798453.948110 + Penalty 2868.115889 = -795585.832222 nChanged 166 SP:Iteration 16Q (5074.008140 sec): 3 clusters Score: Raw -798551.122587 + Penalty 2868.115889 = -795683.006699 nChanged 157 SP:Iteration 17Q (5074.030848 sec): 3 clusters Score: Raw -798652.523783 + Penalty 2868.115889 = -795784.407894 nChanged 157 SP:Iteration 18Q (5074.053634 sec): 3 clusters Score: Raw -798735.469454 + Penalty 2868.115889 = -795867.353565 nChanged 134 SP:Iteration 19Q (5074.076318 sec): 3 clusters Score: Raw -798796.456096 + Penalty 2868.115889 = -795928.340207 nChanged 111 SP:Iteration 20F (5074.099236 sec): 3 clusters Score: Raw -798838.486624 + Penalty 2868.115889 = -795970.370735 nChanged 106 SP:Iteration 21Q (5074.121901 sec): 3 clusters Score: Raw -798880.685414 + Penalty 2868.115889 = -796012.569525 nChanged 97 SP:Iteration 22Q (5074.144745 sec): 3 clusters Score: Raw -798911.618441 + Penalty 2868.115889 = -796043.502553 nChanged 77 SP:Iteration 23Q (5074.167497 sec): 3 clusters Score: Raw -798934.608914 + Penalty 2868.115889 = -796066.493025 nChanged 58 SP:Iteration 24Q (5074.189987 sec): 3 clusters Score: Raw -798949.222025 + Penalty 2868.115889 = -796081.106136 nChanged 45 SP:Iteration 25Q (5074.212518 sec): 3 clusters Score: Raw -798960.283171 + Penalty 2868.115889 = -796092.167282 nChanged 45 SP:Iteration 26Q (5074.234962 sec): 3 clusters Score: Raw -798970.158978 + Penalty 2868.115889 = -796102.043089 nChanged 41 SP:Iteration 27Q (5074.257389 sec): 3 clusters Score: Raw -798978.319996 + Penalty 2868.115889 = -796110.204107 nChanged 33 SP:Iteration 28Q (5074.279740 sec): 3 clusters Score: Raw -798984.884624 + Penalty 2868.115889 = -796116.768735 nChanged 28 SP:Iteration 29Q (5074.302280 sec): 3 clusters Score: Raw -798992.219126 + Penalty 2868.115889 = -796124.103237 nChanged 37 SP:Iteration 30Q (5074.324605 sec): 3 clusters Score: Raw -799002.657755 + Penalty 2868.115889 = -796134.541866 nChanged 44 SP:Iteration 31Q (5074.347085 sec): 3 clusters Score: Raw -799014.441193 + Penalty 2868.115889 = -796146.325304 nChanged 43 SP:Iteration 32Q (5074.369416 sec): 3 clusters Score: Raw -799027.626529 + Penalty 2868.115889 = -796159.510640 nChanged 54 SP:Iteration 33Q (5074.391981 sec): 3 clusters Score: Raw -799045.828141 + Penalty 2868.115889 = -796177.712253 nChanged 59 SP:Iteration 34Q (5074.414194 sec): 3 clusters Score: Raw -799066.241251 + Penalty 2868.115889 = -796198.125362 nChanged 65 SP:Iteration 35Q (5074.436553 sec): 3 clusters Score: Raw -799086.827293 + Penalty 2868.115889 = -796218.711404 nChanged 64 SP:Iteration 36Q (5074.458642 sec): 3 clusters Score: Raw -799106.256661 + Penalty 2868.115889 = -796238.140772 nChanged 50 SP:Iteration 37Q (5074.480936 sec): 3 clusters Score: Raw -799122.679206 + Penalty 2868.115889 = -796254.563317 nChanged 61 SP:Iteration 38Q (5074.503009 sec): 3 clusters Score: Raw -799144.838831 + Penalty 2868.115889 = -796276.722942 nChanged 64 SP:Iteration 39Q (5074.525316 sec): 3 clusters Score: Raw -799168.578142 + Penalty 2868.115889 = -796300.462254 nChanged 69 SP:Iteration 40F (5074.548113 sec): 3 clusters Score: Raw -799193.912704 + Penalty 2868.115889 = -796325.796815 nChanged 63 SP:Iteration 41Q (5074.570010 sec): 3 clusters Score: Raw -799219.153804 + Penalty 2868.115889 = -796351.037915 nChanged 68 SP:Iteration 42Q (5074.592041 sec): 3 clusters Score: Raw -799249.016573 + Penalty 2868.115889 = -796380.900684 nChanged 69 SP:Iteration 43Q (5074.615555 sec): 3 clusters Score: Raw -799279.188592 + Penalty 2868.115889 = -796411.072704 nChanged 69 SP:Iteration 44Q (5074.637481 sec): 3 clusters Score: Raw -799305.251622 + Penalty 2868.115889 = -796437.135733 nChanged 59 SP:Iteration 45Q (5074.659402 sec): 3 clusters Score: Raw -799330.679289 + Penalty 2868.115889 = -796462.563400 nChanged 59 SP:Iteration 46Q (5074.681155 sec): 3 clusters Score: Raw -799356.307743 + Penalty 2868.115889 = -796488.191855 nChanged 48 SP:Iteration 47Q (5074.703112 sec): 3 clusters Score: Raw -799374.464551 + Penalty 2868.115889 = -796506.348662 nChanged 51 SP:Iteration 48Q (5074.724912 sec): 3 clusters Score: Raw -799389.880200 + Penalty 2868.115889 = -796521.764311 nChanged 36 SP:Iteration 49Q (5074.746706 sec): 3 clusters Score: Raw -799401.507910 + Penalty 2868.115889 = -796533.392021 nChanged 32 SP:Iteration 50Q (5074.768569 sec): 3 clusters Score: Raw -799413.701282 + Penalty 2868.115889 = -796545.585394 nChanged 37 SP:Iteration 51Q (5074.790339 sec): 3 clusters Score: Raw -799426.299914 + Penalty 2868.115889 = -796558.184025 nChanged 46 SP:Iteration 52Q (5074.812336 sec): 3 clusters Score: Raw -799439.974683 + Penalty 2868.115889 = -796571.858794 nChanged 36 SP:Iteration 53Q (5074.834237 sec): 3 clusters Score: Raw -799453.372266 + Penalty 2868.115889 = -796585.256377 nChanged 32 SP:Iteration 54Q (5074.866109 sec): 3 clusters Score: Raw -799463.328675 + Penalty 2868.115889 = -796595.212786 nChanged 29 SP:Iteration 55Q (5074.887853 sec): 3 clusters Score: Raw -799470.147074 + Penalty 2868.115889 = -796602.031185 nChanged 22 SP:Iteration 56Q (5074.909501 sec): 3 clusters Score: Raw -799475.148453 + Penalty 2868.115889 = -796607.032564 nChanged 23 SP:Iteration 57Q (5074.931212 sec): 3 clusters Score: Raw -799480.525901 + Penalty 2868.115889 = -796612.410012 nChanged 21 SP:Iteration 58Q (5074.952975 sec): 3 clusters Score: Raw -799485.127874 + Penalty 2868.115889 = -796617.011985 nChanged 15 SP:Iteration 59Q (5074.974815 sec): 3 clusters Score: Raw -799488.047338 + Penalty 2868.115889 = -796619.931449 nChanged 5 SP:Iteration 60F (5074.997742 sec): 3 clusters Score: Raw -799488.614600 + Penalty 2868.115889 = -796620.498711 nChanged 3 SP:Iteration 61Q (5075.019602 sec): 3 clusters Score: Raw -799489.027284 + Penalty 2868.115889 = -796620.911395 nChanged 3 SP:Iteration 62Q (5075.041444 sec): 3 clusters Score: Raw -799489.720630 + Penalty 2868.115889 = -796621.604741 nChanged 3 SP:Iteration 63Q (5075.063146 sec): 3 clusters Score: Raw -799490.140847 + Penalty 2868.115889 = -796622.024958 nChanged 1 SP:Iteration 64Q (5075.084968 sec): 3 clusters Score: Raw -799490.368468 + Penalty 2868.115889 = -796622.252579 nChanged 0 SP:Iteration 65F (5075.108110 sec): 3 clusters Score: Raw -799490.368468 + Penalty 2868.115889 = -796622.252579 nChanged 0 Trying to split cluster 32 (4966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5075.128098 sec): 2 clusters Score: Raw -598478.480313 + Penalty 1382.935119 = -597095.545193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5075.150153 sec): 3 clusters Score: Raw -595951.657996 + Penalty 2765.870239 = -593185.787757 nChanged 1995 SP:Iteration 1F (5075.171418 sec): 3 clusters Score: Raw -597263.333540 + Penalty 2765.870239 = -594497.463301 nChanged 447 SP:Iteration 2F (5075.192779 sec): 3 clusters Score: Raw -597599.423158 + Penalty 2765.870239 = -594833.552919 nChanged 366 SP:Iteration 3F (5075.214397 sec): 3 clusters Score: Raw -597865.135979 + Penalty 2765.870239 = -595099.265740 nChanged 296 SP:Iteration 4F (5075.236037 sec): 3 clusters Score: Raw -598082.551331 + Penalty 2765.870239 = -595316.681092 nChanged 252 SP:Iteration 5F (5075.257424 sec): 3 clusters Score: Raw -598316.305924 + Penalty 2765.870239 = -595550.435685 nChanged 261 SP:Iteration 6F (5075.278751 sec): 3 clusters Score: Raw -598544.908684 + Penalty 2765.870239 = -595779.038445 nChanged 237 SP:Iteration 7Q (5075.300088 sec): 3 clusters Score: Raw -598729.938681 + Penalty 2765.870239 = -595964.068442 nChanged 176 SP:Iteration 8Q (5075.321567 sec): 3 clusters Score: Raw -598852.938449 + Penalty 2765.870239 = -596087.068210 nChanged 129 SP:Iteration 9Q (5075.342836 sec): 3 clusters Score: Raw -598940.758359 + Penalty 2765.870239 = -596174.888120 nChanged 99 SP:Iteration 10Q (5075.363793 sec): 3 clusters Score: Raw -599016.224866 + Penalty 2765.870239 = -596250.354627 nChanged 96 SP:Iteration 11Q (5075.384929 sec): 3 clusters Score: Raw -599082.416990 + Penalty 2765.870239 = -596316.546751 nChanged 83 SP:Iteration 12Q (5075.405654 sec): 3 clusters Score: Raw -599149.039617 + Penalty 2765.870239 = -596383.169378 nChanged 90 SP:Iteration 13Q (5075.426704 sec): 3 clusters Score: Raw -599217.937488 + Penalty 2765.870239 = -596452.067249 nChanged 75 SP:Iteration 14Q (5075.447274 sec): 3 clusters Score: Raw -599260.846760 + Penalty 2765.870239 = -596494.976521 nChanged 63 SP:Iteration 15Q (5075.467725 sec): 3 clusters Score: Raw -599298.300399 + Penalty 2765.870239 = -596532.430160 nChanged 60 SP:Iteration 16Q (5075.488517 sec): 3 clusters Score: Raw -599336.302621 + Penalty 2765.870239 = -596570.432382 nChanged 69 SP:Iteration 17Q (5075.509292 sec): 3 clusters Score: Raw -599374.386122 + Penalty 2765.870239 = -596608.515883 nChanged 65 SP:Iteration 18Q (5075.529633 sec): 3 clusters Score: Raw -599403.376741 + Penalty 2765.870239 = -596637.506502 nChanged 46 SP:Iteration 19Q (5075.550156 sec): 3 clusters Score: Raw -599420.759131 + Penalty 2765.870239 = -596654.888892 nChanged 51 SP:Iteration 20F (5075.571698 sec): 3 clusters Score: Raw -599447.903885 + Penalty 2765.870239 = -596682.033646 nChanged 46 SP:Iteration 21Q (5075.603443 sec): 3 clusters Score: Raw -599470.863915 + Penalty 2765.870239 = -596704.993676 nChanged 52 SP:Iteration 22Q (5075.611251 sec): 3 clusters Score: Raw -599498.490778 + Penalty 2765.870239 = -596732.620539 nChanged 40 SP:Iteration 23Q (5075.631278 sec): 3 clusters Score: Raw -599516.677394 + Penalty 2765.870239 = -596750.807155 nChanged 29 SP:Iteration 24Q (5075.651726 sec): 3 clusters Score: Raw -599529.081851 + Penalty 2765.870239 = -596763.211612 nChanged 38 SP:Iteration 25Q (5075.672093 sec): 3 clusters Score: Raw -599546.431821 + Penalty 2765.870239 = -596780.561582 nChanged 40 SP:Iteration 26Q (5075.692335 sec): 3 clusters Score: Raw -599561.875076 + Penalty 2765.870239 = -596796.004837 nChanged 37 SP:Iteration 27Q (5075.712469 sec): 3 clusters Score: Raw -599573.129445 + Penalty 2765.870239 = -596807.259206 nChanged 32 SP:Iteration 28Q (5075.732892 sec): 3 clusters Score: Raw -599584.549762 + Penalty 2765.870239 = -596818.679523 nChanged 22 SP:Iteration 29Q (5075.752964 sec): 3 clusters Score: Raw -599590.384427 + Penalty 2765.870239 = -596824.514188 nChanged 19 SP:Iteration 30Q (5075.772930 sec): 3 clusters Score: Raw -599596.443654 + Penalty 2765.870239 = -596830.573415 nChanged 22 SP:Iteration 31Q (5075.793133 sec): 3 clusters Score: Raw -599608.446603 + Penalty 2765.870239 = -596842.576364 nChanged 24 SP:Iteration 32Q (5075.813187 sec): 3 clusters Score: Raw -599629.820063 + Penalty 2765.870239 = -596863.949824 nChanged 31 SP:Iteration 33Q (5075.833334 sec): 3 clusters Score: Raw -599647.872107 + Penalty 2765.870239 = -596882.001868 nChanged 26 SP:Iteration 34Q (5075.853340 sec): 3 clusters Score: Raw -599668.611878 + Penalty 2765.870239 = -596902.741639 nChanged 38 SP:Iteration 35Q (5075.873582 sec): 3 clusters Score: Raw -599690.159272 + Penalty 2765.870239 = -596924.289034 nChanged 44 SP:Iteration 36Q (5075.893452 sec): 3 clusters Score: Raw -599703.055235 + Penalty 2765.870239 = -596937.184996 nChanged 31 SP:Iteration 37Q (5075.913647 sec): 3 clusters Score: Raw -599713.699942 + Penalty 2765.870239 = -596947.829703 nChanged 31 SP:Iteration 38Q (5075.933659 sec): 3 clusters Score: Raw -599727.158250 + Penalty 2765.870239 = -596961.288011 nChanged 35 SP:Iteration 39Q (5075.953663 sec): 3 clusters Score: Raw -599738.693612 + Penalty 2765.870239 = -596972.823373 nChanged 29 SP:Iteration 40F (5075.975027 sec): 3 clusters Score: Raw -599748.887526 + Penalty 2765.870239 = -596983.017287 nChanged 26 SP:Iteration 41Q (5075.995016 sec): 3 clusters Score: Raw -599756.520519 + Penalty 2765.870239 = -596990.650280 nChanged 20 SP:Iteration 42Q (5076.015265 sec): 3 clusters Score: Raw -599762.329027 + Penalty 2765.870239 = -596996.458788 nChanged 22 SP:Iteration 43Q (5076.035103 sec): 3 clusters Score: Raw -599768.545072 + Penalty 2765.870239 = -597002.674833 nChanged 21 SP:Iteration 44Q (5076.055257 sec): 3 clusters Score: Raw -599774.124985 + Penalty 2765.870239 = -597008.254746 nChanged 16 SP:Iteration 45Q (5076.075335 sec): 3 clusters Score: Raw -599779.123841 + Penalty 2765.870239 = -597013.253602 nChanged 21 SP:Iteration 46Q (5076.095467 sec): 3 clusters Score: Raw -599785.555368 + Penalty 2765.870239 = -597019.685129 nChanged 28 SP:Iteration 47Q (5076.115414 sec): 3 clusters Score: Raw -599793.857211 + Penalty 2765.870239 = -597027.986972 nChanged 19 SP:Iteration 48Q (5076.135324 sec): 3 clusters Score: Raw -599798.783735 + Penalty 2765.870239 = -597032.913496 nChanged 18 SP:Iteration 49Q (5076.155386 sec): 3 clusters Score: Raw -599803.246774 + Penalty 2765.870239 = -597037.376535 nChanged 13 SP:Iteration 50Q (5076.175239 sec): 3 clusters Score: Raw -599805.958688 + Penalty 2765.870239 = -597040.088449 nChanged 10 SP:Iteration 51Q (5076.195369 sec): 3 clusters Score: Raw -599808.044039 + Penalty 2765.870239 = -597042.173800 nChanged 11 SP:Iteration 52Q (5076.215446 sec): 3 clusters Score: Raw -599810.138364 + Penalty 2765.870239 = -597044.268125 nChanged 17 SP:Iteration 53Q (5076.235717 sec): 3 clusters Score: Raw -599813.879096 + Penalty 2765.870239 = -597048.008857 nChanged 17 SP:Iteration 54Q (5076.255813 sec): 3 clusters Score: Raw -599817.180014 + Penalty 2765.870239 = -597051.309775 nChanged 14 SP:Iteration 55Q (5076.275822 sec): 3 clusters Score: Raw -599820.191075 + Penalty 2765.870239 = -597054.320836 nChanged 17 SP:Iteration 56Q (5076.295968 sec): 3 clusters Score: Raw -599824.532870 + Penalty 2765.870239 = -597058.662631 nChanged 14 SP:Iteration 57Q (5076.315878 sec): 3 clusters Score: Raw -599827.192230 + Penalty 2765.870239 = -597061.321991 nChanged 12 SP:Iteration 58Q (5076.336067 sec): 3 clusters Score: Raw -599830.994309 + Penalty 2765.870239 = -597065.124070 nChanged 23 SP:Iteration 59Q (5076.356256 sec): 3 clusters Score: Raw -599839.381284 + Penalty 2765.870239 = -597073.511045 nChanged 22 SP:Iteration 60F (5076.377536 sec): 3 clusters Score: Raw -599845.177635 + Penalty 2765.870239 = -597079.307396 nChanged 16 SP:Iteration 61Q (5076.397634 sec): 3 clusters Score: Raw -599848.330510 + Penalty 2765.870239 = -597082.460271 nChanged 14 SP:Iteration 62Q (5076.417974 sec): 3 clusters Score: Raw -599852.047883 + Penalty 2765.870239 = -597086.177645 nChanged 17 SP:Iteration 63Q (5076.438283 sec): 3 clusters Score: Raw -599855.916148 + Penalty 2765.870239 = -597090.045909 nChanged 14 SP:Iteration 64Q (5076.458447 sec): 3 clusters Score: Raw -599858.224205 + Penalty 2765.870239 = -597092.353966 nChanged 12 SP:Iteration 65Q (5076.478672 sec): 3 clusters Score: Raw -599860.772732 + Penalty 2765.870239 = -597094.902493 nChanged 10 SP:Iteration 66Q (5076.498918 sec): 3 clusters Score: Raw -599864.473635 + Penalty 2765.870239 = -597098.603396 nChanged 9 SP:Iteration 67Q (5076.519058 sec): 3 clusters Score: Raw -599868.515349 + Penalty 2765.870239 = -597102.645110 nChanged 13 SP:Iteration 68Q (5076.564089 sec): 3 clusters Score: Raw -599871.388279 + Penalty 2765.870239 = -597105.518040 nChanged 12 SP:Iteration 69Q (5076.584359 sec): 3 clusters Score: Raw -599874.474290 + Penalty 2765.870239 = -597108.604051 nChanged 13 SP:Iteration 70Q (5076.604376 sec): 3 clusters Score: Raw -599877.968441 + Penalty 2765.870239 = -597112.098202 nChanged 14 SP:Iteration 71Q (5076.624569 sec): 3 clusters Score: Raw -599881.935916 + Penalty 2765.870239 = -597116.065677 nChanged 9 SP:Iteration 72Q (5076.644693 sec): 3 clusters Score: Raw -599884.571547 + Penalty 2765.870239 = -597118.701308 nChanged 11 SP:Iteration 73Q (5076.664898 sec): 3 clusters Score: Raw -599886.794597 + Penalty 2765.870239 = -597120.924358 nChanged 9 SP:Iteration 74Q (5076.685033 sec): 3 clusters Score: Raw -599888.957791 + Penalty 2765.870239 = -597123.087552 nChanged 7 SP:Iteration 75Q (5076.705085 sec): 3 clusters Score: Raw -599890.343114 + Penalty 2765.870239 = -597124.472875 nChanged 5 SP:Iteration 76Q (5076.725190 sec): 3 clusters Score: Raw -599891.252645 + Penalty 2765.870239 = -597125.382406 nChanged 7 SP:Iteration 77Q (5076.745145 sec): 3 clusters Score: Raw -599892.897553 + Penalty 2765.870239 = -597127.027314 nChanged 3 SP:Iteration 78Q (5076.765234 sec): 3 clusters Score: Raw -599893.224724 + Penalty 2765.870239 = -597127.354485 nChanged 1 SP:Iteration 79Q (5076.785567 sec): 3 clusters Score: Raw -599893.371960 + Penalty 2765.870239 = -597127.501721 nChanged 1 SP:Iteration 80F (5076.807038 sec): 3 clusters Score: Raw -599893.607150 + Penalty 2765.870239 = -597127.736911 nChanged 1 SP:Iteration 81Q (5076.827285 sec): 3 clusters Score: Raw -599893.829843 + Penalty 2765.870239 = -597127.959604 nChanged 2 SP:Iteration 82Q (5076.847367 sec): 3 clusters Score: Raw -599894.055903 + Penalty 2765.870239 = -597128.185664 nChanged 0 SP:Iteration 83F (5076.868848 sec): 3 clusters Score: Raw -599894.055903 + Penalty 2765.870239 = -597128.185664 nChanged 0 Score: Raw -129550403.805819 + Penalty 101450.942987 = -129448952.862832 Splitting cluster 32 changes total score from -129449790.821303 to -129448952.862832 So it's not getting split. Trying to split cluster 33 (18004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5105.235078 sec): 2 clusters Score: Raw -2260208.958936 + Penalty 1592.231751 = -2258616.727186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5105.275813 sec): 3 clusters Score: Raw -2249391.257740 + Penalty 3184.463501 = -2246206.794238 nChanged 8082 SP:Iteration 1F (5105.314573 sec): 3 clusters Score: Raw -2253855.774719 + Penalty 3184.463501 = -2250671.311218 nChanged 986 SP:Iteration 2F (5105.353789 sec): 3 clusters Score: Raw -2254234.586531 + Penalty 3184.463501 = -2251050.123030 nChanged 864 SP:Iteration 3Q (5105.393355 sec): 3 clusters Score: Raw -2254572.577741 + Penalty 3184.463501 = -2251388.114240 nChanged 825 SP:Iteration 4Q (5105.433232 sec): 3 clusters Score: Raw -2254946.224012 + Penalty 3184.463501 = -2251761.760511 nChanged 874 SP:Iteration 5Q (5105.472748 sec): 3 clusters Score: Raw -2255378.828642 + Penalty 3184.463501 = -2252194.365141 nChanged 868 SP:Iteration 6Q (5105.512225 sec): 3 clusters Score: Raw -2255844.625145 + Penalty 3184.463501 = -2252660.161644 nChanged 827 SP:Iteration 7Q (5105.551437 sec): 3 clusters Score: Raw -2256302.382505 + Penalty 3184.463501 = -2253117.919004 nChanged 851 SP:Iteration 8Q (5105.590806 sec): 3 clusters Score: Raw -2256827.333153 + Penalty 3184.463501 = -2253642.869652 nChanged 843 SP:Iteration 9Q (5105.629625 sec): 3 clusters Score: Raw -2257316.761698 + Penalty 3184.463501 = -2254132.298197 nChanged 761 SP:Iteration 10Q (5105.668335 sec): 3 clusters Score: Raw -2257751.250997 + Penalty 3184.463501 = -2254566.787496 nChanged 711 SP:Iteration 11Q (5105.706666 sec): 3 clusters Score: Raw -2258145.443551 + Penalty 3184.463501 = -2254960.980050 nChanged 651 SP:Iteration 12Q (5105.744593 sec): 3 clusters Score: Raw -2258493.306774 + Penalty 3184.463501 = -2255308.843273 nChanged 527 SP:Iteration 13Q (5105.782270 sec): 3 clusters Score: Raw -2258783.667082 + Penalty 3184.463501 = -2255599.203580 nChanged 476 SP:Iteration 14Q (5105.819447 sec): 3 clusters Score: Raw -2259030.912148 + Penalty 3184.463501 = -2255846.448647 nChanged 400 SP:Iteration 15Q (5105.856212 sec): 3 clusters Score: Raw -2259229.655564 + Penalty 3184.463501 = -2256045.192063 nChanged 343 SP:Iteration 16Q (5105.892585 sec): 3 clusters Score: Raw -2259394.927682 + Penalty 3184.463501 = -2256210.464181 nChanged 335 SP:Iteration 17Q (5105.928386 sec): 3 clusters Score: Raw -2259574.978205 + Penalty 3184.463501 = -2256390.514704 nChanged 318 SP:Iteration 18Q (5105.964026 sec): 3 clusters Score: Raw -2259745.725659 + Penalty 3184.463501 = -2256561.262158 nChanged 241 SP:Iteration 19Q (5105.999132 sec): 3 clusters Score: Raw -2259870.516313 + Penalty 3184.463501 = -2256686.052811 nChanged 207 SP:Iteration 20F (5106.037893 sec): 3 clusters Score: Raw -2259990.092517 + Penalty 3184.463501 = -2256805.629015 nChanged 208 SP:Iteration 21Q (5106.072841 sec): 3 clusters Score: Raw -2260112.480726 + Penalty 3184.463501 = -2256928.017225 nChanged 163 SP:Iteration 22Q (5106.107277 sec): 3 clusters Score: Raw -2260200.541372 + Penalty 3184.463501 = -2257016.077871 nChanged 127 SP:Iteration 23Q (5106.141671 sec): 3 clusters Score: Raw -2260262.702589 + Penalty 3184.463501 = -2257078.239088 nChanged 115 SP:Iteration 24Q (5106.175806 sec): 3 clusters Score: Raw -2260317.134213 + Penalty 3184.463501 = -2257132.670712 nChanged 97 SP:Iteration 25Q (5106.209812 sec): 3 clusters Score: Raw -2260368.164039 + Penalty 3184.463501 = -2257183.700538 nChanged 82 SP:Iteration 26Q (5106.243559 sec): 3 clusters Score: Raw -2260412.654232 + Penalty 3184.463501 = -2257228.190731 nChanged 65 SP:Iteration 27Q (5106.277411 sec): 3 clusters Score: Raw -2260444.014920 + Penalty 3184.463501 = -2257259.551419 nChanged 64 SP:Iteration 28Q (5106.311888 sec): 3 clusters Score: Raw -2260474.761304 + Penalty 3184.463501 = -2257290.297802 nChanged 48 SP:Iteration 29Q (5106.345518 sec): 3 clusters Score: Raw -2260498.882134 + Penalty 3184.463501 = -2257314.418633 nChanged 46 SP:Iteration 30Q (5106.396231 sec): 3 clusters Score: Raw -2260520.083170 + Penalty 3184.463501 = -2257335.619669 nChanged 36 SP:Iteration 31Q (5106.429211 sec): 3 clusters Score: Raw -2260534.421002 + Penalty 3184.463501 = -2257349.957501 nChanged 24 SP:Iteration 32Q (5106.462703 sec): 3 clusters Score: Raw -2260543.312129 + Penalty 3184.463501 = -2257358.848628 nChanged 18 SP:Iteration 33Q (5106.496074 sec): 3 clusters Score: Raw -2260550.456738 + Penalty 3184.463501 = -2257365.993237 nChanged 16 SP:Iteration 34Q (5106.529401 sec): 3 clusters Score: Raw -2260558.945307 + Penalty 3184.463501 = -2257374.481806 nChanged 18 SP:Iteration 35Q (5106.562889 sec): 3 clusters Score: Raw -2260566.794127 + Penalty 3184.463501 = -2257382.330626 nChanged 13 SP:Iteration 36Q (5106.596350 sec): 3 clusters Score: Raw -2260573.379131 + Penalty 3184.463501 = -2257388.915630 nChanged 17 SP:Iteration 37Q (5106.629749 sec): 3 clusters Score: Raw -2260583.858148 + Penalty 3184.463501 = -2257399.394647 nChanged 15 SP:Iteration 38Q (5106.663230 sec): 3 clusters Score: Raw -2260588.842344 + Penalty 3184.463501 = -2257404.378843 nChanged 6 SP:Iteration 39Q (5106.696437 sec): 3 clusters Score: Raw -2260593.358531 + Penalty 3184.463501 = -2257408.895030 nChanged 11 SP:Iteration 40F (5106.735030 sec): 3 clusters Score: Raw -2260596.669364 + Penalty 3184.463501 = -2257412.205862 nChanged 4 SP:Iteration 41Q (5106.768164 sec): 3 clusters Score: Raw -2260597.803575 + Penalty 3184.463501 = -2257413.340074 nChanged 3 SP:Iteration 42Q (5106.801259 sec): 3 clusters Score: Raw -2260598.658454 + Penalty 3184.463501 = -2257414.194953 nChanged 3 SP:Iteration 43Q (5106.834278 sec): 3 clusters Score: Raw -2260600.015462 + Penalty 3184.463501 = -2257415.551961 nChanged 1 SP:Iteration 44Q (5106.867466 sec): 3 clusters Score: Raw -2260600.227448 + Penalty 3184.463501 = -2257415.763946 nChanged 1 SP:Iteration 45Q (5106.900556 sec): 3 clusters Score: Raw -2260600.431447 + Penalty 3184.463501 = -2257415.967946 nChanged 0 SP:Iteration 46F (5106.939786 sec): 3 clusters Score: Raw -2260600.431447 + Penalty 3184.463501 = -2257415.967946 nChanged 0 Trying to split cluster 34 (3717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5106.956938 sec): 2 clusters Score: Raw -449492.235356 + Penalty 1335.859228 = -448156.376129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5106.976119 sec): 3 clusters Score: Raw -447658.600325 + Penalty 2671.718455 = -444986.881870 nChanged 1452 SP:Iteration 1F (5106.994092 sec): 3 clusters Score: Raw -448522.780772 + Penalty 2671.718455 = -445851.062317 nChanged 325 SP:Iteration 2F (5107.011516 sec): 3 clusters Score: Raw -448727.978123 + Penalty 2671.718455 = -446056.259667 nChanged 205 SP:Iteration 3F (5107.029525 sec): 3 clusters Score: Raw -448848.429842 + Penalty 2671.718455 = -446176.711387 nChanged 166 SP:Iteration 4Q (5107.047712 sec): 3 clusters Score: Raw -448946.601440 + Penalty 2671.718455 = -446274.882985 nChanged 137 SP:Iteration 5Q (5107.065662 sec): 3 clusters Score: Raw -449036.684859 + Penalty 2671.718455 = -446364.966403 nChanged 140 SP:Iteration 6Q (5107.083719 sec): 3 clusters Score: Raw -449136.035329 + Penalty 2671.718455 = -446464.316874 nChanged 140 SP:Iteration 7Q (5107.101844 sec): 3 clusters Score: Raw -449227.389850 + Penalty 2671.718455 = -446555.671395 nChanged 121 SP:Iteration 8Q (5107.119814 sec): 3 clusters Score: Raw -449295.239117 + Penalty 2671.718455 = -446623.520662 nChanged 99 SP:Iteration 9Q (5107.137715 sec): 3 clusters Score: Raw -449348.075108 + Penalty 2671.718455 = -446676.356653 nChanged 92 SP:Iteration 10Q (5107.155578 sec): 3 clusters Score: Raw -449397.482749 + Penalty 2671.718455 = -446725.764294 nChanged 87 SP:Iteration 11Q (5107.173628 sec): 3 clusters Score: Raw -449438.391178 + Penalty 2671.718455 = -446766.672723 nChanged 76 SP:Iteration 12Q (5107.191690 sec): 3 clusters Score: Raw -449471.180116 + Penalty 2671.718455 = -446799.461661 nChanged 68 SP:Iteration 13Q (5107.209550 sec): 3 clusters Score: Raw -449499.369199 + Penalty 2671.718455 = -446827.650743 nChanged 58 SP:Iteration 14Q (5107.227435 sec): 3 clusters Score: Raw -449523.602539 + Penalty 2671.718455 = -446851.884084 nChanged 56 SP:Iteration 15Q (5107.245376 sec): 3 clusters Score: Raw -449548.555470 + Penalty 2671.718455 = -446876.837015 nChanged 57 SP:Iteration 16Q (5107.263167 sec): 3 clusters Score: Raw -449577.759789 + Penalty 2671.718455 = -446906.041334 nChanged 57 SP:Iteration 17Q (5107.280650 sec): 3 clusters Score: Raw -449609.453361 + Penalty 2671.718455 = -446937.734906 nChanged 66 SP:Iteration 18Q (5107.298467 sec): 3 clusters Score: Raw -449638.358876 + Penalty 2671.718455 = -446966.640421 nChanged 52 SP:Iteration 19Q (5107.316393 sec): 3 clusters Score: Raw -449659.623538 + Penalty 2671.718455 = -446987.905082 nChanged 44 SP:Iteration 20F (5107.334421 sec): 3 clusters Score: Raw -449680.639145 + Penalty 2671.718455 = -447008.920689 nChanged 48 SP:Iteration 21Q (5107.352406 sec): 3 clusters Score: Raw -449707.602918 + Penalty 2671.718455 = -447035.884463 nChanged 61 SP:Iteration 22Q (5107.370367 sec): 3 clusters Score: Raw -449740.591156 + Penalty 2671.718455 = -447068.872701 nChanged 42 SP:Iteration 23Q (5107.388367 sec): 3 clusters Score: Raw -449762.982597 + Penalty 2671.718455 = -447091.264142 nChanged 36 SP:Iteration 24Q (5107.406281 sec): 3 clusters Score: Raw -449783.503274 + Penalty 2671.718455 = -447111.784819 nChanged 30 SP:Iteration 25Q (5107.424158 sec): 3 clusters Score: Raw -449797.958269 + Penalty 2671.718455 = -447126.239814 nChanged 36 SP:Iteration 26Q (5107.441788 sec): 3 clusters Score: Raw -449820.472825 + Penalty 2671.718455 = -447148.754370 nChanged 45 SP:Iteration 27Q (5107.459729 sec): 3 clusters Score: Raw -449841.956002 + Penalty 2671.718455 = -447170.237546 nChanged 30 SP:Iteration 28Q (5107.477625 sec): 3 clusters Score: Raw -449852.272548 + Penalty 2671.718455 = -447180.554092 nChanged 23 SP:Iteration 29Q (5107.495487 sec): 3 clusters Score: Raw -449861.298265 + Penalty 2671.718455 = -447189.579809 nChanged 17 SP:Iteration 30Q (5107.513422 sec): 3 clusters Score: Raw -449869.163757 + Penalty 2671.718455 = -447197.445301 nChanged 15 SP:Iteration 31Q (5107.531310 sec): 3 clusters Score: Raw -449880.009889 + Penalty 2671.718455 = -447208.291434 nChanged 17 SP:Iteration 32Q (5107.549189 sec): 3 clusters Score: Raw -449888.188533 + Penalty 2671.718455 = -447216.470078 nChanged 15 SP:Iteration 33Q (5107.566876 sec): 3 clusters Score: Raw -449894.268827 + Penalty 2671.718455 = -447222.550371 nChanged 11 SP:Iteration 34Q (5107.584594 sec): 3 clusters Score: Raw -449898.144119 + Penalty 2671.718455 = -447226.425664 nChanged 9 SP:Iteration 35Q (5107.602431 sec): 3 clusters Score: Raw -449901.613178 + Penalty 2671.718455 = -447229.894723 nChanged 5 SP:Iteration 36Q (5107.620078 sec): 3 clusters Score: Raw -449902.619094 + Penalty 2671.718455 = -447230.900638 nChanged 2 SP:Iteration 37Q (5107.637476 sec): 3 clusters Score: Raw -449903.290858 + Penalty 2671.718455 = -447231.572403 nChanged 3 SP:Iteration 38Q (5107.668589 sec): 3 clusters Score: Raw -449904.358944 + Penalty 2671.718455 = -447232.640489 nChanged 2 SP:Iteration 39Q (5107.731281 sec): 3 clusters Score: Raw -449904.898077 + Penalty 2671.718455 = -447233.179622 nChanged 3 SP:Iteration 40F (5107.780672 sec): 3 clusters Score: Raw -449906.029233 + Penalty 2671.718455 = -447234.310778 nChanged 1 SP:Iteration 41Q (5107.834690 sec): 3 clusters Score: Raw -449906.289759 + Penalty 2671.718455 = -447234.571303 nChanged 1 SP:Iteration 42Q (5107.876222 sec): 3 clusters Score: Raw -449906.565675 + Penalty 2671.718455 = -447234.847220 nChanged 1 SP:Iteration 43Q (5107.936773 sec): 3 clusters Score: Raw -449906.803261 + Penalty 2671.718455 = -447235.084805 nChanged 0 SP:Iteration 44F (5107.977855 sec): 3 clusters Score: Raw -449906.803261 + Penalty 2671.718455 = -447235.084805 nChanged 0 Trying to split cluster 35 (1683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5108.005443 sec): 2 clusters Score: Raw -203110.634488 + Penalty 1207.104144 = -201903.530344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5108.055047 sec): 3 clusters Score: Raw -202446.574861 + Penalty 2414.208288 = -200032.366573 nChanged 560 SP:Iteration 1F (5108.101689 sec): 3 clusters Score: Raw -202889.243446 + Penalty 2414.208288 = -200475.035158 nChanged 141 SP:Iteration 2F (5108.148588 sec): 3 clusters Score: Raw -203040.519026 + Penalty 2414.208288 = -200626.310738 nChanged 113 SP:Iteration 3F (5108.204780 sec): 3 clusters Score: Raw -203156.304593 + Penalty 2414.208288 = -200742.096305 nChanged 97 SP:Iteration 4F (5108.262558 sec): 3 clusters Score: Raw -203248.087842 + Penalty 2414.208288 = -200833.879554 nChanged 73 SP:Iteration 5Q (5108.318507 sec): 3 clusters Score: Raw -203320.606999 + Penalty 2414.208288 = -200906.398711 nChanged 69 SP:Iteration 6Q (5108.364179 sec): 3 clusters Score: Raw -203384.751808 + Penalty 2414.208288 = -200970.543520 nChanged 51 SP:Iteration 7Q (5108.402604 sec): 3 clusters Score: Raw -203433.278370 + Penalty 2414.208288 = -201019.070082 nChanged 46 SP:Iteration 8Q (5108.450583 sec): 3 clusters Score: Raw -203468.580084 + Penalty 2414.208288 = -201054.371796 nChanged 29 SP:Iteration 9Q (5108.503449 sec): 3 clusters Score: Raw -203487.459745 + Penalty 2414.208288 = -201073.251456 nChanged 19 SP:Iteration 10Q (5108.545537 sec): 3 clusters Score: Raw -203500.327561 + Penalty 2414.208288 = -201086.119273 nChanged 16 SP:Iteration 11Q (5108.586196 sec): 3 clusters Score: Raw -203513.866109 + Penalty 2414.208288 = -201099.657821 nChanged 12 SP:Iteration 12Q (5108.638612 sec): 3 clusters Score: Raw -203522.765068 + Penalty 2414.208288 = -201108.556780 nChanged 8 SP:Iteration 13Q (5108.677125 sec): 3 clusters Score: Raw -203531.251743 + Penalty 2414.208288 = -201117.043454 nChanged 18 SP:Iteration 14Q (5108.730579 sec): 3 clusters Score: Raw -203544.285359 + Penalty 2414.208288 = -201130.077070 nChanged 15 SP:Iteration 15Q (5108.757181 sec): 3 clusters Score: Raw -203553.920733 + Penalty 2414.208288 = -201139.712445 nChanged 8 SP:Iteration 16Q (5108.790096 sec): 3 clusters Score: Raw -203557.694512 + Penalty 2414.208288 = -201143.486224 nChanged 3 SP:Iteration 17Q (5108.827876 sec): 3 clusters Score: Raw -203559.533947 + Penalty 2414.208288 = -201145.325658 nChanged 2 SP:Iteration 18Q (5108.873386 sec): 3 clusters Score: Raw -203561.041290 + Penalty 2414.208288 = -201146.833002 nChanged 1 SP:Iteration 19Q (5108.916381 sec): 3 clusters Score: Raw -203562.114968 + Penalty 2414.208288 = -201147.906679 nChanged 1 SP:Iteration 20F (5108.958257 sec): 3 clusters Score: Raw -203563.147216 + Penalty 2414.208288 = -201148.938928 nChanged 1 SP:Iteration 21Q (5109.005079 sec): 3 clusters Score: Raw -203563.566294 + Penalty 2414.208288 = -201149.358006 nChanged 1 SP:Iteration 22Q (5109.054514 sec): 3 clusters Score: Raw -203564.043373 + Penalty 2414.208288 = -201149.835085 nChanged 2 SP:Iteration 23Q (5109.108566 sec): 3 clusters Score: Raw -203564.555431 + Penalty 2414.208288 = -201150.347142 nChanged 1 SP:Iteration 24Q (5109.141803 sec): 3 clusters Score: Raw -203564.844366 + Penalty 2414.208288 = -201150.636078 nChanged 1 SP:Iteration 25Q (5109.182691 sec): 3 clusters Score: Raw -203565.100450 + Penalty 2414.208288 = -201150.892162 nChanged 0 SP:Iteration 26F (5109.234975 sec): 3 clusters Score: Raw -203565.100450 + Penalty 2414.208288 = -201150.892162 nChanged 0 Trying to split cluster 36 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5109.248786 sec): 2 clusters Score: Raw -18368.342617 + Penalty 871.971102 = -17496.371515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5109.281570 sec): 3 clusters Score: Raw -18617.893062 + Penalty 1743.942205 = -16873.950858 nChanged 53 SP:Iteration 1F (5109.326650 sec): 3 clusters Score: Raw -18859.872803 + Penalty 1743.942205 = -17115.930598 nChanged 24 SP:Iteration 2F (5109.366631 sec): 3 clusters Score: Raw -18967.915286 + Penalty 1743.942205 = -17223.973081 nChanged 7 SP:Iteration 3Q (5109.395679 sec): 3 clusters Score: Raw -19002.647868 + Penalty 1743.942205 = -17258.705663 nChanged 8 SP:Iteration 4Q (5109.428567 sec): 3 clusters Score: Raw -19074.179009 + Penalty 1743.942205 = -17330.236804 nChanged 5 SP:Iteration 5Q (5109.463638 sec): 3 clusters Score: Raw -19159.276773 + Penalty 1743.942205 = -17415.334568 nChanged 3 SP:Iteration 6Q (5109.493211 sec): 3 clusters Score: Raw -19191.851255 + Penalty 1743.942205 = -17447.909051 nChanged 3 SP:Iteration 7Q (5109.525074 sec): 3 clusters Score: Raw -19201.357840 + Penalty 1743.942205 = -17457.415635 nChanged 1 SP:Iteration 8Q (5109.563285 sec): 3 clusters Score: Raw -19205.458433 + Penalty 1743.942205 = -17461.516228 nChanged 0 SP:Iteration 9F (5109.599826 sec): 3 clusters Score: Raw -19205.850812 + Penalty 1743.942205 = -17461.908607 nChanged 1 SP:Iteration 10Q (5109.648594 sec): 3 clusters Score: Raw -19212.143885 + Penalty 1743.942205 = -17468.201680 nChanged 1 SP:Iteration 11Q (5109.679441 sec): 3 clusters Score: Raw -19217.288157 + Penalty 1743.942205 = -17473.345952 nChanged 0 SP:Iteration 12F (5109.717400 sec): 3 clusters Score: Raw -19217.288157 + Penalty 1743.942205 = -17473.345952 nChanged 0 Trying to split cluster 37 (5604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5109.746729 sec): 2 clusters Score: Raw -704347.840712 + Penalty 1402.575835 = -702945.264877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5109.802750 sec): 3 clusters Score: Raw -701385.074248 + Penalty 2805.151670 = -698579.922578 nChanged 2305 SP:Iteration 1F (5109.851079 sec): 3 clusters Score: Raw -702797.025017 + Penalty 2805.151670 = -699991.873347 nChanged 450 SP:Iteration 2F (5109.898189 sec): 3 clusters Score: Raw -703079.591827 + Penalty 2805.151670 = -700274.440157 nChanged 353 SP:Iteration 3F (5109.922751 sec): 3 clusters Score: Raw -703294.715276 + Penalty 2805.151670 = -700489.563606 nChanged 279 SP:Iteration 4Q (5109.967342 sec): 3 clusters Score: Raw -703471.811827 + Penalty 2805.151670 = -700666.660157 nChanged 282 SP:Iteration 5F (5110.007067 sec): 3 clusters Score: Raw -703654.231228 + Penalty 2805.151670 = -700849.079558 nChanged 247 SP:Iteration 6Q (5110.059079 sec): 3 clusters Score: Raw -703805.215371 + Penalty 2805.151670 = -701000.063701 nChanged 190 SP:Iteration 7Q (5110.096989 sec): 3 clusters Score: Raw -703910.069525 + Penalty 2805.151670 = -701104.917855 nChanged 179 SP:Iteration 8Q (5110.149030 sec): 3 clusters Score: Raw -704009.026154 + Penalty 2805.151670 = -701203.874484 nChanged 136 SP:Iteration 9Q (5110.208563 sec): 3 clusters Score: Raw -704073.742735 + Penalty 2805.151670 = -701268.591065 nChanged 116 SP:Iteration 10Q (5110.247108 sec): 3 clusters Score: Raw -704128.163174 + Penalty 2805.151670 = -701323.011504 nChanged 104 SP:Iteration 11Q (5110.291658 sec): 3 clusters Score: Raw -704172.248558 + Penalty 2805.151670 = -701367.096888 nChanged 98 SP:Iteration 12Q (5110.339135 sec): 3 clusters Score: Raw -704210.342917 + Penalty 2805.151670 = -701405.191247 nChanged 77 SP:Iteration 13Q (5110.393954 sec): 3 clusters Score: Raw -704241.787034 + Penalty 2805.151670 = -701436.635364 nChanged 80 SP:Iteration 14Q (5110.411022 sec): 3 clusters Score: Raw -704277.481422 + Penalty 2805.151670 = -701472.329752 nChanged 94 SP:Iteration 15Q (5110.462624 sec): 3 clusters Score: Raw -704320.039021 + Penalty 2805.151670 = -701514.887351 nChanged 87 SP:Iteration 16Q (5110.515652 sec): 3 clusters Score: Raw -704358.205063 + Penalty 2805.151670 = -701553.053393 nChanged 78 SP:Iteration 17Q (5110.569067 sec): 3 clusters Score: Raw -704392.803657 + Penalty 2805.151670 = -701587.651987 nChanged 75 SP:Iteration 18Q (5110.622237 sec): 3 clusters Score: Raw -704421.695948 + Penalty 2805.151670 = -701616.544278 nChanged 74 SP:Iteration 19Q (5110.669222 sec): 3 clusters Score: Raw -704445.179604 + Penalty 2805.151670 = -701640.027934 nChanged 46 SP:Iteration 20F (5110.722215 sec): 3 clusters Score: Raw -704457.237836 + Penalty 2805.151670 = -701652.086166 nChanged 40 SP:Iteration 21Q (5110.787626 sec): 3 clusters Score: Raw -704468.503018 + Penalty 2805.151670 = -701663.351348 nChanged 25 SP:Iteration 22Q (5110.832203 sec): 3 clusters Score: Raw -704475.493460 + Penalty 2805.151670 = -701670.341791 nChanged 26 SP:Iteration 23Q (5110.887783 sec): 3 clusters Score: Raw -704480.899656 + Penalty 2805.151670 = -701675.747986 nChanged 13 SP:Iteration 24Q (5110.939662 sec): 3 clusters Score: Raw -704483.297038 + Penalty 2805.151670 = -701678.145368 nChanged 2 SP:Iteration 25Q (5110.981096 sec): 3 clusters Score: Raw -704483.565246 + Penalty 2805.151670 = -701678.413576 nChanged 1 SP:Iteration 26Q (5111.033127 sec): 3 clusters Score: Raw -704483.651237 + Penalty 2805.151670 = -701678.499568 nChanged 0 SP:Iteration 27F (5111.081270 sec): 3 clusters Score: Raw -704483.651237 + Penalty 2805.151670 = -701678.499568 nChanged 0 Trying to split cluster 38 (11847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5111.115033 sec): 2 clusters Score: Raw -1406635.509000 + Penalty 1524.222367 = -1405111.286633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5111.173243 sec): 3 clusters Score: Raw -1399932.907840 + Penalty 3048.444734 = -1396884.463107 nChanged 5172 SP:Iteration 1F (5111.241618 sec): 3 clusters Score: Raw -1402978.113681 + Penalty 3048.444734 = -1399929.668947 nChanged 873 SP:Iteration 2F (5111.301831 sec): 3 clusters Score: Raw -1403506.850385 + Penalty 3048.444734 = -1400458.405651 nChanged 772 SP:Iteration 3F (5111.355492 sec): 3 clusters Score: Raw -1403938.456228 + Penalty 3048.444734 = -1400890.011494 nChanged 654 SP:Iteration 4F (5111.431675 sec): 3 clusters Score: Raw -1404274.930427 + Penalty 3048.444734 = -1401226.485693 nChanged 567 SP:Iteration 5Q (5111.480863 sec): 3 clusters Score: Raw -1404566.812225 + Penalty 3048.444734 = -1401518.367491 nChanged 516 SP:Iteration 6Q (5111.550801 sec): 3 clusters Score: Raw -1404825.813912 + Penalty 3048.444734 = -1401777.369178 nChanged 461 SP:Iteration 7Q (5111.606023 sec): 3 clusters Score: Raw -1405086.806060 + Penalty 3048.444734 = -1402038.361326 nChanged 389 SP:Iteration 8Q (5111.661878 sec): 3 clusters Score: Raw -1405294.587174 + Penalty 3048.444734 = -1402246.142440 nChanged 318 SP:Iteration 9Q (5111.725582 sec): 3 clusters Score: Raw -1405459.961865 + Penalty 3048.444734 = -1402411.517131 nChanged 296 SP:Iteration 10Q (5111.787730 sec): 3 clusters Score: Raw -1405604.792040 + Penalty 3048.444734 = -1402556.347306 nChanged 283 SP:Iteration 11Q (5111.849811 sec): 3 clusters Score: Raw -1405735.435866 + Penalty 3048.444734 = -1402686.991132 nChanged 267 SP:Iteration 12Q (5111.913649 sec): 3 clusters Score: Raw -1405835.493043 + Penalty 3048.444734 = -1402787.048310 nChanged 190 SP:Iteration 13Q (5111.978041 sec): 3 clusters Score: Raw -1405889.711897 + Penalty 3048.444734 = -1402841.267163 nChanged 131 SP:Iteration 14Q (5112.051549 sec): 3 clusters Score: Raw -1405923.988727 + Penalty 3048.444734 = -1402875.543993 nChanged 110 SP:Iteration 15Q (5112.113561 sec): 3 clusters Score: Raw -1405951.822150 + Penalty 3048.444734 = -1402903.377416 nChanged 105 SP:Iteration 16Q (5112.162529 sec): 3 clusters Score: Raw -1405973.984432 + Penalty 3048.444734 = -1402925.539698 nChanged 97 SP:Iteration 17Q (5112.224514 sec): 3 clusters Score: Raw -1405993.353836 + Penalty 3048.444734 = -1402944.909103 nChanged 83 SP:Iteration 18Q (5112.281935 sec): 3 clusters Score: Raw -1406010.846355 + Penalty 3048.444734 = -1402962.401621 nChanged 84 SP:Iteration 19Q (5112.350827 sec): 3 clusters Score: Raw -1406029.508272 + Penalty 3048.444734 = -1402981.063538 nChanged 83 SP:Iteration 20F (5112.414400 sec): 3 clusters Score: Raw -1406051.824193 + Penalty 3048.444734 = -1403003.379459 nChanged 88 SP:Iteration 21Q (5112.468641 sec): 3 clusters Score: Raw -1406073.295658 + Penalty 3048.444734 = -1403024.850924 nChanged 106 SP:Iteration 22Q (5112.527580 sec): 3 clusters Score: Raw -1406102.525490 + Penalty 3048.444734 = -1403054.080756 nChanged 94 SP:Iteration 23Q (5112.582890 sec): 3 clusters Score: Raw -1406129.198275 + Penalty 3048.444734 = -1403080.753542 nChanged 112 SP:Iteration 24Q (5112.642755 sec): 3 clusters Score: Raw -1406164.139364 + Penalty 3048.444734 = -1403115.694631 nChanged 124 SP:Iteration 25Q (5112.695613 sec): 3 clusters Score: Raw -1406201.772644 + Penalty 3048.444734 = -1403153.327910 nChanged 113 SP:Iteration 26Q (5112.752987 sec): 3 clusters Score: Raw -1406235.716615 + Penalty 3048.444734 = -1403187.271881 nChanged 118 SP:Iteration 27Q (5112.814503 sec): 3 clusters Score: Raw -1406271.785216 + Penalty 3048.444734 = -1403223.340482 nChanged 132 SP:Iteration 28Q (5112.883582 sec): 3 clusters Score: Raw -1406315.569629 + Penalty 3048.444734 = -1403267.124896 nChanged 122 SP:Iteration 29Q (5112.935230 sec): 3 clusters Score: Raw -1406360.805529 + Penalty 3048.444734 = -1403312.360795 nChanged 143 SP:Iteration 30Q (5113.000269 sec): 3 clusters Score: Raw -1406415.667930 + Penalty 3048.444734 = -1403367.223197 nChanged 157 SP:Iteration 31Q (5113.060517 sec): 3 clusters Score: Raw -1406475.451178 + Penalty 3048.444734 = -1403427.006444 nChanged 164 SP:Iteration 32Q (5113.122268 sec): 3 clusters Score: Raw -1406541.836722 + Penalty 3048.444734 = -1403493.391988 nChanged 174 SP:Iteration 33Q (5113.181625 sec): 3 clusters Score: Raw -1406614.983724 + Penalty 3048.444734 = -1403566.538990 nChanged 160 SP:Iteration 34Q (5113.229177 sec): 3 clusters Score: Raw -1406687.653750 + Penalty 3048.444734 = -1403639.209016 nChanged 149 SP:Iteration 35Q (5113.290528 sec): 3 clusters Score: Raw -1406763.018795 + Penalty 3048.444734 = -1403714.574061 nChanged 142 SP:Iteration 36Q (5113.361545 sec): 3 clusters Score: Raw -1406832.611101 + Penalty 3048.444734 = -1403784.166367 nChanged 111 SP:Iteration 37Q (5113.402697 sec): 3 clusters Score: Raw -1406880.901985 + Penalty 3048.444734 = -1403832.457251 nChanged 104 SP:Iteration 38Q (5113.466397 sec): 3 clusters Score: Raw -1406924.525200 + Penalty 3048.444734 = -1403876.080467 nChanged 89 SP:Iteration 39Q (5113.533428 sec): 3 clusters Score: Raw -1406964.569625 + Penalty 3048.444734 = -1403916.124891 nChanged 70 SP:Iteration 40F (5113.596517 sec): 3 clusters Score: Raw -1406999.581314 + Penalty 3048.444734 = -1403951.136580 nChanged 74 SP:Iteration 41Q (5113.648402 sec): 3 clusters Score: Raw -1407037.529814 + Penalty 3048.444734 = -1403989.085080 nChanged 69 SP:Iteration 42Q (5113.707596 sec): 3 clusters Score: Raw -1407084.831242 + Penalty 3048.444734 = -1404036.386508 nChanged 71 SP:Iteration 43Q (5113.765051 sec): 3 clusters Score: Raw -1407132.043361 + Penalty 3048.444734 = -1404083.598627 nChanged 74 SP:Iteration 44Q (5113.832293 sec): 3 clusters Score: Raw -1407181.302172 + Penalty 3048.444734 = -1404132.857438 nChanged 53 SP:Iteration 45Q (5113.884618 sec): 3 clusters Score: Raw -1407202.572334 + Penalty 3048.444734 = -1404154.127600 nChanged 40 SP:Iteration 46Q (5113.946310 sec): 3 clusters Score: Raw -1407216.785723 + Penalty 3048.444734 = -1404168.340990 nChanged 28 SP:Iteration 47Q (5113.997835 sec): 3 clusters Score: Raw -1407227.761895 + Penalty 3048.444734 = -1404179.317161 nChanged 24 SP:Iteration 48Q (5114.052640 sec): 3 clusters Score: Raw -1407236.052815 + Penalty 3048.444734 = -1404187.608082 nChanged 25 SP:Iteration 49Q (5114.119408 sec): 3 clusters Score: Raw -1407245.568419 + Penalty 3048.444734 = -1404197.123685 nChanged 16 SP:Iteration 50Q (5114.175896 sec): 3 clusters Score: Raw -1407249.966757 + Penalty 3048.444734 = -1404201.522024 nChanged 13 SP:Iteration 51Q (5114.229192 sec): 3 clusters Score: Raw -1407254.966678 + Penalty 3048.444734 = -1404206.521944 nChanged 15 SP:Iteration 52Q (5114.286959 sec): 3 clusters Score: Raw -1407261.066898 + Penalty 3048.444734 = -1404212.622164 nChanged 17 SP:Iteration 53Q (5114.353185 sec): 3 clusters Score: Raw -1407266.905846 + Penalty 3048.444734 = -1404218.461112 nChanged 12 SP:Iteration 54Q (5114.410894 sec): 3 clusters Score: Raw -1407271.673845 + Penalty 3048.444734 = -1404223.229111 nChanged 7 SP:Iteration 55Q (5114.460991 sec): 3 clusters Score: Raw -1407273.218951 + Penalty 3048.444734 = -1404224.774217 nChanged 11 SP:Iteration 56Q (5114.528279 sec): 3 clusters Score: Raw -1407275.780074 + Penalty 3048.444734 = -1404227.335340 nChanged 5 SP:Iteration 57Q (5114.594529 sec): 3 clusters Score: Raw -1407276.668918 + Penalty 3048.444734 = -1404228.224184 nChanged 2 SP:Iteration 58Q (5114.655204 sec): 3 clusters Score: Raw -1407277.299349 + Penalty 3048.444734 = -1404228.854615 nChanged 3 SP:Iteration 59Q (5114.704970 sec): 3 clusters Score: Raw -1407278.214978 + Penalty 3048.444734 = -1404229.770244 nChanged 6 SP:Iteration 60F (5114.768137 sec): 3 clusters Score: Raw -1407279.289733 + Penalty 3048.444734 = -1404230.844999 nChanged 3 SP:Iteration 61Q (5114.826044 sec): 3 clusters Score: Raw -1407280.060049 + Penalty 3048.444734 = -1404231.615316 nChanged 1 SP:Iteration 62Q (5114.880411 sec): 3 clusters Score: Raw -1407280.119052 + Penalty 3048.444734 = -1404231.674318 nChanged 0 SP:Iteration 63F (5114.941814 sec): 3 clusters Score: Raw -1407280.119052 + Penalty 3048.444734 = -1404231.674318 nChanged 0 Trying to split cluster 39 (356367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5115.422743 sec): 2 clusters Score: Raw -45628844.661796 + Penalty 2077.353911 = -45626767.307885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5116.064278 sec): 3 clusters Score: Raw -45390254.581012 + Penalty 4154.707823 = -45386099.873189 nChanged 174233 SP:Iteration 1F (5116.675939 sec): 3 clusters Score: Raw -45496954.391979 + Penalty 4154.707823 = -45492799.684156 nChanged 13888 SP:Iteration 2Q (5117.317307 sec): 3 clusters Score: Raw -45502248.988928 + Penalty 4154.707823 = -45498094.281105 nChanged 18642 SP:Iteration 3F (5117.950670 sec): 3 clusters Score: Raw -45512096.105088 + Penalty 4154.707823 = -45507941.397266 nChanged 25855 SP:Iteration 4F (5118.607861 sec): 3 clusters Score: Raw -45530366.811460 + Penalty 4154.707823 = -45526212.103637 nChanged 32750 SP:Iteration 5F (5119.212189 sec): 3 clusters Score: Raw -45559167.657316 + Penalty 4154.707823 = -45555012.949494 nChanged 33226 SP:Iteration 6F (5119.826838 sec): 3 clusters Score: Raw -45591799.514185 + Penalty 4154.707823 = -45587644.806363 nChanged 23027 SP:Iteration 7F (5120.443295 sec): 3 clusters Score: Raw -45614584.988110 + Penalty 4154.707823 = -45610430.280287 nChanged 10716 SP:Iteration 8Q (5121.019074 sec): 3 clusters Score: Raw -45624624.664368 + Penalty 4154.707823 = -45620469.956545 nChanged 3520 SP:Iteration 9Q (5121.576048 sec): 3 clusters Score: Raw -45627675.278071 + Penalty 4154.707823 = -45623520.570248 nChanged 1071 SP:Iteration 10Q (5122.088847 sec): 3 clusters Score: Raw -45628577.086286 + Penalty 4154.707823 = -45624422.378463 nChanged 372 SP:Iteration 11Q (5122.584617 sec): 3 clusters Score: Raw -45628901.181682 + Penalty 4154.707823 = -45624746.473859 nChanged 158 SP:Iteration 12Q (5123.099443 sec): 3 clusters Score: Raw -45629048.543155 + Penalty 4154.707823 = -45624893.835333 nChanged 91 SP:Iteration 13Q (5123.574913 sec): 3 clusters Score: Raw -45629127.194044 + Penalty 4154.707823 = -45624972.486221 nChanged 56 SP:Iteration 14Q (5124.096534 sec): 3 clusters Score: Raw -45629167.335310 + Penalty 4154.707823 = -45625012.627487 nChanged 30 SP:Iteration 15Q (5124.677342 sec): 3 clusters Score: Raw -45629189.852370 + Penalty 4154.707823 = -45625035.144547 nChanged 23 SP:Iteration 16Q (5125.159774 sec): 3 clusters Score: Raw -45629201.212386 + Penalty 4154.707823 = -45625046.504563 nChanged 14 SP:Iteration 17Q (5125.660178 sec): 3 clusters Score: Raw -45629211.099763 + Penalty 4154.707823 = -45625056.391940 nChanged 16 SP:Iteration 18Q (5126.128999 sec): 3 clusters Score: Raw -45629222.613577 + Penalty 4154.707823 = -45625067.905755 nChanged 16 SP:Iteration 19Q (5126.601378 sec): 3 clusters Score: Raw -45629234.449248 + Penalty 4154.707823 = -45625079.741425 nChanged 12 SP:Iteration 20F (5127.238402 sec): 3 clusters Score: Raw -45629244.068239 + Penalty 4154.707823 = -45625089.360416 nChanged 9 SP:Iteration 21Q (5127.721084 sec): 3 clusters Score: Raw -45629248.918125 + Penalty 4154.707823 = -45625094.210302 nChanged 7 SP:Iteration 22Q (5128.186283 sec): 3 clusters Score: Raw -45629254.153863 + Penalty 4154.707823 = -45625099.446040 nChanged 7 SP:Iteration 23Q (5128.673600 sec): 3 clusters Score: Raw -45629257.296658 + Penalty 4154.707823 = -45625102.588836 nChanged 3 SP:Iteration 24Q (5129.161167 sec): 3 clusters Score: Raw -45629259.393384 + Penalty 4154.707823 = -45625104.685561 nChanged 4 SP:Iteration 25Q (5129.634322 sec): 3 clusters Score: Raw -45629261.224441 + Penalty 4154.707823 = -45625106.516618 nChanged 1 SP:Iteration 26Q (5130.114407 sec): 3 clusters Score: Raw -45629261.643376 + Penalty 4154.707823 = -45625106.935554 nChanged 1 SP:Iteration 27Q (5130.639552 sec): 3 clusters Score: Raw -45629262.117779 + Penalty 4154.707823 = -45625107.409957 nChanged 2 SP:Iteration 28Q (5131.193268 sec): 3 clusters Score: Raw -45629262.803914 + Penalty 4154.707823 = -45625108.096091 nChanged 4 SP:Iteration 29Q (5131.682566 sec): 3 clusters Score: Raw -45629264.552169 + Penalty 4154.707823 = -45625109.844346 nChanged 7 SP:Iteration 30Q (5132.174775 sec): 3 clusters Score: Raw -45629268.801060 + Penalty 4154.707823 = -45625114.093237 nChanged 4 SP:Iteration 31Q (5132.654080 sec): 3 clusters Score: Raw -45629271.313582 + Penalty 4154.707823 = -45625116.605759 nChanged 2 SP:Iteration 32Q (5133.139269 sec): 3 clusters Score: Raw -45629273.000395 + Penalty 4154.707823 = -45625118.292572 nChanged 2 SP:Iteration 33Q (5133.624614 sec): 3 clusters Score: Raw -45629274.010050 + Penalty 4154.707823 = -45625119.302228 nChanged 1 SP:Iteration 34Q (5134.105581 sec): 3 clusters Score: Raw -45629274.261586 + Penalty 4154.707823 = -45625119.553763 nChanged 0 SP:Iteration 35F (5134.705958 sec): 3 clusters Score: Raw -45629274.261586 + Penalty 4154.707823 = -45625119.553763 nChanged 0 Trying to split cluster 40 (3423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5134.751281 sec): 2 clusters Score: Raw -403948.304043 + Penalty 1322.469304 = -402625.834739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5134.806497 sec): 3 clusters Score: Raw -402296.744567 + Penalty 2644.938608 = -399651.805960 nChanged 1334 SP:Iteration 1F (5134.844044 sec): 3 clusters Score: Raw -403179.920998 + Penalty 2644.938608 = -400534.982391 nChanged 311 SP:Iteration 2F (5134.883586 sec): 3 clusters Score: Raw -403486.284892 + Penalty 2644.938608 = -400841.346285 nChanged 264 SP:Iteration 3F (5134.933558 sec): 3 clusters Score: Raw -403746.309562 + Penalty 2644.938608 = -401101.370954 nChanged 227 SP:Iteration 4F (5134.985798 sec): 3 clusters Score: Raw -403993.279854 + Penalty 2644.938608 = -401348.341246 nChanged 209 SP:Iteration 5F (5135.035482 sec): 3 clusters Score: Raw -404205.878097 + Penalty 2644.938608 = -401560.939489 nChanged 175 SP:Iteration 6F (5135.073049 sec): 3 clusters Score: Raw -404372.527743 + Penalty 2644.938608 = -401727.589136 nChanged 140 SP:Iteration 7Q (5135.126077 sec): 3 clusters Score: Raw -404528.564190 + Penalty 2644.938608 = -401883.625582 nChanged 123 SP:Iteration 8Q (5135.170769 sec): 3 clusters Score: Raw -404662.533946 + Penalty 2644.938608 = -402017.595339 nChanged 103 SP:Iteration 9Q (5135.207431 sec): 3 clusters Score: Raw -404786.610031 + Penalty 2644.938608 = -402141.671423 nChanged 85 SP:Iteration 10Q (5135.255427 sec): 3 clusters Score: Raw -404860.233299 + Penalty 2644.938608 = -402215.294692 nChanged 57 SP:Iteration 11Q (5135.293164 sec): 3 clusters Score: Raw -404910.241646 + Penalty 2644.938608 = -402265.303038 nChanged 53 SP:Iteration 12Q (5135.337070 sec): 3 clusters Score: Raw -404951.559990 + Penalty 2644.938608 = -402306.621382 nChanged 37 SP:Iteration 13Q (5135.389081 sec): 3 clusters Score: Raw -404977.367830 + Penalty 2644.938608 = -402332.429223 nChanged 28 SP:Iteration 14Q (5135.428082 sec): 3 clusters Score: Raw -404997.625747 + Penalty 2644.938608 = -402352.687139 nChanged 28 SP:Iteration 15Q (5135.467800 sec): 3 clusters Score: Raw -405014.581444 + Penalty 2644.938608 = -402369.642837 nChanged 21 SP:Iteration 16Q (5135.523480 sec): 3 clusters Score: Raw -405023.040677 + Penalty 2644.938608 = -402378.102070 nChanged 14 SP:Iteration 17Q (5135.564226 sec): 3 clusters Score: Raw -405030.259834 + Penalty 2644.938608 = -402385.321227 nChanged 14 SP:Iteration 18Q (5135.609351 sec): 3 clusters Score: Raw -405036.378298 + Penalty 2644.938608 = -402391.439690 nChanged 11 SP:Iteration 19Q (5135.657530 sec): 3 clusters Score: Raw -405041.267542 + Penalty 2644.938608 = -402396.328935 nChanged 8 SP:Iteration 20F (5135.698800 sec): 3 clusters Score: Raw -405044.903441 + Penalty 2644.938608 = -402399.964833 nChanged 11 SP:Iteration 21Q (5135.747769 sec): 3 clusters Score: Raw -405049.108918 + Penalty 2644.938608 = -402404.170310 nChanged 8 SP:Iteration 22Q (5135.781019 sec): 3 clusters Score: Raw -405052.375659 + Penalty 2644.938608 = -402407.437052 nChanged 5 SP:Iteration 23Q (5135.816860 sec): 3 clusters Score: Raw -405053.826553 + Penalty 2644.938608 = -402408.887946 nChanged 2 SP:Iteration 24Q (5135.864672 sec): 3 clusters Score: Raw -405054.383198 + Penalty 2644.938608 = -402409.444590 nChanged 5 SP:Iteration 25Q (5135.895064 sec): 3 clusters Score: Raw -405055.570976 + Penalty 2644.938608 = -402410.632369 nChanged 3 SP:Iteration 26Q (5135.943759 sec): 3 clusters Score: Raw -405056.919646 + Penalty 2644.938608 = -402411.981039 nChanged 2 SP:Iteration 27Q (5135.980619 sec): 3 clusters Score: Raw -405057.452233 + Penalty 2644.938608 = -402412.513626 nChanged 1 SP:Iteration 28Q (5136.021916 sec): 3 clusters Score: Raw -405057.724002 + Penalty 2644.938608 = -402412.785394 nChanged 1 SP:Iteration 29Q (5136.068130 sec): 3 clusters Score: Raw -405058.281247 + Penalty 2644.938608 = -402413.342639 nChanged 1 SP:Iteration 30Q (5136.106521 sec): 3 clusters Score: Raw -405058.474203 + Penalty 2644.938608 = -402413.535596 nChanged 1 SP:Iteration 31Q (5136.154156 sec): 3 clusters Score: Raw -405058.705879 + Penalty 2644.938608 = -402413.767272 nChanged 1 SP:Iteration 32Q (5136.192574 sec): 3 clusters Score: Raw -405058.921046 + Penalty 2644.938608 = -402413.982438 nChanged 0 SP:Iteration 33F (5136.236330 sec): 3 clusters Score: Raw -405058.921046 + Penalty 2644.938608 = -402413.982438 nChanged 0 Trying to split cluster 41 (3382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5136.260865 sec): 2 clusters Score: Raw -376226.151307 + Penalty 1320.511161 = -374905.640146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5136.313317 sec): 3 clusters Score: Raw -374640.828343 + Penalty 2641.022322 = -371999.806021 nChanged 1320 SP:Iteration 1F (5136.350560 sec): 3 clusters Score: Raw -375497.304753 + Penalty 2641.022322 = -372856.282431 nChanged 310 SP:Iteration 2F (5136.411357 sec): 3 clusters Score: Raw -375796.356462 + Penalty 2641.022322 = -373155.334140 nChanged 281 SP:Iteration 3F (5136.430060 sec): 3 clusters Score: Raw -376093.803658 + Penalty 2641.022322 = -373452.781336 nChanged 256 SP:Iteration 4F (5136.480624 sec): 3 clusters Score: Raw -376328.500773 + Penalty 2641.022322 = -373687.478451 nChanged 193 SP:Iteration 5F (5136.523919 sec): 3 clusters Score: Raw -376497.836807 + Penalty 2641.022322 = -373856.814485 nChanged 140 SP:Iteration 6Q (5136.567434 sec): 3 clusters Score: Raw -376640.172402 + Penalty 2641.022322 = -373999.150080 nChanged 107 SP:Iteration 7Q (5136.616956 sec): 3 clusters Score: Raw -376717.187560 + Penalty 2641.022322 = -374076.165238 nChanged 74 SP:Iteration 8Q (5136.664551 sec): 3 clusters Score: Raw -376770.296359 + Penalty 2641.022322 = -374129.274037 nChanged 52 SP:Iteration 9Q (5136.709402 sec): 3 clusters Score: Raw -376798.431079 + Penalty 2641.022322 = -374157.408757 nChanged 46 SP:Iteration 10Q (5136.751509 sec): 3 clusters Score: Raw -376823.198025 + Penalty 2641.022322 = -374182.175703 nChanged 40 SP:Iteration 11Q (5136.806751 sec): 3 clusters Score: Raw -376839.010193 + Penalty 2641.022322 = -374197.987871 nChanged 25 SP:Iteration 12Q (5136.854614 sec): 3 clusters Score: Raw -376849.592306 + Penalty 2641.022322 = -374208.569984 nChanged 25 SP:Iteration 13Q (5136.892264 sec): 3 clusters Score: Raw -376857.629124 + Penalty 2641.022322 = -374216.606802 nChanged 17 SP:Iteration 14Q (5136.928322 sec): 3 clusters Score: Raw -376863.804132 + Penalty 2641.022322 = -374222.781810 nChanged 17 SP:Iteration 15Q (5136.984684 sec): 3 clusters Score: Raw -376868.968827 + Penalty 2641.022322 = -374227.946505 nChanged 14 SP:Iteration 16Q (5137.028610 sec): 3 clusters Score: Raw -376875.766863 + Penalty 2641.022322 = -374234.744541 nChanged 22 SP:Iteration 17Q (5137.064176 sec): 3 clusters Score: Raw -376887.183806 + Penalty 2641.022322 = -374246.161484 nChanged 27 SP:Iteration 18Q (5137.106289 sec): 3 clusters Score: Raw -376897.953459 + Penalty 2641.022322 = -374256.931137 nChanged 26 SP:Iteration 19Q (5137.150872 sec): 3 clusters Score: Raw -376907.244285 + Penalty 2641.022322 = -374266.221963 nChanged 16 SP:Iteration 20F (5137.200311 sec): 3 clusters Score: Raw -376913.501714 + Penalty 2641.022322 = -374272.479392 nChanged 8 SP:Iteration 21Q (5137.253718 sec): 3 clusters Score: Raw -376915.323142 + Penalty 2641.022322 = -374274.300819 nChanged 7 SP:Iteration 22Q (5137.287792 sec): 3 clusters Score: Raw -376916.588285 + Penalty 2641.022322 = -374275.565963 nChanged 7 SP:Iteration 23Q (5137.307764 sec): 3 clusters Score: Raw -376918.068562 + Penalty 2641.022322 = -374277.046240 nChanged 7 SP:Iteration 24Q (5137.326093 sec): 3 clusters Score: Raw -376919.899356 + Penalty 2641.022322 = -374278.877034 nChanged 7 SP:Iteration 25Q (5137.341240 sec): 3 clusters Score: Raw -376923.493801 + Penalty 2641.022322 = -374282.471479 nChanged 9 SP:Iteration 26Q (5137.393928 sec): 3 clusters Score: Raw -376927.043868 + Penalty 2641.022322 = -374286.021546 nChanged 9 SP:Iteration 27Q (5137.439559 sec): 3 clusters Score: Raw -376932.399512 + Penalty 2641.022322 = -374291.377190 nChanged 10 SP:Iteration 28Q (5137.490799 sec): 3 clusters Score: Raw -376936.400368 + Penalty 2641.022322 = -374295.378046 nChanged 11 SP:Iteration 29Q (5137.524923 sec): 3 clusters Score: Raw -376940.432735 + Penalty 2641.022322 = -374299.410413 nChanged 9 SP:Iteration 30Q (5137.577642 sec): 3 clusters Score: Raw -376942.567446 + Penalty 2641.022322 = -374301.545124 nChanged 5 SP:Iteration 31Q (5137.621722 sec): 3 clusters Score: Raw -376944.113335 + Penalty 2641.022322 = -374303.091013 nChanged 4 SP:Iteration 32Q (5137.670840 sec): 3 clusters Score: Raw -376944.695056 + Penalty 2641.022322 = -374303.672734 nChanged 4 SP:Iteration 33Q (5137.711601 sec): 3 clusters Score: Raw -376945.388673 + Penalty 2641.022322 = -374304.366351 nChanged 3 SP:Iteration 34Q (5137.766337 sec): 3 clusters Score: Raw -376945.927290 + Penalty 2641.022322 = -374304.904968 nChanged 5 SP:Iteration 35Q (5137.806629 sec): 3 clusters Score: Raw -376946.958897 + Penalty 2641.022322 = -374305.936575 nChanged 6 SP:Iteration 36Q (5137.852369 sec): 3 clusters Score: Raw -376948.828049 + Penalty 2641.022322 = -374307.805727 nChanged 6 SP:Iteration 37Q (5137.901464 sec): 3 clusters Score: Raw -376950.392801 + Penalty 2641.022322 = -374309.370478 nChanged 6 SP:Iteration 38Q (5137.947862 sec): 3 clusters Score: Raw -376951.853275 + Penalty 2641.022322 = -374310.830953 nChanged 0 SP:Iteration 39F (5137.985959 sec): 3 clusters Score: Raw -376951.853275 + Penalty 2641.022322 = -374310.830953 nChanged 0 Trying to split cluster 42 (4575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5138.016577 sec): 2 clusters Score: Raw -574938.017545 + Penalty 1369.608821 = -573568.408724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5138.069749 sec): 3 clusters Score: Raw -572612.227105 + Penalty 2739.217643 = -569873.009463 nChanged 1787 SP:Iteration 1F (5138.118803 sec): 3 clusters Score: Raw -573515.597532 + Penalty 2739.217643 = -570776.379889 nChanged 302 SP:Iteration 2F (5138.159042 sec): 3 clusters Score: Raw -573659.228754 + Penalty 2739.217643 = -570920.011111 nChanged 209 SP:Iteration 3Q (5138.208853 sec): 3 clusters Score: Raw -573751.262729 + Penalty 2739.217643 = -571012.045086 nChanged 185 SP:Iteration 4Q (5138.252074 sec): 3 clusters Score: Raw -573838.076311 + Penalty 2739.217643 = -571098.858668 nChanged 164 SP:Iteration 5Q (5138.293836 sec): 3 clusters Score: Raw -573914.653546 + Penalty 2739.217643 = -571175.435903 nChanged 151 SP:Iteration 6Q (5138.342720 sec): 3 clusters Score: Raw -573987.213058 + Penalty 2739.217643 = -571247.995415 nChanged 137 SP:Iteration 7Q (5138.385325 sec): 3 clusters Score: Raw -574046.936838 + Penalty 2739.217643 = -571307.719195 nChanged 134 SP:Iteration 8Q (5138.431095 sec): 3 clusters Score: Raw -574113.069063 + Penalty 2739.217643 = -571373.851420 nChanged 141 SP:Iteration 9Q (5138.471139 sec): 3 clusters Score: Raw -574184.166213 + Penalty 2739.217643 = -571444.948570 nChanged 128 SP:Iteration 10Q (5138.515619 sec): 3 clusters Score: Raw -574246.620427 + Penalty 2739.217643 = -571507.402784 nChanged 126 SP:Iteration 11Q (5138.574054 sec): 3 clusters Score: Raw -574302.519841 + Penalty 2739.217643 = -571563.302198 nChanged 108 SP:Iteration 12Q (5138.612365 sec): 3 clusters Score: Raw -574352.730734 + Penalty 2739.217643 = -571613.513091 nChanged 104 SP:Iteration 13Q (5138.662190 sec): 3 clusters Score: Raw -574402.668396 + Penalty 2739.217643 = -571663.450754 nChanged 114 SP:Iteration 14Q (5138.694460 sec): 3 clusters Score: Raw -574459.713536 + Penalty 2739.217643 = -571720.495893 nChanged 99 SP:Iteration 15Q (5138.743247 sec): 3 clusters Score: Raw -574514.012742 + Penalty 2739.217643 = -571774.795099 nChanged 98 SP:Iteration 16Q (5138.790736 sec): 3 clusters Score: Raw -574573.922495 + Penalty 2739.217643 = -571834.704852 nChanged 114 SP:Iteration 17Q (5138.838150 sec): 3 clusters Score: Raw -574645.250883 + Penalty 2739.217643 = -571906.033240 nChanged 112 SP:Iteration 18Q (5138.882613 sec): 3 clusters Score: Raw -574738.339606 + Penalty 2739.217643 = -571999.121963 nChanged 112 SP:Iteration 19Q (5138.940321 sec): 3 clusters Score: Raw -574816.559664 + Penalty 2739.217643 = -572077.342021 nChanged 94 SP:Iteration 20F (5138.982113 sec): 3 clusters Score: Raw -574879.427035 + Penalty 2739.217643 = -572140.209392 nChanged 84 SP:Iteration 21Q (5139.029102 sec): 3 clusters Score: Raw -574930.966417 + Penalty 2739.217643 = -572191.748774 nChanged 79 SP:Iteration 22Q (5139.056103 sec): 3 clusters Score: Raw -574975.573828 + Penalty 2739.217643 = -572236.356186 nChanged 69 SP:Iteration 23Q (5139.118911 sec): 3 clusters Score: Raw -575011.799227 + Penalty 2739.217643 = -572272.581584 nChanged 55 SP:Iteration 24Q (5139.159262 sec): 3 clusters Score: Raw -575041.238815 + Penalty 2739.217643 = -572302.021172 nChanged 48 SP:Iteration 25Q (5139.206010 sec): 3 clusters Score: Raw -575065.957800 + Penalty 2739.217643 = -572326.740157 nChanged 47 SP:Iteration 26Q (5139.257106 sec): 3 clusters Score: Raw -575093.158057 + Penalty 2739.217643 = -572353.940414 nChanged 53 SP:Iteration 27Q (5139.301965 sec): 3 clusters Score: Raw -575114.219215 + Penalty 2739.217643 = -572375.001572 nChanged 42 SP:Iteration 28Q (5139.354065 sec): 3 clusters Score: Raw -575136.175540 + Penalty 2739.217643 = -572396.957897 nChanged 26 SP:Iteration 29Q (5139.397763 sec): 3 clusters Score: Raw -575147.205582 + Penalty 2739.217643 = -572407.987940 nChanged 31 SP:Iteration 30Q (5139.447765 sec): 3 clusters Score: Raw -575161.735294 + Penalty 2739.217643 = -572422.517652 nChanged 23 SP:Iteration 31Q (5139.494997 sec): 3 clusters Score: Raw -575171.705920 + Penalty 2739.217643 = -572432.488278 nChanged 20 SP:Iteration 32Q (5139.542189 sec): 3 clusters Score: Raw -575179.684843 + Penalty 2739.217643 = -572440.467201 nChanged 17 SP:Iteration 33Q (5139.578062 sec): 3 clusters Score: Raw -575186.286730 + Penalty 2739.217643 = -572447.069087 nChanged 19 SP:Iteration 34Q (5139.630105 sec): 3 clusters Score: Raw -575194.096491 + Penalty 2739.217643 = -572454.878848 nChanged 16 SP:Iteration 35Q (5139.674003 sec): 3 clusters Score: Raw -575201.311750 + Penalty 2739.217643 = -572462.094107 nChanged 13 SP:Iteration 36Q (5139.731403 sec): 3 clusters Score: Raw -575207.411867 + Penalty 2739.217643 = -572468.194225 nChanged 18 SP:Iteration 37Q (5139.763051 sec): 3 clusters Score: Raw -575215.763953 + Penalty 2739.217643 = -572476.546310 nChanged 16 SP:Iteration 38Q (5139.803791 sec): 3 clusters Score: Raw -575222.389830 + Penalty 2739.217643 = -572483.172187 nChanged 20 SP:Iteration 39Q (5139.852510 sec): 3 clusters Score: Raw -575231.047671 + Penalty 2739.217643 = -572491.830028 nChanged 10 SP:Iteration 40F (5139.898208 sec): 3 clusters Score: Raw -575233.917704 + Penalty 2739.217643 = -572494.700061 nChanged 10 SP:Iteration 41Q (5139.943082 sec): 3 clusters Score: Raw -575237.015958 + Penalty 2739.217643 = -572497.798315 nChanged 7 SP:Iteration 42Q (5140.000242 sec): 3 clusters Score: Raw -575239.312496 + Penalty 2739.217643 = -572500.094853 nChanged 5 SP:Iteration 43Q (5140.029949 sec): 3 clusters Score: Raw -575241.223821 + Penalty 2739.217643 = -572502.006179 nChanged 5 SP:Iteration 44Q (5140.088708 sec): 3 clusters Score: Raw -575243.055895 + Penalty 2739.217643 = -572503.838252 nChanged 3 SP:Iteration 45Q (5140.128929 sec): 3 clusters Score: Raw -575243.745499 + Penalty 2739.217643 = -572504.527856 nChanged 1 SP:Iteration 46Q (5140.176339 sec): 3 clusters Score: Raw -575243.931082 + Penalty 2739.217643 = -572504.713439 nChanged 2 SP:Iteration 47Q (5140.238843 sec): 3 clusters Score: Raw -575244.465738 + Penalty 2739.217643 = -572505.248095 nChanged 2 SP:Iteration 48Q (5140.277254 sec): 3 clusters Score: Raw -575244.908122 + Penalty 2739.217643 = -572505.690479 nChanged 0 SP:Iteration 49F (5140.326404 sec): 3 clusters Score: Raw -575244.908122 + Penalty 2739.217643 = -572505.690479 nChanged 0 Trying to split cluster 43 (34153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5140.396249 sec): 2 clusters Score: Raw -4221585.996378 + Penalty 1696.273428 = -4219889.722950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5140.484300 sec): 3 clusters Score: Raw -4200476.511060 + Penalty 3392.546855 = -4197083.964205 nChanged 15789 SP:Iteration 1F (5140.584916 sec): 3 clusters Score: Raw -4209244.337631 + Penalty 3392.546855 = -4205851.790775 nChanged 1599 SP:Iteration 2Q (5140.652826 sec): 3 clusters Score: Raw -4209851.891957 + Penalty 3392.546855 = -4206459.345102 nChanged 1657 SP:Iteration 3Q (5140.764329 sec): 3 clusters Score: Raw -4210585.961146 + Penalty 3392.546855 = -4207193.414290 nChanged 1854 SP:Iteration 4F (5140.871430 sec): 3 clusters Score: Raw -4211591.855633 + Penalty 3392.546855 = -4208199.308778 nChanged 2179 SP:Iteration 5F (5140.971119 sec): 3 clusters Score: Raw -4213032.036140 + Penalty 3392.546855 = -4209639.489285 nChanged 2447 SP:Iteration 6F (5141.076908 sec): 3 clusters Score: Raw -4214932.748263 + Penalty 3392.546855 = -4211540.201408 nChanged 2448 SP:Iteration 7F (5141.177464 sec): 3 clusters Score: Raw -4217082.510238 + Penalty 3392.546855 = -4213689.963383 nChanged 2083 SP:Iteration 8F (5141.292880 sec): 3 clusters Score: Raw -4218940.188895 + Penalty 3392.546855 = -4215547.642040 nChanged 1396 SP:Iteration 9Q (5141.391725 sec): 3 clusters Score: Raw -4220163.731860 + Penalty 3392.546855 = -4216771.185005 nChanged 835 SP:Iteration 10Q (5141.488975 sec): 3 clusters Score: Raw -4220831.803173 + Penalty 3392.546855 = -4217439.256318 nChanged 556 SP:Iteration 11Q (5141.593551 sec): 3 clusters Score: Raw -4221210.309520 + Penalty 3392.546855 = -4217817.762664 nChanged 417 SP:Iteration 12Q (5141.686909 sec): 3 clusters Score: Raw -4221453.555841 + Penalty 3392.546855 = -4218061.008986 nChanged 285 SP:Iteration 13Q (5141.777171 sec): 3 clusters Score: Raw -4221595.201109 + Penalty 3392.546855 = -4218202.654253 nChanged 209 SP:Iteration 14Q (5141.863463 sec): 3 clusters Score: Raw -4221695.214275 + Penalty 3392.546855 = -4218302.667420 nChanged 154 SP:Iteration 15Q (5141.954812 sec): 3 clusters Score: Raw -4221757.353359 + Penalty 3392.546855 = -4218364.806503 nChanged 124 SP:Iteration 16Q (5142.023333 sec): 3 clusters Score: Raw -4221802.235712 + Penalty 3392.546855 = -4218409.688856 nChanged 124 SP:Iteration 17Q (5142.094456 sec): 3 clusters Score: Raw -4221835.633757 + Penalty 3392.546855 = -4218443.086901 nChanged 96 SP:Iteration 18Q (5142.179538 sec): 3 clusters Score: Raw -4221857.502203 + Penalty 3392.546855 = -4218464.955347 nChanged 70 SP:Iteration 19Q (5142.273140 sec): 3 clusters Score: Raw -4221875.050298 + Penalty 3392.546855 = -4218482.503443 nChanged 69 SP:Iteration 20F (5142.370593 sec): 3 clusters Score: Raw -4221890.884779 + Penalty 3392.546855 = -4218498.337923 nChanged 54 SP:Iteration 21Q (5142.461546 sec): 3 clusters Score: Raw -4221904.602726 + Penalty 3392.546855 = -4218512.055871 nChanged 43 SP:Iteration 22Q (5142.551189 sec): 3 clusters Score: Raw -4221913.216331 + Penalty 3392.546855 = -4218520.669476 nChanged 34 SP:Iteration 23Q (5142.636955 sec): 3 clusters Score: Raw -4221920.440528 + Penalty 3392.546855 = -4218527.893672 nChanged 33 SP:Iteration 24Q (5142.717437 sec): 3 clusters Score: Raw -4221926.942445 + Penalty 3392.546855 = -4218534.395590 nChanged 41 SP:Iteration 25Q (5142.804573 sec): 3 clusters Score: Raw -4221935.180355 + Penalty 3392.546855 = -4218542.633499 nChanged 20 SP:Iteration 26Q (5142.884315 sec): 3 clusters Score: Raw -4221937.596621 + Penalty 3392.546855 = -4218545.049766 nChanged 13 SP:Iteration 27Q (5142.969462 sec): 3 clusters Score: Raw -4221939.310302 + Penalty 3392.546855 = -4218546.763446 nChanged 8 SP:Iteration 28Q (5143.054017 sec): 3 clusters Score: Raw -4221940.885892 + Penalty 3392.546855 = -4218548.339037 nChanged 11 SP:Iteration 29Q (5143.142051 sec): 3 clusters Score: Raw -4221942.536206 + Penalty 3392.546855 = -4218549.989351 nChanged 17 SP:Iteration 30Q (5143.218302 sec): 3 clusters Score: Raw -4221945.336385 + Penalty 3392.546855 = -4218552.789530 nChanged 14 SP:Iteration 31Q (5143.304851 sec): 3 clusters Score: Raw -4221947.668297 + Penalty 3392.546855 = -4218555.121442 nChanged 15 SP:Iteration 32Q (5143.387815 sec): 3 clusters Score: Raw -4221950.013105 + Penalty 3392.546855 = -4218557.466250 nChanged 15 SP:Iteration 33Q (5143.477277 sec): 3 clusters Score: Raw -4221952.316813 + Penalty 3392.546855 = -4218559.769958 nChanged 11 SP:Iteration 34Q (5143.560645 sec): 3 clusters Score: Raw -4221954.329623 + Penalty 3392.546855 = -4218561.782767 nChanged 10 SP:Iteration 35Q (5143.642923 sec): 3 clusters Score: Raw -4221956.120296 + Penalty 3392.546855 = -4218563.573441 nChanged 11 SP:Iteration 36Q (5143.742951 sec): 3 clusters Score: Raw -4221957.679049 + Penalty 3392.546855 = -4218565.132193 nChanged 13 SP:Iteration 37Q (5143.825648 sec): 3 clusters Score: Raw -4221959.939703 + Penalty 3392.546855 = -4218567.392847 nChanged 16 SP:Iteration 38Q (5143.923018 sec): 3 clusters Score: Raw -4221963.241598 + Penalty 3392.546855 = -4218570.694743 nChanged 22 SP:Iteration 39Q (5144.001694 sec): 3 clusters Score: Raw -4221967.076321 + Penalty 3392.546855 = -4218574.529466 nChanged 21 SP:Iteration 40F (5144.102499 sec): 3 clusters Score: Raw -4221971.332031 + Penalty 3392.546855 = -4218578.785175 nChanged 18 SP:Iteration 41Q (5144.159831 sec): 3 clusters Score: Raw -4221974.847927 + Penalty 3392.546855 = -4218582.301072 nChanged 15 SP:Iteration 42Q (5144.246422 sec): 3 clusters Score: Raw -4221977.084573 + Penalty 3392.546855 = -4218584.537717 nChanged 15 SP:Iteration 43Q (5144.342059 sec): 3 clusters Score: Raw -4221979.042198 + Penalty 3392.546855 = -4218586.495343 nChanged 12 SP:Iteration 44Q (5144.426777 sec): 3 clusters Score: Raw -4221981.128236 + Penalty 3392.546855 = -4218588.581381 nChanged 10 SP:Iteration 45Q (5144.514791 sec): 3 clusters Score: Raw -4221982.449401 + Penalty 3392.546855 = -4218589.902545 nChanged 12 SP:Iteration 46Q (5144.607358 sec): 3 clusters Score: Raw -4221984.196071 + Penalty 3392.546855 = -4218591.649216 nChanged 8 SP:Iteration 47Q (5144.665897 sec): 3 clusters Score: Raw -4221985.062687 + Penalty 3392.546855 = -4218592.515831 nChanged 8 SP:Iteration 48Q (5144.725117 sec): 3 clusters Score: Raw -4221986.247169 + Penalty 3392.546855 = -4218593.700314 nChanged 13 SP:Iteration 49Q (5144.814306 sec): 3 clusters Score: Raw -4221988.836586 + Penalty 3392.546855 = -4218596.289730 nChanged 17 SP:Iteration 50Q (5144.900343 sec): 3 clusters Score: Raw -4221991.938099 + Penalty 3392.546855 = -4218599.391244 nChanged 19 SP:Iteration 51Q (5144.955595 sec): 3 clusters Score: Raw -4221995.976633 + Penalty 3392.546855 = -4218603.429778 nChanged 26 SP:Iteration 52Q (5145.039172 sec): 3 clusters Score: Raw -4222000.544875 + Penalty 3392.546855 = -4218607.998020 nChanged 26 SP:Iteration 53Q (5145.139945 sec): 3 clusters Score: Raw -4222005.577640 + Penalty 3392.546855 = -4218613.030785 nChanged 24 SP:Iteration 54Q (5145.224784 sec): 3 clusters Score: Raw -4222010.536039 + Penalty 3392.546855 = -4218617.989184 nChanged 34 SP:Iteration 55Q (5145.319607 sec): 3 clusters Score: Raw -4222017.712371 + Penalty 3392.546855 = -4218625.165515 nChanged 23 SP:Iteration 56Q (5145.405298 sec): 3 clusters Score: Raw -4222023.398324 + Penalty 3392.546855 = -4218630.851468 nChanged 27 SP:Iteration 57Q (5145.487989 sec): 3 clusters Score: Raw -4222028.784117 + Penalty 3392.546855 = -4218636.237262 nChanged 25 SP:Iteration 58Q (5145.576857 sec): 3 clusters Score: Raw -4222034.998209 + Penalty 3392.546855 = -4218642.451353 nChanged 30 SP:Iteration 59Q (5145.663434 sec): 3 clusters Score: Raw -4222041.218850 + Penalty 3392.546855 = -4218648.671995 nChanged 22 SP:Iteration 60F (5145.760551 sec): 3 clusters Score: Raw -4222047.051761 + Penalty 3392.546855 = -4218654.504906 nChanged 27 SP:Iteration 61Q (5145.850628 sec): 3 clusters Score: Raw -4222053.963634 + Penalty 3392.546855 = -4218661.416778 nChanged 24 SP:Iteration 62Q (5145.935528 sec): 3 clusters Score: Raw -4222058.505225 + Penalty 3392.546855 = -4218665.958370 nChanged 21 SP:Iteration 63Q (5146.023118 sec): 3 clusters Score: Raw -4222063.948500 + Penalty 3392.546855 = -4218671.401644 nChanged 30 SP:Iteration 64Q (5146.102629 sec): 3 clusters Score: Raw -4222072.171768 + Penalty 3392.546855 = -4218679.624913 nChanged 26 SP:Iteration 65Q (5146.180454 sec): 3 clusters Score: Raw -4222078.731280 + Penalty 3392.546855 = -4218686.184425 nChanged 13 SP:Iteration 66Q (5146.268038 sec): 3 clusters Score: Raw -4222081.079145 + Penalty 3392.546855 = -4218688.532290 nChanged 14 SP:Iteration 67Q (5146.358363 sec): 3 clusters Score: Raw -4222085.376065 + Penalty 3392.546855 = -4218692.829209 nChanged 16 SP:Iteration 68Q (5146.440411 sec): 3 clusters Score: Raw -4222089.309538 + Penalty 3392.546855 = -4218696.762683 nChanged 17 SP:Iteration 69Q (5146.531683 sec): 3 clusters Score: Raw -4222094.324818 + Penalty 3392.546855 = -4218701.777962 nChanged 22 SP:Iteration 70Q (5146.631449 sec): 3 clusters Score: Raw -4222099.016874 + Penalty 3392.546855 = -4218706.470019 nChanged 22 SP:Iteration 71Q (5146.726068 sec): 3 clusters Score: Raw -4222104.504401 + Penalty 3392.546855 = -4218711.957546 nChanged 18 SP:Iteration 72Q (5146.821562 sec): 3 clusters Score: Raw -4222108.936790 + Penalty 3392.546855 = -4218716.389934 nChanged 20 SP:Iteration 73Q (5146.918169 sec): 3 clusters Score: Raw -4222112.901149 + Penalty 3392.546855 = -4218720.354293 nChanged 19 SP:Iteration 74Q (5147.015367 sec): 3 clusters Score: Raw -4222118.070077 + Penalty 3392.546855 = -4218725.523221 nChanged 25 SP:Iteration 75Q (5147.110833 sec): 3 clusters Score: Raw -4222123.915948 + Penalty 3392.546855 = -4218731.369092 nChanged 14 SP:Iteration 76Q (5147.206719 sec): 3 clusters Score: Raw -4222126.811672 + Penalty 3392.546855 = -4218734.264817 nChanged 16 SP:Iteration 77Q (5147.300375 sec): 3 clusters Score: Raw -4222130.156481 + Penalty 3392.546855 = -4218737.609625 nChanged 10 SP:Iteration 78Q (5147.397968 sec): 3 clusters Score: Raw -4222132.063647 + Penalty 3392.546855 = -4218739.516791 nChanged 10 SP:Iteration 79Q (5147.493034 sec): 3 clusters Score: Raw -4222134.457319 + Penalty 3392.546855 = -4218741.910464 nChanged 9 SP:Iteration 80F (5147.588246 sec): 3 clusters Score: Raw -4222136.290881 + Penalty 3392.546855 = -4218743.744025 nChanged 5 SP:Iteration 81Q (5147.692238 sec): 3 clusters Score: Raw -4222137.391806 + Penalty 3392.546855 = -4218744.844951 nChanged 4 SP:Iteration 82Q (5147.778508 sec): 3 clusters Score: Raw -4222137.868335 + Penalty 3392.546855 = -4218745.321480 nChanged 4 SP:Iteration 83Q (5147.870743 sec): 3 clusters Score: Raw -4222138.559069 + Penalty 3392.546855 = -4218746.012214 nChanged 6 SP:Iteration 84Q (5147.969493 sec): 3 clusters Score: Raw -4222139.633593 + Penalty 3392.546855 = -4218747.086737 nChanged 3 SP:Iteration 85Q (5148.056880 sec): 3 clusters Score: Raw -4222140.193373 + Penalty 3392.546855 = -4218747.646518 nChanged 1 SP:Iteration 86Q (5148.162020 sec): 3 clusters Score: Raw -4222140.343619 + Penalty 3392.546855 = -4218747.796764 nChanged 0 SP:Iteration 87F (5148.254951 sec): 3 clusters Score: Raw -4222140.343619 + Penalty 3392.546855 = -4218747.796764 nChanged 0 Trying to split cluster 44 (3832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5148.292837 sec): 2 clusters Score: Raw -463896.603660 + Penalty 1340.810598 = -462555.793062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5148.339466 sec): 3 clusters Score: Raw -461934.902217 + Penalty 2681.621195 = -459253.281022 nChanged 1537 SP:Iteration 1F (5148.394409 sec): 3 clusters Score: Raw -462760.404227 + Penalty 2681.621195 = -460078.783032 nChanged 297 SP:Iteration 2F (5148.457223 sec): 3 clusters Score: Raw -462961.757040 + Penalty 2681.621195 = -460280.135844 nChanged 211 SP:Iteration 3F (5148.511488 sec): 3 clusters Score: Raw -463113.230811 + Penalty 2681.621195 = -460431.609616 nChanged 189 SP:Iteration 4Q (5148.564337 sec): 3 clusters Score: Raw -463237.850351 + Penalty 2681.621195 = -460556.229156 nChanged 174 SP:Iteration 5Q (5148.613236 sec): 3 clusters Score: Raw -463346.085907 + Penalty 2681.621195 = -460664.464712 nChanged 164 SP:Iteration 6Q (5148.669076 sec): 3 clusters Score: Raw -463458.670299 + Penalty 2681.621195 = -460777.049104 nChanged 151 SP:Iteration 7Q (5148.723660 sec): 3 clusters Score: Raw -463559.233092 + Penalty 2681.621195 = -460877.611897 nChanged 157 SP:Iteration 8Q (5148.779745 sec): 3 clusters Score: Raw -463688.672269 + Penalty 2681.621195 = -461007.051073 nChanged 164 SP:Iteration 9Q (5148.841976 sec): 3 clusters Score: Raw -463845.491819 + Penalty 2681.621195 = -461163.870624 nChanged 159 SP:Iteration 10Q (5148.898154 sec): 3 clusters Score: Raw -464040.784172 + Penalty 2681.621195 = -461359.162977 nChanged 194 SP:Iteration 11F (5148.952628 sec): 3 clusters Score: Raw -464370.193643 + Penalty 2681.621195 = -461688.572448 nChanged 192 SP:Iteration 12F (5149.007657 sec): 3 clusters Score: Raw -464799.744822 + Penalty 2681.621195 = -462118.123627 nChanged 153 SP:Iteration 13Q (5149.048558 sec): 3 clusters Score: Raw -465025.719797 + Penalty 2681.621195 = -462344.098602 nChanged 85 SP:Iteration 14Q (5149.106637 sec): 3 clusters Score: Raw -465097.040690 + Penalty 2681.621195 = -462415.419494 nChanged 52 SP:Iteration 15Q (5149.147636 sec): 3 clusters Score: Raw -465134.034751 + Penalty 2681.621195 = -462452.413556 nChanged 25 SP:Iteration 16Q (5149.214135 sec): 3 clusters Score: Raw -465148.382406 + Penalty 2681.621195 = -462466.761211 nChanged 13 SP:Iteration 17Q (5149.268257 sec): 3 clusters Score: Raw -465156.228468 + Penalty 2681.621195 = -462474.607273 nChanged 11 SP:Iteration 18Q (5149.319307 sec): 3 clusters Score: Raw -465163.209872 + Penalty 2681.621195 = -462481.588677 nChanged 7 SP:Iteration 19Q (5149.373900 sec): 3 clusters Score: Raw -465165.824761 + Penalty 2681.621195 = -462484.203566 nChanged 7 SP:Iteration 20F (5149.425150 sec): 3 clusters Score: Raw -465168.421690 + Penalty 2681.621195 = -462486.800495 nChanged 5 SP:Iteration 21Q (5149.477398 sec): 3 clusters Score: Raw -465170.428321 + Penalty 2681.621195 = -462488.807125 nChanged 8 SP:Iteration 22Q (5149.526126 sec): 3 clusters Score: Raw -465173.868579 + Penalty 2681.621195 = -462492.247384 nChanged 9 SP:Iteration 23Q (5149.573144 sec): 3 clusters Score: Raw -465179.419912 + Penalty 2681.621195 = -462497.798716 nChanged 7 SP:Iteration 24Q (5149.627110 sec): 3 clusters Score: Raw -465183.202760 + Penalty 2681.621195 = -462501.581565 nChanged 11 SP:Iteration 25Q (5149.679465 sec): 3 clusters Score: Raw -465191.553033 + Penalty 2681.621195 = -462509.931838 nChanged 14 SP:Iteration 26Q (5149.737796 sec): 3 clusters Score: Raw -465198.964630 + Penalty 2681.621195 = -462517.343435 nChanged 10 SP:Iteration 27Q (5149.788834 sec): 3 clusters Score: Raw -465202.595067 + Penalty 2681.621195 = -462520.973871 nChanged 4 SP:Iteration 28Q (5149.842013 sec): 3 clusters Score: Raw -465203.920955 + Penalty 2681.621195 = -462522.299759 nChanged 4 SP:Iteration 29Q (5149.882575 sec): 3 clusters Score: Raw -465204.734349 + Penalty 2681.621195 = -462523.113154 nChanged 2 SP:Iteration 30Q (5149.934583 sec): 3 clusters Score: Raw -465205.149210 + Penalty 2681.621195 = -462523.528014 nChanged 1 SP:Iteration 31Q (5149.986806 sec): 3 clusters Score: Raw -465205.439972 + Penalty 2681.621195 = -462523.818777 nChanged 1 SP:Iteration 32Q (5150.038275 sec): 3 clusters Score: Raw -465205.810061 + Penalty 2681.621195 = -462524.188866 nChanged 2 SP:Iteration 33Q (5150.093052 sec): 3 clusters Score: Raw -465208.022095 + Penalty 2681.621195 = -462526.400900 nChanged 2 SP:Iteration 34Q (5150.148251 sec): 3 clusters Score: Raw -465208.690585 + Penalty 2681.621195 = -462527.069390 nChanged 2 SP:Iteration 35Q (5150.205229 sec): 3 clusters Score: Raw -465209.451882 + Penalty 2681.621195 = -462527.830687 nChanged 4 SP:Iteration 36Q (5150.244546 sec): 3 clusters Score: Raw -465211.319194 + Penalty 2681.621195 = -462529.697999 nChanged 5 SP:Iteration 37Q (5150.293282 sec): 3 clusters Score: Raw -465214.635237 + Penalty 2681.621195 = -462533.014041 nChanged 7 SP:Iteration 38Q (5150.350087 sec): 3 clusters Score: Raw -465217.401580 + Penalty 2681.621195 = -462535.780385 nChanged 7 SP:Iteration 39Q (5150.405759 sec): 3 clusters Score: Raw -465219.993988 + Penalty 2681.621195 = -462538.372793 nChanged 9 SP:Iteration 40F (5150.462410 sec): 3 clusters Score: Raw -465225.866605 + Penalty 2681.621195 = -462544.245410 nChanged 7 SP:Iteration 41Q (5150.507329 sec): 3 clusters Score: Raw -465228.389461 + Penalty 2681.621195 = -462546.768266 nChanged 5 SP:Iteration 42Q (5150.563994 sec): 3 clusters Score: Raw -465230.220514 + Penalty 2681.621195 = -462548.599319 nChanged 5 SP:Iteration 43Q (5150.620031 sec): 3 clusters Score: Raw -465231.859370 + Penalty 2681.621195 = -462550.238175 nChanged 7 SP:Iteration 44Q (5150.674132 sec): 3 clusters Score: Raw -465233.994894 + Penalty 2681.621195 = -462552.373699 nChanged 3 SP:Iteration 45Q (5150.718504 sec): 3 clusters Score: Raw -465235.195084 + Penalty 2681.621195 = -462553.573889 nChanged 2 SP:Iteration 46Q (5150.766628 sec): 3 clusters Score: Raw -465235.764360 + Penalty 2681.621195 = -462554.143165 nChanged 2 SP:Iteration 47Q (5150.820805 sec): 3 clusters Score: Raw -465236.103970 + Penalty 2681.621195 = -462554.482775 nChanged 0 SP:Iteration 48F (5150.875800 sec): 3 clusters Score: Raw -465236.103970 + Penalty 2681.621195 = -462554.482775 nChanged 0 Iteration 219Q (5161.985791 sec): 45 clusters Score: Raw -129548988.333885 + Penalty 99196.477587 = -129449791.856298 nChanged 27 Iteration 220F (5191.624660 sec): 45 clusters Score: Raw -129548989.095623 + Penalty 99196.477587 = -129449792.618036 nChanged 34 Iteration 221Q (5202.632301 sec): 45 clusters Score: Raw -129548989.833422 + Penalty 99196.477587 = -129449793.355835 nChanged 30 Iteration 222Q (5213.828098 sec): 45 clusters Score: Raw -129548990.569592 + Penalty 99196.477587 = -129449794.092005 nChanged 23 Iteration 223Q (5225.664748 sec): 45 clusters Score: Raw -129548991.331213 + Penalty 99196.477587 = -129449794.853626 nChanged 23 Iteration 224Q (5237.735557 sec): 45 clusters Score: Raw -129548991.790163 + Penalty 99196.477587 = -129449795.312575 nChanged 20 Iteration 225Q (5249.516347 sec): 45 clusters Score: Raw -129548992.263516 + Penalty 99196.477587 = -129449795.785929 nChanged 26 Iteration 226Q (5259.726036 sec): 45 clusters Score: Raw -129548992.890335 + Penalty 99196.477587 = -129449796.412748 nChanged 22 Iteration 227Q (5271.592365 sec): 45 clusters Score: Raw -129548993.486921 + Penalty 99196.477587 = -129449797.009333 nChanged 25 Iteration 228Q (5283.021099 sec): 45 clusters Score: Raw -129548994.207281 + Penalty 99196.477587 = -129449797.729694 nChanged 28 Iteration 229Q (5294.870269 sec): 45 clusters Score: Raw -129548994.822937 + Penalty 99196.477587 = -129449798.345350 nChanged 29 Iteration 230Q (5306.719547 sec): 45 clusters Score: Raw -129548995.926996 + Penalty 99196.477587 = -129449799.449409 nChanged 33 Iteration 231Q (5319.179097 sec): 45 clusters Score: Raw -129548996.746260 + Penalty 99196.477587 = -129449800.268672 nChanged 25 Iteration 232Q (5331.331632 sec): 45 clusters Score: Raw -129548997.247983 + Penalty 99196.477587 = -129449800.770396 nChanged 20 Iteration 233Q (5342.893939 sec): 45 clusters Score: Raw -129548997.593513 + Penalty 99196.477587 = -129449801.115926 nChanged 23 Iteration 234Q (5355.089026 sec): 45 clusters Score: Raw -129548997.941813 + Penalty 99196.477587 = -129449801.464226 nChanged 18 Iteration 235Q (5367.327203 sec): 45 clusters Score: Raw -129548998.210498 + Penalty 99196.477587 = -129449801.732911 nChanged 8 Iteration 236Q (5379.604759 sec): 45 clusters Score: Raw -129548998.364557 + Penalty 99196.477587 = -129449801.886970 nChanged 7 Iteration 237Q (5391.869711 sec): 45 clusters Score: Raw -129548998.485124 + Penalty 99196.477587 = -129449802.007537 nChanged 6 Iteration 238Q (5404.192545 sec): 45 clusters Score: Raw -129548998.585138 + Penalty 99196.477587 = -129449802.107551 nChanged 6 Iteration 239Q (5415.847961 sec): 45 clusters Score: Raw -129548998.674836 + Penalty 99196.477587 = -129449802.197249 nChanged 7 Iteration 240F (5443.466898 sec): 45 clusters Score: Raw -129548998.821330 + Penalty 99196.477587 = -129449802.343742 nChanged 9 Iteration 241Q (5455.711817 sec): 45 clusters Score: Raw -129548998.990332 + Penalty 99196.477587 = -129449802.512745 nChanged 9 Iteration 242Q (5468.038617 sec): 45 clusters Score: Raw -129548999.155518 + Penalty 99196.477587 = -129449802.677931 nChanged 6 Iteration 243Q (5480.303677 sec): 45 clusters Score: Raw -129548999.244807 + Penalty 99196.477587 = -129449802.767220 nChanged 4 Iteration 244Q (5491.843289 sec): 45 clusters Score: Raw -129548999.285481 + Penalty 99196.477587 = -129449802.807894 nChanged 4 Iteration 245Q (5504.077229 sec): 45 clusters Score: Raw -129548999.324953 + Penalty 99196.477587 = -129449802.847366 nChanged 4 Iteration 246Q (5516.408099 sec): 45 clusters Score: Raw -129548999.349843 + Penalty 99196.477587 = -129449802.872256 nChanged 1 Iteration 247Q (5528.646183 sec): 45 clusters Score: Raw -129548999.365576 + Penalty 99196.477587 = -129449802.887989 nChanged 0 Iteration 248F (5556.240243 sec): 45 clusters Score: Raw -129548999.365576 + Penalty 99196.477587 = -129449802.887989 nChanged 0 Compute initial score before splitting: Score: Raw -129548999.365576 + Penalty 99196.477587 = -129449802.887989 Trying to split cluster 1 (13081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5556.382430 sec): 2 clusters Score: Raw -1516931.193734 + Penalty 1540.323862 = -1515390.869872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5556.418556 sec): 3 clusters Score: Raw -1509385.083141 + Penalty 3080.647724 = -1506304.435417 nChanged 5735 SP:Iteration 1F (5556.451603 sec): 3 clusters Score: Raw -1512465.238797 + Penalty 3080.647724 = -1509384.591073 nChanged 818 SP:Iteration 2F (5556.484444 sec): 3 clusters Score: Raw -1512808.122504 + Penalty 3080.647724 = -1509727.474780 nChanged 711 SP:Iteration 3F (5556.517446 sec): 3 clusters Score: Raw -1513122.759482 + Penalty 3080.647724 = -1510042.111758 nChanged 636 SP:Iteration 4Q (5556.553156 sec): 3 clusters Score: Raw -1513416.499379 + Penalty 3080.647724 = -1510335.851654 nChanged 606 SP:Iteration 5Q (5556.586536 sec): 3 clusters Score: Raw -1513716.241713 + Penalty 3080.647724 = -1510635.593988 nChanged 582 SP:Iteration 6Q (5556.619804 sec): 3 clusters Score: Raw -1514026.944923 + Penalty 3080.647724 = -1510946.297198 nChanged 546 SP:Iteration 7Q (5556.653276 sec): 3 clusters Score: Raw -1514319.369428 + Penalty 3080.647724 = -1511238.721704 nChanged 541 SP:Iteration 8Q (5556.689648 sec): 3 clusters Score: Raw -1514617.145743 + Penalty 3080.647724 = -1511536.498018 nChanged 507 SP:Iteration 9Q (5556.723268 sec): 3 clusters Score: Raw -1514888.911562 + Penalty 3080.647724 = -1511808.263838 nChanged 477 SP:Iteration 10Q (5556.756454 sec): 3 clusters Score: Raw -1515125.730282 + Penalty 3080.647724 = -1512045.082557 nChanged 409 SP:Iteration 11Q (5556.789508 sec): 3 clusters Score: Raw -1515309.325738 + Penalty 3080.647724 = -1512228.678014 nChanged 340 SP:Iteration 12Q (5556.824115 sec): 3 clusters Score: Raw -1515450.026611 + Penalty 3080.647724 = -1512369.378887 nChanged 304 SP:Iteration 13Q (5556.856725 sec): 3 clusters Score: Raw -1515565.920875 + Penalty 3080.647724 = -1512485.273151 nChanged 257 SP:Iteration 14Q (5556.926491 sec): 3 clusters Score: Raw -1515654.913309 + Penalty 3080.647724 = -1512574.265584 nChanged 223 SP:Iteration 15Q (5556.995393 sec): 3 clusters Score: Raw -1515730.622891 + Penalty 3080.647724 = -1512649.975166 nChanged 217 SP:Iteration 16Q (5557.063823 sec): 3 clusters Score: Raw -1515804.672820 + Penalty 3080.647724 = -1512724.025096 nChanged 210 SP:Iteration 17Q (5557.131872 sec): 3 clusters Score: Raw -1515883.219576 + Penalty 3080.647724 = -1512802.571852 nChanged 223 SP:Iteration 18Q (5557.199734 sec): 3 clusters Score: Raw -1515967.972540 + Penalty 3080.647724 = -1512887.324816 nChanged 182 SP:Iteration 19Q (5557.267697 sec): 3 clusters Score: Raw -1516031.846511 + Penalty 3080.647724 = -1512951.198787 nChanged 178 SP:Iteration 20F (5557.300196 sec): 3 clusters Score: Raw -1516097.688580 + Penalty 3080.647724 = -1513017.040855 nChanged 193 SP:Iteration 21Q (5557.331349 sec): 3 clusters Score: Raw -1516178.582499 + Penalty 3080.647724 = -1513097.934775 nChanged 180 SP:Iteration 22Q (5557.362633 sec): 3 clusters Score: Raw -1516260.172684 + Penalty 3080.647724 = -1513179.524960 nChanged 188 SP:Iteration 23Q (5557.393647 sec): 3 clusters Score: Raw -1516347.960955 + Penalty 3080.647724 = -1513267.313231 nChanged 185 SP:Iteration 24Q (5557.424692 sec): 3 clusters Score: Raw -1516425.415933 + Penalty 3080.647724 = -1513344.768208 nChanged 165 SP:Iteration 25Q (5557.460612 sec): 3 clusters Score: Raw -1516483.729195 + Penalty 3080.647724 = -1513403.081471 nChanged 162 SP:Iteration 26Q (5557.491593 sec): 3 clusters Score: Raw -1516561.466741 + Penalty 3080.647724 = -1513480.819017 nChanged 150 SP:Iteration 27Q (5557.522261 sec): 3 clusters Score: Raw -1516632.042495 + Penalty 3080.647724 = -1513551.394770 nChanged 151 SP:Iteration 28Q (5557.552850 sec): 3 clusters Score: Raw -1516700.715235 + Penalty 3080.647724 = -1513620.067511 nChanged 129 SP:Iteration 29Q (5557.614636 sec): 3 clusters Score: Raw -1516767.199888 + Penalty 3080.647724 = -1513686.552163 nChanged 132 SP:Iteration 30Q (5557.644923 sec): 3 clusters Score: Raw -1516833.324578 + Penalty 3080.647724 = -1513752.676854 nChanged 132 SP:Iteration 31Q (5557.675142 sec): 3 clusters Score: Raw -1516905.801404 + Penalty 3080.647724 = -1513825.153680 nChanged 129 SP:Iteration 32Q (5557.705336 sec): 3 clusters Score: Raw -1516969.628225 + Penalty 3080.647724 = -1513888.980501 nChanged 92 SP:Iteration 33Q (5557.735270 sec): 3 clusters Score: Raw -1517015.056338 + Penalty 3080.647724 = -1513934.408614 nChanged 81 SP:Iteration 34Q (5557.788948 sec): 3 clusters Score: Raw -1517050.215496 + Penalty 3080.647724 = -1513969.567772 nChanged 58 SP:Iteration 35Q (5557.818704 sec): 3 clusters Score: Raw -1517076.196662 + Penalty 3080.647724 = -1513995.548938 nChanged 41 SP:Iteration 36Q (5557.882780 sec): 3 clusters Score: Raw -1517097.976424 + Penalty 3080.647724 = -1514017.328700 nChanged 40 SP:Iteration 37Q (5557.949128 sec): 3 clusters Score: Raw -1517115.405694 + Penalty 3080.647724 = -1514034.757970 nChanged 41 SP:Iteration 38Q (5557.999688 sec): 3 clusters Score: Raw -1517136.663129 + Penalty 3080.647724 = -1514056.015404 nChanged 41 SP:Iteration 39Q (5558.066984 sec): 3 clusters Score: Raw -1517156.328141 + Penalty 3080.647724 = -1514075.680417 nChanged 43 SP:Iteration 40F (5558.157262 sec): 3 clusters Score: Raw -1517176.199551 + Penalty 3080.647724 = -1514095.551827 nChanged 43 SP:Iteration 41Q (5558.232337 sec): 3 clusters Score: Raw -1517198.958182 + Penalty 3080.647724 = -1514118.310458 nChanged 36 SP:Iteration 42Q (5558.299229 sec): 3 clusters Score: Raw -1517216.871371 + Penalty 3080.647724 = -1514136.223646 nChanged 28 SP:Iteration 43Q (5558.368203 sec): 3 clusters Score: Raw -1517229.346013 + Penalty 3080.647724 = -1514148.698288 nChanged 19 SP:Iteration 44Q (5558.430005 sec): 3 clusters Score: Raw -1517239.552348 + Penalty 3080.647724 = -1514158.904624 nChanged 23 SP:Iteration 45Q (5558.500743 sec): 3 clusters Score: Raw -1517248.885671 + Penalty 3080.647724 = -1514168.237947 nChanged 11 SP:Iteration 46Q (5558.560933 sec): 3 clusters Score: Raw -1517252.379004 + Penalty 3080.647724 = -1514171.731280 nChanged 5 SP:Iteration 47Q (5558.639743 sec): 3 clusters Score: Raw -1517253.749269 + Penalty 3080.647724 = -1514173.101545 nChanged 5 SP:Iteration 48Q (5558.708914 sec): 3 clusters Score: Raw -1517256.172908 + Penalty 3080.647724 = -1514175.525183 nChanged 3 SP:Iteration 49Q (5558.777634 sec): 3 clusters Score: Raw -1517257.122706 + Penalty 3080.647724 = -1514176.474982 nChanged 3 SP:Iteration 50Q (5558.834425 sec): 3 clusters Score: Raw -1517257.926476 + Penalty 3080.647724 = -1514177.278752 nChanged 1 SP:Iteration 51Q (5558.910600 sec): 3 clusters Score: Raw -1517258.554368 + Penalty 3080.647724 = -1514177.906644 nChanged 3 SP:Iteration 52Q (5558.978950 sec): 3 clusters Score: Raw -1517259.644719 + Penalty 3080.647724 = -1514178.996995 nChanged 2 SP:Iteration 53Q (5559.049060 sec): 3 clusters Score: Raw -1517260.345921 + Penalty 3080.647724 = -1514179.698197 nChanged 3 SP:Iteration 54Q (5559.110418 sec): 3 clusters Score: Raw -1517260.980976 + Penalty 3080.647724 = -1514180.333252 nChanged 3 SP:Iteration 55Q (5559.166857 sec): 3 clusters Score: Raw -1517262.134540 + Penalty 3080.647724 = -1514181.486816 nChanged 2 SP:Iteration 56Q (5559.242676 sec): 3 clusters Score: Raw -1517262.706391 + Penalty 3080.647724 = -1514182.058667 nChanged 2 SP:Iteration 57Q (5559.313670 sec): 3 clusters Score: Raw -1517263.700202 + Penalty 3080.647724 = -1514183.052477 nChanged 4 SP:Iteration 58Q (5559.382577 sec): 3 clusters Score: Raw -1517264.865047 + Penalty 3080.647724 = -1514184.217323 nChanged 2 SP:Iteration 59Q (5559.451607 sec): 3 clusters Score: Raw -1517265.340469 + Penalty 3080.647724 = -1514184.692745 nChanged 2 SP:Iteration 60F (5559.512574 sec): 3 clusters Score: Raw -1517266.023965 + Penalty 3080.647724 = -1514185.376240 nChanged 4 SP:Iteration 61Q (5559.580054 sec): 3 clusters Score: Raw -1517267.726665 + Penalty 3080.647724 = -1514187.078940 nChanged 5 SP:Iteration 62Q (5559.655852 sec): 3 clusters Score: Raw -1517270.160548 + Penalty 3080.647724 = -1514189.512824 nChanged 5 SP:Iteration 63Q (5559.725854 sec): 3 clusters Score: Raw -1517273.426554 + Penalty 3080.647724 = -1514192.778829 nChanged 8 SP:Iteration 64Q (5559.792885 sec): 3 clusters Score: Raw -1517276.271653 + Penalty 3080.647724 = -1514195.623929 nChanged 3 SP:Iteration 65Q (5559.858649 sec): 3 clusters Score: Raw -1517278.162105 + Penalty 3080.647724 = -1514197.514381 nChanged 4 SP:Iteration 66Q (5559.927747 sec): 3 clusters Score: Raw -1517279.378859 + Penalty 3080.647724 = -1514198.731135 nChanged 5 SP:Iteration 67Q (5559.996689 sec): 3 clusters Score: Raw -1517280.952146 + Penalty 3080.647724 = -1514200.304422 nChanged 1 SP:Iteration 68Q (5560.064309 sec): 3 clusters Score: Raw -1517281.196027 + Penalty 3080.647724 = -1514200.548303 nChanged 0 SP:Iteration 69F (5560.117983 sec): 3 clusters Score: Raw -1517281.196027 + Penalty 3080.647724 = -1514200.548303 nChanged 0 Trying to split cluster 2 (18285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5560.162401 sec): 2 clusters Score: Raw -2312773.945120 + Penalty 1594.748404 = -2311179.196716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5560.237662 sec): 3 clusters Score: Raw -2301785.433858 + Penalty 3189.496807 = -2298595.937051 nChanged 8311 SP:Iteration 1F (5560.310592 sec): 3 clusters Score: Raw -2306458.782959 + Penalty 3189.496807 = -2303269.286152 nChanged 1129 SP:Iteration 2F (5560.357963 sec): 3 clusters Score: Raw -2306992.696487 + Penalty 3189.496807 = -2303803.199680 nChanged 1075 SP:Iteration 3F (5560.425940 sec): 3 clusters Score: Raw -2307552.299646 + Penalty 3189.496807 = -2304362.802838 nChanged 1127 SP:Iteration 4F (5560.471464 sec): 3 clusters Score: Raw -2308208.775340 + Penalty 3189.496807 = -2305019.278532 nChanged 1179 SP:Iteration 5F (5560.537007 sec): 3 clusters Score: Raw -2309001.984801 + Penalty 3189.496807 = -2305812.487994 nChanged 1141 SP:Iteration 6F (5560.587131 sec): 3 clusters Score: Raw -2309877.323001 + Penalty 3189.496807 = -2306687.826193 nChanged 1078 SP:Iteration 7F (5560.636572 sec): 3 clusters Score: Raw -2310781.838605 + Penalty 3189.496807 = -2307592.341798 nChanged 859 SP:Iteration 8Q (5560.675964 sec): 3 clusters Score: Raw -2311505.358018 + Penalty 3189.496807 = -2308315.861210 nChanged 668 SP:Iteration 9Q (5560.715713 sec): 3 clusters Score: Raw -2312055.161969 + Penalty 3189.496807 = -2308865.665161 nChanged 511 SP:Iteration 10Q (5560.764981 sec): 3 clusters Score: Raw -2312431.689577 + Penalty 3189.496807 = -2309242.192770 nChanged 350 SP:Iteration 11Q (5560.806301 sec): 3 clusters Score: Raw -2312665.140387 + Penalty 3189.496807 = -2309475.643580 nChanged 237 SP:Iteration 12Q (5560.842657 sec): 3 clusters Score: Raw -2312801.937814 + Penalty 3189.496807 = -2309612.441007 nChanged 170 SP:Iteration 13Q (5560.893663 sec): 3 clusters Score: Raw -2312888.176479 + Penalty 3189.496807 = -2309698.679672 nChanged 165 SP:Iteration 14Q (5560.937259 sec): 3 clusters Score: Raw -2312954.997252 + Penalty 3189.496807 = -2309765.500445 nChanged 115 SP:Iteration 15Q (5560.973737 sec): 3 clusters Score: Raw -2312994.819823 + Penalty 3189.496807 = -2309805.323016 nChanged 113 SP:Iteration 16Q (5561.048526 sec): 3 clusters Score: Raw -2313030.780714 + Penalty 3189.496807 = -2309841.283907 nChanged 95 SP:Iteration 17Q (5561.082339 sec): 3 clusters Score: Raw -2313061.353838 + Penalty 3189.496807 = -2309871.857030 nChanged 97 SP:Iteration 18Q (5561.117671 sec): 3 clusters Score: Raw -2313094.955734 + Penalty 3189.496807 = -2309905.458926 nChanged 92 SP:Iteration 19Q (5561.153109 sec): 3 clusters Score: Raw -2313125.959380 + Penalty 3189.496807 = -2309936.462573 nChanged 73 SP:Iteration 20F (5561.192996 sec): 3 clusters Score: Raw -2313147.179818 + Penalty 3189.496807 = -2309957.683011 nChanged 55 SP:Iteration 21Q (5561.228664 sec): 3 clusters Score: Raw -2313161.231190 + Penalty 3189.496807 = -2309971.734383 nChanged 52 SP:Iteration 22Q (5561.264414 sec): 3 clusters Score: Raw -2313175.187734 + Penalty 3189.496807 = -2309985.690927 nChanged 58 SP:Iteration 23Q (5561.302171 sec): 3 clusters Score: Raw -2313188.090220 + Penalty 3189.496807 = -2309998.593412 nChanged 50 SP:Iteration 24Q (5561.339802 sec): 3 clusters Score: Raw -2313200.744135 + Penalty 3189.496807 = -2310011.247327 nChanged 48 SP:Iteration 25Q (5561.377871 sec): 3 clusters Score: Raw -2313211.383299 + Penalty 3189.496807 = -2310021.886492 nChanged 38 SP:Iteration 26Q (5561.433847 sec): 3 clusters Score: Raw -2313219.704141 + Penalty 3189.496807 = -2310030.207333 nChanged 25 SP:Iteration 27Q (5561.472212 sec): 3 clusters Score: Raw -2313225.647842 + Penalty 3189.496807 = -2310036.151035 nChanged 32 SP:Iteration 28Q (5561.523803 sec): 3 clusters Score: Raw -2313231.744959 + Penalty 3189.496807 = -2310042.248151 nChanged 26 SP:Iteration 29Q (5561.585135 sec): 3 clusters Score: Raw -2313236.778200 + Penalty 3189.496807 = -2310047.281392 nChanged 27 SP:Iteration 30Q (5561.630526 sec): 3 clusters Score: Raw -2313242.169389 + Penalty 3189.496807 = -2310052.672581 nChanged 25 SP:Iteration 31Q (5561.665367 sec): 3 clusters Score: Raw -2313246.173434 + Penalty 3189.496807 = -2310056.676626 nChanged 15 SP:Iteration 32Q (5561.700161 sec): 3 clusters Score: Raw -2313248.134251 + Penalty 3189.496807 = -2310058.637444 nChanged 8 SP:Iteration 33Q (5561.735111 sec): 3 clusters Score: Raw -2313249.276502 + Penalty 3189.496807 = -2310059.779694 nChanged 5 SP:Iteration 34Q (5561.781594 sec): 3 clusters Score: Raw -2313249.892108 + Penalty 3189.496807 = -2310060.395300 nChanged 4 SP:Iteration 35Q (5561.819633 sec): 3 clusters Score: Raw -2313250.973942 + Penalty 3189.496807 = -2310061.477134 nChanged 11 SP:Iteration 36Q (5561.856124 sec): 3 clusters Score: Raw -2313253.725942 + Penalty 3189.496807 = -2310064.229134 nChanged 11 SP:Iteration 37Q (5561.910998 sec): 3 clusters Score: Raw -2313255.533947 + Penalty 3189.496807 = -2310066.037140 nChanged 8 SP:Iteration 38Q (5561.947274 sec): 3 clusters Score: Raw -2313256.479615 + Penalty 3189.496807 = -2310066.982808 nChanged 7 SP:Iteration 39Q (5561.984986 sec): 3 clusters Score: Raw -2313257.834229 + Penalty 3189.496807 = -2310068.337421 nChanged 8 SP:Iteration 40F (5562.024710 sec): 3 clusters Score: Raw -2313258.899218 + Penalty 3189.496807 = -2310069.402411 nChanged 4 SP:Iteration 41Q (5562.059564 sec): 3 clusters Score: Raw -2313259.371537 + Penalty 3189.496807 = -2310069.874730 nChanged 3 SP:Iteration 42Q (5562.094436 sec): 3 clusters Score: Raw -2313259.557598 + Penalty 3189.496807 = -2310070.060791 nChanged 1 SP:Iteration 43Q (5562.129430 sec): 3 clusters Score: Raw -2313259.759400 + Penalty 3189.496807 = -2310070.262593 nChanged 0 SP:Iteration 44F (5562.179763 sec): 3 clusters Score: Raw -2313259.759400 + Penalty 3189.496807 = -2310070.262593 nChanged 0 Trying to split cluster 3 (11574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5562.205504 sec): 2 clusters Score: Raw -1426246.329364 + Penalty 1520.433928 = -1424725.895435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5562.239542 sec): 3 clusters Score: Raw -1419678.543782 + Penalty 3040.867857 = -1416637.675925 nChanged 4953 SP:Iteration 1F (5562.273537 sec): 3 clusters Score: Raw -1422539.143559 + Penalty 3040.867857 = -1419498.275703 nChanged 719 SP:Iteration 2F (5562.306965 sec): 3 clusters Score: Raw -1423074.600514 + Penalty 3040.867857 = -1420033.732657 nChanged 711 SP:Iteration 3F (5562.339341 sec): 3 clusters Score: Raw -1423587.162960 + Penalty 3040.867857 = -1420546.295104 nChanged 671 SP:Iteration 4F (5562.373552 sec): 3 clusters Score: Raw -1424121.016449 + Penalty 3040.867857 = -1421080.148592 nChanged 657 SP:Iteration 5F (5562.405474 sec): 3 clusters Score: Raw -1424702.929318 + Penalty 3040.867857 = -1421662.061462 nChanged 693 SP:Iteration 6F (5562.438765 sec): 3 clusters Score: Raw -1425302.385945 + Penalty 3040.867857 = -1422261.518088 nChanged 723 SP:Iteration 7F (5562.470697 sec): 3 clusters Score: Raw -1425865.847547 + Penalty 3040.867857 = -1422824.979690 nChanged 639 SP:Iteration 8F (5562.537826 sec): 3 clusters Score: Raw -1426304.679860 + Penalty 3040.867857 = -1423263.812003 nChanged 521 SP:Iteration 9Q (5562.579458 sec): 3 clusters Score: Raw -1426595.736859 + Penalty 3040.867857 = -1423554.869002 nChanged 368 SP:Iteration 10Q (5562.610301 sec): 3 clusters Score: Raw -1426781.617310 + Penalty 3040.867857 = -1423740.749453 nChanged 273 SP:Iteration 11Q (5562.642606 sec): 3 clusters Score: Raw -1426899.885893 + Penalty 3040.867857 = -1423859.018036 nChanged 209 SP:Iteration 12Q (5562.675892 sec): 3 clusters Score: Raw -1426983.364423 + Penalty 3040.867857 = -1423942.496566 nChanged 176 SP:Iteration 13Q (5562.710682 sec): 3 clusters Score: Raw -1427044.184003 + Penalty 3040.867857 = -1424003.316146 nChanged 138 SP:Iteration 14Q (5562.739437 sec): 3 clusters Score: Raw -1427088.208288 + Penalty 3040.867857 = -1424047.340432 nChanged 108 SP:Iteration 15Q (5562.767984 sec): 3 clusters Score: Raw -1427121.973159 + Penalty 3040.867857 = -1424081.105302 nChanged 107 SP:Iteration 16Q (5562.796650 sec): 3 clusters Score: Raw -1427157.899948 + Penalty 3040.867857 = -1424117.032091 nChanged 99 SP:Iteration 17Q (5562.825325 sec): 3 clusters Score: Raw -1427193.408442 + Penalty 3040.867857 = -1424152.540585 nChanged 104 SP:Iteration 18Q (5562.882726 sec): 3 clusters Score: Raw -1427230.464850 + Penalty 3040.867857 = -1424189.596993 nChanged 101 SP:Iteration 19Q (5562.945246 sec): 3 clusters Score: Raw -1427263.498063 + Penalty 3040.867857 = -1424222.630206 nChanged 98 SP:Iteration 20F (5563.015670 sec): 3 clusters Score: Raw -1427290.747858 + Penalty 3040.867857 = -1424249.880001 nChanged 78 SP:Iteration 21Q (5563.059126 sec): 3 clusters Score: Raw -1427311.101427 + Penalty 3040.867857 = -1424270.233570 nChanged 70 SP:Iteration 22Q (5563.119014 sec): 3 clusters Score: Raw -1427327.774814 + Penalty 3040.867857 = -1424286.906958 nChanged 68 SP:Iteration 23Q (5563.167585 sec): 3 clusters Score: Raw -1427343.248890 + Penalty 3040.867857 = -1424302.381033 nChanged 71 SP:Iteration 24Q (5563.200330 sec): 3 clusters Score: Raw -1427359.491794 + Penalty 3040.867857 = -1424318.623938 nChanged 60 SP:Iteration 25Q (5563.231376 sec): 3 clusters Score: Raw -1427371.636235 + Penalty 3040.867857 = -1424330.768378 nChanged 57 SP:Iteration 26Q (5563.259906 sec): 3 clusters Score: Raw -1427384.579357 + Penalty 3040.867857 = -1424343.711501 nChanged 58 SP:Iteration 27Q (5563.290723 sec): 3 clusters Score: Raw -1427399.813321 + Penalty 3040.867857 = -1424358.945465 nChanged 77 SP:Iteration 28Q (5563.324276 sec): 3 clusters Score: Raw -1427422.448081 + Penalty 3040.867857 = -1424381.580224 nChanged 65 SP:Iteration 29Q (5563.356619 sec): 3 clusters Score: Raw -1427444.384634 + Penalty 3040.867857 = -1424403.516777 nChanged 65 SP:Iteration 30Q (5563.395521 sec): 3 clusters Score: Raw -1427465.658346 + Penalty 3040.867857 = -1424424.790489 nChanged 70 SP:Iteration 31Q (5563.447266 sec): 3 clusters Score: Raw -1427485.246137 + Penalty 3040.867857 = -1424444.378280 nChanged 62 SP:Iteration 32Q (5563.501556 sec): 3 clusters Score: Raw -1427498.574207 + Penalty 3040.867857 = -1424457.706350 nChanged 56 SP:Iteration 33Q (5563.541313 sec): 3 clusters Score: Raw -1427509.858536 + Penalty 3040.867857 = -1424468.990679 nChanged 56 SP:Iteration 34Q (5563.575627 sec): 3 clusters Score: Raw -1427522.173937 + Penalty 3040.867857 = -1424481.306081 nChanged 57 SP:Iteration 35Q (5563.603728 sec): 3 clusters Score: Raw -1427536.992479 + Penalty 3040.867857 = -1424496.124622 nChanged 55 SP:Iteration 36Q (5563.656437 sec): 3 clusters Score: Raw -1427552.189521 + Penalty 3040.867857 = -1424511.321665 nChanged 63 SP:Iteration 37Q (5563.685830 sec): 3 clusters Score: Raw -1427567.358787 + Penalty 3040.867857 = -1424526.490930 nChanged 52 SP:Iteration 38Q (5563.749253 sec): 3 clusters Score: Raw -1427578.828060 + Penalty 3040.867857 = -1424537.960203 nChanged 45 SP:Iteration 39Q (5563.776716 sec): 3 clusters Score: Raw -1427588.972383 + Penalty 3040.867857 = -1424548.104526 nChanged 38 SP:Iteration 40F (5563.808914 sec): 3 clusters Score: Raw -1427596.028928 + Penalty 3040.867857 = -1424555.161071 nChanged 39 SP:Iteration 41Q (5563.841787 sec): 3 clusters Score: Raw -1427604.764614 + Penalty 3040.867857 = -1424563.896758 nChanged 43 SP:Iteration 42Q (5563.907367 sec): 3 clusters Score: Raw -1427613.490928 + Penalty 3040.867857 = -1424572.623071 nChanged 46 SP:Iteration 43Q (5563.954759 sec): 3 clusters Score: Raw -1427623.242279 + Penalty 3040.867857 = -1424582.374422 nChanged 45 SP:Iteration 44Q (5564.016036 sec): 3 clusters Score: Raw -1427631.146511 + Penalty 3040.867857 = -1424590.278654 nChanged 31 SP:Iteration 45Q (5564.049451 sec): 3 clusters Score: Raw -1427636.611825 + Penalty 3040.867857 = -1424595.743969 nChanged 39 SP:Iteration 46Q (5564.077510 sec): 3 clusters Score: Raw -1427643.273377 + Penalty 3040.867857 = -1424602.405520 nChanged 29 SP:Iteration 47Q (5564.107288 sec): 3 clusters Score: Raw -1427648.457937 + Penalty 3040.867857 = -1424607.590080 nChanged 31 SP:Iteration 48Q (5564.169359 sec): 3 clusters Score: Raw -1427652.806814 + Penalty 3040.867857 = -1424611.938957 nChanged 28 SP:Iteration 49Q (5564.198555 sec): 3 clusters Score: Raw -1427656.701391 + Penalty 3040.867857 = -1424615.833534 nChanged 35 SP:Iteration 50Q (5564.232938 sec): 3 clusters Score: Raw -1427662.364680 + Penalty 3040.867857 = -1424621.496823 nChanged 27 SP:Iteration 51Q (5564.267416 sec): 3 clusters Score: Raw -1427666.387653 + Penalty 3040.867857 = -1424625.519796 nChanged 22 SP:Iteration 52Q (5564.310259 sec): 3 clusters Score: Raw -1427669.503701 + Penalty 3040.867857 = -1424628.635844 nChanged 22 SP:Iteration 53Q (5564.340253 sec): 3 clusters Score: Raw -1427672.279980 + Penalty 3040.867857 = -1424631.412123 nChanged 22 SP:Iteration 54Q (5564.370692 sec): 3 clusters Score: Raw -1427675.300745 + Penalty 3040.867857 = -1424634.432888 nChanged 17 SP:Iteration 55Q (5564.398479 sec): 3 clusters Score: Raw -1427677.548526 + Penalty 3040.867857 = -1424636.680670 nChanged 18 SP:Iteration 56Q (5564.426229 sec): 3 clusters Score: Raw -1427679.546917 + Penalty 3040.867857 = -1424638.679060 nChanged 16 SP:Iteration 57Q (5564.454114 sec): 3 clusters Score: Raw -1427681.582213 + Penalty 3040.867857 = -1424640.714356 nChanged 14 SP:Iteration 58Q (5564.489031 sec): 3 clusters Score: Raw -1427683.475965 + Penalty 3040.867857 = -1424642.608109 nChanged 11 SP:Iteration 59Q (5564.516706 sec): 3 clusters Score: Raw -1427684.875531 + Penalty 3040.867857 = -1424644.007674 nChanged 8 SP:Iteration 60F (5564.550213 sec): 3 clusters Score: Raw -1427686.009430 + Penalty 3040.867857 = -1424645.141574 nChanged 14 SP:Iteration 61Q (5564.583241 sec): 3 clusters Score: Raw -1427687.988717 + Penalty 3040.867857 = -1424647.120861 nChanged 17 SP:Iteration 62Q (5564.614955 sec): 3 clusters Score: Raw -1427690.114181 + Penalty 3040.867857 = -1424649.246324 nChanged 13 SP:Iteration 63Q (5564.643751 sec): 3 clusters Score: Raw -1427691.465937 + Penalty 3040.867857 = -1424650.598080 nChanged 10 SP:Iteration 64Q (5564.703851 sec): 3 clusters Score: Raw -1427692.597171 + Penalty 3040.867857 = -1424651.729314 nChanged 14 SP:Iteration 65Q (5564.733570 sec): 3 clusters Score: Raw -1427694.179754 + Penalty 3040.867857 = -1424653.311897 nChanged 17 SP:Iteration 66Q (5564.762905 sec): 3 clusters Score: Raw -1427695.900894 + Penalty 3040.867857 = -1424655.033038 nChanged 15 SP:Iteration 67Q (5564.790873 sec): 3 clusters Score: Raw -1427697.471880 + Penalty 3040.867857 = -1424656.604023 nChanged 13 SP:Iteration 68Q (5564.851841 sec): 3 clusters Score: Raw -1427698.722956 + Penalty 3040.867857 = -1424657.855099 nChanged 9 SP:Iteration 69Q (5564.885792 sec): 3 clusters Score: Raw -1427699.956283 + Penalty 3040.867857 = -1424659.088426 nChanged 9 SP:Iteration 70Q (5564.923153 sec): 3 clusters Score: Raw -1427701.637353 + Penalty 3040.867857 = -1424660.769496 nChanged 14 SP:Iteration 71Q (5564.953566 sec): 3 clusters Score: Raw -1427703.326841 + Penalty 3040.867857 = -1424662.458984 nChanged 12 SP:Iteration 72Q (5564.982723 sec): 3 clusters Score: Raw -1427704.828477 + Penalty 3040.867857 = -1424663.960620 nChanged 9 SP:Iteration 73Q (5565.016331 sec): 3 clusters Score: Raw -1427705.769674 + Penalty 3040.867857 = -1424664.901817 nChanged 4 SP:Iteration 74Q (5565.063087 sec): 3 clusters Score: Raw -1427706.255417 + Penalty 3040.867857 = -1424665.387561 nChanged 4 SP:Iteration 75Q (5565.099674 sec): 3 clusters Score: Raw -1427706.445727 + Penalty 3040.867857 = -1424665.577870 nChanged 4 SP:Iteration 76Q (5565.129944 sec): 3 clusters Score: Raw -1427706.671303 + Penalty 3040.867857 = -1424665.803447 nChanged 7 SP:Iteration 77Q (5565.162504 sec): 3 clusters Score: Raw -1427707.502488 + Penalty 3040.867857 = -1424666.634631 nChanged 10 SP:Iteration 78Q (5565.197259 sec): 3 clusters Score: Raw -1427708.677028 + Penalty 3040.867857 = -1424667.809171 nChanged 10 SP:Iteration 79Q (5565.231179 sec): 3 clusters Score: Raw -1427709.715017 + Penalty 3040.867857 = -1424668.847160 nChanged 7 SP:Iteration 80F (5565.263481 sec): 3 clusters Score: Raw -1427710.689804 + Penalty 3040.867857 = -1424669.821947 nChanged 5 SP:Iteration 81Q (5565.294985 sec): 3 clusters Score: Raw -1427711.520214 + Penalty 3040.867857 = -1424670.652357 nChanged 6 SP:Iteration 82Q (5565.323908 sec): 3 clusters Score: Raw -1427712.310474 + Penalty 3040.867857 = -1424671.442617 nChanged 4 SP:Iteration 83Q (5565.376100 sec): 3 clusters Score: Raw -1427712.767032 + Penalty 3040.867857 = -1424671.899176 nChanged 7 SP:Iteration 84Q (5565.418331 sec): 3 clusters Score: Raw -1427713.309733 + Penalty 3040.867857 = -1424672.441877 nChanged 6 SP:Iteration 85Q (5565.449212 sec): 3 clusters Score: Raw -1427713.608432 + Penalty 3040.867857 = -1424672.740575 nChanged 2 SP:Iteration 86Q (5565.478164 sec): 3 clusters Score: Raw -1427713.738796 + Penalty 3040.867857 = -1424672.870939 nChanged 4 SP:Iteration 87Q (5565.510077 sec): 3 clusters Score: Raw -1427714.468995 + Penalty 3040.867857 = -1424673.601138 nChanged 4 SP:Iteration 88Q (5565.540600 sec): 3 clusters Score: Raw -1427714.948176 + Penalty 3040.867857 = -1424674.080320 nChanged 4 SP:Iteration 89Q (5565.571641 sec): 3 clusters Score: Raw -1427715.487848 + Penalty 3040.867857 = -1424674.619991 nChanged 2 SP:Iteration 90Q (5565.600981 sec): 3 clusters Score: Raw -1427715.623573 + Penalty 3040.867857 = -1424674.755716 nChanged 1 SP:Iteration 91Q (5565.629175 sec): 3 clusters Score: Raw -1427715.728314 + Penalty 3040.867857 = -1424674.860458 nChanged 1 SP:Iteration 92Q (5565.663915 sec): 3 clusters Score: Raw -1427715.768113 + Penalty 3040.867857 = -1424674.900256 nChanged 0 SP:Iteration 93F (5565.693791 sec): 3 clusters Score: Raw -1427715.768113 + Penalty 3040.867857 = -1424674.900256 nChanged 0 Trying to split cluster 4 (16932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5565.740905 sec): 2 clusters Score: Raw -2128642.008349 + Penalty 1582.256098 = -2127059.752251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5565.790622 sec): 3 clusters Score: Raw -2118577.867344 + Penalty 3164.512196 = -2115413.355148 nChanged 7602 SP:Iteration 1F (5565.856747 sec): 3 clusters Score: Raw -2122743.338655 + Penalty 3164.512196 = -2119578.826459 nChanged 910 SP:Iteration 2F (5565.898536 sec): 3 clusters Score: Raw -2123150.913230 + Penalty 3164.512196 = -2119986.401034 nChanged 984 SP:Iteration 3F (5565.956913 sec): 3 clusters Score: Raw -2123758.950323 + Penalty 3164.512196 = -2120594.438128 nChanged 1201 SP:Iteration 4F (5566.004257 sec): 3 clusters Score: Raw -2124750.237529 + Penalty 3164.512196 = -2121585.725333 nChanged 1385 SP:Iteration 5F (5566.075175 sec): 3 clusters Score: Raw -2126103.075242 + Penalty 3164.512196 = -2122938.563047 nChanged 1397 SP:Iteration 6F (5566.104877 sec): 3 clusters Score: Raw -2127612.702128 + Penalty 3164.512196 = -2124448.189933 nChanged 1098 SP:Iteration 7F (5566.174606 sec): 3 clusters Score: Raw -2128729.516734 + Penalty 3164.512196 = -2125565.004538 nChanged 702 SP:Iteration 8Q (5566.216352 sec): 3 clusters Score: Raw -2129411.999906 + Penalty 3164.512196 = -2126247.487711 nChanged 446 SP:Iteration 9Q (5566.255402 sec): 3 clusters Score: Raw -2129737.405920 + Penalty 3164.512196 = -2126572.893724 nChanged 249 SP:Iteration 10Q (5566.290297 sec): 3 clusters Score: Raw -2129859.644159 + Penalty 3164.512196 = -2126695.131963 nChanged 146 SP:Iteration 11Q (5566.327628 sec): 3 clusters Score: Raw -2129934.347747 + Penalty 3164.512196 = -2126769.835552 nChanged 111 SP:Iteration 12Q (5566.387727 sec): 3 clusters Score: Raw -2129982.600238 + Penalty 3164.512196 = -2126818.088043 nChanged 104 SP:Iteration 13Q (5566.423944 sec): 3 clusters Score: Raw -2130028.251074 + Penalty 3164.512196 = -2126863.738879 nChanged 87 SP:Iteration 14Q (5566.473498 sec): 3 clusters Score: Raw -2130069.830265 + Penalty 3164.512196 = -2126905.318070 nChanged 80 SP:Iteration 15Q (5566.507175 sec): 3 clusters Score: Raw -2130111.638108 + Penalty 3164.512196 = -2126947.125913 nChanged 72 SP:Iteration 16Q (5566.541075 sec): 3 clusters Score: Raw -2130163.486716 + Penalty 3164.512196 = -2126998.974521 nChanged 79 SP:Iteration 17Q (5566.577028 sec): 3 clusters Score: Raw -2130221.199659 + Penalty 3164.512196 = -2127056.687463 nChanged 73 SP:Iteration 18Q (5566.611293 sec): 3 clusters Score: Raw -2130266.887350 + Penalty 3164.512196 = -2127102.375155 nChanged 65 SP:Iteration 19Q (5566.653124 sec): 3 clusters Score: Raw -2130296.769637 + Penalty 3164.512196 = -2127132.257441 nChanged 43 SP:Iteration 20F (5566.701197 sec): 3 clusters Score: Raw -2130315.353238 + Penalty 3164.512196 = -2127150.841042 nChanged 32 SP:Iteration 21Q (5566.740331 sec): 3 clusters Score: Raw -2130323.943865 + Penalty 3164.512196 = -2127159.431669 nChanged 28 SP:Iteration 22Q (5566.776788 sec): 3 clusters Score: Raw -2130332.304057 + Penalty 3164.512196 = -2127167.791861 nChanged 16 SP:Iteration 23Q (5566.809686 sec): 3 clusters Score: Raw -2130335.487412 + Penalty 3164.512196 = -2127170.975216 nChanged 12 SP:Iteration 24Q (5566.845273 sec): 3 clusters Score: Raw -2130338.056175 + Penalty 3164.512196 = -2127173.543980 nChanged 6 SP:Iteration 25Q (5566.885004 sec): 3 clusters Score: Raw -2130339.009983 + Penalty 3164.512196 = -2127174.497787 nChanged 1 SP:Iteration 26Q (5566.923386 sec): 3 clusters Score: Raw -2130339.126014 + Penalty 3164.512196 = -2127174.613818 nChanged 0 SP:Iteration 27F (5566.960774 sec): 3 clusters Score: Raw -2130339.126014 + Penalty 3164.512196 = -2127174.613818 nChanged 0 Score: Raw -129550696.483242 + Penalty 101450.942987 = -129449245.540255 Splitting cluster 4 changes total score from -129449802.887989 to -129449245.540255 So it's not getting split. Trying to split cluster 5 (60783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5594.995670 sec): 2 clusters Score: Raw -7579257.996556 + Penalty 1789.948131 = -7577468.048424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5595.105448 sec): 3 clusters Score: Raw -7540511.397086 + Penalty 3579.896263 = -7536931.500823 nChanged 28713 SP:Iteration 1F (5595.207486 sec): 3 clusters Score: Raw -7557302.076691 + Penalty 3579.896263 = -7553722.180428 nChanged 2675 SP:Iteration 2Q (5595.315727 sec): 3 clusters Score: Raw -7558236.508561 + Penalty 3579.896263 = -7554656.612299 nChanged 2722 SP:Iteration 3Q (5595.426382 sec): 3 clusters Score: Raw -7559317.519081 + Penalty 3579.896263 = -7555737.622818 nChanged 2947 SP:Iteration 4Q (5595.533881 sec): 3 clusters Score: Raw -7560689.521741 + Penalty 3579.896263 = -7557109.625478 nChanged 3216 SP:Iteration 5F (5595.635782 sec): 3 clusters Score: Raw -7562434.161196 + Penalty 3579.896263 = -7558854.264934 nChanged 3540 SP:Iteration 6F (5595.740588 sec): 3 clusters Score: Raw -7564580.342256 + Penalty 3579.896263 = -7561000.445993 nChanged 3646 SP:Iteration 7F (5595.864315 sec): 3 clusters Score: Raw -7566850.095558 + Penalty 3579.896263 = -7563270.199296 nChanged 3419 SP:Iteration 8F (5595.966363 sec): 3 clusters Score: Raw -7568912.480288 + Penalty 3579.896263 = -7565332.584025 nChanged 2927 SP:Iteration 9Q (5596.073118 sec): 3 clusters Score: Raw -7570423.463614 + Penalty 3579.896263 = -7566843.567351 nChanged 2269 SP:Iteration 10Q (5596.179703 sec): 3 clusters Score: Raw -7571296.744109 + Penalty 3579.896263 = -7567716.847846 nChanged 1567 SP:Iteration 11Q (5596.285309 sec): 3 clusters Score: Raw -7571703.810182 + Penalty 3579.896263 = -7568123.913920 nChanged 1035 SP:Iteration 12Q (5596.396353 sec): 3 clusters Score: Raw -7571898.463765 + Penalty 3579.896263 = -7568318.567503 nChanged 712 SP:Iteration 13Q (5596.501055 sec): 3 clusters Score: Raw -7572010.073521 + Penalty 3579.896263 = -7568430.177259 nChanged 543 SP:Iteration 14Q (5596.605515 sec): 3 clusters Score: Raw -7572085.126227 + Penalty 3579.896263 = -7568505.229964 nChanged 462 SP:Iteration 15Q (5596.709767 sec): 3 clusters Score: Raw -7572146.719404 + Penalty 3579.896263 = -7568566.823141 nChanged 434 SP:Iteration 16Q (5596.814128 sec): 3 clusters Score: Raw -7572200.967567 + Penalty 3579.896263 = -7568621.071305 nChanged 410 SP:Iteration 17Q (5596.917770 sec): 3 clusters Score: Raw -7572248.720210 + Penalty 3579.896263 = -7568668.823948 nChanged 364 SP:Iteration 18Q (5597.031022 sec): 3 clusters Score: Raw -7572290.585457 + Penalty 3579.896263 = -7568710.689195 nChanged 348 SP:Iteration 19Q (5597.136123 sec): 3 clusters Score: Raw -7572328.948147 + Penalty 3579.896263 = -7568749.051885 nChanged 330 SP:Iteration 20F (5597.240650 sec): 3 clusters Score: Raw -7572366.418792 + Penalty 3579.896263 = -7568786.522529 nChanged 331 SP:Iteration 21Q (5597.344571 sec): 3 clusters Score: Raw -7572405.710290 + Penalty 3579.896263 = -7568825.814027 nChanged 386 SP:Iteration 22Q (5597.448590 sec): 3 clusters Score: Raw -7572454.093678 + Penalty 3579.896263 = -7568874.197415 nChanged 357 SP:Iteration 23Q (5597.552211 sec): 3 clusters Score: Raw -7572496.527090 + Penalty 3579.896263 = -7568916.630828 nChanged 364 SP:Iteration 24Q (5597.655960 sec): 3 clusters Score: Raw -7572538.900685 + Penalty 3579.896263 = -7568959.004422 nChanged 337 SP:Iteration 25Q (5597.759328 sec): 3 clusters Score: Raw -7572578.619147 + Penalty 3579.896263 = -7568998.722885 nChanged 333 SP:Iteration 26Q (5597.863807 sec): 3 clusters Score: Raw -7572618.500260 + Penalty 3579.896263 = -7569038.603997 nChanged 321 SP:Iteration 27Q (5597.975884 sec): 3 clusters Score: Raw -7572654.149762 + Penalty 3579.896263 = -7569074.253499 nChanged 332 SP:Iteration 28Q (5598.079210 sec): 3 clusters Score: Raw -7572690.603537 + Penalty 3579.896263 = -7569110.707274 nChanged 346 SP:Iteration 29Q (5598.182682 sec): 3 clusters Score: Raw -7572735.049773 + Penalty 3579.896263 = -7569155.153511 nChanged 355 SP:Iteration 30Q (5598.298808 sec): 3 clusters Score: Raw -7572777.755029 + Penalty 3579.896263 = -7569197.858767 nChanged 339 SP:Iteration 31Q (5598.406916 sec): 3 clusters Score: Raw -7572818.356963 + Penalty 3579.896263 = -7569238.460701 nChanged 365 SP:Iteration 32Q (5598.512594 sec): 3 clusters Score: Raw -7572862.994403 + Penalty 3579.896263 = -7569283.098140 nChanged 370 SP:Iteration 33Q (5598.616710 sec): 3 clusters Score: Raw -7572905.670337 + Penalty 3579.896263 = -7569325.774075 nChanged 337 SP:Iteration 34Q (5598.719899 sec): 3 clusters Score: Raw -7572949.560422 + Penalty 3579.896263 = -7569369.664159 nChanged 386 SP:Iteration 35Q (5598.823871 sec): 3 clusters Score: Raw -7573000.537467 + Penalty 3579.896263 = -7569420.641204 nChanged 366 SP:Iteration 36Q (5598.927189 sec): 3 clusters Score: Raw -7573048.292995 + Penalty 3579.896263 = -7569468.396732 nChanged 391 SP:Iteration 37Q (5599.029692 sec): 3 clusters Score: Raw -7573098.249719 + Penalty 3579.896263 = -7569518.353456 nChanged 358 SP:Iteration 38Q (5599.141724 sec): 3 clusters Score: Raw -7573144.761625 + Penalty 3579.896263 = -7569564.865363 nChanged 353 SP:Iteration 39Q (5599.245995 sec): 3 clusters Score: Raw -7573191.672741 + Penalty 3579.896263 = -7569611.776478 nChanged 387 SP:Iteration 40F (5599.348040 sec): 3 clusters Score: Raw -7573243.266795 + Penalty 3579.896263 = -7569663.370532 nChanged 359 SP:Iteration 41Q (5599.461696 sec): 3 clusters Score: Raw -7573288.419299 + Penalty 3579.896263 = -7569708.523036 nChanged 351 SP:Iteration 42Q (5599.565955 sec): 3 clusters Score: Raw -7573331.618541 + Penalty 3579.896263 = -7569751.722279 nChanged 341 SP:Iteration 43Q (5599.670598 sec): 3 clusters Score: Raw -7573370.698541 + Penalty 3579.896263 = -7569790.802279 nChanged 315 SP:Iteration 44Q (5599.773788 sec): 3 clusters Score: Raw -7573406.428082 + Penalty 3579.896263 = -7569826.531819 nChanged 328 SP:Iteration 45Q (5599.894292 sec): 3 clusters Score: Raw -7573444.896891 + Penalty 3579.896263 = -7569865.000629 nChanged 358 SP:Iteration 46Q (5599.997265 sec): 3 clusters Score: Raw -7573484.627806 + Penalty 3579.896263 = -7569904.731543 nChanged 314 SP:Iteration 47Q (5600.112283 sec): 3 clusters Score: Raw -7573517.290057 + Penalty 3579.896263 = -7569937.393794 nChanged 287 SP:Iteration 48Q (5600.214873 sec): 3 clusters Score: Raw -7573545.573428 + Penalty 3579.896263 = -7569965.677166 nChanged 272 SP:Iteration 49Q (5600.317074 sec): 3 clusters Score: Raw -7573574.713972 + Penalty 3579.896263 = -7569994.817710 nChanged 275 SP:Iteration 50Q (5600.419515 sec): 3 clusters Score: Raw -7573604.077590 + Penalty 3579.896263 = -7570024.181327 nChanged 282 SP:Iteration 51Q (5600.529283 sec): 3 clusters Score: Raw -7573631.330463 + Penalty 3579.896263 = -7570051.434201 nChanged 245 SP:Iteration 52Q (5600.634222 sec): 3 clusters Score: Raw -7573656.268794 + Penalty 3579.896263 = -7570076.372532 nChanged 241 SP:Iteration 53Q (5600.739698 sec): 3 clusters Score: Raw -7573682.487213 + Penalty 3579.896263 = -7570102.590951 nChanged 235 SP:Iteration 54Q (5600.841552 sec): 3 clusters Score: Raw -7573702.688484 + Penalty 3579.896263 = -7570122.792221 nChanged 203 SP:Iteration 55Q (5600.944086 sec): 3 clusters Score: Raw -7573719.523457 + Penalty 3579.896263 = -7570139.627195 nChanged 217 SP:Iteration 56Q (5601.051751 sec): 3 clusters Score: Raw -7573739.873688 + Penalty 3579.896263 = -7570159.977426 nChanged 242 SP:Iteration 57Q (5601.161883 sec): 3 clusters Score: Raw -7573763.260717 + Penalty 3579.896263 = -7570183.364454 nChanged 243 SP:Iteration 58Q (5601.266135 sec): 3 clusters Score: Raw -7573788.895372 + Penalty 3579.896263 = -7570208.999110 nChanged 274 SP:Iteration 59Q (5601.373737 sec): 3 clusters Score: Raw -7573820.027418 + Penalty 3579.896263 = -7570240.131155 nChanged 304 SP:Iteration 60F (5601.476436 sec): 3 clusters Score: Raw -7573855.637797 + Penalty 3579.896263 = -7570275.741534 nChanged 307 SP:Iteration 61Q (5601.587887 sec): 3 clusters Score: Raw -7573892.910697 + Penalty 3579.896263 = -7570313.014434 nChanged 316 SP:Iteration 62Q (5601.690634 sec): 3 clusters Score: Raw -7573936.339305 + Penalty 3579.896263 = -7570356.443042 nChanged 335 SP:Iteration 63Q (5601.796723 sec): 3 clusters Score: Raw -7573984.833572 + Penalty 3579.896263 = -7570404.937309 nChanged 372 SP:Iteration 64Q (5601.903478 sec): 3 clusters Score: Raw -7574052.252387 + Penalty 3579.896263 = -7570472.356125 nChanged 394 SP:Iteration 65Q (5602.004548 sec): 3 clusters Score: Raw -7574123.883433 + Penalty 3579.896263 = -7570543.987171 nChanged 421 SP:Iteration 66Q (5602.106552 sec): 3 clusters Score: Raw -7574205.049366 + Penalty 3579.896263 = -7570625.153104 nChanged 443 SP:Iteration 67Q (5602.207674 sec): 3 clusters Score: Raw -7574301.030018 + Penalty 3579.896263 = -7570721.133755 nChanged 505 SP:Iteration 68Q (5602.308672 sec): 3 clusters Score: Raw -7574428.301346 + Penalty 3579.896263 = -7570848.405083 nChanged 577 SP:Iteration 69Q (5602.409582 sec): 3 clusters Score: Raw -7574597.068628 + Penalty 3579.896263 = -7571017.172366 nChanged 613 SP:Iteration 70Q (5602.509879 sec): 3 clusters Score: Raw -7574789.606709 + Penalty 3579.896263 = -7571209.710446 nChanged 663 SP:Iteration 71Q (5602.610099 sec): 3 clusters Score: Raw -7575004.795027 + Penalty 3579.896263 = -7571424.898764 nChanged 672 SP:Iteration 72Q (5602.709708 sec): 3 clusters Score: Raw -7575238.134857 + Penalty 3579.896263 = -7571658.238594 nChanged 687 SP:Iteration 73Q (5602.809216 sec): 3 clusters Score: Raw -7575490.795142 + Penalty 3579.896263 = -7571910.898879 nChanged 724 SP:Iteration 74Q (5602.908311 sec): 3 clusters Score: Raw -7575753.951749 + Penalty 3579.896263 = -7572174.055487 nChanged 646 SP:Iteration 75Q (5603.006708 sec): 3 clusters Score: Raw -7575978.093388 + Penalty 3579.896263 = -7572398.197126 nChanged 641 SP:Iteration 76Q (5603.104668 sec): 3 clusters Score: Raw -7576193.304110 + Penalty 3579.896263 = -7572613.407847 nChanged 574 SP:Iteration 77Q (5603.201932 sec): 3 clusters Score: Raw -7576376.019716 + Penalty 3579.896263 = -7572796.123454 nChanged 537 SP:Iteration 78Q (5603.298695 sec): 3 clusters Score: Raw -7576536.825931 + Penalty 3579.896263 = -7572956.929668 nChanged 504 SP:Iteration 79Q (5603.394918 sec): 3 clusters Score: Raw -7576690.545838 + Penalty 3579.896263 = -7573110.649576 nChanged 488 SP:Iteration 80F (5603.497039 sec): 3 clusters Score: Raw -7576841.024350 + Penalty 3579.896263 = -7573261.128087 nChanged 471 SP:Iteration 81Q (5603.592661 sec): 3 clusters Score: Raw -7576997.107846 + Penalty 3579.896263 = -7573417.211583 nChanged 493 SP:Iteration 82Q (5603.687606 sec): 3 clusters Score: Raw -7577166.741751 + Penalty 3579.896263 = -7573586.845488 nChanged 470 SP:Iteration 83Q (5603.781936 sec): 3 clusters Score: Raw -7577329.017377 + Penalty 3579.896263 = -7573749.121114 nChanged 470 SP:Iteration 84Q (5603.876093 sec): 3 clusters Score: Raw -7577499.656102 + Penalty 3579.896263 = -7573919.759839 nChanged 441 SP:Iteration 85Q (5603.969465 sec): 3 clusters Score: Raw -7577673.990866 + Penalty 3579.896263 = -7574094.094604 nChanged 421 SP:Iteration 86Q (5604.062471 sec): 3 clusters Score: Raw -7577851.231143 + Penalty 3579.896263 = -7574271.334880 nChanged 413 SP:Iteration 87Q (5604.169977 sec): 3 clusters Score: Raw -7578042.280911 + Penalty 3579.896263 = -7574462.384649 nChanged 439 SP:Iteration 88Q (5604.261820 sec): 3 clusters Score: Raw -7578240.622731 + Penalty 3579.896263 = -7574660.726468 nChanged 437 SP:Iteration 89Q (5604.352830 sec): 3 clusters Score: Raw -7578433.802207 + Penalty 3579.896263 = -7574853.905944 nChanged 398 SP:Iteration 90Q (5604.443752 sec): 3 clusters Score: Raw -7578618.132214 + Penalty 3579.896263 = -7575038.235952 nChanged 370 SP:Iteration 91Q (5604.534126 sec): 3 clusters Score: Raw -7578770.164663 + Penalty 3579.896263 = -7575190.268400 nChanged 353 SP:Iteration 92Q (5604.623711 sec): 3 clusters Score: Raw -7578913.062583 + Penalty 3579.896263 = -7575333.166320 nChanged 327 SP:Iteration 93Q (5604.713188 sec): 3 clusters Score: Raw -7579035.701041 + Penalty 3579.896263 = -7575455.804778 nChanged 287 SP:Iteration 94Q (5604.802210 sec): 3 clusters Score: Raw -7579122.609791 + Penalty 3579.896263 = -7575542.713528 nChanged 203 SP:Iteration 95Q (5604.890988 sec): 3 clusters Score: Raw -7579188.035887 + Penalty 3579.896263 = -7575608.139625 nChanged 206 SP:Iteration 96Q (5604.979415 sec): 3 clusters Score: Raw -7579244.813000 + Penalty 3579.896263 = -7575664.916738 nChanged 185 SP:Iteration 97Q (5605.067962 sec): 3 clusters Score: Raw -7579291.071214 + Penalty 3579.896263 = -7575711.174951 nChanged 170 SP:Iteration 98Q (5605.156163 sec): 3 clusters Score: Raw -7579330.606802 + Penalty 3579.896263 = -7575750.710539 nChanged 133 SP:Iteration 99Q (5605.244161 sec): 3 clusters Score: Raw -7579358.415176 + Penalty 3579.896263 = -7575778.518914 nChanged 118 SP:Iteration 100F (5605.347065 sec): 3 clusters Score: Raw -7579379.716045 + Penalty 3579.896263 = -7575799.819782 nChanged 102 SP:Iteration 101Q (5605.434913 sec): 3 clusters Score: Raw -7579395.437405 + Penalty 3579.896263 = -7575815.541142 nChanged 88 SP:Iteration 102Q (5605.522648 sec): 3 clusters Score: Raw -7579408.047901 + Penalty 3579.896263 = -7575828.151639 nChanged 74 SP:Iteration 103Q (5605.610306 sec): 3 clusters Score: Raw -7579418.938011 + Penalty 3579.896263 = -7575839.041748 nChanged 74 SP:Iteration 104Q (5605.697998 sec): 3 clusters Score: Raw -7579429.145256 + Penalty 3579.896263 = -7575849.248994 nChanged 71 SP:Iteration 105Q (5605.785542 sec): 3 clusters Score: Raw -7579440.244419 + Penalty 3579.896263 = -7575860.348156 nChanged 69 SP:Iteration 106Q (5605.872781 sec): 3 clusters Score: Raw -7579451.487147 + Penalty 3579.896263 = -7575871.590885 nChanged 73 SP:Iteration 107Q (5605.960119 sec): 3 clusters Score: Raw -7579463.750721 + Penalty 3579.896263 = -7575883.854458 nChanged 72 SP:Iteration 108Q (5606.047304 sec): 3 clusters Score: Raw -7579473.469530 + Penalty 3579.896263 = -7575893.573267 nChanged 61 SP:Iteration 109Q (5606.134435 sec): 3 clusters Score: Raw -7579481.529471 + Penalty 3579.896263 = -7575901.633209 nChanged 65 SP:Iteration 110Q (5606.221674 sec): 3 clusters Score: Raw -7579489.433398 + Penalty 3579.896263 = -7575909.537135 nChanged 51 SP:Iteration 111Q (5606.308500 sec): 3 clusters Score: Raw -7579494.879392 + Penalty 3579.896263 = -7575914.983129 nChanged 34 SP:Iteration 112Q (5606.395510 sec): 3 clusters Score: Raw -7579497.817720 + Penalty 3579.896263 = -7575917.921457 nChanged 31 SP:Iteration 113Q (5606.482369 sec): 3 clusters Score: Raw -7579500.493973 + Penalty 3579.896263 = -7575920.597710 nChanged 32 SP:Iteration 114Q (5606.569181 sec): 3 clusters Score: Raw -7579502.817774 + Penalty 3579.896263 = -7575922.921512 nChanged 26 SP:Iteration 115Q (5606.656050 sec): 3 clusters Score: Raw -7579505.061567 + Penalty 3579.896263 = -7575925.165305 nChanged 19 SP:Iteration 116Q (5606.742884 sec): 3 clusters Score: Raw -7579506.693426 + Penalty 3579.896263 = -7575926.797163 nChanged 22 SP:Iteration 117Q (5606.829835 sec): 3 clusters Score: Raw -7579508.087222 + Penalty 3579.896263 = -7575928.190959 nChanged 11 SP:Iteration 118Q (5606.916399 sec): 3 clusters Score: Raw -7579508.731708 + Penalty 3579.896263 = -7575928.835445 nChanged 10 SP:Iteration 119Q (5607.003361 sec): 3 clusters Score: Raw -7579509.444413 + Penalty 3579.896263 = -7575929.548150 nChanged 8 SP:Iteration 120F (5607.104886 sec): 3 clusters Score: Raw -7579510.026100 + Penalty 3579.896263 = -7575930.129838 nChanged 8 SP:Iteration 121Q (5607.191662 sec): 3 clusters Score: Raw -7579510.527174 + Penalty 3579.896263 = -7575930.630911 nChanged 10 SP:Iteration 122Q (5607.278456 sec): 3 clusters Score: Raw -7579511.254894 + Penalty 3579.896263 = -7575931.358632 nChanged 11 SP:Iteration 123Q (5607.365107 sec): 3 clusters Score: Raw -7579512.119776 + Penalty 3579.896263 = -7575932.223514 nChanged 13 SP:Iteration 124Q (5607.452765 sec): 3 clusters Score: Raw -7579513.234523 + Penalty 3579.896263 = -7575933.338261 nChanged 13 SP:Iteration 125Q (5607.539728 sec): 3 clusters Score: Raw -7579514.493812 + Penalty 3579.896263 = -7575934.597549 nChanged 14 SP:Iteration 126Q (5607.626299 sec): 3 clusters Score: Raw -7579515.779949 + Penalty 3579.896263 = -7575935.883687 nChanged 15 SP:Iteration 127Q (5607.712963 sec): 3 clusters Score: Raw -7579516.948793 + Penalty 3579.896263 = -7575937.052531 nChanged 15 SP:Iteration 128Q (5607.799617 sec): 3 clusters Score: Raw -7579518.130557 + Penalty 3579.896263 = -7575938.234294 nChanged 15 SP:Iteration 129Q (5607.886302 sec): 3 clusters Score: Raw -7579519.266845 + Penalty 3579.896263 = -7575939.370583 nChanged 16 SP:Iteration 130Q (5607.972866 sec): 3 clusters Score: Raw -7579520.251413 + Penalty 3579.896263 = -7575940.355151 nChanged 15 SP:Iteration 131Q (5608.059727 sec): 3 clusters Score: Raw -7579521.355637 + Penalty 3579.896263 = -7575941.459374 nChanged 16 SP:Iteration 132Q (5608.146581 sec): 3 clusters Score: Raw -7579522.396505 + Penalty 3579.896263 = -7575942.500243 nChanged 15 SP:Iteration 133Q (5608.233137 sec): 3 clusters Score: Raw -7579524.310909 + Penalty 3579.896263 = -7575944.414646 nChanged 15 SP:Iteration 134Q (5608.319510 sec): 3 clusters Score: Raw -7579525.688806 + Penalty 3579.896263 = -7575945.792543 nChanged 13 SP:Iteration 135Q (5608.406017 sec): 3 clusters Score: Raw -7579526.554344 + Penalty 3579.896263 = -7575946.658081 nChanged 7 SP:Iteration 136Q (5608.492518 sec): 3 clusters Score: Raw -7579526.973528 + Penalty 3579.896263 = -7575947.077266 nChanged 7 SP:Iteration 137Q (5608.579793 sec): 3 clusters Score: Raw -7579527.303075 + Penalty 3579.896263 = -7575947.406813 nChanged 3 SP:Iteration 138Q (5608.666482 sec): 3 clusters Score: Raw -7579527.416348 + Penalty 3579.896263 = -7575947.520086 nChanged 4 SP:Iteration 139Q (5608.753252 sec): 3 clusters Score: Raw -7579527.754453 + Penalty 3579.896263 = -7575947.858190 nChanged 6 SP:Iteration 140F (5608.854804 sec): 3 clusters Score: Raw -7579528.151876 + Penalty 3579.896263 = -7575948.255613 nChanged 8 SP:Iteration 141Q (5608.941303 sec): 3 clusters Score: Raw -7579528.691818 + Penalty 3579.896263 = -7575948.795555 nChanged 9 SP:Iteration 142Q (5609.028089 sec): 3 clusters Score: Raw -7579529.274991 + Penalty 3579.896263 = -7575949.378728 nChanged 10 SP:Iteration 143Q (5609.114647 sec): 3 clusters Score: Raw -7579529.789251 + Penalty 3579.896263 = -7575949.892989 nChanged 6 SP:Iteration 144Q (5609.201376 sec): 3 clusters Score: Raw -7579530.314202 + Penalty 3579.896263 = -7575950.417940 nChanged 7 SP:Iteration 145Q (5609.287898 sec): 3 clusters Score: Raw -7579530.711638 + Penalty 3579.896263 = -7575950.815375 nChanged 5 SP:Iteration 146Q (5609.374356 sec): 3 clusters Score: Raw -7579530.927052 + Penalty 3579.896263 = -7575951.030789 nChanged 5 SP:Iteration 147Q (5609.461326 sec): 3 clusters Score: Raw -7579531.199949 + Penalty 3579.896263 = -7575951.303686 nChanged 4 SP:Iteration 148Q (5609.547829 sec): 3 clusters Score: Raw -7579531.413773 + Penalty 3579.896263 = -7575951.517510 nChanged 3 SP:Iteration 149Q (5609.634232 sec): 3 clusters Score: Raw -7579531.599051 + Penalty 3579.896263 = -7575951.702788 nChanged 3 SP:Iteration 150Q (5609.720855 sec): 3 clusters Score: Raw -7579531.757076 + Penalty 3579.896263 = -7575951.860813 nChanged 4 SP:Iteration 151Q (5609.807203 sec): 3 clusters Score: Raw -7579531.988158 + Penalty 3579.896263 = -7575952.091896 nChanged 2 SP:Iteration 152Q (5609.894047 sec): 3 clusters Score: Raw -7579532.149836 + Penalty 3579.896263 = -7575952.253573 nChanged 5 SP:Iteration 153Q (5609.980694 sec): 3 clusters Score: Raw -7579532.478352 + Penalty 3579.896263 = -7575952.582090 nChanged 6 SP:Iteration 154Q (5610.067402 sec): 3 clusters Score: Raw -7579532.913126 + Penalty 3579.896263 = -7575953.016864 nChanged 10 SP:Iteration 155Q (5610.154223 sec): 3 clusters Score: Raw -7579533.719750 + Penalty 3579.896263 = -7575953.823487 nChanged 12 SP:Iteration 156Q (5610.245011 sec): 3 clusters Score: Raw -7579534.962621 + Penalty 3579.896263 = -7575955.066358 nChanged 17 SP:Iteration 157Q (5610.331430 sec): 3 clusters Score: Raw -7579536.660091 + Penalty 3579.896263 = -7575956.763829 nChanged 16 SP:Iteration 158Q (5610.417951 sec): 3 clusters Score: Raw -7579538.481286 + Penalty 3579.896263 = -7575958.585023 nChanged 14 SP:Iteration 159Q (5610.504347 sec): 3 clusters Score: Raw -7579540.099061 + Penalty 3579.896263 = -7575960.202798 nChanged 17 SP:Iteration 160F (5610.605954 sec): 3 clusters Score: Raw -7579541.880441 + Penalty 3579.896263 = -7575961.984178 nChanged 21 SP:Iteration 161Q (5610.692588 sec): 3 clusters Score: Raw -7579543.713982 + Penalty 3579.896263 = -7575963.817719 nChanged 19 SP:Iteration 162Q (5610.790422 sec): 3 clusters Score: Raw -7579545.016827 + Penalty 3579.896263 = -7575965.120564 nChanged 19 SP:Iteration 163Q (5610.878405 sec): 3 clusters Score: Raw -7579546.536450 + Penalty 3579.896263 = -7575966.640187 nChanged 15 SP:Iteration 164Q (5610.964683 sec): 3 clusters Score: Raw -7579547.910039 + Penalty 3579.896263 = -7575968.013777 nChanged 13 SP:Iteration 165Q (5611.050886 sec): 3 clusters Score: Raw -7579549.060550 + Penalty 3579.896263 = -7575969.164287 nChanged 12 SP:Iteration 166Q (5611.137217 sec): 3 clusters Score: Raw -7579549.929443 + Penalty 3579.896263 = -7575970.033181 nChanged 15 SP:Iteration 167Q (5611.223496 sec): 3 clusters Score: Raw -7579551.031696 + Penalty 3579.896263 = -7575971.135434 nChanged 13 SP:Iteration 168Q (5611.310141 sec): 3 clusters Score: Raw -7579552.222496 + Penalty 3579.896263 = -7575972.326233 nChanged 17 SP:Iteration 169Q (5611.396399 sec): 3 clusters Score: Raw -7579553.796740 + Penalty 3579.896263 = -7575973.900478 nChanged 13 SP:Iteration 170Q (5611.483185 sec): 3 clusters Score: Raw -7579554.867360 + Penalty 3579.896263 = -7575974.971098 nChanged 12 SP:Iteration 171Q (5611.569639 sec): 3 clusters Score: Raw -7579555.940809 + Penalty 3579.896263 = -7575976.044547 nChanged 17 SP:Iteration 172Q (5611.656056 sec): 3 clusters Score: Raw -7579557.137039 + Penalty 3579.896263 = -7575977.240776 nChanged 6 SP:Iteration 173Q (5611.742249 sec): 3 clusters Score: Raw -7579557.588849 + Penalty 3579.896263 = -7575977.692587 nChanged 3 SP:Iteration 174Q (5611.828390 sec): 3 clusters Score: Raw -7579557.783064 + Penalty 3579.896263 = -7575977.886801 nChanged 6 SP:Iteration 175Q (5611.914697 sec): 3 clusters Score: Raw -7579558.231698 + Penalty 3579.896263 = -7575978.335435 nChanged 6 SP:Iteration 176Q (5612.000704 sec): 3 clusters Score: Raw -7579558.580960 + Penalty 3579.896263 = -7575978.684697 nChanged 7 SP:Iteration 177Q (5612.086625 sec): 3 clusters Score: Raw -7579559.178869 + Penalty 3579.896263 = -7575979.282606 nChanged 8 SP:Iteration 178Q (5612.172998 sec): 3 clusters Score: Raw -7579560.159305 + Penalty 3579.896263 = -7575980.263042 nChanged 13 SP:Iteration 179Q (5612.259312 sec): 3 clusters Score: Raw -7579561.155691 + Penalty 3579.896263 = -7575981.259429 nChanged 14 SP:Iteration 180F (5612.360839 sec): 3 clusters Score: Raw -7579562.396219 + Penalty 3579.896263 = -7575982.499956 nChanged 13 SP:Iteration 181Q (5612.447190 sec): 3 clusters Score: Raw -7579563.478665 + Penalty 3579.896263 = -7575983.582402 nChanged 12 SP:Iteration 182Q (5612.533683 sec): 3 clusters Score: Raw -7579564.670891 + Penalty 3579.896263 = -7575984.774628 nChanged 7 SP:Iteration 183Q (5612.619723 sec): 3 clusters Score: Raw -7579565.086053 + Penalty 3579.896263 = -7575985.189790 nChanged 6 SP:Iteration 184Q (5612.705871 sec): 3 clusters Score: Raw -7579565.508286 + Penalty 3579.896263 = -7575985.612024 nChanged 4 SP:Iteration 185Q (5612.791914 sec): 3 clusters Score: Raw -7579565.734697 + Penalty 3579.896263 = -7575985.838434 nChanged 8 SP:Iteration 186Q (5612.878010 sec): 3 clusters Score: Raw -7579566.273252 + Penalty 3579.896263 = -7575986.376989 nChanged 7 SP:Iteration 187Q (5612.963946 sec): 3 clusters Score: Raw -7579566.753696 + Penalty 3579.896263 = -7575986.857434 nChanged 6 SP:Iteration 188Q (5613.050069 sec): 3 clusters Score: Raw -7579567.074725 + Penalty 3579.896263 = -7575987.178462 nChanged 3 SP:Iteration 189Q (5613.136088 sec): 3 clusters Score: Raw -7579567.335914 + Penalty 3579.896263 = -7575987.439652 nChanged 2 SP:Iteration 190Q (5613.222190 sec): 3 clusters Score: Raw -7579567.581150 + Penalty 3579.896263 = -7575987.684888 nChanged 5 SP:Iteration 191Q (5613.308062 sec): 3 clusters Score: Raw -7579567.866969 + Penalty 3579.896263 = -7575987.970706 nChanged 6 SP:Iteration 192Q (5613.394016 sec): 3 clusters Score: Raw -7579568.256381 + Penalty 3579.896263 = -7575988.360119 nChanged 4 SP:Iteration 193Q (5613.479931 sec): 3 clusters Score: Raw -7579568.414930 + Penalty 3579.896263 = -7575988.518668 nChanged 2 SP:Iteration 194Q (5613.566027 sec): 3 clusters Score: Raw -7579568.468914 + Penalty 3579.896263 = -7575988.572651 nChanged 3 SP:Iteration 195Q (5613.651795 sec): 3 clusters Score: Raw -7579568.696798 + Penalty 3579.896263 = -7575988.800536 nChanged 5 SP:Iteration 196Q (5613.737859 sec): 3 clusters Score: Raw -7579569.142228 + Penalty 3579.896263 = -7575989.245966 nChanged 5 SP:Iteration 197Q (5613.823670 sec): 3 clusters Score: Raw -7579569.568725 + Penalty 3579.896263 = -7575989.672462 nChanged 9 SP:Iteration 198Q (5613.909598 sec): 3 clusters Score: Raw -7579570.259089 + Penalty 3579.896263 = -7575990.362826 nChanged 9 SP:Iteration 199Q (5613.997247 sec): 3 clusters Score: Raw -7579571.464804 + Penalty 3579.896263 = -7575991.568541 nChanged 15 SP:Iteration 200F (5614.099203 sec): 3 clusters Score: Raw -7579572.718540 + Penalty 3579.896263 = -7575992.822278 nChanged 15 SP:Iteration 201Q (5614.185290 sec): 3 clusters Score: Raw -7579573.812752 + Penalty 3579.896263 = -7575993.916489 nChanged 18 SP:Iteration 202Q (5614.271414 sec): 3 clusters Score: Raw -7579575.015664 + Penalty 3579.896263 = -7575995.119402 nChanged 13 SP:Iteration 203Q (5614.357169 sec): 3 clusters Score: Raw -7579575.934953 + Penalty 3579.896263 = -7575996.038691 nChanged 18 SP:Iteration 204Q (5614.443067 sec): 3 clusters Score: Raw -7579577.599558 + Penalty 3579.896263 = -7575997.703295 nChanged 19 SP:Iteration 205Q (5614.529012 sec): 3 clusters Score: Raw -7579579.482506 + Penalty 3579.896263 = -7575999.586244 nChanged 13 SP:Iteration 206Q (5614.614746 sec): 3 clusters Score: Raw -7579580.591114 + Penalty 3579.896263 = -7576000.694851 nChanged 10 SP:Iteration 207Q (5614.700509 sec): 3 clusters Score: Raw -7579581.530057 + Penalty 3579.896263 = -7576001.633794 nChanged 8 SP:Iteration 208Q (5614.786218 sec): 3 clusters Score: Raw -7579582.105499 + Penalty 3579.896263 = -7576002.209236 nChanged 10 SP:Iteration 209Q (5614.871944 sec): 3 clusters Score: Raw -7579582.739518 + Penalty 3579.896263 = -7576002.843255 nChanged 7 SP:Iteration 210Q (5614.957527 sec): 3 clusters Score: Raw -7579583.376304 + Penalty 3579.896263 = -7576003.480041 nChanged 5 SP:Iteration 211Q (5615.043284 sec): 3 clusters Score: Raw -7579583.618926 + Penalty 3579.896263 = -7576003.722663 nChanged 3 SP:Iteration 212Q (5615.128890 sec): 3 clusters Score: Raw -7579583.775850 + Penalty 3579.896263 = -7576003.879588 nChanged 1 SP:Iteration 213Q (5615.214595 sec): 3 clusters Score: Raw -7579583.836733 + Penalty 3579.896263 = -7576003.940470 nChanged 3 SP:Iteration 214Q (5615.300267 sec): 3 clusters Score: Raw -7579584.037577 + Penalty 3579.896263 = -7576004.141314 nChanged 3 SP:Iteration 215Q (5615.386118 sec): 3 clusters Score: Raw -7579584.209047 + Penalty 3579.896263 = -7576004.312784 nChanged 2 SP:Iteration 216Q (5615.471601 sec): 3 clusters Score: Raw -7579584.343678 + Penalty 3579.896263 = -7576004.447415 nChanged 1 SP:Iteration 217Q (5615.557181 sec): 3 clusters Score: Raw -7579584.378881 + Penalty 3579.896263 = -7576004.482619 nChanged 0 SP:Iteration 218F (5615.658542 sec): 3 clusters Score: Raw -7579584.378881 + Penalty 3579.896263 = -7576004.482619 nChanged 0 Trying to split cluster 6 (34038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5615.701529 sec): 2 clusters Score: Raw -4299751.536602 + Penalty 1695.725334 = -4298055.811267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5615.768414 sec): 3 clusters Score: Raw -4278567.444301 + Penalty 3391.450669 = -4275175.993632 nChanged 15818 SP:Iteration 1F (5615.830700 sec): 3 clusters Score: Raw -4287145.967508 + Penalty 3391.450669 = -4283754.516839 nChanged 1467 SP:Iteration 2Q (5615.895057 sec): 3 clusters Score: Raw -4287620.477232 + Penalty 3391.450669 = -4284229.026564 nChanged 1494 SP:Iteration 3Q (5615.958989 sec): 3 clusters Score: Raw -4288174.008416 + Penalty 3391.450669 = -4284782.557748 nChanged 1763 SP:Iteration 4F (5616.020914 sec): 3 clusters Score: Raw -4288985.678306 + Penalty 3391.450669 = -4285594.227637 nChanged 2020 SP:Iteration 5F (5616.082952 sec): 3 clusters Score: Raw -4290094.451776 + Penalty 3391.450669 = -4286703.001107 nChanged 2380 SP:Iteration 6F (5616.144494 sec): 3 clusters Score: Raw -4291651.536783 + Penalty 3391.450669 = -4288260.086114 nChanged 2511 SP:Iteration 7F (5616.206690 sec): 3 clusters Score: Raw -4293443.572825 + Penalty 3391.450669 = -4290052.122156 nChanged 2278 SP:Iteration 8F (5616.268615 sec): 3 clusters Score: Raw -4295195.088207 + Penalty 3391.450669 = -4291803.637538 nChanged 1904 SP:Iteration 9F (5616.330682 sec): 3 clusters Score: Raw -4296714.055193 + Penalty 3391.450669 = -4293322.604524 nChanged 1430 SP:Iteration 10Q (5616.394133 sec): 3 clusters Score: Raw -4297951.660717 + Penalty 3391.450669 = -4294560.210049 nChanged 997 SP:Iteration 11Q (5616.456655 sec): 3 clusters Score: Raw -4298843.620321 + Penalty 3391.450669 = -4295452.169653 nChanged 584 SP:Iteration 12Q (5616.517045 sec): 3 clusters Score: Raw -4299359.287274 + Penalty 3391.450669 = -4295967.836605 nChanged 299 SP:Iteration 13Q (5616.574066 sec): 3 clusters Score: Raw -4299660.900017 + Penalty 3391.450669 = -4296269.449349 nChanged 129 SP:Iteration 14Q (5616.628377 sec): 3 clusters Score: Raw -4299787.744957 + Penalty 3391.450669 = -4296396.294288 nChanged 66 SP:Iteration 15Q (5616.680787 sec): 3 clusters Score: Raw -4299866.047905 + Penalty 3391.450669 = -4296474.597237 nChanged 40 SP:Iteration 16Q (5616.732264 sec): 3 clusters Score: Raw -4299910.909641 + Penalty 3391.450669 = -4296519.458973 nChanged 19 SP:Iteration 17Q (5616.782471 sec): 3 clusters Score: Raw -4299932.962998 + Penalty 3391.450669 = -4296541.512329 nChanged 17 SP:Iteration 18Q (5616.832367 sec): 3 clusters Score: Raw -4299956.199513 + Penalty 3391.450669 = -4296564.748844 nChanged 9 SP:Iteration 19Q (5616.882428 sec): 3 clusters Score: Raw -4299969.457894 + Penalty 3391.450669 = -4296578.007225 nChanged 11 SP:Iteration 20F (5616.943382 sec): 3 clusters Score: Raw -4299984.218034 + Penalty 3391.450669 = -4296592.767365 nChanged 3 SP:Iteration 21Q (5616.993969 sec): 3 clusters Score: Raw -4299989.315299 + Penalty 3391.450669 = -4296597.864631 nChanged 1 SP:Iteration 22Q (5617.043520 sec): 3 clusters Score: Raw -4299990.843879 + Penalty 3391.450669 = -4296599.393210 nChanged 1 SP:Iteration 23Q (5617.113420 sec): 3 clusters Score: Raw -4299992.740868 + Penalty 3391.450669 = -4296601.290199 nChanged 1 SP:Iteration 24Q (5617.163055 sec): 3 clusters Score: Raw -4299993.870734 + Penalty 3391.450669 = -4296602.420065 nChanged 0 SP:Iteration 25F (5617.223862 sec): 3 clusters Score: Raw -4299993.870734 + Penalty 3391.450669 = -4296602.420065 nChanged 0 Trying to split cluster 7 (3882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5617.237687 sec): 2 clusters Score: Raw -426498.891165 + Penalty 1342.917187 = -425155.973978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5617.256910 sec): 3 clusters Score: Raw -424589.776813 + Penalty 2685.834373 = -421903.942440 nChanged 1485 SP:Iteration 1F (5617.275492 sec): 3 clusters Score: Raw -425553.413652 + Penalty 2685.834373 = -422867.579279 nChanged 341 SP:Iteration 2F (5617.294185 sec): 3 clusters Score: Raw -425807.525860 + Penalty 2685.834373 = -423121.691487 nChanged 254 SP:Iteration 3F (5617.312921 sec): 3 clusters Score: Raw -426053.403202 + Penalty 2685.834373 = -423367.568829 nChanged 264 SP:Iteration 4F (5617.331592 sec): 3 clusters Score: Raw -426350.807805 + Penalty 2685.834373 = -423664.973432 nChanged 269 SP:Iteration 5F (5617.350285 sec): 3 clusters Score: Raw -426686.190913 + Penalty 2685.834373 = -424000.356539 nChanged 243 SP:Iteration 6F (5617.369198 sec): 3 clusters Score: Raw -427040.664799 + Penalty 2685.834373 = -424354.830426 nChanged 229 SP:Iteration 7F (5617.387867 sec): 3 clusters Score: Raw -427310.854134 + Penalty 2685.834373 = -424625.019761 nChanged 180 SP:Iteration 8Q (5617.406440 sec): 3 clusters Score: Raw -427509.803438 + Penalty 2685.834373 = -424823.969065 nChanged 125 SP:Iteration 9Q (5617.424913 sec): 3 clusters Score: Raw -427658.718755 + Penalty 2685.834373 = -424972.884382 nChanged 106 SP:Iteration 10Q (5617.443279 sec): 3 clusters Score: Raw -427743.129671 + Penalty 2685.834373 = -425057.295298 nChanged 65 SP:Iteration 11Q (5617.461743 sec): 3 clusters Score: Raw -427787.854199 + Penalty 2685.834373 = -425102.019826 nChanged 58 SP:Iteration 12Q (5617.479960 sec): 3 clusters Score: Raw -427824.063028 + Penalty 2685.834373 = -425138.228655 nChanged 50 SP:Iteration 13Q (5617.498298 sec): 3 clusters Score: Raw -427855.202067 + Penalty 2685.834373 = -425169.367694 nChanged 48 SP:Iteration 14Q (5617.516606 sec): 3 clusters Score: Raw -427879.017098 + Penalty 2685.834373 = -425193.182725 nChanged 31 SP:Iteration 15Q (5617.534877 sec): 3 clusters Score: Raw -427892.198667 + Penalty 2685.834373 = -425206.364294 nChanged 24 SP:Iteration 16Q (5617.553154 sec): 3 clusters Score: Raw -427901.507516 + Penalty 2685.834373 = -425215.673143 nChanged 27 SP:Iteration 17Q (5617.571315 sec): 3 clusters Score: Raw -427910.554855 + Penalty 2685.834373 = -425224.720482 nChanged 14 SP:Iteration 18Q (5617.589327 sec): 3 clusters Score: Raw -427915.924590 + Penalty 2685.834373 = -425230.090217 nChanged 9 SP:Iteration 19Q (5617.607627 sec): 3 clusters Score: Raw -427918.502062 + Penalty 2685.834373 = -425232.667689 nChanged 7 SP:Iteration 20F (5617.626296 sec): 3 clusters Score: Raw -427921.251788 + Penalty 2685.834373 = -425235.417414 nChanged 7 SP:Iteration 21Q (5617.644508 sec): 3 clusters Score: Raw -427923.947143 + Penalty 2685.834373 = -425238.112770 nChanged 9 SP:Iteration 22Q (5617.662817 sec): 3 clusters Score: Raw -427926.473283 + Penalty 2685.834373 = -425240.638910 nChanged 6 SP:Iteration 23Q (5617.680954 sec): 3 clusters Score: Raw -427928.054723 + Penalty 2685.834373 = -425242.220349 nChanged 3 SP:Iteration 24Q (5617.699061 sec): 3 clusters Score: Raw -427928.913105 + Penalty 2685.834373 = -425243.078731 nChanged 2 SP:Iteration 25Q (5617.717216 sec): 3 clusters Score: Raw -427929.952963 + Penalty 2685.834373 = -425244.118590 nChanged 2 SP:Iteration 26Q (5617.735482 sec): 3 clusters Score: Raw -427930.605452 + Penalty 2685.834373 = -425244.771078 nChanged 3 SP:Iteration 27Q (5617.753663 sec): 3 clusters Score: Raw -427931.305500 + Penalty 2685.834373 = -425245.471127 nChanged 2 SP:Iteration 28Q (5617.817400 sec): 3 clusters Score: Raw -427931.924311 + Penalty 2685.834373 = -425246.089938 nChanged 3 SP:Iteration 29Q (5617.868080 sec): 3 clusters Score: Raw -427933.102383 + Penalty 2685.834373 = -425247.268010 nChanged 4 SP:Iteration 30Q (5617.893923 sec): 3 clusters Score: Raw -427933.905854 + Penalty 2685.834373 = -425248.071481 nChanged 2 SP:Iteration 31Q (5617.912332 sec): 3 clusters Score: Raw -427934.654726 + Penalty 2685.834373 = -425248.820353 nChanged 3 SP:Iteration 32Q (5617.930324 sec): 3 clusters Score: Raw -427935.220997 + Penalty 2685.834373 = -425249.386624 nChanged 0 SP:Iteration 33F (5617.949054 sec): 3 clusters Score: Raw -427935.220997 + Penalty 2685.834373 = -425249.386624 nChanged 0 Score: Raw -129550435.695409 + Penalty 101450.942987 = -129448984.752422 Splitting cluster 7 changes total score from -129449802.887989 to -129448984.752422 So it's not getting split. Trying to split cluster 8 (13260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5645.693927 sec): 2 clusters Score: Raw -1574988.394575 + Penalty 1542.532430 = -1573445.862145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5645.734770 sec): 3 clusters Score: Raw -1567179.105069 + Penalty 3085.064861 = -1564094.040208 nChanged 5876 SP:Iteration 1F (5645.773885 sec): 3 clusters Score: Raw -1570583.224140 + Penalty 3085.064861 = -1567498.159279 nChanged 803 SP:Iteration 2F (5645.807206 sec): 3 clusters Score: Raw -1570972.075685 + Penalty 3085.064861 = -1567887.010824 nChanged 746 SP:Iteration 3F (5645.840933 sec): 3 clusters Score: Raw -1571376.801005 + Penalty 3085.064861 = -1568291.736144 nChanged 784 SP:Iteration 4F (5645.874184 sec): 3 clusters Score: Raw -1571837.165256 + Penalty 3085.064861 = -1568752.100395 nChanged 870 SP:Iteration 5F (5645.913850 sec): 3 clusters Score: Raw -1572437.966873 + Penalty 3085.064861 = -1569352.902012 nChanged 876 SP:Iteration 6F (5645.947383 sec): 3 clusters Score: Raw -1573127.457332 + Penalty 3085.064861 = -1570042.392472 nChanged 802 SP:Iteration 7F (5645.980990 sec): 3 clusters Score: Raw -1573787.798947 + Penalty 3085.064861 = -1570702.734087 nChanged 656 SP:Iteration 8Q (5646.025188 sec): 3 clusters Score: Raw -1574410.164563 + Penalty 3085.064861 = -1571325.099703 nChanged 492 SP:Iteration 9Q (5646.065322 sec): 3 clusters Score: Raw -1574854.503212 + Penalty 3085.064861 = -1571769.438351 nChanged 348 SP:Iteration 10Q (5646.122581 sec): 3 clusters Score: Raw -1575186.749929 + Penalty 3085.064861 = -1572101.685069 nChanged 227 SP:Iteration 11Q (5646.154928 sec): 3 clusters Score: Raw -1575378.272673 + Penalty 3085.064861 = -1572293.207812 nChanged 134 SP:Iteration 12Q (5646.186333 sec): 3 clusters Score: Raw -1575464.410508 + Penalty 3085.064861 = -1572379.345648 nChanged 94 SP:Iteration 13Q (5646.224381 sec): 3 clusters Score: Raw -1575517.683794 + Penalty 3085.064861 = -1572432.618934 nChanged 86 SP:Iteration 14Q (5646.285498 sec): 3 clusters Score: Raw -1575551.732474 + Penalty 3085.064861 = -1572466.667613 nChanged 42 SP:Iteration 15Q (5646.323205 sec): 3 clusters Score: Raw -1575566.093013 + Penalty 3085.064861 = -1572481.028152 nChanged 42 SP:Iteration 16Q (5646.359397 sec): 3 clusters Score: Raw -1575579.018546 + Penalty 3085.064861 = -1572493.953685 nChanged 27 SP:Iteration 17Q (5646.394447 sec): 3 clusters Score: Raw -1575586.591441 + Penalty 3085.064861 = -1572501.526580 nChanged 26 SP:Iteration 18Q (5646.431776 sec): 3 clusters Score: Raw -1575593.009747 + Penalty 3085.064861 = -1572507.944886 nChanged 21 SP:Iteration 19Q (5646.461856 sec): 3 clusters Score: Raw -1575597.124983 + Penalty 3085.064861 = -1572512.060122 nChanged 17 SP:Iteration 20F (5646.494953 sec): 3 clusters Score: Raw -1575601.769251 + Penalty 3085.064861 = -1572516.704390 nChanged 18 SP:Iteration 21Q (5646.525078 sec): 3 clusters Score: Raw -1575605.926919 + Penalty 3085.064861 = -1572520.862058 nChanged 17 SP:Iteration 22Q (5646.555174 sec): 3 clusters Score: Raw -1575609.371603 + Penalty 3085.064861 = -1572524.306743 nChanged 6 SP:Iteration 23Q (5646.585669 sec): 3 clusters Score: Raw -1575610.168236 + Penalty 3085.064861 = -1572525.103376 nChanged 5 SP:Iteration 24Q (5646.616316 sec): 3 clusters Score: Raw -1575611.194973 + Penalty 3085.064861 = -1572526.130112 nChanged 2 SP:Iteration 25Q (5646.646298 sec): 3 clusters Score: Raw -1575611.534874 + Penalty 3085.064861 = -1572526.470013 nChanged 4 SP:Iteration 26Q (5646.676773 sec): 3 clusters Score: Raw -1575612.069856 + Penalty 3085.064861 = -1572527.004995 nChanged 2 SP:Iteration 27Q (5646.706648 sec): 3 clusters Score: Raw -1575612.510668 + Penalty 3085.064861 = -1572527.445807 nChanged 0 SP:Iteration 28F (5646.740357 sec): 3 clusters Score: Raw -1575612.510668 + Penalty 3085.064861 = -1572527.445807 nChanged 0 Trying to split cluster 9 (50287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5646.815318 sec): 2 clusters Score: Raw -6265284.621745 + Penalty 1759.144054 = -6263525.477691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5646.916132 sec): 3 clusters Score: Raw -6233472.518369 + Penalty 3518.288109 = -6229954.230260 nChanged 23652 SP:Iteration 1F (5647.016732 sec): 3 clusters Score: Raw -6246963.408532 + Penalty 3518.288109 = -6243445.120423 nChanged 2444 SP:Iteration 2Q (5647.119927 sec): 3 clusters Score: Raw -6248029.523060 + Penalty 3518.288109 = -6244511.234951 nChanged 2800 SP:Iteration 3F (5647.213787 sec): 3 clusters Score: Raw -6249519.215510 + Penalty 3518.288109 = -6246000.927401 nChanged 3143 SP:Iteration 4F (5647.307284 sec): 3 clusters Score: Raw -6251517.485065 + Penalty 3518.288109 = -6247999.196956 nChanged 3480 SP:Iteration 5F (5647.402181 sec): 3 clusters Score: Raw -6254037.128818 + Penalty 3518.288109 = -6250518.840709 nChanged 3524 SP:Iteration 6F (5647.502070 sec): 3 clusters Score: Raw -6256803.769884 + Penalty 3518.288109 = -6253285.481775 nChanged 3047 SP:Iteration 7F (5647.600817 sec): 3 clusters Score: Raw -6259172.165098 + Penalty 3518.288109 = -6255653.876989 nChanged 2428 SP:Iteration 8Q (5647.696077 sec): 3 clusters Score: Raw -6260932.200204 + Penalty 3518.288109 = -6257413.912095 nChanged 1845 SP:Iteration 9Q (5647.789703 sec): 3 clusters Score: Raw -6262227.864651 + Penalty 3518.288109 = -6258709.576542 nChanged 1391 SP:Iteration 10Q (5647.883339 sec): 3 clusters Score: Raw -6263242.568754 + Penalty 3518.288109 = -6259724.280645 nChanged 1107 SP:Iteration 11Q (5647.970973 sec): 3 clusters Score: Raw -6263991.520656 + Penalty 3518.288109 = -6260473.232547 nChanged 834 SP:Iteration 12Q (5648.059226 sec): 3 clusters Score: Raw -6264560.561961 + Penalty 3518.288109 = -6261042.273852 nChanged 679 SP:Iteration 13Q (5648.142673 sec): 3 clusters Score: Raw -6265032.212303 + Penalty 3518.288109 = -6261513.924194 nChanged 557 SP:Iteration 14Q (5648.223672 sec): 3 clusters Score: Raw -6265419.390220 + Penalty 3518.288109 = -6261901.102111 nChanged 431 SP:Iteration 15Q (5648.304638 sec): 3 clusters Score: Raw -6265757.763537 + Penalty 3518.288109 = -6262239.475428 nChanged 321 SP:Iteration 16Q (5648.385236 sec): 3 clusters Score: Raw -6266004.692686 + Penalty 3518.288109 = -6262486.404577 nChanged 257 SP:Iteration 17Q (5648.462307 sec): 3 clusters Score: Raw -6266191.574318 + Penalty 3518.288109 = -6262673.286209 nChanged 200 SP:Iteration 18Q (5648.538695 sec): 3 clusters Score: Raw -6266314.148450 + Penalty 3518.288109 = -6262795.860341 nChanged 153 SP:Iteration 19Q (5648.614548 sec): 3 clusters Score: Raw -6266394.126852 + Penalty 3518.288109 = -6262875.838743 nChanged 109 SP:Iteration 20F (5648.709025 sec): 3 clusters Score: Raw -6266448.895277 + Penalty 3518.288109 = -6262930.607168 nChanged 88 SP:Iteration 21Q (5648.788630 sec): 3 clusters Score: Raw -6266492.665683 + Penalty 3518.288109 = -6262974.377574 nChanged 79 SP:Iteration 22Q (5648.862645 sec): 3 clusters Score: Raw -6266522.621572 + Penalty 3518.288109 = -6263004.333464 nChanged 54 SP:Iteration 23Q (5648.937844 sec): 3 clusters Score: Raw -6266535.803224 + Penalty 3518.288109 = -6263017.515115 nChanged 33 SP:Iteration 24Q (5649.012291 sec): 3 clusters Score: Raw -6266545.251923 + Penalty 3518.288109 = -6263026.963815 nChanged 24 SP:Iteration 25Q (5649.087172 sec): 3 clusters Score: Raw -6266550.271843 + Penalty 3518.288109 = -6263031.983734 nChanged 15 SP:Iteration 26Q (5649.163064 sec): 3 clusters Score: Raw -6266553.015245 + Penalty 3518.288109 = -6263034.727136 nChanged 8 SP:Iteration 27Q (5649.242401 sec): 3 clusters Score: Raw -6266553.718631 + Penalty 3518.288109 = -6263035.430522 nChanged 4 SP:Iteration 28Q (5649.317022 sec): 3 clusters Score: Raw -6266554.306213 + Penalty 3518.288109 = -6263036.018104 nChanged 2 SP:Iteration 29Q (5649.391028 sec): 3 clusters Score: Raw -6266554.687829 + Penalty 3518.288109 = -6263036.399720 nChanged 2 SP:Iteration 30Q (5649.464640 sec): 3 clusters Score: Raw -6266554.949497 + Penalty 3518.288109 = -6263036.661389 nChanged 1 SP:Iteration 31Q (5649.538315 sec): 3 clusters Score: Raw -6266555.039578 + Penalty 3518.288109 = -6263036.751469 nChanged 0 SP:Iteration 32F (5649.632114 sec): 3 clusters Score: Raw -6266555.039578 + Penalty 3518.288109 = -6263036.751469 nChanged 0 Trying to split cluster 10 (4098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5649.642153 sec): 2 clusters Score: Raw -500598.580685 + Penalty 1351.716328 = -499246.864356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5649.661889 sec): 3 clusters Score: Raw -498502.826046 + Penalty 2703.432657 = -495799.393389 nChanged 1634 SP:Iteration 1F (5649.681244 sec): 3 clusters Score: Raw -499518.871623 + Penalty 2703.432657 = -496815.438966 nChanged 342 SP:Iteration 2F (5649.700619 sec): 3 clusters Score: Raw -499742.335067 + Penalty 2703.432657 = -497038.902410 nChanged 240 SP:Iteration 3F (5649.725747 sec): 3 clusters Score: Raw -499876.629973 + Penalty 2703.432657 = -497173.197316 nChanged 175 SP:Iteration 4Q (5649.744859 sec): 3 clusters Score: Raw -499982.763534 + Penalty 2703.432657 = -497279.330877 nChanged 160 SP:Iteration 5Q (5649.764372 sec): 3 clusters Score: Raw -500078.544343 + Penalty 2703.432657 = -497375.111686 nChanged 131 SP:Iteration 6Q (5649.783768 sec): 3 clusters Score: Raw -500146.031913 + Penalty 2703.432657 = -497442.599257 nChanged 102 SP:Iteration 7Q (5649.801988 sec): 3 clusters Score: Raw -500200.556003 + Penalty 2703.432657 = -497497.123346 nChanged 106 SP:Iteration 8Q (5649.821265 sec): 3 clusters Score: Raw -500264.394524 + Penalty 2703.432657 = -497560.961867 nChanged 111 SP:Iteration 9Q (5649.840744 sec): 3 clusters Score: Raw -500331.548598 + Penalty 2703.432657 = -497628.115941 nChanged 127 SP:Iteration 10Q (5649.866127 sec): 3 clusters Score: Raw -500422.954561 + Penalty 2703.432657 = -497719.521905 nChanged 140 SP:Iteration 11Q (5649.885175 sec): 3 clusters Score: Raw -500534.246467 + Penalty 2703.432657 = -497830.813810 nChanged 139 SP:Iteration 12Q (5649.904325 sec): 3 clusters Score: Raw -500643.178972 + Penalty 2703.432657 = -497939.746315 nChanged 114 SP:Iteration 13Q (5649.932198 sec): 3 clusters Score: Raw -500734.647074 + Penalty 2703.432657 = -498031.214417 nChanged 104 SP:Iteration 14Q (5649.950880 sec): 3 clusters Score: Raw -500827.112433 + Penalty 2703.432657 = -498123.679776 nChanged 94 SP:Iteration 15Q (5649.969637 sec): 3 clusters Score: Raw -500929.334443 + Penalty 2703.432657 = -498225.901786 nChanged 78 SP:Iteration 16Q (5649.987080 sec): 3 clusters Score: Raw -501003.894916 + Penalty 2703.432657 = -498300.462259 nChanged 71 SP:Iteration 17Q (5650.005611 sec): 3 clusters Score: Raw -501083.353672 + Penalty 2703.432657 = -498379.921015 nChanged 72 SP:Iteration 18Q (5650.069406 sec): 3 clusters Score: Raw -501169.744412 + Penalty 2703.432657 = -498466.311755 nChanged 59 SP:Iteration 19Q (5650.108719 sec): 3 clusters Score: Raw -501242.748627 + Penalty 2703.432657 = -498539.315970 nChanged 42 SP:Iteration 20F (5650.146867 sec): 3 clusters Score: Raw -501298.889091 + Penalty 2703.432657 = -498595.456434 nChanged 36 SP:Iteration 21Q (5650.174674 sec): 3 clusters Score: Raw -501336.119043 + Penalty 2703.432657 = -498632.686386 nChanged 26 SP:Iteration 22Q (5650.192462 sec): 3 clusters Score: Raw -501358.960364 + Penalty 2703.432657 = -498655.527707 nChanged 24 SP:Iteration 23Q (5650.210433 sec): 3 clusters Score: Raw -501378.614791 + Penalty 2703.432657 = -498675.182134 nChanged 13 SP:Iteration 24Q (5650.228056 sec): 3 clusters Score: Raw -501392.790412 + Penalty 2703.432657 = -498689.357755 nChanged 9 SP:Iteration 25Q (5650.246102 sec): 3 clusters Score: Raw -501398.980149 + Penalty 2703.432657 = -498695.547492 nChanged 7 SP:Iteration 26Q (5650.264208 sec): 3 clusters Score: Raw -501402.662807 + Penalty 2703.432657 = -498699.230150 nChanged 1 SP:Iteration 27Q (5650.292298 sec): 3 clusters Score: Raw -501403.506482 + Penalty 2703.432657 = -498700.073826 nChanged 1 SP:Iteration 28Q (5650.309838 sec): 3 clusters Score: Raw -501404.395248 + Penalty 2703.432657 = -498700.962591 nChanged 2 SP:Iteration 29Q (5650.327551 sec): 3 clusters Score: Raw -501406.044048 + Penalty 2703.432657 = -498702.611391 nChanged 2 SP:Iteration 30Q (5650.345444 sec): 3 clusters Score: Raw -501407.706431 + Penalty 2703.432657 = -498704.273774 nChanged 2 SP:Iteration 31Q (5650.364419 sec): 3 clusters Score: Raw -501409.078491 + Penalty 2703.432657 = -498705.645834 nChanged 2 SP:Iteration 32Q (5650.382258 sec): 3 clusters Score: Raw -501409.950888 + Penalty 2703.432657 = -498706.518231 nChanged 3 SP:Iteration 33Q (5650.399929 sec): 3 clusters Score: Raw -501411.968161 + Penalty 2703.432657 = -498708.535504 nChanged 1 SP:Iteration 34Q (5650.417588 sec): 3 clusters Score: Raw -501414.689641 + Penalty 2703.432657 = -498711.256984 nChanged 4 SP:Iteration 35Q (5650.435349 sec): 3 clusters Score: Raw -501418.809424 + Penalty 2703.432657 = -498715.376767 nChanged 4 SP:Iteration 36Q (5650.453329 sec): 3 clusters Score: Raw -501422.322288 + Penalty 2703.432657 = -498718.889631 nChanged 2 SP:Iteration 37Q (5650.471077 sec): 3 clusters Score: Raw -501423.080418 + Penalty 2703.432657 = -498719.647761 nChanged 1 SP:Iteration 38Q (5650.488958 sec): 3 clusters Score: Raw -501423.888287 + Penalty 2703.432657 = -498720.455630 nChanged 1 SP:Iteration 39Q (5650.506886 sec): 3 clusters Score: Raw -501424.777952 + Penalty 2703.432657 = -498721.345295 nChanged 3 SP:Iteration 40F (5650.526098 sec): 3 clusters Score: Raw -501426.991440 + Penalty 2703.432657 = -498723.558783 nChanged 2 SP:Iteration 41Q (5650.543897 sec): 3 clusters Score: Raw -501428.835489 + Penalty 2703.432657 = -498725.402832 nChanged 2 SP:Iteration 42Q (5650.597424 sec): 3 clusters Score: Raw -501430.674072 + Penalty 2703.432657 = -498727.241416 nChanged 2 SP:Iteration 43Q (5650.613116 sec): 3 clusters Score: Raw -501431.673602 + Penalty 2703.432657 = -498728.240945 nChanged 1 SP:Iteration 44Q (5650.631259 sec): 3 clusters Score: Raw -501432.189265 + Penalty 2703.432657 = -498728.756608 nChanged 0 SP:Iteration 45F (5650.650361 sec): 3 clusters Score: Raw -501432.189265 + Penalty 2703.432657 = -498728.756608 nChanged 0 Trying to split cluster 11 (4014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5650.668916 sec): 2 clusters Score: Raw -493958.197074 + Penalty 1348.350824 = -492609.846251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5650.690075 sec): 3 clusters Score: Raw -491916.659782 + Penalty 2696.701647 = -489219.958135 nChanged 1564 SP:Iteration 1F (5650.709125 sec): 3 clusters Score: Raw -492855.809982 + Penalty 2696.701647 = -490159.108335 nChanged 335 SP:Iteration 2F (5650.728211 sec): 3 clusters Score: Raw -493082.771171 + Penalty 2696.701647 = -490386.069524 nChanged 239 SP:Iteration 3F (5650.747527 sec): 3 clusters Score: Raw -493260.595184 + Penalty 2696.701647 = -490563.893537 nChanged 196 SP:Iteration 4Q (5650.765626 sec): 3 clusters Score: Raw -493432.694666 + Penalty 2696.701647 = -490735.993019 nChanged 220 SP:Iteration 5F (5650.784981 sec): 3 clusters Score: Raw -493620.244134 + Penalty 2696.701647 = -490923.542487 nChanged 228 SP:Iteration 6F (5650.812194 sec): 3 clusters Score: Raw -493819.560919 + Penalty 2696.701647 = -491122.859272 nChanged 223 SP:Iteration 7F (5650.831453 sec): 3 clusters Score: Raw -494023.544888 + Penalty 2696.701647 = -491326.843240 nChanged 218 SP:Iteration 8F (5650.850488 sec): 3 clusters Score: Raw -494214.127178 + Penalty 2696.701647 = -491517.425531 nChanged 215 SP:Iteration 9F (5650.869253 sec): 3 clusters Score: Raw -494397.068931 + Penalty 2696.701647 = -491700.367284 nChanged 165 SP:Iteration 10Q (5650.888363 sec): 3 clusters Score: Raw -494535.478431 + Penalty 2696.701647 = -491838.776784 nChanged 139 SP:Iteration 11Q (5650.907564 sec): 3 clusters Score: Raw -494640.660334 + Penalty 2696.701647 = -491943.958687 nChanged 114 SP:Iteration 12Q (5650.926425 sec): 3 clusters Score: Raw -494714.480940 + Penalty 2696.701647 = -492017.779292 nChanged 82 SP:Iteration 13Q (5650.945360 sec): 3 clusters Score: Raw -494760.232813 + Penalty 2696.701647 = -492063.531166 nChanged 53 SP:Iteration 14Q (5650.964479 sec): 3 clusters Score: Raw -494786.052677 + Penalty 2696.701647 = -492089.351030 nChanged 31 SP:Iteration 15Q (5650.983486 sec): 3 clusters Score: Raw -494800.862908 + Penalty 2696.701647 = -492104.161261 nChanged 24 SP:Iteration 16Q (5651.002303 sec): 3 clusters Score: Raw -494810.443169 + Penalty 2696.701647 = -492113.741522 nChanged 16 SP:Iteration 17Q (5651.020344 sec): 3 clusters Score: Raw -494816.603114 + Penalty 2696.701647 = -492119.901467 nChanged 17 SP:Iteration 18Q (5651.039195 sec): 3 clusters Score: Raw -494821.351744 + Penalty 2696.701647 = -492124.650097 nChanged 7 SP:Iteration 19Q (5651.057873 sec): 3 clusters Score: Raw -494823.891382 + Penalty 2696.701647 = -492127.189735 nChanged 8 SP:Iteration 20F (5651.075922 sec): 3 clusters Score: Raw -494827.632255 + Penalty 2696.701647 = -492130.930608 nChanged 7 SP:Iteration 21Q (5651.094661 sec): 3 clusters Score: Raw -494830.751287 + Penalty 2696.701647 = -492134.049640 nChanged 6 SP:Iteration 22Q (5651.118950 sec): 3 clusters Score: Raw -494832.788818 + Penalty 2696.701647 = -492136.087171 nChanged 4 SP:Iteration 23Q (5651.137799 sec): 3 clusters Score: Raw -494833.866258 + Penalty 2696.701647 = -492137.164611 nChanged 2 SP:Iteration 24Q (5651.156732 sec): 3 clusters Score: Raw -494834.059185 + Penalty 2696.701647 = -492137.357538 nChanged 0 SP:Iteration 25F (5651.175990 sec): 3 clusters Score: Raw -494834.059185 + Penalty 2696.701647 = -492137.357538 nChanged 0 Trying to split cluster 12 (127950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5651.339263 sec): 2 clusters Score: Raw -15847124.631465 + Penalty 1910.901662 = -15845213.729803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5651.543808 sec): 3 clusters Score: Raw -15763186.227936 + Penalty 3821.803324 = -15759364.424612 nChanged 61510 SP:Iteration 1F (5651.749128 sec): 3 clusters Score: Raw -15799794.538146 + Penalty 3821.803324 = -15795972.734823 nChanged 4954 SP:Iteration 2Q (5651.973728 sec): 3 clusters Score: Raw -15801431.182448 + Penalty 3821.803324 = -15797609.379125 nChanged 5551 SP:Iteration 3Q (5652.194048 sec): 3 clusters Score: Raw -15803700.884008 + Penalty 3821.803324 = -15799879.080685 nChanged 6282 SP:Iteration 4Q (5652.414794 sec): 3 clusters Score: Raw -15806806.033149 + Penalty 3821.803324 = -15802984.229825 nChanged 7096 SP:Iteration 5F (5652.616850 sec): 3 clusters Score: Raw -15810712.861277 + Penalty 3821.803324 = -15806891.057953 nChanged 7513 SP:Iteration 6F (5652.821008 sec): 3 clusters Score: Raw -15814887.490354 + Penalty 3821.803324 = -15811065.687030 nChanged 7275 SP:Iteration 7F (5653.060735 sec): 3 clusters Score: Raw -15818810.900148 + Penalty 3821.803324 = -15814989.096824 nChanged 6686 SP:Iteration 8F (5653.266693 sec): 3 clusters Score: Raw -15822282.423564 + Penalty 3821.803324 = -15818460.620240 nChanged 5823 SP:Iteration 9Q (5653.479480 sec): 3 clusters Score: Raw -15825122.769881 + Penalty 3821.803324 = -15821300.966558 nChanged 5015 SP:Iteration 10Q (5653.691550 sec): 3 clusters Score: Raw -15827425.366545 + Penalty 3821.803324 = -15823603.563222 nChanged 4300 SP:Iteration 11Q (5653.915500 sec): 3 clusters Score: Raw -15829162.432156 + Penalty 3821.803324 = -15825340.628832 nChanged 3551 SP:Iteration 12Q (5654.133444 sec): 3 clusters Score: Raw -15830288.114156 + Penalty 3821.803324 = -15826466.310832 nChanged 2705 SP:Iteration 13Q (5654.350955 sec): 3 clusters Score: Raw -15830930.516172 + Penalty 3821.803324 = -15827108.712848 nChanged 2036 SP:Iteration 14Q (5654.559050 sec): 3 clusters Score: Raw -15831297.318500 + Penalty 3821.803324 = -15827475.515176 nChanged 1545 SP:Iteration 15Q (5654.767702 sec): 3 clusters Score: Raw -15831534.920251 + Penalty 3821.803324 = -15827713.116928 nChanged 1207 SP:Iteration 16Q (5654.980628 sec): 3 clusters Score: Raw -15831712.392754 + Penalty 3821.803324 = -15827890.589431 nChanged 1039 SP:Iteration 17Q (5655.200658 sec): 3 clusters Score: Raw -15831862.723906 + Penalty 3821.803324 = -15828040.920582 nChanged 978 SP:Iteration 18Q (5655.411008 sec): 3 clusters Score: Raw -15832002.660540 + Penalty 3821.803324 = -15828180.857217 nChanged 964 SP:Iteration 19Q (5655.616719 sec): 3 clusters Score: Raw -15832148.791776 + Penalty 3821.803324 = -15828326.988452 nChanged 995 SP:Iteration 20F (5655.817664 sec): 3 clusters Score: Raw -15832308.094940 + Penalty 3821.803324 = -15828486.291617 nChanged 1004 SP:Iteration 21Q (5656.037763 sec): 3 clusters Score: Raw -15832466.637562 + Penalty 3821.803324 = -15828644.834239 nChanged 1042 SP:Iteration 22Q (5656.266616 sec): 3 clusters Score: Raw -15832642.799839 + Penalty 3821.803324 = -15828820.996516 nChanged 1088 SP:Iteration 23Q (5656.472061 sec): 3 clusters Score: Raw -15832832.836547 + Penalty 3821.803324 = -15829011.033224 nChanged 1102 SP:Iteration 24Q (5656.676639 sec): 3 clusters Score: Raw -15833036.301159 + Penalty 3821.803324 = -15829214.497836 nChanged 1175 SP:Iteration 25Q (5656.889263 sec): 3 clusters Score: Raw -15833269.822662 + Penalty 3821.803324 = -15829448.019339 nChanged 1187 SP:Iteration 26Q (5657.093550 sec): 3 clusters Score: Raw -15833509.050934 + Penalty 3821.803324 = -15829687.247611 nChanged 1236 SP:Iteration 27Q (5657.297390 sec): 3 clusters Score: Raw -15833777.367197 + Penalty 3821.803324 = -15829955.563874 nChanged 1307 SP:Iteration 28Q (5657.501493 sec): 3 clusters Score: Raw -15834070.824775 + Penalty 3821.803324 = -15830249.021452 nChanged 1314 SP:Iteration 29Q (5657.704370 sec): 3 clusters Score: Raw -15834356.873047 + Penalty 3821.803324 = -15830535.069723 nChanged 1367 SP:Iteration 30Q (5657.906773 sec): 3 clusters Score: Raw -15834663.662264 + Penalty 3821.803324 = -15830841.858941 nChanged 1383 SP:Iteration 31Q (5658.110155 sec): 3 clusters Score: Raw -15834973.006327 + Penalty 3821.803324 = -15831151.203004 nChanged 1401 SP:Iteration 32Q (5658.310526 sec): 3 clusters Score: Raw -15835296.881807 + Penalty 3821.803324 = -15831475.078484 nChanged 1470 SP:Iteration 33Q (5658.510602 sec): 3 clusters Score: Raw -15835646.612755 + Penalty 3821.803324 = -15831824.809431 nChanged 1566 SP:Iteration 34Q (5658.726399 sec): 3 clusters Score: Raw -15836038.544303 + Penalty 3821.803324 = -15832216.740980 nChanged 1593 SP:Iteration 35Q (5658.961018 sec): 3 clusters Score: Raw -15836437.791092 + Penalty 3821.803324 = -15832615.987768 nChanged 1608 SP:Iteration 36Q (5659.181060 sec): 3 clusters Score: Raw -15836843.878290 + Penalty 3821.803324 = -15833022.074967 nChanged 1578 SP:Iteration 37Q (5659.387510 sec): 3 clusters Score: Raw -15837259.424601 + Penalty 3821.803324 = -15833437.621277 nChanged 1681 SP:Iteration 38Q (5659.598338 sec): 3 clusters Score: Raw -15837740.331964 + Penalty 3821.803324 = -15833918.528640 nChanged 1726 SP:Iteration 39Q (5659.791725 sec): 3 clusters Score: Raw -15838250.758323 + Penalty 3821.803324 = -15834428.954999 nChanged 1704 SP:Iteration 40F (5659.994048 sec): 3 clusters Score: Raw -15838772.693302 + Penalty 3821.803324 = -15834950.889979 nChanged 1740 SP:Iteration 41Q (5660.222802 sec): 3 clusters Score: Raw -15839337.207687 + Penalty 3821.803324 = -15835515.404364 nChanged 1801 SP:Iteration 42Q (5660.443432 sec): 3 clusters Score: Raw -15839954.860236 + Penalty 3821.803324 = -15836133.056912 nChanged 1868 SP:Iteration 43Q (5660.643599 sec): 3 clusters Score: Raw -15840651.108386 + Penalty 3821.803324 = -15836829.305062 nChanged 1818 SP:Iteration 44Q (5660.837209 sec): 3 clusters Score: Raw -15841337.204512 + Penalty 3821.803324 = -15837515.401189 nChanged 1752 SP:Iteration 45Q (5661.022646 sec): 3 clusters Score: Raw -15842030.334892 + Penalty 3821.803324 = -15838208.531569 nChanged 1720 SP:Iteration 46Q (5661.206406 sec): 3 clusters Score: Raw -15842756.030145 + Penalty 3821.803324 = -15838934.226822 nChanged 1654 SP:Iteration 47Q (5661.388743 sec): 3 clusters Score: Raw -15843482.543786 + Penalty 3821.803324 = -15839660.740462 nChanged 1540 SP:Iteration 48Q (5661.568654 sec): 3 clusters Score: Raw -15844191.142578 + Penalty 3821.803324 = -15840369.339255 nChanged 1389 SP:Iteration 49Q (5661.771013 sec): 3 clusters Score: Raw -15844861.044911 + Penalty 3821.803324 = -15841039.241588 nChanged 1252 SP:Iteration 50Q (5661.947963 sec): 3 clusters Score: Raw -15845488.042848 + Penalty 3821.803324 = -15841666.239525 nChanged 1063 SP:Iteration 51Q (5662.123141 sec): 3 clusters Score: Raw -15846029.439511 + Penalty 3821.803324 = -15842207.636187 nChanged 887 SP:Iteration 52Q (5662.296434 sec): 3 clusters Score: Raw -15846481.623814 + Penalty 3821.803324 = -15842659.820490 nChanged 728 SP:Iteration 53Q (5662.474866 sec): 3 clusters Score: Raw -15846855.363551 + Penalty 3821.803324 = -15843033.560227 nChanged 599 SP:Iteration 54Q (5662.646222 sec): 3 clusters Score: Raw -15847168.934786 + Penalty 3821.803324 = -15843347.131463 nChanged 479 SP:Iteration 55Q (5662.815391 sec): 3 clusters Score: Raw -15847417.399807 + Penalty 3821.803324 = -15843595.596483 nChanged 389 SP:Iteration 56Q (5662.994685 sec): 3 clusters Score: Raw -15847639.331952 + Penalty 3821.803324 = -15843817.528629 nChanged 348 SP:Iteration 57Q (5663.158080 sec): 3 clusters Score: Raw -15847841.296995 + Penalty 3821.803324 = -15844019.493672 nChanged 257 SP:Iteration 58Q (5663.324572 sec): 3 clusters Score: Raw -15848000.043660 + Penalty 3821.803324 = -15844178.240336 nChanged 202 SP:Iteration 59Q (5663.490776 sec): 3 clusters Score: Raw -15848124.217804 + Penalty 3821.803324 = -15844302.414481 nChanged 163 SP:Iteration 60F (5663.691511 sec): 3 clusters Score: Raw -15848206.102877 + Penalty 3821.803324 = -15844384.299553 nChanged 127 SP:Iteration 61Q (5663.863224 sec): 3 clusters Score: Raw -15848262.541498 + Penalty 3821.803324 = -15844440.738175 nChanged 111 SP:Iteration 62Q (5664.028505 sec): 3 clusters Score: Raw -15848304.560518 + Penalty 3821.803324 = -15844482.757194 nChanged 84 SP:Iteration 63Q (5664.200837 sec): 3 clusters Score: Raw -15848332.844293 + Penalty 3821.803324 = -15844511.040969 nChanged 70 SP:Iteration 64Q (5664.366307 sec): 3 clusters Score: Raw -15848351.793695 + Penalty 3821.803324 = -15844529.990371 nChanged 60 SP:Iteration 65Q (5664.531483 sec): 3 clusters Score: Raw -15848365.876169 + Penalty 3821.803324 = -15844544.072845 nChanged 32 SP:Iteration 66Q (5664.699437 sec): 3 clusters Score: Raw -15848372.008536 + Penalty 3821.803324 = -15844550.205213 nChanged 21 SP:Iteration 67Q (5664.864969 sec): 3 clusters Score: Raw -15848376.140332 + Penalty 3821.803324 = -15844554.337008 nChanged 17 SP:Iteration 68Q (5665.038336 sec): 3 clusters Score: Raw -15848380.122000 + Penalty 3821.803324 = -15844558.318676 nChanged 19 SP:Iteration 69Q (5665.203619 sec): 3 clusters Score: Raw -15848383.244996 + Penalty 3821.803324 = -15844561.441673 nChanged 20 SP:Iteration 70Q (5665.364493 sec): 3 clusters Score: Raw -15848386.846094 + Penalty 3821.803324 = -15844565.042771 nChanged 18 SP:Iteration 71Q (5665.529758 sec): 3 clusters Score: Raw -15848389.261346 + Penalty 3821.803324 = -15844567.458022 nChanged 14 SP:Iteration 72Q (5665.694703 sec): 3 clusters Score: Raw -15848392.051692 + Penalty 3821.803324 = -15844570.248369 nChanged 23 SP:Iteration 73Q (5665.865470 sec): 3 clusters Score: Raw -15848396.022341 + Penalty 3821.803324 = -15844574.219018 nChanged 20 SP:Iteration 74Q (5666.039148 sec): 3 clusters Score: Raw -15848400.753119 + Penalty 3821.803324 = -15844578.949796 nChanged 25 SP:Iteration 75Q (5666.207981 sec): 3 clusters Score: Raw -15848406.576643 + Penalty 3821.803324 = -15844584.773319 nChanged 26 SP:Iteration 76Q (5666.373537 sec): 3 clusters Score: Raw -15848412.706203 + Penalty 3821.803324 = -15844590.902880 nChanged 35 SP:Iteration 77Q (5666.556903 sec): 3 clusters Score: Raw -15848420.989244 + Penalty 3821.803324 = -15844599.185920 nChanged 32 SP:Iteration 78Q (5666.722631 sec): 3 clusters Score: Raw -15848427.430644 + Penalty 3821.803324 = -15844605.627320 nChanged 31 SP:Iteration 79Q (5666.888927 sec): 3 clusters Score: Raw -15848433.262781 + Penalty 3821.803324 = -15844611.459457 nChanged 18 SP:Iteration 80F (5667.093140 sec): 3 clusters Score: Raw -15848436.161295 + Penalty 3821.803324 = -15844614.357971 nChanged 14 SP:Iteration 81Q (5667.258488 sec): 3 clusters Score: Raw -15848438.500978 + Penalty 3821.803324 = -15844616.697654 nChanged 19 SP:Iteration 82Q (5667.423817 sec): 3 clusters Score: Raw -15848441.855986 + Penalty 3821.803324 = -15844620.052662 nChanged 13 SP:Iteration 83Q (5667.589181 sec): 3 clusters Score: Raw -15848444.699971 + Penalty 3821.803324 = -15844622.896647 nChanged 15 SP:Iteration 84Q (5667.751299 sec): 3 clusters Score: Raw -15848447.122703 + Penalty 3821.803324 = -15844625.319379 nChanged 5 SP:Iteration 85Q (5667.917827 sec): 3 clusters Score: Raw -15848447.885454 + Penalty 3821.803324 = -15844626.082130 nChanged 5 SP:Iteration 86Q (5668.083609 sec): 3 clusters Score: Raw -15848448.652048 + Penalty 3821.803324 = -15844626.848725 nChanged 2 SP:Iteration 87Q (5668.248347 sec): 3 clusters Score: Raw -15848448.887535 + Penalty 3821.803324 = -15844627.084212 nChanged 1 SP:Iteration 88Q (5668.413496 sec): 3 clusters Score: Raw -15848449.119929 + Penalty 3821.803324 = -15844627.316605 nChanged 3 SP:Iteration 89Q (5668.614081 sec): 3 clusters Score: Raw -15848449.513918 + Penalty 3821.803324 = -15844627.710595 nChanged 2 SP:Iteration 90Q (5668.779198 sec): 3 clusters Score: Raw -15848449.792845 + Penalty 3821.803324 = -15844627.989521 nChanged 3 SP:Iteration 91Q (5668.942647 sec): 3 clusters Score: Raw -15848450.441918 + Penalty 3821.803324 = -15844628.638595 nChanged 3 SP:Iteration 92Q (5669.139552 sec): 3 clusters Score: Raw -15848450.797266 + Penalty 3821.803324 = -15844628.993942 nChanged 1 SP:Iteration 93Q (5669.366439 sec): 3 clusters Score: Raw -15848451.026183 + Penalty 3821.803324 = -15844629.222860 nChanged 1 SP:Iteration 94Q (5669.602311 sec): 3 clusters Score: Raw -15848451.319501 + Penalty 3821.803324 = -15844629.516177 nChanged 3 SP:Iteration 95Q (5669.821390 sec): 3 clusters Score: Raw -15848451.676437 + Penalty 3821.803324 = -15844629.873114 nChanged 1 SP:Iteration 96Q (5670.038659 sec): 3 clusters Score: Raw -15848451.800055 + Penalty 3821.803324 = -15844629.996731 nChanged 1 SP:Iteration 97Q (5670.271990 sec): 3 clusters Score: Raw -15848451.963360 + Penalty 3821.803324 = -15844630.160036 nChanged 3 SP:Iteration 98Q (5670.488068 sec): 3 clusters Score: Raw -15848452.282309 + Penalty 3821.803324 = -15844630.478985 nChanged 2 SP:Iteration 99Q (5670.721954 sec): 3 clusters Score: Raw -15848452.699239 + Penalty 3821.803324 = -15844630.895915 nChanged 6 SP:Iteration 100F (5670.955621 sec): 3 clusters Score: Raw -15848453.407235 + Penalty 3821.803324 = -15844631.603911 nChanged 6 SP:Iteration 101Q (5671.149130 sec): 3 clusters Score: Raw -15848453.925403 + Penalty 3821.803324 = -15844632.122080 nChanged 3 SP:Iteration 102Q (5671.323300 sec): 3 clusters Score: Raw -15848454.302811 + Penalty 3821.803324 = -15844632.499488 nChanged 4 SP:Iteration 103Q (5671.485859 sec): 3 clusters Score: Raw -15848455.140759 + Penalty 3821.803324 = -15844633.337436 nChanged 7 SP:Iteration 104Q (5671.663423 sec): 3 clusters Score: Raw -15848456.327662 + Penalty 3821.803324 = -15844634.524338 nChanged 8 SP:Iteration 105Q (5671.846406 sec): 3 clusters Score: Raw -15848457.438994 + Penalty 3821.803324 = -15844635.635670 nChanged 7 SP:Iteration 106Q (5672.042121 sec): 3 clusters Score: Raw -15848458.260442 + Penalty 3821.803324 = -15844636.457118 nChanged 3 SP:Iteration 107Q (5672.210838 sec): 3 clusters Score: Raw -15848458.577609 + Penalty 3821.803324 = -15844636.774285 nChanged 2 SP:Iteration 108Q (5672.384869 sec): 3 clusters Score: Raw -15848458.780979 + Penalty 3821.803324 = -15844636.977655 nChanged 1 SP:Iteration 109Q (5672.555068 sec): 3 clusters Score: Raw -15848458.859237 + Penalty 3821.803324 = -15844637.055914 nChanged 0 SP:Iteration 110F (5672.763087 sec): 3 clusters Score: Raw -15848458.859237 + Penalty 3821.803324 = -15844637.055914 nChanged 0 Trying to split cluster 13 (15152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5672.795564 sec): 2 clusters Score: Raw -1952604.817618 + Penalty 1564.206770 = -1951040.610848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5672.864040 sec): 3 clusters Score: Raw -1943654.673887 + Penalty 3128.413540 = -1940526.260347 nChanged 6675 SP:Iteration 1F (5672.913567 sec): 3 clusters Score: Raw -1947350.141195 + Penalty 3128.413540 = -1944221.727655 nChanged 824 SP:Iteration 2F (5672.976983 sec): 3 clusters Score: Raw -1947692.964210 + Penalty 3128.413540 = -1944564.550670 nChanged 765 SP:Iteration 3F (5673.026525 sec): 3 clusters Score: Raw -1948044.729790 + Penalty 3128.413540 = -1944916.316250 nChanged 719 SP:Iteration 4Q (5673.069524 sec): 3 clusters Score: Raw -1948422.756438 + Penalty 3128.413540 = -1945294.342898 nChanged 724 SP:Iteration 5Q (5673.114592 sec): 3 clusters Score: Raw -1948887.360821 + Penalty 3128.413540 = -1945758.947281 nChanged 784 SP:Iteration 6F (5673.157958 sec): 3 clusters Score: Raw -1949444.452419 + Penalty 3128.413540 = -1946316.038879 nChanged 792 SP:Iteration 7F (5673.213623 sec): 3 clusters Score: Raw -1950051.311116 + Penalty 3128.413540 = -1946922.897576 nChanged 775 SP:Iteration 8F (5673.255931 sec): 3 clusters Score: Raw -1950649.174916 + Penalty 3128.413540 = -1947520.761376 nChanged 714 SP:Iteration 9Q (5673.297016 sec): 3 clusters Score: Raw -1951216.697612 + Penalty 3128.413540 = -1948088.284072 nChanged 624 SP:Iteration 10Q (5673.332014 sec): 3 clusters Score: Raw -1951735.153893 + Penalty 3128.413540 = -1948606.740353 nChanged 459 SP:Iteration 11Q (5673.377241 sec): 3 clusters Score: Raw -1952072.701775 + Penalty 3128.413540 = -1948944.288235 nChanged 309 SP:Iteration 12Q (5673.416317 sec): 3 clusters Score: Raw -1952295.614252 + Penalty 3128.413540 = -1949167.200712 nChanged 221 SP:Iteration 13Q (5673.472111 sec): 3 clusters Score: Raw -1952454.479504 + Penalty 3128.413540 = -1949326.065964 nChanged 135 SP:Iteration 14Q (5673.503398 sec): 3 clusters Score: Raw -1952554.469734 + Penalty 3128.413540 = -1949426.056194 nChanged 121 SP:Iteration 15Q (5673.543768 sec): 3 clusters Score: Raw -1952641.017758 + Penalty 3128.413540 = -1949512.604218 nChanged 84 SP:Iteration 16Q (5673.581076 sec): 3 clusters Score: Raw -1952698.727335 + Penalty 3128.413540 = -1949570.313795 nChanged 52 SP:Iteration 17Q (5673.615089 sec): 3 clusters Score: Raw -1952732.764728 + Penalty 3128.413540 = -1949604.351188 nChanged 36 SP:Iteration 18Q (5673.646707 sec): 3 clusters Score: Raw -1952757.807271 + Penalty 3128.413540 = -1949629.393731 nChanged 20 SP:Iteration 19Q (5673.676739 sec): 3 clusters Score: Raw -1952771.417864 + Penalty 3128.413540 = -1949643.004324 nChanged 14 SP:Iteration 20F (5673.720880 sec): 3 clusters Score: Raw -1952778.634457 + Penalty 3128.413540 = -1949650.220917 nChanged 8 SP:Iteration 21Q (5673.756450 sec): 3 clusters Score: Raw -1952783.729372 + Penalty 3128.413540 = -1949655.315832 nChanged 11 SP:Iteration 22Q (5673.806507 sec): 3 clusters Score: Raw -1952790.218526 + Penalty 3128.413540 = -1949661.804986 nChanged 6 SP:Iteration 23Q (5673.841879 sec): 3 clusters Score: Raw -1952793.364370 + Penalty 3128.413540 = -1949664.950830 nChanged 4 SP:Iteration 24Q (5673.876871 sec): 3 clusters Score: Raw -1952796.442694 + Penalty 3128.413540 = -1949668.029154 nChanged 6 SP:Iteration 25Q (5673.906914 sec): 3 clusters Score: Raw -1952801.119196 + Penalty 3128.413540 = -1949672.705656 nChanged 6 SP:Iteration 26Q (5673.946996 sec): 3 clusters Score: Raw -1952804.508575 + Penalty 3128.413540 = -1949676.095035 nChanged 6 SP:Iteration 27Q (5673.976967 sec): 3 clusters Score: Raw -1952810.894688 + Penalty 3128.413540 = -1949682.481148 nChanged 11 SP:Iteration 28Q (5674.036900 sec): 3 clusters Score: Raw -1952819.914683 + Penalty 3128.413540 = -1949691.501143 nChanged 7 SP:Iteration 29Q (5674.103821 sec): 3 clusters Score: Raw -1952825.445005 + Penalty 3128.413540 = -1949697.031465 nChanged 3 SP:Iteration 30Q (5674.150840 sec): 3 clusters Score: Raw -1952827.269407 + Penalty 3128.413540 = -1949698.855867 nChanged 2 SP:Iteration 31Q (5674.182273 sec): 3 clusters Score: Raw -1952828.196596 + Penalty 3128.413540 = -1949699.783056 nChanged 2 SP:Iteration 32Q (5674.232019 sec): 3 clusters Score: Raw -1952828.946645 + Penalty 3128.413540 = -1949700.533105 nChanged 1 SP:Iteration 33Q (5674.268331 sec): 3 clusters Score: Raw -1952829.332320 + Penalty 3128.413540 = -1949700.918780 nChanged 0 SP:Iteration 34F (5674.303670 sec): 3 clusters Score: Raw -1952829.332320 + Penalty 3128.413540 = -1949700.918780 nChanged 0 Trying to split cluster 14 (47401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5674.384611 sec): 2 clusters Score: Raw -5979803.802029 + Penalty 1749.539773 = -5978054.262256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5674.496980 sec): 3 clusters Score: Raw -5949941.979563 + Penalty 3499.079546 = -5946442.900017 nChanged 22086 SP:Iteration 1F (5674.599136 sec): 3 clusters Score: Raw -5962350.313906 + Penalty 3499.079546 = -5958851.234360 nChanged 1869 SP:Iteration 2Q (5674.685328 sec): 3 clusters Score: Raw -5962864.424895 + Penalty 3499.079546 = -5959365.345348 nChanged 1834 SP:Iteration 3Q (5674.772728 sec): 3 clusters Score: Raw -5963403.180966 + Penalty 3499.079546 = -5959904.101419 nChanged 1874 SP:Iteration 4Q (5674.861201 sec): 3 clusters Score: Raw -5964037.588154 + Penalty 3499.079546 = -5960538.508608 nChanged 2068 SP:Iteration 5Q (5674.947908 sec): 3 clusters Score: Raw -5964895.057811 + Penalty 3499.079546 = -5961395.978264 nChanged 2333 SP:Iteration 6Q (5675.065181 sec): 3 clusters Score: Raw -5966095.057579 + Penalty 3499.079546 = -5962595.978033 nChanged 2771 SP:Iteration 7F (5675.167391 sec): 3 clusters Score: Raw -5967858.160827 + Penalty 3499.079546 = -5964359.081280 nChanged 3211 SP:Iteration 8F (5675.277100 sec): 3 clusters Score: Raw -5970247.995998 + Penalty 3499.079546 = -5966748.916451 nChanged 3367 SP:Iteration 9F (5675.389961 sec): 3 clusters Score: Raw -5973043.233433 + Penalty 3499.079546 = -5969544.153886 nChanged 2989 SP:Iteration 10F (5675.527844 sec): 3 clusters Score: Raw -5975676.372691 + Penalty 3499.079546 = -5972177.293145 nChanged 2208 SP:Iteration 11Q (5675.643121 sec): 3 clusters Score: Raw -5977609.043121 + Penalty 3499.079546 = -5974109.963575 nChanged 1369 SP:Iteration 12Q (5675.800412 sec): 3 clusters Score: Raw -5978809.497977 + Penalty 3499.079546 = -5975310.418431 nChanged 727 SP:Iteration 13Q (5675.907850 sec): 3 clusters Score: Raw -5979474.243852 + Penalty 3499.079546 = -5975975.164306 nChanged 318 SP:Iteration 14Q (5676.001544 sec): 3 clusters Score: Raw -5979758.274986 + Penalty 3499.079546 = -5976259.195440 nChanged 132 SP:Iteration 15Q (5676.077549 sec): 3 clusters Score: Raw -5979883.358642 + Penalty 3499.079546 = -5976384.279096 nChanged 58 SP:Iteration 16Q (5676.148355 sec): 3 clusters Score: Raw -5979941.539638 + Penalty 3499.079546 = -5976442.460092 nChanged 37 SP:Iteration 17Q (5676.215589 sec): 3 clusters Score: Raw -5979975.980000 + Penalty 3499.079546 = -5976476.900454 nChanged 24 SP:Iteration 18Q (5676.310493 sec): 3 clusters Score: Raw -5980003.134144 + Penalty 3499.079546 = -5976504.054597 nChanged 15 SP:Iteration 19Q (5676.387932 sec): 3 clusters Score: Raw -5980020.927761 + Penalty 3499.079546 = -5976521.848214 nChanged 11 SP:Iteration 20F (5676.471420 sec): 3 clusters Score: Raw -5980033.255597 + Penalty 3499.079546 = -5976534.176051 nChanged 7 SP:Iteration 21Q (5676.558504 sec): 3 clusters Score: Raw -5980039.932644 + Penalty 3499.079546 = -5976540.853097 nChanged 5 SP:Iteration 22Q (5676.643252 sec): 3 clusters Score: Raw -5980044.582207 + Penalty 3499.079546 = -5976545.502661 nChanged 3 SP:Iteration 23Q (5676.745308 sec): 3 clusters Score: Raw -5980047.312108 + Penalty 3499.079546 = -5976548.232561 nChanged 3 SP:Iteration 24Q (5676.831020 sec): 3 clusters Score: Raw -5980050.802121 + Penalty 3499.079546 = -5976551.722574 nChanged 3 SP:Iteration 25Q (5676.927326 sec): 3 clusters Score: Raw -5980054.346137 + Penalty 3499.079546 = -5976555.266591 nChanged 3 SP:Iteration 26Q (5676.993809 sec): 3 clusters Score: Raw -5980057.380762 + Penalty 3499.079546 = -5976558.301216 nChanged 4 SP:Iteration 27Q (5677.071611 sec): 3 clusters Score: Raw -5980061.183685 + Penalty 3499.079546 = -5976562.104138 nChanged 4 SP:Iteration 28Q (5677.158718 sec): 3 clusters Score: Raw -5980064.299125 + Penalty 3499.079546 = -5976565.219579 nChanged 3 SP:Iteration 29Q (5677.223721 sec): 3 clusters Score: Raw -5980066.837840 + Penalty 3499.079546 = -5976567.758294 nChanged 2 SP:Iteration 30Q (5677.290782 sec): 3 clusters Score: Raw -5980069.004776 + Penalty 3499.079546 = -5976569.925229 nChanged 0 SP:Iteration 31F (5677.379595 sec): 3 clusters Score: Raw -5980069.004776 + Penalty 3499.079546 = -5976569.925229 nChanged 0 Trying to split cluster 15 (8229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5677.395085 sec): 2 clusters Score: Raw -995139.413143 + Penalty 1465.005714 = -993674.407429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5677.450475 sec): 3 clusters Score: Raw -990624.568812 + Penalty 2930.011428 = -987694.557383 nChanged 3464 SP:Iteration 1F (5677.510970 sec): 3 clusters Score: Raw -992511.736465 + Penalty 2930.011428 = -989581.725036 nChanged 589 SP:Iteration 2F (5677.540432 sec): 3 clusters Score: Raw -992859.865496 + Penalty 2930.011428 = -989929.854068 nChanged 560 SP:Iteration 3F (5677.566036 sec): 3 clusters Score: Raw -993200.965895 + Penalty 2930.011428 = -990270.954467 nChanged 509 SP:Iteration 4F (5677.591833 sec): 3 clusters Score: Raw -993553.108110 + Penalty 2930.011428 = -990623.096681 nChanged 498 SP:Iteration 5F (5677.624663 sec): 3 clusters Score: Raw -993912.739466 + Penalty 2930.011428 = -990982.728037 nChanged 451 SP:Iteration 6F (5677.661412 sec): 3 clusters Score: Raw -994217.510857 + Penalty 2930.011428 = -991287.499429 nChanged 385 SP:Iteration 7Q (5677.691621 sec): 3 clusters Score: Raw -994469.096866 + Penalty 2930.011428 = -991539.085438 nChanged 337 SP:Iteration 8Q (5677.717179 sec): 3 clusters Score: Raw -994708.857573 + Penalty 2930.011428 = -991778.846144 nChanged 334 SP:Iteration 9Q (5677.775604 sec): 3 clusters Score: Raw -994971.246912 + Penalty 2930.011428 = -992041.235483 nChanged 290 SP:Iteration 10Q (5677.805093 sec): 3 clusters Score: Raw -995222.322689 + Penalty 2930.011428 = -992292.311261 nChanged 277 SP:Iteration 11Q (5677.830654 sec): 3 clusters Score: Raw -995508.745009 + Penalty 2930.011428 = -992578.733581 nChanged 301 SP:Iteration 12Q (5677.859101 sec): 3 clusters Score: Raw -995901.075707 + Penalty 2930.011428 = -992971.064279 nChanged 311 SP:Iteration 13Q (5677.888057 sec): 3 clusters Score: Raw -996273.743583 + Penalty 2930.011428 = -993343.732154 nChanged 265 SP:Iteration 14Q (5677.945071 sec): 3 clusters Score: Raw -996575.647911 + Penalty 2930.011428 = -993645.636483 nChanged 200 SP:Iteration 15Q (5677.980876 sec): 3 clusters Score: Raw -996743.006746 + Penalty 2930.011428 = -993812.995317 nChanged 126 SP:Iteration 16Q (5678.005402 sec): 3 clusters Score: Raw -996813.025578 + Penalty 2930.011428 = -993883.014150 nChanged 93 SP:Iteration 17Q (5678.062724 sec): 3 clusters Score: Raw -996851.049668 + Penalty 2930.011428 = -993921.038240 nChanged 52 SP:Iteration 18Q (5678.094387 sec): 3 clusters Score: Raw -996866.516315 + Penalty 2930.011428 = -993936.504887 nChanged 34 SP:Iteration 19Q (5678.118969 sec): 3 clusters Score: Raw -996873.512357 + Penalty 2930.011428 = -993943.500928 nChanged 17 SP:Iteration 20F (5678.181549 sec): 3 clusters Score: Raw -996875.803614 + Penalty 2930.011428 = -993945.792186 nChanged 12 SP:Iteration 21Q (5678.225711 sec): 3 clusters Score: Raw -996878.690076 + Penalty 2930.011428 = -993948.678648 nChanged 9 SP:Iteration 22Q (5678.256874 sec): 3 clusters Score: Raw -996880.306726 + Penalty 2930.011428 = -993950.295297 nChanged 7 SP:Iteration 23Q (5678.287728 sec): 3 clusters Score: Raw -996881.596961 + Penalty 2930.011428 = -993951.585532 nChanged 7 SP:Iteration 24Q (5678.324769 sec): 3 clusters Score: Raw -996882.968825 + Penalty 2930.011428 = -993952.957396 nChanged 7 SP:Iteration 25Q (5678.352606 sec): 3 clusters Score: Raw -996884.111364 + Penalty 2930.011428 = -993954.099935 nChanged 4 SP:Iteration 26Q (5678.419817 sec): 3 clusters Score: Raw -996884.652279 + Penalty 2930.011428 = -993954.640851 nChanged 2 SP:Iteration 27Q (5678.446675 sec): 3 clusters Score: Raw -996885.118003 + Penalty 2930.011428 = -993955.106575 nChanged 3 SP:Iteration 28Q (5678.471067 sec): 3 clusters Score: Raw -996885.724285 + Penalty 2930.011428 = -993955.712856 nChanged 2 SP:Iteration 29Q (5678.495743 sec): 3 clusters Score: Raw -996886.036282 + Penalty 2930.011428 = -993956.024853 nChanged 1 SP:Iteration 30Q (5678.520482 sec): 3 clusters Score: Raw -996886.093033 + Penalty 2930.011428 = -993956.081605 nChanged 1 SP:Iteration 31Q (5678.545465 sec): 3 clusters Score: Raw -996886.161680 + Penalty 2930.011428 = -993956.150251 nChanged 1 SP:Iteration 32Q (5678.569550 sec): 3 clusters Score: Raw -996886.233751 + Penalty 2930.011428 = -993956.222323 nChanged 1 SP:Iteration 33Q (5678.593749 sec): 3 clusters Score: Raw -996886.330730 + Penalty 2930.011428 = -993956.319301 nChanged 1 SP:Iteration 34Q (5678.641893 sec): 3 clusters Score: Raw -996886.585367 + Penalty 2930.011428 = -993956.573938 nChanged 2 SP:Iteration 35Q (5678.701060 sec): 3 clusters Score: Raw -996886.758597 + Penalty 2930.011428 = -993956.747169 nChanged 0 SP:Iteration 36F (5678.747466 sec): 3 clusters Score: Raw -996886.758597 + Penalty 2930.011428 = -993956.747169 nChanged 0 Score: Raw -129550746.711030 + Penalty 101450.942987 = -129449295.768043 Splitting cluster 15 changes total score from -129449802.887989 to -129449295.768043 So it's not getting split. Trying to split cluster 16 (3731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5707.491355 sec): 2 clusters Score: Raw -463079.906984 + Penalty 1336.470131 = -461743.436853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5707.542513 sec): 3 clusters Score: Raw -461268.166370 + Penalty 2672.940261 = -458595.226109 nChanged 1429 SP:Iteration 1F (5707.597768 sec): 3 clusters Score: Raw -462167.520629 + Penalty 2672.940261 = -459494.580368 nChanged 333 SP:Iteration 2F (5707.626227 sec): 3 clusters Score: Raw -462445.519968 + Penalty 2672.940261 = -459772.579706 nChanged 254 SP:Iteration 3F (5707.686930 sec): 3 clusters Score: Raw -462671.829793 + Penalty 2672.940261 = -459998.889532 nChanged 224 SP:Iteration 4F (5707.708394 sec): 3 clusters Score: Raw -462853.227131 + Penalty 2672.940261 = -460180.286870 nChanged 186 SP:Iteration 5Q (5707.765958 sec): 3 clusters Score: Raw -462981.846952 + Penalty 2672.940261 = -460308.906691 nChanged 159 SP:Iteration 6Q (5707.784176 sec): 3 clusters Score: Raw -463083.337924 + Penalty 2672.940261 = -460410.397663 nChanged 117 SP:Iteration 7Q (5707.801229 sec): 3 clusters Score: Raw -463168.340394 + Penalty 2672.940261 = -460495.400133 nChanged 100 SP:Iteration 8Q (5707.818328 sec): 3 clusters Score: Raw -463226.523767 + Penalty 2672.940261 = -460553.583506 nChanged 74 SP:Iteration 9Q (5707.835462 sec): 3 clusters Score: Raw -463258.813149 + Penalty 2672.940261 = -460585.872888 nChanged 50 SP:Iteration 10Q (5707.852689 sec): 3 clusters Score: Raw -463282.663545 + Penalty 2672.940261 = -460609.723284 nChanged 52 SP:Iteration 11Q (5707.869775 sec): 3 clusters Score: Raw -463311.888638 + Penalty 2672.940261 = -460638.948376 nChanged 42 SP:Iteration 12Q (5707.886941 sec): 3 clusters Score: Raw -463333.041339 + Penalty 2672.940261 = -460660.101078 nChanged 37 SP:Iteration 13Q (5707.903971 sec): 3 clusters Score: Raw -463347.086035 + Penalty 2672.940261 = -460674.145774 nChanged 23 SP:Iteration 14Q (5707.921210 sec): 3 clusters Score: Raw -463355.207624 + Penalty 2672.940261 = -460682.267362 nChanged 19 SP:Iteration 15Q (5707.938581 sec): 3 clusters Score: Raw -463361.808422 + Penalty 2672.940261 = -460688.868160 nChanged 16 SP:Iteration 16Q (5707.955552 sec): 3 clusters Score: Raw -463366.964088 + Penalty 2672.940261 = -460694.023826 nChanged 9 SP:Iteration 17Q (5707.978750 sec): 3 clusters Score: Raw -463369.184189 + Penalty 2672.940261 = -460696.243928 nChanged 9 SP:Iteration 18Q (5707.996991 sec): 3 clusters Score: Raw -463371.755693 + Penalty 2672.940261 = -460698.815432 nChanged 8 SP:Iteration 19Q (5708.014311 sec): 3 clusters Score: Raw -463375.356134 + Penalty 2672.940261 = -460702.415873 nChanged 8 SP:Iteration 20F (5708.032489 sec): 3 clusters Score: Raw -463379.631084 + Penalty 2672.940261 = -460706.690823 nChanged 15 SP:Iteration 21Q (5708.050181 sec): 3 clusters Score: Raw -463387.076727 + Penalty 2672.940261 = -460714.136465 nChanged 14 SP:Iteration 22Q (5708.067845 sec): 3 clusters Score: Raw -463390.289572 + Penalty 2672.940261 = -460717.349310 nChanged 7 SP:Iteration 23Q (5708.085701 sec): 3 clusters Score: Raw -463392.194616 + Penalty 2672.940261 = -460719.254355 nChanged 3 SP:Iteration 24Q (5708.103560 sec): 3 clusters Score: Raw -463392.893830 + Penalty 2672.940261 = -460719.953569 nChanged 4 SP:Iteration 25Q (5708.120686 sec): 3 clusters Score: Raw -463395.318462 + Penalty 2672.940261 = -460722.378201 nChanged 8 SP:Iteration 26Q (5708.137615 sec): 3 clusters Score: Raw -463397.684180 + Penalty 2672.940261 = -460724.743918 nChanged 7 SP:Iteration 27Q (5708.154583 sec): 3 clusters Score: Raw -463400.829332 + Penalty 2672.940261 = -460727.889071 nChanged 7 SP:Iteration 28Q (5708.171737 sec): 3 clusters Score: Raw -463403.765785 + Penalty 2672.940261 = -460730.825523 nChanged 9 SP:Iteration 29Q (5708.188707 sec): 3 clusters Score: Raw -463406.738896 + Penalty 2672.940261 = -460733.798635 nChanged 2 SP:Iteration 30Q (5708.205840 sec): 3 clusters Score: Raw -463407.118709 + Penalty 2672.940261 = -460734.178448 nChanged 2 SP:Iteration 31Q (5708.222746 sec): 3 clusters Score: Raw -463408.260857 + Penalty 2672.940261 = -460735.320596 nChanged 6 SP:Iteration 32Q (5708.239706 sec): 3 clusters Score: Raw -463409.487324 + Penalty 2672.940261 = -460736.547062 nChanged 7 SP:Iteration 33Q (5708.256745 sec): 3 clusters Score: Raw -463411.255517 + Penalty 2672.940261 = -460738.315256 nChanged 7 SP:Iteration 34Q (5708.273682 sec): 3 clusters Score: Raw -463413.644211 + Penalty 2672.940261 = -460740.703950 nChanged 11 SP:Iteration 35Q (5708.296895 sec): 3 clusters Score: Raw -463417.166880 + Penalty 2672.940261 = -460744.226619 nChanged 9 SP:Iteration 36Q (5708.314980 sec): 3 clusters Score: Raw -463419.353646 + Penalty 2672.940261 = -460746.413385 nChanged 3 SP:Iteration 37Q (5708.332954 sec): 3 clusters Score: Raw -463420.435523 + Penalty 2672.940261 = -460747.495262 nChanged 5 SP:Iteration 38Q (5708.350190 sec): 3 clusters Score: Raw -463422.129885 + Penalty 2672.940261 = -460749.189624 nChanged 4 SP:Iteration 39Q (5708.368455 sec): 3 clusters Score: Raw -463422.980989 + Penalty 2672.940261 = -460750.040728 nChanged 4 SP:Iteration 40F (5708.386716 sec): 3 clusters Score: Raw -463424.405537 + Penalty 2672.940261 = -460751.465276 nChanged 10 SP:Iteration 41Q (5708.403724 sec): 3 clusters Score: Raw -463428.249920 + Penalty 2672.940261 = -460755.309658 nChanged 8 SP:Iteration 42Q (5708.421384 sec): 3 clusters Score: Raw -463430.004808 + Penalty 2672.940261 = -460757.064547 nChanged 6 SP:Iteration 43Q (5708.439019 sec): 3 clusters Score: Raw -463431.986080 + Penalty 2672.940261 = -460759.045819 nChanged 2 SP:Iteration 44Q (5708.458135 sec): 3 clusters Score: Raw -463432.681497 + Penalty 2672.940261 = -460759.741236 nChanged 0 SP:Iteration 45F (5708.482044 sec): 3 clusters Score: Raw -463432.681497 + Penalty 2672.940261 = -460759.741236 nChanged 0 Trying to split cluster 17 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5708.495939 sec): 2 clusters Score: Raw -65414.859773 + Penalty 1038.958498 = -64375.901275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5708.499689 sec): 3 clusters Score: Raw -65351.411339 + Penalty 2077.916995 = -63273.494344 nChanged 174 SP:Iteration 1F (5708.509822 sec): 3 clusters Score: Raw -65709.135971 + Penalty 2077.916995 = -63631.218976 nChanged 62 SP:Iteration 2F (5708.513309 sec): 3 clusters Score: Raw -65870.569811 + Penalty 2077.916995 = -63792.652816 nChanged 34 SP:Iteration 3F (5708.516736 sec): 3 clusters Score: Raw -65983.521509 + Penalty 2077.916995 = -63905.604514 nChanged 25 SP:Iteration 4Q (5708.526080 sec): 3 clusters Score: Raw -66050.268954 + Penalty 2077.916995 = -63972.351959 nChanged 16 SP:Iteration 5Q (5708.529395 sec): 3 clusters Score: Raw -66092.115223 + Penalty 2077.916995 = -64014.198228 nChanged 7 SP:Iteration 6Q (5708.532703 sec): 3 clusters Score: Raw -66108.738212 + Penalty 2077.916995 = -64030.821217 nChanged 9 SP:Iteration 7Q (5708.542139 sec): 3 clusters Score: Raw -66123.311301 + Penalty 2077.916995 = -64045.394306 nChanged 5 SP:Iteration 8Q (5708.545455 sec): 3 clusters Score: Raw -66134.582222 + Penalty 2077.916995 = -64056.665227 nChanged 1 SP:Iteration 9Q (5708.548752 sec): 3 clusters Score: Raw -66135.774422 + Penalty 2077.916995 = -64057.857427 nChanged 3 SP:Iteration 10Q (5708.558048 sec): 3 clusters Score: Raw -66139.937341 + Penalty 2077.916995 = -64062.020346 nChanged 4 SP:Iteration 11Q (5708.561334 sec): 3 clusters Score: Raw -66144.830150 + Penalty 2077.916995 = -64066.913155 nChanged 4 SP:Iteration 12Q (5708.564639 sec): 3 clusters Score: Raw -66155.563886 + Penalty 2077.916995 = -64077.646891 nChanged 5 SP:Iteration 13Q (5708.574123 sec): 3 clusters Score: Raw -66192.388097 + Penalty 2077.916995 = -64114.471102 nChanged 9 SP:Iteration 14Q (5708.577386 sec): 3 clusters Score: Raw -66208.673714 + Penalty 2077.916995 = -64130.756719 nChanged 5 SP:Iteration 15Q (5708.580646 sec): 3 clusters Score: Raw -66220.111754 + Penalty 2077.916995 = -64142.194759 nChanged 4 SP:Iteration 16Q (5708.590580 sec): 3 clusters Score: Raw -66225.516662 + Penalty 2077.916995 = -64147.599667 nChanged 2 SP:Iteration 17Q (5708.593845 sec): 3 clusters Score: Raw -66228.054565 + Penalty 2077.916995 = -64150.137570 nChanged 2 SP:Iteration 18Q (5708.597207 sec): 3 clusters Score: Raw -66230.973568 + Penalty 2077.916995 = -64153.056573 nChanged 3 SP:Iteration 19Q (5708.606184 sec): 3 clusters Score: Raw -66243.625533 + Penalty 2077.916995 = -64165.708538 nChanged 5 SP:Iteration 20F (5708.609716 sec): 3 clusters Score: Raw -66252.928871 + Penalty 2077.916995 = -64175.011876 nChanged 3 SP:Iteration 21Q (5708.612978 sec): 3 clusters Score: Raw -66254.754746 + Penalty 2077.916995 = -64176.837750 nChanged 0 SP:Iteration 22F (5708.622152 sec): 3 clusters Score: Raw -66254.754746 + Penalty 2077.916995 = -64176.837750 nChanged 0 Trying to split cluster 18 (10274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5708.647696 sec): 2 clusters Score: Raw -1257656.613108 + Penalty 1501.072903 = -1256155.540205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5708.681259 sec): 3 clusters Score: Raw -1251836.721344 + Penalty 3002.145806 = -1248834.575538 nChanged 4445 SP:Iteration 1F (5708.709489 sec): 3 clusters Score: Raw -1254285.919038 + Penalty 3002.145806 = -1251283.773232 nChanged 609 SP:Iteration 2F (5708.740997 sec): 3 clusters Score: Raw -1254628.536857 + Penalty 3002.145806 = -1251626.391051 nChanged 562 SP:Iteration 3F (5708.769229 sec): 3 clusters Score: Raw -1254974.300603 + Penalty 3002.145806 = -1251972.154797 nChanged 551 SP:Iteration 4F (5708.799650 sec): 3 clusters Score: Raw -1255279.009857 + Penalty 3002.145806 = -1252276.864051 nChanged 504 SP:Iteration 5Q (5708.829014 sec): 3 clusters Score: Raw -1255542.271905 + Penalty 3002.145806 = -1252540.126099 nChanged 438 SP:Iteration 6Q (5708.863460 sec): 3 clusters Score: Raw -1255769.360516 + Penalty 3002.145806 = -1252767.214710 nChanged 408 SP:Iteration 7Q (5708.894754 sec): 3 clusters Score: Raw -1255979.276185 + Penalty 3002.145806 = -1252977.130379 nChanged 374 SP:Iteration 8Q (5708.922629 sec): 3 clusters Score: Raw -1256165.229877 + Penalty 3002.145806 = -1253163.084071 nChanged 348 SP:Iteration 9Q (5708.953666 sec): 3 clusters Score: Raw -1256348.203953 + Penalty 3002.145806 = -1253346.058147 nChanged 352 SP:Iteration 10Q (5708.981540 sec): 3 clusters Score: Raw -1256513.631077 + Penalty 3002.145806 = -1253511.485270 nChanged 283 SP:Iteration 11Q (5709.009158 sec): 3 clusters Score: Raw -1256642.932356 + Penalty 3002.145806 = -1253640.786550 nChanged 241 SP:Iteration 12Q (5709.036679 sec): 3 clusters Score: Raw -1256753.277181 + Penalty 3002.145806 = -1253751.131375 nChanged 247 SP:Iteration 13Q (5709.067477 sec): 3 clusters Score: Raw -1256858.923578 + Penalty 3002.145806 = -1253856.777772 nChanged 226 SP:Iteration 14Q (5709.094687 sec): 3 clusters Score: Raw -1256954.969792 + Penalty 3002.145806 = -1253952.823986 nChanged 197 SP:Iteration 15Q (5709.126098 sec): 3 clusters Score: Raw -1257042.375370 + Penalty 3002.145806 = -1254040.229564 nChanged 198 SP:Iteration 16Q (5709.160000 sec): 3 clusters Score: Raw -1257134.899197 + Penalty 3002.145806 = -1254132.753391 nChanged 213 SP:Iteration 17Q (5709.191673 sec): 3 clusters Score: Raw -1257235.636154 + Penalty 3002.145806 = -1254233.490348 nChanged 201 SP:Iteration 18Q (5709.219096 sec): 3 clusters Score: Raw -1257336.039713 + Penalty 3002.145806 = -1254333.893907 nChanged 173 SP:Iteration 19Q (5709.252214 sec): 3 clusters Score: Raw -1257426.427061 + Penalty 3002.145806 = -1254424.281255 nChanged 154 SP:Iteration 20F (5709.280067 sec): 3 clusters Score: Raw -1257508.649668 + Penalty 3002.145806 = -1254506.503862 nChanged 164 SP:Iteration 21Q (5709.306756 sec): 3 clusters Score: Raw -1257608.456560 + Penalty 3002.145806 = -1254606.310754 nChanged 143 SP:Iteration 22Q (5709.337163 sec): 3 clusters Score: Raw -1257712.024531 + Penalty 3002.145806 = -1254709.878725 nChanged 161 SP:Iteration 23Q (5709.367052 sec): 3 clusters Score: Raw -1257822.331469 + Penalty 3002.145806 = -1254820.185663 nChanged 135 SP:Iteration 24Q (5709.393021 sec): 3 clusters Score: Raw -1257906.138814 + Penalty 3002.145806 = -1254903.993007 nChanged 116 SP:Iteration 25Q (5709.423512 sec): 3 clusters Score: Raw -1257979.566652 + Penalty 3002.145806 = -1254977.420846 nChanged 119 SP:Iteration 26Q (5709.453958 sec): 3 clusters Score: Raw -1258056.755533 + Penalty 3002.145806 = -1255054.609727 nChanged 104 SP:Iteration 27Q (5709.481195 sec): 3 clusters Score: Raw -1258121.551542 + Penalty 3002.145806 = -1255119.405736 nChanged 94 SP:Iteration 28Q (5709.513669 sec): 3 clusters Score: Raw -1258166.516628 + Penalty 3002.145806 = -1255164.370822 nChanged 63 SP:Iteration 29Q (5709.541376 sec): 3 clusters Score: Raw -1258193.316668 + Penalty 3002.145806 = -1255191.170862 nChanged 62 SP:Iteration 30Q (5709.570804 sec): 3 clusters Score: Raw -1258213.685875 + Penalty 3002.145806 = -1255211.540069 nChanged 45 SP:Iteration 31Q (5709.597073 sec): 3 clusters Score: Raw -1258228.035786 + Penalty 3002.145806 = -1255225.889980 nChanged 40 SP:Iteration 32Q (5709.628107 sec): 3 clusters Score: Raw -1258240.388548 + Penalty 3002.145806 = -1255238.242741 nChanged 34 SP:Iteration 33Q (5709.682250 sec): 3 clusters Score: Raw -1258249.614691 + Penalty 3002.145806 = -1255247.468885 nChanged 34 SP:Iteration 34Q (5709.718667 sec): 3 clusters Score: Raw -1258258.753202 + Penalty 3002.145806 = -1255256.607396 nChanged 27 SP:Iteration 35Q (5709.748336 sec): 3 clusters Score: Raw -1258264.656737 + Penalty 3002.145806 = -1255262.510931 nChanged 27 SP:Iteration 36Q (5709.775223 sec): 3 clusters Score: Raw -1258270.217217 + Penalty 3002.145806 = -1255268.071411 nChanged 22 SP:Iteration 37Q (5709.811281 sec): 3 clusters Score: Raw -1258276.433966 + Penalty 3002.145806 = -1255274.288160 nChanged 22 SP:Iteration 38Q (5709.873510 sec): 3 clusters Score: Raw -1258281.438426 + Penalty 3002.145806 = -1255279.292620 nChanged 20 SP:Iteration 39Q (5709.934916 sec): 3 clusters Score: Raw -1258285.769631 + Penalty 3002.145806 = -1255283.623825 nChanged 17 SP:Iteration 40F (5709.984734 sec): 3 clusters Score: Raw -1258296.599538 + Penalty 3002.145806 = -1255294.453732 nChanged 22 SP:Iteration 41Q (5710.041152 sec): 3 clusters Score: Raw -1258305.924148 + Penalty 3002.145806 = -1255303.778342 nChanged 28 SP:Iteration 42Q (5710.107756 sec): 3 clusters Score: Raw -1258316.324834 + Penalty 3002.145806 = -1255314.179028 nChanged 33 SP:Iteration 43Q (5710.164027 sec): 3 clusters Score: Raw -1258330.342539 + Penalty 3002.145806 = -1255328.196733 nChanged 43 SP:Iteration 44Q (5710.211320 sec): 3 clusters Score: Raw -1258345.878434 + Penalty 3002.145806 = -1255343.732628 nChanged 31 SP:Iteration 45Q (5710.270520 sec): 3 clusters Score: Raw -1258355.033592 + Penalty 3002.145806 = -1255352.887786 nChanged 27 SP:Iteration 46Q (5710.331968 sec): 3 clusters Score: Raw -1258362.841499 + Penalty 3002.145806 = -1255360.695693 nChanged 40 SP:Iteration 47Q (5710.392368 sec): 3 clusters Score: Raw -1258372.932861 + Penalty 3002.145806 = -1255370.787055 nChanged 31 SP:Iteration 48Q (5710.453057 sec): 3 clusters Score: Raw -1258381.334548 + Penalty 3002.145806 = -1255379.188742 nChanged 31 SP:Iteration 49Q (5710.507782 sec): 3 clusters Score: Raw -1258388.571100 + Penalty 3002.145806 = -1255386.425294 nChanged 22 SP:Iteration 50Q (5710.570999 sec): 3 clusters Score: Raw -1258394.176671 + Penalty 3002.145806 = -1255392.030865 nChanged 25 SP:Iteration 51Q (5710.641922 sec): 3 clusters Score: Raw -1258400.552670 + Penalty 3002.145806 = -1255398.406864 nChanged 23 SP:Iteration 52Q (5710.685253 sec): 3 clusters Score: Raw -1258406.172386 + Penalty 3002.145806 = -1255404.026580 nChanged 19 SP:Iteration 53Q (5710.745455 sec): 3 clusters Score: Raw -1258409.764944 + Penalty 3002.145806 = -1255407.619138 nChanged 14 SP:Iteration 54Q (5710.788349 sec): 3 clusters Score: Raw -1258412.607606 + Penalty 3002.145806 = -1255410.461800 nChanged 14 SP:Iteration 55Q (5710.840124 sec): 3 clusters Score: Raw -1258415.190668 + Penalty 3002.145806 = -1255413.044862 nChanged 13 SP:Iteration 56Q (5710.898873 sec): 3 clusters Score: Raw -1258418.072318 + Penalty 3002.145806 = -1255415.926512 nChanged 11 SP:Iteration 57Q (5710.972640 sec): 3 clusters Score: Raw -1258419.851233 + Penalty 3002.145806 = -1255417.705427 nChanged 10 SP:Iteration 58Q (5711.036977 sec): 3 clusters Score: Raw -1258421.737936 + Penalty 3002.145806 = -1255419.592130 nChanged 13 SP:Iteration 59Q (5711.101724 sec): 3 clusters Score: Raw -1258424.136431 + Penalty 3002.145806 = -1255421.990625 nChanged 14 SP:Iteration 60F (5711.165575 sec): 3 clusters Score: Raw -1258426.593890 + Penalty 3002.145806 = -1255424.448084 nChanged 10 SP:Iteration 61Q (5711.224366 sec): 3 clusters Score: Raw -1258428.445559 + Penalty 3002.145806 = -1255426.299753 nChanged 8 SP:Iteration 62Q (5711.289492 sec): 3 clusters Score: Raw -1258429.811928 + Penalty 3002.145806 = -1255427.666122 nChanged 5 SP:Iteration 63Q (5711.353969 sec): 3 clusters Score: Raw -1258430.402271 + Penalty 3002.145806 = -1255428.256465 nChanged 3 SP:Iteration 64Q (5711.401807 sec): 3 clusters Score: Raw -1258430.843669 + Penalty 3002.145806 = -1255428.697863 nChanged 1 SP:Iteration 65Q (5711.454416 sec): 3 clusters Score: Raw -1258431.178825 + Penalty 3002.145806 = -1255429.033019 nChanged 2 SP:Iteration 66Q (5711.507956 sec): 3 clusters Score: Raw -1258431.486362 + Penalty 3002.145806 = -1255429.340555 nChanged 2 SP:Iteration 67Q (5711.558573 sec): 3 clusters Score: Raw -1258431.890788 + Penalty 3002.145806 = -1255429.744982 nChanged 3 SP:Iteration 68Q (5711.612218 sec): 3 clusters Score: Raw -1258432.264950 + Penalty 3002.145806 = -1255430.119144 nChanged 4 SP:Iteration 69Q (5711.661481 sec): 3 clusters Score: Raw -1258433.628115 + Penalty 3002.145806 = -1255431.482309 nChanged 3 SP:Iteration 70Q (5711.715171 sec): 3 clusters Score: Raw -1258434.125090 + Penalty 3002.145806 = -1255431.979284 nChanged 4 SP:Iteration 71Q (5711.785308 sec): 3 clusters Score: Raw -1258434.653459 + Penalty 3002.145806 = -1255432.507653 nChanged 2 SP:Iteration 72Q (5711.832422 sec): 3 clusters Score: Raw -1258434.830594 + Penalty 3002.145806 = -1255432.684788 nChanged 0 SP:Iteration 73F (5711.875069 sec): 3 clusters Score: Raw -1258434.830594 + Penalty 3002.145806 = -1255432.684788 nChanged 0 Trying to split cluster 19 (55063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5711.955782 sec): 2 clusters Score: Raw -6607364.048856 + Penalty 1773.887905 = -6605590.160951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5712.062463 sec): 3 clusters Score: Raw -6572288.850638 + Penalty 3547.775811 = -6568741.074827 nChanged 25918 SP:Iteration 1F (5712.157328 sec): 3 clusters Score: Raw -6588057.455513 + Penalty 3547.775811 = -6584509.679703 nChanged 3091 SP:Iteration 2F (5712.251328 sec): 3 clusters Score: Raw -6589565.055877 + Penalty 3547.775811 = -6586017.280066 nChanged 3412 SP:Iteration 3F (5712.356008 sec): 3 clusters Score: Raw -6591563.852281 + Penalty 3547.775811 = -6588016.076470 nChanged 3809 SP:Iteration 4F (5712.488548 sec): 3 clusters Score: Raw -6593953.617846 + Penalty 3547.775811 = -6590405.842035 nChanged 3603 SP:Iteration 5F (5712.582875 sec): 3 clusters Score: Raw -6596239.531748 + Penalty 3547.775811 = -6592691.755937 nChanged 3144 SP:Iteration 6F (5712.677687 sec): 3 clusters Score: Raw -6598283.599682 + Penalty 3547.775811 = -6594735.823872 nChanged 2795 SP:Iteration 7F (5712.786419 sec): 3 clusters Score: Raw -6600209.317161 + Penalty 3547.775811 = -6596661.541351 nChanged 2364 SP:Iteration 8Q (5712.895038 sec): 3 clusters Score: Raw -6601762.117671 + Penalty 3547.775811 = -6598214.341860 nChanged 1857 SP:Iteration 9Q (5713.019260 sec): 3 clusters Score: Raw -6602964.862858 + Penalty 3547.775811 = -6599417.087047 nChanged 1540 SP:Iteration 10Q (5713.111470 sec): 3 clusters Score: Raw -6603929.693416 + Penalty 3547.775811 = -6600381.917605 nChanged 1310 SP:Iteration 11Q (5713.209973 sec): 3 clusters Score: Raw -6604691.243946 + Penalty 3547.775811 = -6601143.468136 nChanged 1154 SP:Iteration 12Q (5713.297435 sec): 3 clusters Score: Raw -6605371.892827 + Penalty 3547.775811 = -6601824.117017 nChanged 1043 SP:Iteration 13Q (5713.388267 sec): 3 clusters Score: Raw -6605996.645333 + Penalty 3547.775811 = -6602448.869522 nChanged 927 SP:Iteration 14Q (5713.497669 sec): 3 clusters Score: Raw -6606542.298157 + Penalty 3547.775811 = -6602994.522346 nChanged 759 SP:Iteration 15Q (5713.582116 sec): 3 clusters Score: Raw -6606987.724385 + Penalty 3547.775811 = -6603439.948574 nChanged 590 SP:Iteration 16Q (5713.669486 sec): 3 clusters Score: Raw -6607344.845723 + Penalty 3547.775811 = -6603797.069912 nChanged 418 SP:Iteration 17Q (5713.763186 sec): 3 clusters Score: Raw -6607596.257256 + Penalty 3547.775811 = -6604048.481445 nChanged 328 SP:Iteration 18Q (5713.850761 sec): 3 clusters Score: Raw -6607794.786293 + Penalty 3547.775811 = -6604247.010482 nChanged 227 SP:Iteration 19Q (5713.953444 sec): 3 clusters Score: Raw -6607944.644350 + Penalty 3547.775811 = -6604396.868540 nChanged 194 SP:Iteration 20F (5714.057380 sec): 3 clusters Score: Raw -6608079.948386 + Penalty 3547.775811 = -6604532.172576 nChanged 154 SP:Iteration 21Q (5714.135935 sec): 3 clusters Score: Raw -6608189.281523 + Penalty 3547.775811 = -6604641.505712 nChanged 123 SP:Iteration 22Q (5714.214436 sec): 3 clusters Score: Raw -6608279.496718 + Penalty 3547.775811 = -6604731.720907 nChanged 122 SP:Iteration 23Q (5714.293025 sec): 3 clusters Score: Raw -6608360.297901 + Penalty 3547.775811 = -6604812.522090 nChanged 114 SP:Iteration 24Q (5714.371784 sec): 3 clusters Score: Raw -6608427.736581 + Penalty 3547.775811 = -6604879.960771 nChanged 76 SP:Iteration 25Q (5714.447266 sec): 3 clusters Score: Raw -6608476.986228 + Penalty 3547.775811 = -6604929.210417 nChanged 79 SP:Iteration 26Q (5714.524753 sec): 3 clusters Score: Raw -6608525.710358 + Penalty 3547.775811 = -6604977.934547 nChanged 72 SP:Iteration 27Q (5714.601597 sec): 3 clusters Score: Raw -6608573.375417 + Penalty 3547.775811 = -6605025.599606 nChanged 73 SP:Iteration 28Q (5714.712070 sec): 3 clusters Score: Raw -6608609.490874 + Penalty 3547.775811 = -6605061.715063 nChanged 50 SP:Iteration 29Q (5714.790111 sec): 3 clusters Score: Raw -6608628.113940 + Penalty 3547.775811 = -6605080.338129 nChanged 41 SP:Iteration 30Q (5714.899714 sec): 3 clusters Score: Raw -6608643.707237 + Penalty 3547.775811 = -6605095.931426 nChanged 35 SP:Iteration 31Q (5714.992534 sec): 3 clusters Score: Raw -6608656.333158 + Penalty 3547.775811 = -6605108.557347 nChanged 29 SP:Iteration 32Q (5715.069135 sec): 3 clusters Score: Raw -6608666.114871 + Penalty 3547.775811 = -6605118.339061 nChanged 25 SP:Iteration 33Q (5715.179608 sec): 3 clusters Score: Raw -6608674.753768 + Penalty 3547.775811 = -6605126.977957 nChanged 19 SP:Iteration 34Q (5715.256327 sec): 3 clusters Score: Raw -6608681.027554 + Penalty 3547.775811 = -6605133.251744 nChanged 17 SP:Iteration 35Q (5715.360224 sec): 3 clusters Score: Raw -6608684.711072 + Penalty 3547.775811 = -6605136.935261 nChanged 11 SP:Iteration 36Q (5715.440729 sec): 3 clusters Score: Raw -6608689.055006 + Penalty 3547.775811 = -6605141.279196 nChanged 14 SP:Iteration 37Q (5715.544064 sec): 3 clusters Score: Raw -6608692.847788 + Penalty 3547.775811 = -6605145.071978 nChanged 8 SP:Iteration 38Q (5715.661182 sec): 3 clusters Score: Raw -6608694.743931 + Penalty 3547.775811 = -6605146.968120 nChanged 7 SP:Iteration 39Q (5715.756326 sec): 3 clusters Score: Raw -6608696.786607 + Penalty 3547.775811 = -6605149.010796 nChanged 7 SP:Iteration 40F (5715.852301 sec): 3 clusters Score: Raw -6608698.395546 + Penalty 3547.775811 = -6605150.619736 nChanged 7 SP:Iteration 41Q (5715.929930 sec): 3 clusters Score: Raw -6608699.701171 + Penalty 3547.775811 = -6605151.925360 nChanged 5 SP:Iteration 42Q (5716.014606 sec): 3 clusters Score: Raw -6608700.721300 + Penalty 3547.775811 = -6605152.945489 nChanged 5 SP:Iteration 43Q (5716.091856 sec): 3 clusters Score: Raw -6608701.950536 + Penalty 3547.775811 = -6605154.174726 nChanged 5 SP:Iteration 44Q (5716.176933 sec): 3 clusters Score: Raw -6608702.688482 + Penalty 3547.775811 = -6605154.912672 nChanged 2 SP:Iteration 45Q (5716.257688 sec): 3 clusters Score: Raw -6608703.044114 + Penalty 3547.775811 = -6605155.268303 nChanged 2 SP:Iteration 46Q (5716.334982 sec): 3 clusters Score: Raw -6608703.512512 + Penalty 3547.775811 = -6605155.736702 nChanged 5 SP:Iteration 47Q (5716.436431 sec): 3 clusters Score: Raw -6608704.633916 + Penalty 3547.775811 = -6605156.858106 nChanged 5 SP:Iteration 48Q (5716.543681 sec): 3 clusters Score: Raw -6608705.142596 + Penalty 3547.775811 = -6605157.366786 nChanged 2 SP:Iteration 49Q (5716.656360 sec): 3 clusters Score: Raw -6608705.444498 + Penalty 3547.775811 = -6605157.668687 nChanged 1 SP:Iteration 50Q (5716.766113 sec): 3 clusters Score: Raw -6608705.679626 + Penalty 3547.775811 = -6605157.903816 nChanged 4 SP:Iteration 51Q (5716.849231 sec): 3 clusters Score: Raw -6608706.345419 + Penalty 3547.775811 = -6605158.569608 nChanged 1 SP:Iteration 52Q (5716.953557 sec): 3 clusters Score: Raw -6608706.434121 + Penalty 3547.775811 = -6605158.658311 nChanged 1 SP:Iteration 53Q (5717.052327 sec): 3 clusters Score: Raw -6608706.564985 + Penalty 3547.775811 = -6605158.789175 nChanged 2 SP:Iteration 54Q (5717.129791 sec): 3 clusters Score: Raw -6608706.846068 + Penalty 3547.775811 = -6605159.070257 nChanged 1 SP:Iteration 55Q (5717.207769 sec): 3 clusters Score: Raw -6608707.125910 + Penalty 3547.775811 = -6605159.350099 nChanged 1 SP:Iteration 56Q (5717.285748 sec): 3 clusters Score: Raw -6608707.199348 + Penalty 3547.775811 = -6605159.423537 nChanged 0 SP:Iteration 57F (5717.382721 sec): 3 clusters Score: Raw -6608707.199348 + Penalty 3547.775811 = -6605159.423537 nChanged 0 Trying to split cluster 20 (5085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5717.393201 sec): 2 clusters Score: Raw -600328.164607 + Penalty 1386.783175 = -598941.381432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5717.420021 sec): 3 clusters Score: Raw -597689.660459 + Penalty 2773.566350 = -594916.094109 nChanged 2062 SP:Iteration 1F (5717.440187 sec): 3 clusters Score: Raw -599000.607340 + Penalty 2773.566350 = -596227.040989 nChanged 485 SP:Iteration 2F (5717.464526 sec): 3 clusters Score: Raw -599498.426542 + Penalty 2773.566350 = -596724.860192 nChanged 406 SP:Iteration 3F (5717.484979 sec): 3 clusters Score: Raw -599793.592175 + Penalty 2773.566350 = -597020.025825 nChanged 306 SP:Iteration 4F (5717.510726 sec): 3 clusters Score: Raw -599980.164798 + Penalty 2773.566350 = -597206.598448 nChanged 240 SP:Iteration 5Q (5717.531033 sec): 3 clusters Score: Raw -600124.751242 + Penalty 2773.566350 = -597351.184892 nChanged 196 SP:Iteration 6Q (5717.551404 sec): 3 clusters Score: Raw -600245.696665 + Penalty 2773.566350 = -597472.130315 nChanged 187 SP:Iteration 7Q (5717.578193 sec): 3 clusters Score: Raw -600375.653820 + Penalty 2773.566350 = -597602.087470 nChanged 172 SP:Iteration 8Q (5717.598431 sec): 3 clusters Score: Raw -600488.132302 + Penalty 2773.566350 = -597714.565952 nChanged 154 SP:Iteration 9Q (5717.618835 sec): 3 clusters Score: Raw -600595.696060 + Penalty 2773.566350 = -597822.129710 nChanged 147 SP:Iteration 10Q (5717.643520 sec): 3 clusters Score: Raw -600714.199912 + Penalty 2773.566350 = -597940.633562 nChanged 137 SP:Iteration 11Q (5717.670231 sec): 3 clusters Score: Raw -600843.329436 + Penalty 2773.566350 = -598069.763086 nChanged 139 SP:Iteration 12Q (5717.690409 sec): 3 clusters Score: Raw -600971.234699 + Penalty 2773.566350 = -598197.668349 nChanged 117 SP:Iteration 13Q (5717.715686 sec): 3 clusters Score: Raw -601091.052461 + Penalty 2773.566350 = -598317.486111 nChanged 86 SP:Iteration 14Q (5717.735447 sec): 3 clusters Score: Raw -601184.415997 + Penalty 2773.566350 = -598410.849647 nChanged 73 SP:Iteration 15Q (5717.796862 sec): 3 clusters Score: Raw -601251.248533 + Penalty 2773.566350 = -598477.682183 nChanged 58 SP:Iteration 16Q (5717.830475 sec): 3 clusters Score: Raw -601303.892372 + Penalty 2773.566350 = -598530.326022 nChanged 48 SP:Iteration 17Q (5717.880504 sec): 3 clusters Score: Raw -601350.608064 + Penalty 2773.566350 = -598577.041714 nChanged 46 SP:Iteration 18Q (5717.902310 sec): 3 clusters Score: Raw -601392.593742 + Penalty 2773.566350 = -598619.027392 nChanged 33 SP:Iteration 19Q (5717.926407 sec): 3 clusters Score: Raw -601425.389795 + Penalty 2773.566350 = -598651.823445 nChanged 29 SP:Iteration 20F (5717.946788 sec): 3 clusters Score: Raw -601445.815571 + Penalty 2773.566350 = -598672.249221 nChanged 24 SP:Iteration 21Q (5717.971752 sec): 3 clusters Score: Raw -601462.427221 + Penalty 2773.566350 = -598688.860871 nChanged 19 SP:Iteration 22Q (5717.990864 sec): 3 clusters Score: Raw -601471.475648 + Penalty 2773.566350 = -598697.909298 nChanged 11 SP:Iteration 23Q (5718.016287 sec): 3 clusters Score: Raw -601477.516942 + Penalty 2773.566350 = -598703.950592 nChanged 9 SP:Iteration 24Q (5718.035124 sec): 3 clusters Score: Raw -601483.365673 + Penalty 2773.566350 = -598709.799323 nChanged 7 SP:Iteration 25Q (5718.059476 sec): 3 clusters Score: Raw -601486.245414 + Penalty 2773.566350 = -598712.679064 nChanged 1 SP:Iteration 26Q (5718.078390 sec): 3 clusters Score: Raw -601486.515948 + Penalty 2773.566350 = -598712.949598 nChanged 1 SP:Iteration 27Q (5718.103846 sec): 3 clusters Score: Raw -601486.787438 + Penalty 2773.566350 = -598713.221087 nChanged 0 SP:Iteration 28F (5718.124234 sec): 3 clusters Score: Raw -601486.787438 + Penalty 2773.566350 = -598713.221087 nChanged 0 Trying to split cluster 21 (35665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5718.182293 sec): 2 clusters Score: Raw -4445888.955273 + Penalty 1703.312828 = -4444185.642445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5718.250981 sec): 3 clusters Score: Raw -4423708.145428 + Penalty 3406.625656 = -4420301.519772 nChanged 16592 SP:Iteration 1F (5718.323090 sec): 3 clusters Score: Raw -4432933.803636 + Penalty 3406.625656 = -4429527.177981 nChanged 1848 SP:Iteration 2F (5718.391054 sec): 3 clusters Score: Raw -4433681.362199 + Penalty 3406.625656 = -4430274.736543 nChanged 1952 SP:Iteration 3F (5718.455911 sec): 3 clusters Score: Raw -4434598.134580 + Penalty 3406.625656 = -4431191.508924 nChanged 2064 SP:Iteration 4F (5718.520690 sec): 3 clusters Score: Raw -4435734.426930 + Penalty 3406.625656 = -4432327.801274 nChanged 2214 SP:Iteration 5F (5718.585183 sec): 3 clusters Score: Raw -4437123.676311 + Penalty 3406.625656 = -4433717.050655 nChanged 2270 SP:Iteration 6F (5718.688152 sec): 3 clusters Score: Raw -4438659.543408 + Penalty 3406.625656 = -4435252.917752 nChanged 2206 SP:Iteration 7F (5718.787673 sec): 3 clusters Score: Raw -4440205.872687 + Penalty 3406.625656 = -4436799.247031 nChanged 1977 SP:Iteration 8F (5718.885922 sec): 3 clusters Score: Raw -4441716.958080 + Penalty 3406.625656 = -4438310.332424 nChanged 1686 SP:Iteration 9Q (5718.950330 sec): 3 clusters Score: Raw -4443052.889517 + Penalty 3406.625656 = -4439646.263861 nChanged 1248 SP:Iteration 10Q (5719.015181 sec): 3 clusters Score: Raw -4444026.646476 + Penalty 3406.625656 = -4440620.020820 nChanged 916 SP:Iteration 11Q (5719.079314 sec): 3 clusters Score: Raw -4444692.864884 + Penalty 3406.625656 = -4441286.239228 nChanged 617 SP:Iteration 12Q (5719.146315 sec): 3 clusters Score: Raw -4445093.544595 + Penalty 3406.625656 = -4441686.918939 nChanged 469 SP:Iteration 13Q (5719.210371 sec): 3 clusters Score: Raw -4445346.839335 + Penalty 3406.625656 = -4441940.213679 nChanged 357 SP:Iteration 14Q (5719.291983 sec): 3 clusters Score: Raw -4445521.078343 + Penalty 3406.625656 = -4442114.452687 nChanged 281 SP:Iteration 15Q (5719.350878 sec): 3 clusters Score: Raw -4445652.253312 + Penalty 3406.625656 = -4442245.627656 nChanged 211 SP:Iteration 16Q (5719.414079 sec): 3 clusters Score: Raw -4445772.396530 + Penalty 3406.625656 = -4442365.770874 nChanged 186 SP:Iteration 17Q (5719.474548 sec): 3 clusters Score: Raw -4445881.335820 + Penalty 3406.625656 = -4442474.710164 nChanged 172 SP:Iteration 18Q (5719.529374 sec): 3 clusters Score: Raw -4445978.316688 + Penalty 3406.625656 = -4442571.691032 nChanged 136 SP:Iteration 19Q (5719.589350 sec): 3 clusters Score: Raw -4446050.636676 + Penalty 3406.625656 = -4442644.011020 nChanged 101 SP:Iteration 20F (5719.686742 sec): 3 clusters Score: Raw -4446104.042025 + Penalty 3406.625656 = -4442697.416370 nChanged 90 SP:Iteration 21Q (5719.743350 sec): 3 clusters Score: Raw -4446142.494921 + Penalty 3406.625656 = -4442735.869265 nChanged 74 SP:Iteration 22Q (5719.804643 sec): 3 clusters Score: Raw -4446165.821147 + Penalty 3406.625656 = -4442759.195492 nChanged 66 SP:Iteration 23Q (5719.858141 sec): 3 clusters Score: Raw -4446191.484080 + Penalty 3406.625656 = -4442784.858425 nChanged 64 SP:Iteration 24Q (5719.919625 sec): 3 clusters Score: Raw -4446212.305090 + Penalty 3406.625656 = -4442805.679434 nChanged 54 SP:Iteration 25Q (5719.973534 sec): 3 clusters Score: Raw -4446230.241817 + Penalty 3406.625656 = -4442823.616161 nChanged 54 SP:Iteration 26Q (5720.027911 sec): 3 clusters Score: Raw -4446248.463006 + Penalty 3406.625656 = -4442841.837350 nChanged 53 SP:Iteration 27Q (5720.086297 sec): 3 clusters Score: Raw -4446265.435613 + Penalty 3406.625656 = -4442858.809958 nChanged 41 SP:Iteration 28Q (5720.172384 sec): 3 clusters Score: Raw -4446276.294898 + Penalty 3406.625656 = -4442869.669242 nChanged 38 SP:Iteration 29Q (5720.244915 sec): 3 clusters Score: Raw -4446288.682730 + Penalty 3406.625656 = -4442882.057074 nChanged 34 SP:Iteration 30Q (5720.304424 sec): 3 clusters Score: Raw -4446299.212654 + Penalty 3406.625656 = -4442892.586998 nChanged 35 SP:Iteration 31Q (5720.362299 sec): 3 clusters Score: Raw -4446312.293822 + Penalty 3406.625656 = -4442905.668166 nChanged 31 SP:Iteration 32Q (5720.415536 sec): 3 clusters Score: Raw -4446322.088425 + Penalty 3406.625656 = -4442915.462769 nChanged 31 SP:Iteration 33Q (5720.473301 sec): 3 clusters Score: Raw -4446330.566472 + Penalty 3406.625656 = -4442923.940817 nChanged 23 SP:Iteration 34Q (5720.527853 sec): 3 clusters Score: Raw -4446336.523965 + Penalty 3406.625656 = -4442929.898309 nChanged 13 SP:Iteration 35Q (5720.595870 sec): 3 clusters Score: Raw -4446338.705976 + Penalty 3406.625656 = -4442932.080321 nChanged 13 SP:Iteration 36Q (5720.661545 sec): 3 clusters Score: Raw -4446340.879086 + Penalty 3406.625656 = -4442934.253431 nChanged 9 SP:Iteration 37Q (5720.719835 sec): 3 clusters Score: Raw -4446342.315699 + Penalty 3406.625656 = -4442935.690043 nChanged 4 SP:Iteration 38Q (5720.775615 sec): 3 clusters Score: Raw -4446343.319937 + Penalty 3406.625656 = -4442936.694281 nChanged 6 SP:Iteration 39Q (5720.852040 sec): 3 clusters Score: Raw -4446344.410625 + Penalty 3406.625656 = -4442937.784969 nChanged 6 SP:Iteration 40F (5720.915796 sec): 3 clusters Score: Raw -4446345.056553 + Penalty 3406.625656 = -4442938.430898 nChanged 4 SP:Iteration 41Q (5720.985904 sec): 3 clusters Score: Raw -4446346.045653 + Penalty 3406.625656 = -4442939.419997 nChanged 6 SP:Iteration 42Q (5721.072968 sec): 3 clusters Score: Raw -4446347.042222 + Penalty 3406.625656 = -4442940.416566 nChanged 5 SP:Iteration 43Q (5721.147956 sec): 3 clusters Score: Raw -4446348.120930 + Penalty 3406.625656 = -4442941.495274 nChanged 4 SP:Iteration 44Q (5721.237339 sec): 3 clusters Score: Raw -4446348.814117 + Penalty 3406.625656 = -4442942.188461 nChanged 4 SP:Iteration 45Q (5721.320880 sec): 3 clusters Score: Raw -4446349.720061 + Penalty 3406.625656 = -4442943.094405 nChanged 2 SP:Iteration 46Q (5721.405813 sec): 3 clusters Score: Raw -4446350.215810 + Penalty 3406.625656 = -4442943.590154 nChanged 2 SP:Iteration 47Q (5721.510115 sec): 3 clusters Score: Raw -4446350.557839 + Penalty 3406.625656 = -4442943.932183 nChanged 3 SP:Iteration 48Q (5721.602644 sec): 3 clusters Score: Raw -4446351.079904 + Penalty 3406.625656 = -4442944.454248 nChanged 4 SP:Iteration 49Q (5721.715052 sec): 3 clusters Score: Raw -4446351.913622 + Penalty 3406.625656 = -4442945.287966 nChanged 4 SP:Iteration 50Q (5721.815993 sec): 3 clusters Score: Raw -4446352.549000 + Penalty 3406.625656 = -4442945.923344 nChanged 6 SP:Iteration 51Q (5721.905607 sec): 3 clusters Score: Raw -4446353.650905 + Penalty 3406.625656 = -4442947.025250 nChanged 3 SP:Iteration 52Q (5721.986907 sec): 3 clusters Score: Raw -4446354.337238 + Penalty 3406.625656 = -4442947.711582 nChanged 5 SP:Iteration 53Q (5722.072566 sec): 3 clusters Score: Raw -4446355.530527 + Penalty 3406.625656 = -4442948.904871 nChanged 1 SP:Iteration 54Q (5722.164933 sec): 3 clusters Score: Raw -4446355.770806 + Penalty 3406.625656 = -4442949.145150 nChanged 5 SP:Iteration 55Q (5722.217038 sec): 3 clusters Score: Raw -4446356.738005 + Penalty 3406.625656 = -4442950.112350 nChanged 4 SP:Iteration 56Q (5722.283768 sec): 3 clusters Score: Raw -4446357.407419 + Penalty 3406.625656 = -4442950.781763 nChanged 2 SP:Iteration 57Q (5722.343253 sec): 3 clusters Score: Raw -4446357.806785 + Penalty 3406.625656 = -4442951.181129 nChanged 1 SP:Iteration 58Q (5722.401399 sec): 3 clusters Score: Raw -4446357.877235 + Penalty 3406.625656 = -4442951.251579 nChanged 2 SP:Iteration 59Q (5722.456024 sec): 3 clusters Score: Raw -4446358.392944 + Penalty 3406.625656 = -4442951.767289 nChanged 3 SP:Iteration 60F (5722.522385 sec): 3 clusters Score: Raw -4446359.016530 + Penalty 3406.625656 = -4442952.390874 nChanged 4 SP:Iteration 61Q (5722.574748 sec): 3 clusters Score: Raw -4446359.812470 + Penalty 3406.625656 = -4442953.186814 nChanged 1 SP:Iteration 62Q (5722.663865 sec): 3 clusters Score: Raw -4446360.156485 + Penalty 3406.625656 = -4442953.530829 nChanged 2 SP:Iteration 63Q (5722.759919 sec): 3 clusters Score: Raw -4446360.499553 + Penalty 3406.625656 = -4442953.873897 nChanged 2 SP:Iteration 64Q (5722.844709 sec): 3 clusters Score: Raw -4446360.724782 + Penalty 3406.625656 = -4442954.099126 nChanged 2 SP:Iteration 65Q (5722.899244 sec): 3 clusters Score: Raw -4446360.964038 + Penalty 3406.625656 = -4442954.338382 nChanged 1 SP:Iteration 66Q (5722.953725 sec): 3 clusters Score: Raw -4446361.016634 + Penalty 3406.625656 = -4442954.390978 nChanged 1 SP:Iteration 67Q (5723.013068 sec): 3 clusters Score: Raw -4446361.115008 + Penalty 3406.625656 = -4442954.489352 nChanged 1 SP:Iteration 68Q (5723.065735 sec): 3 clusters Score: Raw -4446361.254708 + Penalty 3406.625656 = -4442954.629053 nChanged 1 SP:Iteration 69Q (5723.123388 sec): 3 clusters Score: Raw -4446361.478649 + Penalty 3406.625656 = -4442954.852993 nChanged 1 SP:Iteration 70Q (5723.177554 sec): 3 clusters Score: Raw -4446361.724428 + Penalty 3406.625656 = -4442955.098772 nChanged 0 SP:Iteration 71F (5723.246494 sec): 3 clusters Score: Raw -4446361.724428 + Penalty 3406.625656 = -4442955.098772 nChanged 0 Trying to split cluster 22 (12437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5723.269092 sec): 2 clusters Score: Raw -1513148.187002 + Penalty 1532.120067 = -1511616.066935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5723.309109 sec): 3 clusters Score: Raw -1505939.967945 + Penalty 3064.240133 = -1502875.727812 nChanged 5443 SP:Iteration 1F (5723.347735 sec): 3 clusters Score: Raw -1508882.041462 + Penalty 3064.240133 = -1505817.801329 nChanged 764 SP:Iteration 2F (5723.396757 sec): 3 clusters Score: Raw -1509188.848216 + Penalty 3064.240133 = -1506124.608082 nChanged 647 SP:Iteration 3F (5723.438115 sec): 3 clusters Score: Raw -1509422.483089 + Penalty 3064.240133 = -1506358.242956 nChanged 558 SP:Iteration 4Q (5723.502720 sec): 3 clusters Score: Raw -1509635.703383 + Penalty 3064.240133 = -1506571.463250 nChanged 516 SP:Iteration 5Q (5723.568309 sec): 3 clusters Score: Raw -1509829.247717 + Penalty 3064.240133 = -1506765.007583 nChanged 464 SP:Iteration 6Q (5723.607191 sec): 3 clusters Score: Raw -1510000.743284 + Penalty 3064.240133 = -1506936.503151 nChanged 427 SP:Iteration 7Q (5723.639259 sec): 3 clusters Score: Raw -1510171.450215 + Penalty 3064.240133 = -1507107.210082 nChanged 419 SP:Iteration 8Q (5723.674183 sec): 3 clusters Score: Raw -1510377.370940 + Penalty 3064.240133 = -1507313.130806 nChanged 460 SP:Iteration 9Q (5723.706279 sec): 3 clusters Score: Raw -1510647.613824 + Penalty 3064.240133 = -1507583.373690 nChanged 496 SP:Iteration 10Q (5723.738417 sec): 3 clusters Score: Raw -1510959.705560 + Penalty 3064.240133 = -1507895.465427 nChanged 458 SP:Iteration 11Q (5723.778928 sec): 3 clusters Score: Raw -1511312.350416 + Penalty 3064.240133 = -1508248.110283 nChanged 459 SP:Iteration 12Q (5723.815284 sec): 3 clusters Score: Raw -1511628.108373 + Penalty 3064.240133 = -1508563.868239 nChanged 407 SP:Iteration 13Q (5723.852409 sec): 3 clusters Score: Raw -1511912.796862 + Penalty 3064.240133 = -1508848.556729 nChanged 390 SP:Iteration 14Q (5723.884177 sec): 3 clusters Score: Raw -1512172.801247 + Penalty 3064.240133 = -1509108.561114 nChanged 324 SP:Iteration 15Q (5723.917000 sec): 3 clusters Score: Raw -1512394.908100 + Penalty 3064.240133 = -1509330.667966 nChanged 278 SP:Iteration 16Q (5723.950912 sec): 3 clusters Score: Raw -1512584.540995 + Penalty 3064.240133 = -1509520.300862 nChanged 240 SP:Iteration 17Q (5723.985454 sec): 3 clusters Score: Raw -1512738.974468 + Penalty 3064.240133 = -1509674.734335 nChanged 202 SP:Iteration 18Q (5724.017772 sec): 3 clusters Score: Raw -1512856.247728 + Penalty 3064.240133 = -1509792.007594 nChanged 182 SP:Iteration 19Q (5724.049869 sec): 3 clusters Score: Raw -1512968.746292 + Penalty 3064.240133 = -1509904.506159 nChanged 145 SP:Iteration 20F (5724.085956 sec): 3 clusters Score: Raw -1513061.811603 + Penalty 3064.240133 = -1509997.571470 nChanged 133 SP:Iteration 21Q (5724.118977 sec): 3 clusters Score: Raw -1513136.136540 + Penalty 3064.240133 = -1510071.896407 nChanged 106 SP:Iteration 22Q (5724.152125 sec): 3 clusters Score: Raw -1513189.027888 + Penalty 3064.240133 = -1510124.787755 nChanged 95 SP:Iteration 23Q (5724.190447 sec): 3 clusters Score: Raw -1513235.102137 + Penalty 3064.240133 = -1510170.862004 nChanged 73 SP:Iteration 24Q (5724.219596 sec): 3 clusters Score: Raw -1513265.971680 + Penalty 3064.240133 = -1510201.731547 nChanged 53 SP:Iteration 25Q (5724.251970 sec): 3 clusters Score: Raw -1513291.501256 + Penalty 3064.240133 = -1510227.261123 nChanged 41 SP:Iteration 26Q (5724.287305 sec): 3 clusters Score: Raw -1513311.445602 + Penalty 3064.240133 = -1510247.205469 nChanged 35 SP:Iteration 27Q (5724.315570 sec): 3 clusters Score: Raw -1513324.938191 + Penalty 3064.240133 = -1510260.698058 nChanged 25 SP:Iteration 28Q (5724.349233 sec): 3 clusters Score: Raw -1513334.452362 + Penalty 3064.240133 = -1510270.212228 nChanged 23 SP:Iteration 29Q (5724.378679 sec): 3 clusters Score: Raw -1513349.507488 + Penalty 3064.240133 = -1510285.267354 nChanged 33 SP:Iteration 30Q (5724.437180 sec): 3 clusters Score: Raw -1513369.820743 + Penalty 3064.240133 = -1510305.580610 nChanged 27 SP:Iteration 31Q (5724.469806 sec): 3 clusters Score: Raw -1513384.189988 + Penalty 3064.240133 = -1510319.949854 nChanged 21 SP:Iteration 32Q (5724.503063 sec): 3 clusters Score: Raw -1513394.689817 + Penalty 3064.240133 = -1510330.449684 nChanged 20 SP:Iteration 33Q (5724.566403 sec): 3 clusters Score: Raw -1513404.455084 + Penalty 3064.240133 = -1510340.214951 nChanged 18 SP:Iteration 34Q (5724.597124 sec): 3 clusters Score: Raw -1513413.373443 + Penalty 3064.240133 = -1510349.133309 nChanged 17 SP:Iteration 35Q (5724.656114 sec): 3 clusters Score: Raw -1513421.822846 + Penalty 3064.240133 = -1510357.582712 nChanged 23 SP:Iteration 36Q (5724.711271 sec): 3 clusters Score: Raw -1513433.024370 + Penalty 3064.240133 = -1510368.784236 nChanged 22 SP:Iteration 37Q (5724.741042 sec): 3 clusters Score: Raw -1513442.102702 + Penalty 3064.240133 = -1510377.862568 nChanged 20 SP:Iteration 38Q (5724.768558 sec): 3 clusters Score: Raw -1513451.160834 + Penalty 3064.240133 = -1510386.920700 nChanged 17 SP:Iteration 39Q (5724.802613 sec): 3 clusters Score: Raw -1513459.073747 + Penalty 3064.240133 = -1510394.833614 nChanged 13 SP:Iteration 40F (5724.836784 sec): 3 clusters Score: Raw -1513464.112180 + Penalty 3064.240133 = -1510399.872047 nChanged 9 SP:Iteration 41Q (5724.864402 sec): 3 clusters Score: Raw -1513466.709453 + Penalty 3064.240133 = -1510402.469320 nChanged 3 SP:Iteration 42Q (5724.897692 sec): 3 clusters Score: Raw -1513467.724654 + Penalty 3064.240133 = -1510403.484521 nChanged 4 SP:Iteration 43Q (5724.926591 sec): 3 clusters Score: Raw -1513468.673734 + Penalty 3064.240133 = -1510404.433601 nChanged 2 SP:Iteration 44Q (5724.966387 sec): 3 clusters Score: Raw -1513468.992847 + Penalty 3064.240133 = -1510404.752713 nChanged 2 SP:Iteration 45Q (5725.000706 sec): 3 clusters Score: Raw -1513470.907221 + Penalty 3064.240133 = -1510406.667087 nChanged 2 SP:Iteration 46Q (5725.034550 sec): 3 clusters Score: Raw -1513471.933885 + Penalty 3064.240133 = -1510407.693751 nChanged 2 SP:Iteration 47Q (5725.068108 sec): 3 clusters Score: Raw -1513472.353027 + Penalty 3064.240133 = -1510408.112893 nChanged 1 SP:Iteration 48Q (5725.097660 sec): 3 clusters Score: Raw -1513472.729877 + Penalty 3064.240133 = -1510408.489743 nChanged 1 SP:Iteration 49Q (5725.125476 sec): 3 clusters Score: Raw -1513473.170122 + Penalty 3064.240133 = -1510408.929989 nChanged 2 SP:Iteration 50Q (5725.153087 sec): 3 clusters Score: Raw -1513473.862840 + Penalty 3064.240133 = -1510409.622707 nChanged 4 SP:Iteration 51Q (5725.180632 sec): 3 clusters Score: Raw -1513475.147564 + Penalty 3064.240133 = -1510410.907431 nChanged 2 SP:Iteration 52Q (5725.208234 sec): 3 clusters Score: Raw -1513476.536641 + Penalty 3064.240133 = -1510412.296508 nChanged 1 SP:Iteration 53Q (5725.235811 sec): 3 clusters Score: Raw -1513476.727917 + Penalty 3064.240133 = -1510412.487784 nChanged 0 SP:Iteration 54F (5725.267636 sec): 3 clusters Score: Raw -1513476.727917 + Penalty 3064.240133 = -1510412.487784 nChanged 0 Trying to split cluster 23 (14047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5725.296254 sec): 2 clusters Score: Raw -1742036.675511 + Penalty 1551.901671 = -1740484.773840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5725.334962 sec): 3 clusters Score: Raw -1733763.465466 + Penalty 3103.803342 = -1730659.662124 nChanged 6188 SP:Iteration 1F (5725.373271 sec): 3 clusters Score: Raw -1737158.759544 + Penalty 3103.803342 = -1734054.956202 nChanged 860 SP:Iteration 2F (5725.411400 sec): 3 clusters Score: Raw -1737583.002473 + Penalty 3103.803342 = -1734479.199131 nChanged 888 SP:Iteration 3F (5725.448561 sec): 3 clusters Score: Raw -1738095.969825 + Penalty 3103.803342 = -1734992.166483 nChanged 941 SP:Iteration 4F (5725.485865 sec): 3 clusters Score: Raw -1738727.127753 + Penalty 3103.803342 = -1735623.324411 nChanged 1002 SP:Iteration 5F (5725.531543 sec): 3 clusters Score: Raw -1739525.696419 + Penalty 3103.803342 = -1736421.893077 nChanged 956 SP:Iteration 6F (5725.570972 sec): 3 clusters Score: Raw -1740379.830906 + Penalty 3103.803342 = -1737276.027564 nChanged 767 SP:Iteration 7F (5725.604799 sec): 3 clusters Score: Raw -1741079.155200 + Penalty 3103.803342 = -1737975.351859 nChanged 526 SP:Iteration 8Q (5725.637827 sec): 3 clusters Score: Raw -1741545.752027 + Penalty 3103.803342 = -1738441.948685 nChanged 320 SP:Iteration 9Q (5725.673550 sec): 3 clusters Score: Raw -1741829.328221 + Penalty 3103.803342 = -1738725.524879 nChanged 188 SP:Iteration 10Q (5725.706167 sec): 3 clusters Score: Raw -1742003.574185 + Penalty 3103.803342 = -1738899.770843 nChanged 104 SP:Iteration 11Q (5725.737243 sec): 3 clusters Score: Raw -1742106.444164 + Penalty 3103.803342 = -1739002.640822 nChanged 69 SP:Iteration 12Q (5725.767843 sec): 3 clusters Score: Raw -1742165.131443 + Penalty 3103.803342 = -1739061.328101 nChanged 31 SP:Iteration 13Q (5725.798057 sec): 3 clusters Score: Raw -1742199.363378 + Penalty 3103.803342 = -1739095.560036 nChanged 19 SP:Iteration 14Q (5725.839955 sec): 3 clusters Score: Raw -1742219.929726 + Penalty 3103.803342 = -1739116.126384 nChanged 11 SP:Iteration 15Q (5725.868175 sec): 3 clusters Score: Raw -1742232.897055 + Penalty 3103.803342 = -1739129.093713 nChanged 8 SP:Iteration 16Q (5725.933075 sec): 3 clusters Score: Raw -1742243.237088 + Penalty 3103.803342 = -1739139.433747 nChanged 9 SP:Iteration 17Q (5725.993436 sec): 3 clusters Score: Raw -1742254.155836 + Penalty 3103.803342 = -1739150.352494 nChanged 6 SP:Iteration 18Q (5726.042663 sec): 3 clusters Score: Raw -1742259.909074 + Penalty 3103.803342 = -1739156.105732 nChanged 6 SP:Iteration 19Q (5726.093850 sec): 3 clusters Score: Raw -1742265.169824 + Penalty 3103.803342 = -1739161.366482 nChanged 2 SP:Iteration 20F (5726.156670 sec): 3 clusters Score: Raw -1742268.323180 + Penalty 3103.803342 = -1739164.519838 nChanged 2 SP:Iteration 21Q (5726.218067 sec): 3 clusters Score: Raw -1742270.423724 + Penalty 3103.803342 = -1739166.620382 nChanged 0 SP:Iteration 22F (5726.280041 sec): 3 clusters Score: Raw -1742270.423724 + Penalty 3103.803342 = -1739166.620382 nChanged 0 Trying to split cluster 24 (9517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5726.314835 sec): 2 clusters Score: Raw -1162143.364938 + Penalty 1488.635680 = -1160654.729259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5726.369439 sec): 3 clusters Score: Raw -1156742.646760 + Penalty 2977.271359 = -1153765.375400 nChanged 4097 SP:Iteration 1F (5726.431385 sec): 3 clusters Score: Raw -1158906.367694 + Penalty 2977.271359 = -1155929.096334 nChanged 582 SP:Iteration 2F (5726.462867 sec): 3 clusters Score: Raw -1159176.692788 + Penalty 2977.271359 = -1156199.421428 nChanged 520 SP:Iteration 3F (5726.491206 sec): 3 clusters Score: Raw -1159414.514485 + Penalty 2977.271359 = -1156437.243125 nChanged 444 SP:Iteration 4Q (5726.519754 sec): 3 clusters Score: Raw -1159607.460441 + Penalty 2977.271359 = -1156630.189081 nChanged 388 SP:Iteration 5Q (5726.552137 sec): 3 clusters Score: Raw -1159793.683433 + Penalty 2977.271359 = -1156816.412073 nChanged 420 SP:Iteration 6Q (5726.614036 sec): 3 clusters Score: Raw -1160010.579947 + Penalty 2977.271359 = -1157033.308588 nChanged 441 SP:Iteration 7Q (5726.673354 sec): 3 clusters Score: Raw -1160282.196067 + Penalty 2977.271359 = -1157304.924708 nChanged 464 SP:Iteration 8Q (5726.722550 sec): 3 clusters Score: Raw -1160587.814863 + Penalty 2977.271359 = -1157610.543504 nChanged 487 SP:Iteration 9F (5726.785190 sec): 3 clusters Score: Raw -1160954.658151 + Penalty 2977.271359 = -1157977.386792 nChanged 505 SP:Iteration 10F (5726.814933 sec): 3 clusters Score: Raw -1161390.083187 + Penalty 2977.271359 = -1158412.811828 nChanged 508 SP:Iteration 11F (5726.844543 sec): 3 clusters Score: Raw -1161772.931395 + Penalty 2977.271359 = -1158795.660036 nChanged 387 SP:Iteration 12Q (5726.877007 sec): 3 clusters Score: Raw -1162042.518021 + Penalty 2977.271359 = -1159065.246661 nChanged 291 SP:Iteration 13Q (5726.906268 sec): 3 clusters Score: Raw -1162218.948747 + Penalty 2977.271359 = -1159241.677387 nChanged 183 SP:Iteration 14Q (5726.941643 sec): 3 clusters Score: Raw -1162306.140960 + Penalty 2977.271359 = -1159328.869601 nChanged 114 SP:Iteration 15Q (5726.980648 sec): 3 clusters Score: Raw -1162356.402851 + Penalty 2977.271359 = -1159379.131492 nChanged 91 SP:Iteration 16Q (5727.008055 sec): 3 clusters Score: Raw -1162395.094194 + Penalty 2977.271359 = -1159417.822835 nChanged 82 SP:Iteration 17Q (5727.035681 sec): 3 clusters Score: Raw -1162420.405626 + Penalty 2977.271359 = -1159443.134267 nChanged 70 SP:Iteration 18Q (5727.098668 sec): 3 clusters Score: Raw -1162437.378654 + Penalty 2977.271359 = -1159460.107295 nChanged 50 SP:Iteration 19Q (5727.147527 sec): 3 clusters Score: Raw -1162448.296642 + Penalty 2977.271359 = -1159471.025283 nChanged 40 SP:Iteration 20F (5727.188550 sec): 3 clusters Score: Raw -1162456.554693 + Penalty 2977.271359 = -1159479.283333 nChanged 24 SP:Iteration 21Q (5727.220013 sec): 3 clusters Score: Raw -1162461.352331 + Penalty 2977.271359 = -1159484.080972 nChanged 16 SP:Iteration 22Q (5727.249471 sec): 3 clusters Score: Raw -1162463.982715 + Penalty 2977.271359 = -1159486.711355 nChanged 16 SP:Iteration 23Q (5727.283275 sec): 3 clusters Score: Raw -1162465.881431 + Penalty 2977.271359 = -1159488.610071 nChanged 6 SP:Iteration 24Q (5727.313185 sec): 3 clusters Score: Raw -1162466.576335 + Penalty 2977.271359 = -1159489.304976 nChanged 3 SP:Iteration 25Q (5727.340947 sec): 3 clusters Score: Raw -1162466.829550 + Penalty 2977.271359 = -1159489.558191 nChanged 4 SP:Iteration 26Q (5727.368360 sec): 3 clusters Score: Raw -1162467.169883 + Penalty 2977.271359 = -1159489.898524 nChanged 2 SP:Iteration 27Q (5727.396006 sec): 3 clusters Score: Raw -1162467.315003 + Penalty 2977.271359 = -1159490.043644 nChanged 2 SP:Iteration 28Q (5727.424985 sec): 3 clusters Score: Raw -1162467.615093 + Penalty 2977.271359 = -1159490.343734 nChanged 3 SP:Iteration 29Q (5727.452413 sec): 3 clusters Score: Raw -1162467.997588 + Penalty 2977.271359 = -1159490.726229 nChanged 4 SP:Iteration 30Q (5727.479932 sec): 3 clusters Score: Raw -1162468.618020 + Penalty 2977.271359 = -1159491.346660 nChanged 4 SP:Iteration 31Q (5727.507302 sec): 3 clusters Score: Raw -1162468.997786 + Penalty 2977.271359 = -1159491.726427 nChanged 4 SP:Iteration 32Q (5727.539856 sec): 3 clusters Score: Raw -1162469.339076 + Penalty 2977.271359 = -1159492.067716 nChanged 2 SP:Iteration 33Q (5727.565857 sec): 3 clusters Score: Raw -1162469.464153 + Penalty 2977.271359 = -1159492.192794 nChanged 0 SP:Iteration 34F (5727.604526 sec): 3 clusters Score: Raw -1162469.464153 + Penalty 2977.271359 = -1159492.192794 nChanged 0 Trying to split cluster 25 (3261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5727.621825 sec): 2 clusters Score: Raw -391881.970765 + Penalty 1314.590741 = -390567.380024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5727.638723 sec): 3 clusters Score: Raw -390283.905871 + Penalty 2629.181482 = -387654.724389 nChanged 1264 SP:Iteration 1F (5727.654513 sec): 3 clusters Score: Raw -391110.365390 + Penalty 2629.181482 = -388481.183908 nChanged 260 SP:Iteration 2F (5727.708330 sec): 3 clusters Score: Raw -391267.060160 + Penalty 2629.181482 = -388637.878678 nChanged 150 SP:Iteration 3Q (5727.743063 sec): 3 clusters Score: Raw -391349.317306 + Penalty 2629.181482 = -388720.135824 nChanged 106 SP:Iteration 4Q (5727.790035 sec): 3 clusters Score: Raw -391406.327427 + Penalty 2629.181482 = -388777.145945 nChanged 88 SP:Iteration 5Q (5727.839366 sec): 3 clusters Score: Raw -391456.315579 + Penalty 2629.181482 = -388827.134097 nChanged 77 SP:Iteration 6Q (5727.874743 sec): 3 clusters Score: Raw -391497.895016 + Penalty 2629.181482 = -388868.713533 nChanged 68 SP:Iteration 7Q (5727.918123 sec): 3 clusters Score: Raw -391533.280320 + Penalty 2629.181482 = -388904.098838 nChanged 69 SP:Iteration 8Q (5727.965767 sec): 3 clusters Score: Raw -391571.277247 + Penalty 2629.181482 = -388942.095764 nChanged 64 SP:Iteration 9Q (5728.020268 sec): 3 clusters Score: Raw -391604.072031 + Penalty 2629.181482 = -388974.890549 nChanged 55 SP:Iteration 10Q (5728.054262 sec): 3 clusters Score: Raw -391632.459664 + Penalty 2629.181482 = -389003.278182 nChanged 50 SP:Iteration 11Q (5728.095831 sec): 3 clusters Score: Raw -391661.849919 + Penalty 2629.181482 = -389032.668437 nChanged 58 SP:Iteration 12Q (5728.139139 sec): 3 clusters Score: Raw -391702.458157 + Penalty 2629.181482 = -389073.276675 nChanged 67 SP:Iteration 13Q (5728.166663 sec): 3 clusters Score: Raw -391744.979605 + Penalty 2629.181482 = -389115.798123 nChanged 73 SP:Iteration 14Q (5728.187873 sec): 3 clusters Score: Raw -391784.234912 + Penalty 2629.181482 = -389155.053429 nChanged 54 SP:Iteration 15Q (5728.202544 sec): 3 clusters Score: Raw -391810.661959 + Penalty 2629.181482 = -389181.480477 nChanged 50 SP:Iteration 16Q (5728.217741 sec): 3 clusters Score: Raw -391838.158941 + Penalty 2629.181482 = -389208.977459 nChanged 46 SP:Iteration 17Q (5728.234771 sec): 3 clusters Score: Raw -391862.601035 + Penalty 2629.181482 = -389233.419553 nChanged 39 SP:Iteration 18Q (5728.286020 sec): 3 clusters Score: Raw -391882.949036 + Penalty 2629.181482 = -389253.767554 nChanged 37 SP:Iteration 19Q (5728.334815 sec): 3 clusters Score: Raw -391905.426279 + Penalty 2629.181482 = -389276.244797 nChanged 44 SP:Iteration 20F (5728.349598 sec): 3 clusters Score: Raw -391928.858606 + Penalty 2629.181482 = -389299.677124 nChanged 45 SP:Iteration 21Q (5728.398826 sec): 3 clusters Score: Raw -391953.301176 + Penalty 2629.181482 = -389324.119694 nChanged 44 SP:Iteration 22Q (5728.447539 sec): 3 clusters Score: Raw -391976.553738 + Penalty 2629.181482 = -389347.372256 nChanged 39 SP:Iteration 23Q (5728.502733 sec): 3 clusters Score: Raw -392003.883802 + Penalty 2629.181482 = -389374.702320 nChanged 40 SP:Iteration 24Q (5728.515732 sec): 3 clusters Score: Raw -392032.431458 + Penalty 2629.181482 = -389403.249976 nChanged 44 SP:Iteration 25Q (5728.534292 sec): 3 clusters Score: Raw -392054.229302 + Penalty 2629.181482 = -389425.047820 nChanged 33 SP:Iteration 26Q (5728.561832 sec): 3 clusters Score: Raw -392072.570430 + Penalty 2629.181482 = -389443.388948 nChanged 22 SP:Iteration 27Q (5728.577430 sec): 3 clusters Score: Raw -392082.828570 + Penalty 2629.181482 = -389453.647087 nChanged 25 SP:Iteration 28Q (5728.592912 sec): 3 clusters Score: Raw -392091.961226 + Penalty 2629.181482 = -389462.779744 nChanged 20 SP:Iteration 29Q (5728.609275 sec): 3 clusters Score: Raw -392101.550134 + Penalty 2629.181482 = -389472.368651 nChanged 18 SP:Iteration 30Q (5728.672157 sec): 3 clusters Score: Raw -392111.422051 + Penalty 2629.181482 = -389482.240569 nChanged 20 SP:Iteration 31Q (5728.684120 sec): 3 clusters Score: Raw -392122.339432 + Penalty 2629.181482 = -389493.157949 nChanged 19 SP:Iteration 32Q (5728.703947 sec): 3 clusters Score: Raw -392132.895009 + Penalty 2629.181482 = -389503.713526 nChanged 16 SP:Iteration 33Q (5728.721012 sec): 3 clusters Score: Raw -392140.517433 + Penalty 2629.181482 = -389511.335951 nChanged 5 SP:Iteration 34Q (5728.736891 sec): 3 clusters Score: Raw -392142.249078 + Penalty 2629.181482 = -389513.067596 nChanged 7 SP:Iteration 35Q (5728.776455 sec): 3 clusters Score: Raw -392147.120413 + Penalty 2629.181482 = -389517.938931 nChanged 10 SP:Iteration 36Q (5728.815150 sec): 3 clusters Score: Raw -392151.000821 + Penalty 2629.181482 = -389521.819338 nChanged 3 SP:Iteration 37Q (5728.837442 sec): 3 clusters Score: Raw -392151.816161 + Penalty 2629.181482 = -389522.634679 nChanged 2 SP:Iteration 38Q (5728.857075 sec): 3 clusters Score: Raw -392152.813552 + Penalty 2629.181482 = -389523.632070 nChanged 4 SP:Iteration 39Q (5728.872471 sec): 3 clusters Score: Raw -392154.898385 + Penalty 2629.181482 = -389525.716903 nChanged 4 SP:Iteration 40F (5728.923082 sec): 3 clusters Score: Raw -392156.599798 + Penalty 2629.181482 = -389527.418316 nChanged 0 Trying to split cluster 26 (3119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5728.940383 sec): 2 clusters Score: Raw -414483.771969 + Penalty 1307.356004 = -413176.415965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5728.956977 sec): 3 clusters Score: Raw -413006.103152 + Penalty 2614.712008 = -410391.391145 nChanged 1182 SP:Iteration 1F (5728.974846 sec): 3 clusters Score: Raw -413636.480030 + Penalty 2614.712008 = -411021.768022 nChanged 217 SP:Iteration 2F (5728.989937 sec): 3 clusters Score: Raw -413761.330743 + Penalty 2614.712008 = -411146.618735 nChanged 162 SP:Iteration 3F (5729.004349 sec): 3 clusters Score: Raw -413838.894030 + Penalty 2614.712008 = -411224.182022 nChanged 97 SP:Iteration 4Q (5729.020492 sec): 3 clusters Score: Raw -413887.842853 + Penalty 2614.712008 = -411273.130845 nChanged 92 SP:Iteration 5Q (5729.037469 sec): 3 clusters Score: Raw -413936.829994 + Penalty 2614.712008 = -411322.117986 nChanged 87 SP:Iteration 6Q (5729.054540 sec): 3 clusters Score: Raw -413983.235795 + Penalty 2614.712008 = -411368.523787 nChanged 83 SP:Iteration 7Q (5729.070434 sec): 3 clusters Score: Raw -414027.842715 + Penalty 2614.712008 = -411413.130707 nChanged 84 SP:Iteration 8Q (5729.087408 sec): 3 clusters Score: Raw -414066.989183 + Penalty 2614.712008 = -411452.277175 nChanged 80 SP:Iteration 9Q (5729.103301 sec): 3 clusters Score: Raw -414110.464852 + Penalty 2614.712008 = -411495.752844 nChanged 84 SP:Iteration 10Q (5729.120323 sec): 3 clusters Score: Raw -414158.830651 + Penalty 2614.712008 = -411544.118643 nChanged 88 SP:Iteration 11Q (5729.136139 sec): 3 clusters Score: Raw -414214.315490 + Penalty 2614.712008 = -411599.603482 nChanged 90 SP:Iteration 12Q (5729.154352 sec): 3 clusters Score: Raw -414270.819704 + Penalty 2614.712008 = -411656.107696 nChanged 88 SP:Iteration 13Q (5729.171145 sec): 3 clusters Score: Raw -414322.838727 + Penalty 2614.712008 = -411708.126719 nChanged 74 SP:Iteration 14Q (5729.188508 sec): 3 clusters Score: Raw -414365.828217 + Penalty 2614.712008 = -411751.116209 nChanged 73 SP:Iteration 15Q (5729.204974 sec): 3 clusters Score: Raw -414412.579680 + Penalty 2614.712008 = -411797.867672 nChanged 69 SP:Iteration 16Q (5729.222038 sec): 3 clusters Score: Raw -414450.669487 + Penalty 2614.712008 = -411835.957479 nChanged 54 SP:Iteration 17Q (5729.239181 sec): 3 clusters Score: Raw -414481.647156 + Penalty 2614.712008 = -411866.935148 nChanged 54 SP:Iteration 18Q (5729.255749 sec): 3 clusters Score: Raw -414518.491965 + Penalty 2614.712008 = -411903.779957 nChanged 47 SP:Iteration 19Q (5729.272890 sec): 3 clusters Score: Raw -414547.940266 + Penalty 2614.712008 = -411933.228258 nChanged 53 SP:Iteration 20F (5729.289759 sec): 3 clusters Score: Raw -414588.537260 + Penalty 2614.712008 = -411973.825252 nChanged 60 SP:Iteration 21Q (5729.306602 sec): 3 clusters Score: Raw -414643.750885 + Penalty 2614.712008 = -412029.038877 nChanged 59 SP:Iteration 22Q (5729.323510 sec): 3 clusters Score: Raw -414684.283383 + Penalty 2614.712008 = -412069.571375 nChanged 49 SP:Iteration 23Q (5729.340509 sec): 3 clusters Score: Raw -414716.571045 + Penalty 2614.712008 = -412101.859037 nChanged 42 SP:Iteration 24Q (5729.358603 sec): 3 clusters Score: Raw -414746.217794 + Penalty 2614.712008 = -412131.505786 nChanged 38 SP:Iteration 25Q (5729.375251 sec): 3 clusters Score: Raw -414771.538342 + Penalty 2614.712008 = -412156.826334 nChanged 38 SP:Iteration 26Q (5729.392251 sec): 3 clusters Score: Raw -414792.129649 + Penalty 2614.712008 = -412177.417641 nChanged 25 SP:Iteration 27Q (5729.408118 sec): 3 clusters Score: Raw -414807.593517 + Penalty 2614.712008 = -412192.881509 nChanged 15 SP:Iteration 28Q (5729.425076 sec): 3 clusters Score: Raw -414815.169616 + Penalty 2614.712008 = -412200.457608 nChanged 11 SP:Iteration 29Q (5729.442382 sec): 3 clusters Score: Raw -414820.725077 + Penalty 2614.712008 = -412206.013069 nChanged 7 SP:Iteration 30Q (5729.459016 sec): 3 clusters Score: Raw -414825.016060 + Penalty 2614.712008 = -412210.304052 nChanged 5 SP:Iteration 31Q (5729.476271 sec): 3 clusters Score: Raw -414828.582409 + Penalty 2614.712008 = -412213.870401 nChanged 6 SP:Iteration 32Q (5729.493006 sec): 3 clusters Score: Raw -414832.715759 + Penalty 2614.712008 = -412218.003751 nChanged 8 SP:Iteration 33Q (5729.509330 sec): 3 clusters Score: Raw -414838.546808 + Penalty 2614.712008 = -412223.834800 nChanged 8 SP:Iteration 34Q (5729.524700 sec): 3 clusters Score: Raw -414843.888915 + Penalty 2614.712008 = -412229.176907 nChanged 7 SP:Iteration 35Q (5729.540774 sec): 3 clusters Score: Raw -414846.172454 + Penalty 2614.712008 = -412231.460446 nChanged 3 SP:Iteration 36Q (5729.557666 sec): 3 clusters Score: Raw -414847.708886 + Penalty 2614.712008 = -412232.996878 nChanged 4 SP:Iteration 37Q (5729.572503 sec): 3 clusters Score: Raw -414849.953546 + Penalty 2614.712008 = -412235.241538 nChanged 3 SP:Iteration 38Q (5729.587296 sec): 3 clusters Score: Raw -414851.964783 + Penalty 2614.712008 = -412237.252775 nChanged 3 SP:Iteration 39Q (5729.601851 sec): 3 clusters Score: Raw -414853.780659 + Penalty 2614.712008 = -412239.068651 nChanged 2 SP:Iteration 40F (5729.616050 sec): 3 clusters Score: Raw -414855.974860 + Penalty 2614.712008 = -412241.262853 nChanged 3 SP:Iteration 41Q (5729.630741 sec): 3 clusters Score: Raw -414857.531068 + Penalty 2614.712008 = -412242.819060 nChanged 4 SP:Iteration 42Q (5729.646425 sec): 3 clusters Score: Raw -414859.043276 + Penalty 2614.712008 = -412244.331268 nChanged 3 SP:Iteration 43Q (5729.662405 sec): 3 clusters Score: Raw -414860.748102 + Penalty 2614.712008 = -412246.036094 nChanged 4 SP:Iteration 44Q (5729.678747 sec): 3 clusters Score: Raw -414863.372244 + Penalty 2614.712008 = -412248.660236 nChanged 4 SP:Iteration 45Q (5729.694641 sec): 3 clusters Score: Raw -414866.398121 + Penalty 2614.712008 = -412251.686113 nChanged 3 SP:Iteration 46Q (5729.711030 sec): 3 clusters Score: Raw -414867.531588 + Penalty 2614.712008 = -412252.819580 nChanged 1 SP:Iteration 47Q (5729.728425 sec): 3 clusters Score: Raw -414867.887891 + Penalty 2614.712008 = -412253.175883 nChanged 0 SP:Iteration 48F (5729.744829 sec): 3 clusters Score: Raw -414867.887891 + Penalty 2614.712008 = -412253.175883 nChanged 0 Trying to split cluster 27 (4660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5729.764499 sec): 2 clusters Score: Raw -549613.757615 + Penalty 1372.600243 = -548241.157372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5729.789767 sec): 3 clusters Score: Raw -547248.330876 + Penalty 2745.200486 = -544503.130389 nChanged 1850 SP:Iteration 1F (5729.809476 sec): 3 clusters Score: Raw -548411.697855 + Penalty 2745.200486 = -545666.497369 nChanged 412 SP:Iteration 2F (5729.828968 sec): 3 clusters Score: Raw -548828.446795 + Penalty 2745.200486 = -546083.246309 nChanged 375 SP:Iteration 3F (5729.853801 sec): 3 clusters Score: Raw -549316.927643 + Penalty 2745.200486 = -546571.727157 nChanged 388 SP:Iteration 4F (5729.873358 sec): 3 clusters Score: Raw -549761.325150 + Penalty 2745.200486 = -547016.124664 nChanged 295 SP:Iteration 5F (5729.897722 sec): 3 clusters Score: Raw -550094.514736 + Penalty 2745.200486 = -547349.314250 nChanged 267 SP:Iteration 6F (5729.917275 sec): 3 clusters Score: Raw -550350.596042 + Penalty 2745.200486 = -547605.395556 nChanged 198 SP:Iteration 7Q (5729.936647 sec): 3 clusters Score: Raw -550558.407384 + Penalty 2745.200486 = -547813.206897 nChanged 159 SP:Iteration 8Q (5729.961855 sec): 3 clusters Score: Raw -550737.477079 + Penalty 2745.200486 = -547992.276592 nChanged 130 SP:Iteration 9Q (5729.981002 sec): 3 clusters Score: Raw -550862.210778 + Penalty 2745.200486 = -548117.010292 nChanged 74 SP:Iteration 10Q (5730.004713 sec): 3 clusters Score: Raw -550900.804953 + Penalty 2745.200486 = -548155.604466 nChanged 50 SP:Iteration 11Q (5730.023628 sec): 3 clusters Score: Raw -550921.057437 + Penalty 2745.200486 = -548175.856950 nChanged 25 SP:Iteration 12Q (5730.042451 sec): 3 clusters Score: Raw -550930.670474 + Penalty 2745.200486 = -548185.469988 nChanged 14 SP:Iteration 13Q (5730.068029 sec): 3 clusters Score: Raw -550933.959950 + Penalty 2745.200486 = -548188.759463 nChanged 8 SP:Iteration 14Q (5730.087023 sec): 3 clusters Score: Raw -550936.508759 + Penalty 2745.200486 = -548191.308273 nChanged 13 SP:Iteration 15Q (5730.110964 sec): 3 clusters Score: Raw -550940.855651 + Penalty 2745.200486 = -548195.655165 nChanged 10 SP:Iteration 16Q (5730.151040 sec): 3 clusters Score: Raw -550943.935160 + Penalty 2745.200486 = -548198.734674 nChanged 8 SP:Iteration 17Q (5730.170264 sec): 3 clusters Score: Raw -550947.927167 + Penalty 2745.200486 = -548202.726681 nChanged 11 SP:Iteration 18Q (5730.189821 sec): 3 clusters Score: Raw -550953.186201 + Penalty 2745.200486 = -548207.985714 nChanged 11 SP:Iteration 19Q (5730.209298 sec): 3 clusters Score: Raw -550956.848983 + Penalty 2745.200486 = -548211.648497 nChanged 6 SP:Iteration 20F (5730.252082 sec): 3 clusters Score: Raw -550959.133148 + Penalty 2745.200486 = -548213.932662 nChanged 8 SP:Iteration 21Q (5730.303427 sec): 3 clusters Score: Raw -550961.988649 + Penalty 2745.200486 = -548216.788162 nChanged 7 SP:Iteration 22Q (5730.346886 sec): 3 clusters Score: Raw -550963.672021 + Penalty 2745.200486 = -548218.471535 nChanged 5 SP:Iteration 23Q (5730.383227 sec): 3 clusters Score: Raw -550964.837334 + Penalty 2745.200486 = -548219.636848 nChanged 1 SP:Iteration 24Q (5730.428953 sec): 3 clusters Score: Raw -550964.933018 + Penalty 2745.200486 = -548219.732532 nChanged 0 SP:Iteration 25F (5730.474381 sec): 3 clusters Score: Raw -550964.933018 + Penalty 2745.200486 = -548219.732532 nChanged 0 Trying to split cluster 28 (3760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5730.514940 sec): 2 clusters Score: Raw -461863.112868 + Penalty 1337.728313 = -460525.384555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5730.552216 sec): 3 clusters Score: Raw -460001.970543 + Penalty 2675.456627 = -457326.513917 nChanged 1487 SP:Iteration 1F (5730.613911 sec): 3 clusters Score: Raw -460876.172818 + Penalty 2675.456627 = -458200.716191 nChanged 275 SP:Iteration 2F (5730.631086 sec): 3 clusters Score: Raw -461042.338259 + Penalty 2675.456627 = -458366.881632 nChanged 191 SP:Iteration 3F (5730.648820 sec): 3 clusters Score: Raw -461154.280602 + Penalty 2675.456627 = -458478.823975 nChanged 164 SP:Iteration 4Q (5730.672955 sec): 3 clusters Score: Raw -461278.811310 + Penalty 2675.456627 = -458603.354683 nChanged 175 SP:Iteration 5Q (5730.691153 sec): 3 clusters Score: Raw -461414.832073 + Penalty 2675.456627 = -458739.375446 nChanged 189 SP:Iteration 6F (5730.709378 sec): 3 clusters Score: Raw -461563.624453 + Penalty 2675.456627 = -458888.167826 nChanged 159 SP:Iteration 7Q (5730.727105 sec): 3 clusters Score: Raw -461694.585635 + Penalty 2675.456627 = -459019.129008 nChanged 173 SP:Iteration 8Q (5730.744730 sec): 3 clusters Score: Raw -461839.051553 + Penalty 2675.456627 = -459163.594926 nChanged 166 SP:Iteration 9Q (5730.762341 sec): 3 clusters Score: Raw -461978.841522 + Penalty 2675.456627 = -459303.384895 nChanged 151 SP:Iteration 10Q (5730.780422 sec): 3 clusters Score: Raw -462122.901696 + Penalty 2675.456627 = -459447.445070 nChanged 147 SP:Iteration 11Q (5730.827180 sec): 3 clusters Score: Raw -462230.351470 + Penalty 2675.456627 = -459554.894843 nChanged 104 SP:Iteration 12Q (5730.851521 sec): 3 clusters Score: Raw -462306.813018 + Penalty 2675.456627 = -459631.356391 nChanged 73 SP:Iteration 13Q (5730.869197 sec): 3 clusters Score: Raw -462348.652914 + Penalty 2675.456627 = -459673.196287 nChanged 68 SP:Iteration 14Q (5730.893859 sec): 3 clusters Score: Raw -462390.561730 + Penalty 2675.456627 = -459715.105103 nChanged 70 SP:Iteration 15Q (5730.911821 sec): 3 clusters Score: Raw -462431.069080 + Penalty 2675.456627 = -459755.612453 nChanged 45 SP:Iteration 16Q (5730.935427 sec): 3 clusters Score: Raw -462452.295805 + Penalty 2675.456627 = -459776.839178 nChanged 26 SP:Iteration 17Q (5730.954246 sec): 3 clusters Score: Raw -462466.896562 + Penalty 2675.456627 = -459791.439935 nChanged 33 SP:Iteration 18Q (5730.972334 sec): 3 clusters Score: Raw -462486.657563 + Penalty 2675.456627 = -459811.200936 nChanged 33 SP:Iteration 19Q (5730.989680 sec): 3 clusters Score: Raw -462508.077914 + Penalty 2675.456627 = -459832.621287 nChanged 32 SP:Iteration 20F (5731.007423 sec): 3 clusters Score: Raw -462529.791953 + Penalty 2675.456627 = -459854.335326 nChanged 35 SP:Iteration 21Q (5731.024597 sec): 3 clusters Score: Raw -462543.636210 + Penalty 2675.456627 = -459868.179583 nChanged 15 SP:Iteration 22Q (5731.042220 sec): 3 clusters Score: Raw -462549.102668 + Penalty 2675.456627 = -459873.646042 nChanged 9 SP:Iteration 23Q (5731.065637 sec): 3 clusters Score: Raw -462552.537334 + Penalty 2675.456627 = -459877.080707 nChanged 15 SP:Iteration 24Q (5731.089713 sec): 3 clusters Score: Raw -462559.597332 + Penalty 2675.456627 = -459884.140705 nChanged 24 SP:Iteration 25Q (5731.114344 sec): 3 clusters Score: Raw -462571.385889 + Penalty 2675.456627 = -459895.929263 nChanged 19 SP:Iteration 26Q (5731.131632 sec): 3 clusters Score: Raw -462578.367635 + Penalty 2675.456627 = -459902.911008 nChanged 13 SP:Iteration 27Q (5731.148718 sec): 3 clusters Score: Raw -462583.203472 + Penalty 2675.456627 = -459907.746845 nChanged 11 SP:Iteration 28Q (5731.165887 sec): 3 clusters Score: Raw -462587.376658 + Penalty 2675.456627 = -459911.920031 nChanged 7 SP:Iteration 29Q (5731.182927 sec): 3 clusters Score: Raw -462589.529842 + Penalty 2675.456627 = -459914.073216 nChanged 2 SP:Iteration 30Q (5731.199838 sec): 3 clusters Score: Raw -462589.938810 + Penalty 2675.456627 = -459914.482183 nChanged 1 SP:Iteration 31Q (5731.216724 sec): 3 clusters Score: Raw -462590.087246 + Penalty 2675.456627 = -459914.630619 nChanged 1 SP:Iteration 32Q (5731.233509 sec): 3 clusters Score: Raw -462590.380329 + Penalty 2675.456627 = -459914.923703 nChanged 3 SP:Iteration 33Q (5731.250368 sec): 3 clusters Score: Raw -462591.435052 + Penalty 2675.456627 = -459915.978425 nChanged 5 SP:Iteration 34Q (5731.267792 sec): 3 clusters Score: Raw -462593.154045 + Penalty 2675.456627 = -459917.697418 nChanged 5 SP:Iteration 35Q (5731.289565 sec): 3 clusters Score: Raw -462595.225811 + Penalty 2675.456627 = -459919.769184 nChanged 3 SP:Iteration 36Q (5731.307304 sec): 3 clusters Score: Raw -462596.100796 + Penalty 2675.456627 = -459920.644169 nChanged 1 SP:Iteration 37Q (5731.330949 sec): 3 clusters Score: Raw -462596.465318 + Penalty 2675.456627 = -459921.008691 nChanged 3 SP:Iteration 38Q (5731.348407 sec): 3 clusters Score: Raw -462596.980287 + Penalty 2675.456627 = -459921.523661 nChanged 4 SP:Iteration 39Q (5731.365898 sec): 3 clusters Score: Raw -462597.746654 + Penalty 2675.456627 = -459922.290027 nChanged 2 SP:Iteration 40F (5731.383619 sec): 3 clusters Score: Raw -462598.038059 + Penalty 2675.456627 = -459922.581432 nChanged 0 Trying to split cluster 29 (3345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5731.415577 sec): 2 clusters Score: Raw -377576.822430 + Penalty 1318.723571 = -376258.098859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5731.457729 sec): 3 clusters Score: Raw -375994.969338 + Penalty 2637.447141 = -373357.522196 nChanged 1314 SP:Iteration 1F (5731.509704 sec): 3 clusters Score: Raw -376832.560444 + Penalty 2637.447141 = -374195.113303 nChanged 306 SP:Iteration 2F (5731.554269 sec): 3 clusters Score: Raw -377054.036729 + Penalty 2637.447141 = -374416.589588 nChanged 207 SP:Iteration 3F (5731.593492 sec): 3 clusters Score: Raw -377212.881122 + Penalty 2637.447141 = -374575.433981 nChanged 178 SP:Iteration 4F (5731.635611 sec): 3 clusters Score: Raw -377359.764637 + Penalty 2637.447141 = -374722.317496 nChanged 153 SP:Iteration 5Q (5731.654427 sec): 3 clusters Score: Raw -377492.250451 + Penalty 2637.447141 = -374854.803309 nChanged 134 SP:Iteration 6Q (5731.672847 sec): 3 clusters Score: Raw -377651.994286 + Penalty 2637.447141 = -375014.547145 nChanged 159 SP:Iteration 7Q (5731.688501 sec): 3 clusters Score: Raw -377829.942878 + Penalty 2637.447141 = -375192.495737 nChanged 147 SP:Iteration 8Q (5731.710875 sec): 3 clusters Score: Raw -377983.659927 + Penalty 2637.447141 = -375346.212786 nChanged 143 SP:Iteration 9Q (5731.729015 sec): 3 clusters Score: Raw -378106.447900 + Penalty 2637.447141 = -375469.000759 nChanged 110 SP:Iteration 10Q (5731.746006 sec): 3 clusters Score: Raw -378193.985442 + Penalty 2637.447141 = -375556.538301 nChanged 104 SP:Iteration 11Q (5731.761932 sec): 3 clusters Score: Raw -378279.091141 + Penalty 2637.447141 = -375641.644000 nChanged 110 SP:Iteration 12Q (5731.783458 sec): 3 clusters Score: Raw -378380.841002 + Penalty 2637.447141 = -375743.393861 nChanged 95 SP:Iteration 13Q (5731.799739 sec): 3 clusters Score: Raw -378474.889804 + Penalty 2637.447141 = -375837.442663 nChanged 79 SP:Iteration 14Q (5731.815167 sec): 3 clusters Score: Raw -378570.517270 + Penalty 2637.447141 = -375933.070129 nChanged 66 SP:Iteration 15Q (5731.831167 sec): 3 clusters Score: Raw -378611.453963 + Penalty 2637.447141 = -375974.006822 nChanged 26 SP:Iteration 16Q (5731.847222 sec): 3 clusters Score: Raw -378622.938127 + Penalty 2637.447141 = -375985.490986 nChanged 14 SP:Iteration 17Q (5731.863396 sec): 3 clusters Score: Raw -378627.617789 + Penalty 2637.447141 = -375990.170648 nChanged 7 SP:Iteration 18Q (5731.879558 sec): 3 clusters Score: Raw -378631.047997 + Penalty 2637.447141 = -375993.600855 nChanged 10 SP:Iteration 19Q (5731.895712 sec): 3 clusters Score: Raw -378634.430013 + Penalty 2637.447141 = -375996.982872 nChanged 6 SP:Iteration 20F (5731.912312 sec): 3 clusters Score: Raw -378635.512759 + Penalty 2637.447141 = -375998.065618 nChanged 2 SP:Iteration 21Q (5731.928504 sec): 3 clusters Score: Raw -378635.884926 + Penalty 2637.447141 = -375998.437784 nChanged 1 SP:Iteration 22Q (5731.950206 sec): 3 clusters Score: Raw -378636.100848 + Penalty 2637.447141 = -375998.653707 nChanged 0 SP:Iteration 23F (5731.969687 sec): 3 clusters Score: Raw -378636.100848 + Penalty 2637.447141 = -375998.653707 nChanged 0 Trying to split cluster 30 (7777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5731.992923 sec): 2 clusters Score: Raw -970091.611060 + Penalty 1455.825465 = -968635.785595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5732.019065 sec): 3 clusters Score: Raw -965767.014952 + Penalty 2911.650930 = -962855.364022 nChanged 3287 SP:Iteration 1F (5732.074131 sec): 3 clusters Score: Raw -967536.222138 + Penalty 2911.650930 = -964624.571208 nChanged 494 SP:Iteration 2F (5732.116713 sec): 3 clusters Score: Raw -967745.568763 + Penalty 2911.650930 = -964833.917833 nChanged 364 SP:Iteration 3Q (5732.188464 sec): 3 clusters Score: Raw -967900.220395 + Penalty 2911.650930 = -964988.569465 nChanged 327 SP:Iteration 4Q (5732.212578 sec): 3 clusters Score: Raw -968041.219574 + Penalty 2911.650930 = -965129.568644 nChanged 304 SP:Iteration 5Q (5732.241243 sec): 3 clusters Score: Raw -968168.462104 + Penalty 2911.650930 = -965256.811174 nChanged 276 SP:Iteration 6Q (5732.294789 sec): 3 clusters Score: Raw -968276.634319 + Penalty 2911.650930 = -965364.983389 nChanged 249 SP:Iteration 7Q (5732.349921 sec): 3 clusters Score: Raw -968376.318677 + Penalty 2911.650930 = -965464.667747 nChanged 251 SP:Iteration 8Q (5732.380926 sec): 3 clusters Score: Raw -968485.215913 + Penalty 2911.650930 = -965573.564983 nChanged 248 SP:Iteration 9Q (5732.409514 sec): 3 clusters Score: Raw -968594.883167 + Penalty 2911.650930 = -965683.232237 nChanged 246 SP:Iteration 10Q (5732.468980 sec): 3 clusters Score: Raw -968705.171565 + Penalty 2911.650930 = -965793.520635 nChanged 242 SP:Iteration 11Q (5732.519064 sec): 3 clusters Score: Raw -968814.756278 + Penalty 2911.650930 = -965903.105348 nChanged 221 SP:Iteration 12Q (5732.550899 sec): 3 clusters Score: Raw -968921.708760 + Penalty 2911.650930 = -966010.057830 nChanged 224 SP:Iteration 13Q (5732.582880 sec): 3 clusters Score: Raw -969033.641746 + Penalty 2911.650930 = -966121.990816 nChanged 228 SP:Iteration 14Q (5732.630816 sec): 3 clusters Score: Raw -969152.262301 + Penalty 2911.650930 = -966240.611370 nChanged 217 SP:Iteration 15Q (5732.668624 sec): 3 clusters Score: Raw -969260.944620 + Penalty 2911.650930 = -966349.293690 nChanged 200 SP:Iteration 16Q (5732.693375 sec): 3 clusters Score: Raw -969360.132870 + Penalty 2911.650930 = -966448.481940 nChanged 187 SP:Iteration 17Q (5732.718253 sec): 3 clusters Score: Raw -969461.005443 + Penalty 2911.650930 = -966549.354513 nChanged 162 SP:Iteration 18Q (5732.742986 sec): 3 clusters Score: Raw -969548.150171 + Penalty 2911.650930 = -966636.499240 nChanged 152 SP:Iteration 19Q (5732.793865 sec): 3 clusters Score: Raw -969625.707480 + Penalty 2911.650930 = -966714.056550 nChanged 127 SP:Iteration 20F (5732.824346 sec): 3 clusters Score: Raw -969680.706181 + Penalty 2911.650930 = -966769.055251 nChanged 96 SP:Iteration 21Q (5732.850792 sec): 3 clusters Score: Raw -969723.638529 + Penalty 2911.650930 = -966811.987599 nChanged 110 SP:Iteration 22Q (5732.910325 sec): 3 clusters Score: Raw -969768.502584 + Penalty 2911.650930 = -966856.851654 nChanged 94 SP:Iteration 23Q (5732.956645 sec): 3 clusters Score: Raw -969810.517123 + Penalty 2911.650930 = -966898.866193 nChanged 82 SP:Iteration 24Q (5732.981147 sec): 3 clusters Score: Raw -969853.530836 + Penalty 2911.650930 = -966941.879906 nChanged 70 SP:Iteration 25Q (5733.018768 sec): 3 clusters Score: Raw -969888.585072 + Penalty 2911.650930 = -966976.934142 nChanged 75 SP:Iteration 26Q (5733.074309 sec): 3 clusters Score: Raw -969925.599814 + Penalty 2911.650930 = -967013.948884 nChanged 76 SP:Iteration 27Q (5733.098177 sec): 3 clusters Score: Raw -969962.278556 + Penalty 2911.650930 = -967050.627626 nChanged 56 SP:Iteration 28Q (5733.122045 sec): 3 clusters Score: Raw -969994.480430 + Penalty 2911.650930 = -967082.829500 nChanged 65 SP:Iteration 29Q (5733.145720 sec): 3 clusters Score: Raw -970025.423221 + Penalty 2911.650930 = -967113.772291 nChanged 54 SP:Iteration 30Q (5733.169380 sec): 3 clusters Score: Raw -970051.057293 + Penalty 2911.650930 = -967139.406363 nChanged 53 SP:Iteration 31Q (5733.195507 sec): 3 clusters Score: Raw -970075.783818 + Penalty 2911.650930 = -967164.132888 nChanged 46 SP:Iteration 32Q (5733.220637 sec): 3 clusters Score: Raw -970098.778026 + Penalty 2911.650930 = -967187.127096 nChanged 45 SP:Iteration 33Q (5733.244329 sec): 3 clusters Score: Raw -970121.010766 + Penalty 2911.650930 = -967209.359836 nChanged 51 SP:Iteration 34Q (5733.267468 sec): 3 clusters Score: Raw -970147.497335 + Penalty 2911.650930 = -967235.846405 nChanged 55 SP:Iteration 35Q (5733.298104 sec): 3 clusters Score: Raw -970177.355262 + Penalty 2911.650930 = -967265.704332 nChanged 49 SP:Iteration 36Q (5733.321482 sec): 3 clusters Score: Raw -970201.135074 + Penalty 2911.650930 = -967289.484144 nChanged 38 SP:Iteration 37Q (5733.345163 sec): 3 clusters Score: Raw -970222.462510 + Penalty 2911.650930 = -967310.811579 nChanged 32 SP:Iteration 38Q (5733.394831 sec): 3 clusters Score: Raw -970239.497569 + Penalty 2911.650930 = -967327.846638 nChanged 26 SP:Iteration 39Q (5733.424122 sec): 3 clusters Score: Raw -970251.424440 + Penalty 2911.650930 = -967339.773510 nChanged 23 SP:Iteration 40F (5733.448994 sec): 3 clusters Score: Raw -970262.078458 + Penalty 2911.650930 = -967350.427528 nChanged 24 SP:Iteration 41Q (5733.472218 sec): 3 clusters Score: Raw -970273.679127 + Penalty 2911.650930 = -967362.028197 nChanged 19 SP:Iteration 42Q (5733.508018 sec): 3 clusters Score: Raw -970282.397962 + Penalty 2911.650930 = -967370.747032 nChanged 20 SP:Iteration 43Q (5733.567854 sec): 3 clusters Score: Raw -970291.624087 + Penalty 2911.650930 = -967379.973157 nChanged 19 SP:Iteration 44Q (5733.634321 sec): 3 clusters Score: Raw -970298.652167 + Penalty 2911.650930 = -967387.001236 nChanged 15 SP:Iteration 45Q (5733.674442 sec): 3 clusters Score: Raw -970305.719069 + Penalty 2911.650930 = -967394.068139 nChanged 21 SP:Iteration 46Q (5733.736411 sec): 3 clusters Score: Raw -970313.705130 + Penalty 2911.650930 = -967402.054200 nChanged 17 SP:Iteration 47Q (5733.781015 sec): 3 clusters Score: Raw -970319.695692 + Penalty 2911.650930 = -967408.044762 nChanged 7 SP:Iteration 48Q (5733.835677 sec): 3 clusters Score: Raw -970321.713991 + Penalty 2911.650930 = -967410.063061 nChanged 8 SP:Iteration 49Q (5733.876467 sec): 3 clusters Score: Raw -970323.980270 + Penalty 2911.650930 = -967412.329340 nChanged 6 SP:Iteration 50Q (5733.899411 sec): 3 clusters Score: Raw -970326.227698 + Penalty 2911.650930 = -967414.576768 nChanged 4 SP:Iteration 51Q (5733.938013 sec): 3 clusters Score: Raw -970327.539223 + Penalty 2911.650930 = -967415.888293 nChanged 9 SP:Iteration 52Q (5733.964576 sec): 3 clusters Score: Raw -970329.848787 + Penalty 2911.650930 = -967418.197857 nChanged 2 SP:Iteration 53Q (5733.989933 sec): 3 clusters Score: Raw -970330.296806 + Penalty 2911.650930 = -967418.645876 nChanged 1 SP:Iteration 54Q (5734.015291 sec): 3 clusters Score: Raw -970330.410762 + Penalty 2911.650930 = -967418.759832 nChanged 1 SP:Iteration 55Q (5734.066653 sec): 3 clusters Score: Raw -970330.709355 + Penalty 2911.650930 = -967419.058425 nChanged 0 SP:Iteration 56F (5734.091393 sec): 3 clusters Score: Raw -970330.709355 + Penalty 2911.650930 = -967419.058425 nChanged 0 Trying to split cluster 31 (6805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5734.112627 sec): 2 clusters Score: Raw -798848.965499 + Penalty 1434.129599 = -797414.835900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5734.147951 sec): 3 clusters Score: Raw -795104.120229 + Penalty 2868.259197 = -792235.861032 nChanged 2865 SP:Iteration 1F (5734.177877 sec): 3 clusters Score: Raw -796753.136925 + Penalty 2868.259197 = -793884.877728 nChanged 552 SP:Iteration 2F (5734.204438 sec): 3 clusters Score: Raw -797154.467802 + Penalty 2868.259197 = -794286.208604 nChanged 487 SP:Iteration 3F (5734.233158 sec): 3 clusters Score: Raw -797545.896979 + Penalty 2868.259197 = -794677.637782 nChanged 478 SP:Iteration 4F (5734.256171 sec): 3 clusters Score: Raw -797886.966873 + Penalty 2868.259197 = -795018.707675 nChanged 397 SP:Iteration 5F (5734.280518 sec): 3 clusters Score: Raw -798149.221687 + Penalty 2868.259197 = -795280.962490 nChanged 320 SP:Iteration 6Q (5734.308206 sec): 3 clusters Score: Raw -798365.806133 + Penalty 2868.259197 = -795497.546936 nChanged 279 SP:Iteration 7Q (5734.333961 sec): 3 clusters Score: Raw -798545.666303 + Penalty 2868.259197 = -795677.407106 nChanged 251 SP:Iteration 8Q (5734.362238 sec): 3 clusters Score: Raw -798699.185173 + Penalty 2868.259197 = -795830.925976 nChanged 198 SP:Iteration 9Q (5734.391096 sec): 3 clusters Score: Raw -798796.783507 + Penalty 2868.259197 = -795928.524309 nChanged 127 SP:Iteration 10Q (5734.418598 sec): 3 clusters Score: Raw -798845.279884 + Penalty 2868.259197 = -795977.020686 nChanged 96 SP:Iteration 11Q (5734.446610 sec): 3 clusters Score: Raw -798883.038358 + Penalty 2868.259197 = -796014.779160 nChanged 83 SP:Iteration 12Q (5734.474121 sec): 3 clusters Score: Raw -798918.231720 + Penalty 2868.259197 = -796049.972523 nChanged 80 SP:Iteration 13Q (5734.500751 sec): 3 clusters Score: Raw -798950.773399 + Penalty 2868.259197 = -796082.514201 nChanged 72 SP:Iteration 14Q (5734.527405 sec): 3 clusters Score: Raw -798979.374102 + Penalty 2868.259197 = -796111.114904 nChanged 77 SP:Iteration 15Q (5734.553790 sec): 3 clusters Score: Raw -799006.181115 + Penalty 2868.259197 = -796137.921917 nChanged 66 SP:Iteration 16Q (5734.581712 sec): 3 clusters Score: Raw -799026.681945 + Penalty 2868.259197 = -796158.422747 nChanged 57 SP:Iteration 17Q (5734.647331 sec): 3 clusters Score: Raw -799049.589600 + Penalty 2868.259197 = -796181.330402 nChanged 51 SP:Iteration 18Q (5734.665058 sec): 3 clusters Score: Raw -799076.432763 + Penalty 2868.259197 = -796208.173566 nChanged 51 SP:Iteration 19Q (5734.692534 sec): 3 clusters Score: Raw -799100.853513 + Penalty 2868.259197 = -796232.594316 nChanged 57 SP:Iteration 20F (5734.715851 sec): 3 clusters Score: Raw -799127.740494 + Penalty 2868.259197 = -796259.481296 nChanged 62 SP:Iteration 21Q (5734.738865 sec): 3 clusters Score: Raw -799154.913860 + Penalty 2868.259197 = -796286.654663 nChanged 61 SP:Iteration 22Q (5734.765696 sec): 3 clusters Score: Raw -799181.009314 + Penalty 2868.259197 = -796312.750117 nChanged 58 SP:Iteration 23Q (5734.792394 sec): 3 clusters Score: Raw -799202.742533 + Penalty 2868.259197 = -796334.483335 nChanged 47 SP:Iteration 24Q (5734.820323 sec): 3 clusters Score: Raw -799218.222952 + Penalty 2868.259197 = -796349.963755 nChanged 49 SP:Iteration 25Q (5734.846484 sec): 3 clusters Score: Raw -799231.564957 + Penalty 2868.259197 = -796363.305760 nChanged 41 SP:Iteration 26Q (5734.873039 sec): 3 clusters Score: Raw -799241.873731 + Penalty 2868.259197 = -796373.614533 nChanged 28 SP:Iteration 27Q (5734.900824 sec): 3 clusters Score: Raw -799247.880516 + Penalty 2868.259197 = -796379.621319 nChanged 21 SP:Iteration 28Q (5734.928559 sec): 3 clusters Score: Raw -799251.972773 + Penalty 2868.259197 = -796383.713576 nChanged 17 SP:Iteration 29Q (5734.970984 sec): 3 clusters Score: Raw -799256.420804 + Penalty 2868.259197 = -796388.161607 nChanged 14 SP:Iteration 30Q (5734.993955 sec): 3 clusters Score: Raw -799259.310135 + Penalty 2868.259197 = -796391.050938 nChanged 14 SP:Iteration 31Q (5735.017985 sec): 3 clusters Score: Raw -799261.365347 + Penalty 2868.259197 = -796393.106150 nChanged 15 SP:Iteration 32Q (5735.079220 sec): 3 clusters Score: Raw -799264.389987 + Penalty 2868.259197 = -796396.130790 nChanged 12 SP:Iteration 33Q (5735.145434 sec): 3 clusters Score: Raw -799266.085492 + Penalty 2868.259197 = -796397.826295 nChanged 9 SP:Iteration 34Q (5735.178062 sec): 3 clusters Score: Raw -799267.374681 + Penalty 2868.259197 = -796399.115483 nChanged 7 SP:Iteration 35Q (5735.204792 sec): 3 clusters Score: Raw -799267.916406 + Penalty 2868.259197 = -796399.657209 nChanged 3 SP:Iteration 36Q (5735.231107 sec): 3 clusters Score: Raw -799268.246981 + Penalty 2868.259197 = -796399.987784 nChanged 2 SP:Iteration 37Q (5735.257823 sec): 3 clusters Score: Raw -799268.526779 + Penalty 2868.259197 = -796400.267582 nChanged 0 SP:Iteration 38F (5735.280895 sec): 3 clusters Score: Raw -799268.526779 + Penalty 2868.259197 = -796400.267582 nChanged 0 Trying to split cluster 32 (4966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5735.300667 sec): 2 clusters Score: Raw -598478.480313 + Penalty 1382.935119 = -597095.545193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5735.323884 sec): 3 clusters Score: Raw -595888.459862 + Penalty 2765.870239 = -593122.589623 nChanged 2058 SP:Iteration 1F (5735.350832 sec): 3 clusters Score: Raw -597088.785237 + Penalty 2765.870239 = -594322.914999 nChanged 349 SP:Iteration 2F (5735.372307 sec): 3 clusters Score: Raw -597281.419912 + Penalty 2765.870239 = -594515.549673 nChanged 258 SP:Iteration 3F (5735.420660 sec): 3 clusters Score: Raw -597448.164364 + Penalty 2765.870239 = -594682.294125 nChanged 252 SP:Iteration 4F (5735.440814 sec): 3 clusters Score: Raw -597653.654402 + Penalty 2765.870239 = -594887.784163 nChanged 264 SP:Iteration 5F (5735.461535 sec): 3 clusters Score: Raw -597852.031310 + Penalty 2765.870239 = -595086.161071 nChanged 255 SP:Iteration 6F (5735.486587 sec): 3 clusters Score: Raw -598024.073382 + Penalty 2765.870239 = -595258.203143 nChanged 241 SP:Iteration 7Q (5735.507490 sec): 3 clusters Score: Raw -598191.894051 + Penalty 2765.870239 = -595426.023812 nChanged 211 SP:Iteration 8Q (5735.533328 sec): 3 clusters Score: Raw -598331.665617 + Penalty 2765.870239 = -595565.795378 nChanged 192 SP:Iteration 9Q (5735.559333 sec): 3 clusters Score: Raw -598463.807044 + Penalty 2765.870239 = -595697.936805 nChanged 176 SP:Iteration 10Q (5735.584508 sec): 3 clusters Score: Raw -598582.845071 + Penalty 2765.870239 = -595816.974832 nChanged 162 SP:Iteration 11Q (5735.609781 sec): 3 clusters Score: Raw -598678.097163 + Penalty 2765.870239 = -595912.226924 nChanged 130 SP:Iteration 12Q (5735.635270 sec): 3 clusters Score: Raw -598747.364906 + Penalty 2765.870239 = -595981.494667 nChanged 100 SP:Iteration 13Q (5735.660387 sec): 3 clusters Score: Raw -598800.372148 + Penalty 2765.870239 = -596034.501909 nChanged 74 SP:Iteration 14Q (5735.686453 sec): 3 clusters Score: Raw -598833.201756 + Penalty 2765.870239 = -596067.331517 nChanged 61 SP:Iteration 15Q (5735.707315 sec): 3 clusters Score: Raw -598862.670195 + Penalty 2765.870239 = -596096.799956 nChanged 59 SP:Iteration 16Q (5735.733454 sec): 3 clusters Score: Raw -598886.378636 + Penalty 2765.870239 = -596120.508397 nChanged 53 SP:Iteration 17Q (5735.760525 sec): 3 clusters Score: Raw -598906.555690 + Penalty 2765.870239 = -596140.685451 nChanged 41 SP:Iteration 18Q (5735.787404 sec): 3 clusters Score: Raw -598922.979210 + Penalty 2765.870239 = -596157.108971 nChanged 46 SP:Iteration 19Q (5735.808047 sec): 3 clusters Score: Raw -598941.398228 + Penalty 2765.870239 = -596175.527989 nChanged 46 SP:Iteration 20F (5735.834836 sec): 3 clusters Score: Raw -598963.071876 + Penalty 2765.870239 = -596197.201637 nChanged 53 SP:Iteration 21Q (5735.855398 sec): 3 clusters Score: Raw -598996.483206 + Penalty 2765.870239 = -596230.612967 nChanged 61 SP:Iteration 22Q (5735.881396 sec): 3 clusters Score: Raw -599049.640560 + Penalty 2765.870239 = -596283.770321 nChanged 66 SP:Iteration 23Q (5735.908635 sec): 3 clusters Score: Raw -599103.915450 + Penalty 2765.870239 = -596338.045211 nChanged 72 SP:Iteration 24Q (5735.934552 sec): 3 clusters Score: Raw -599169.807153 + Penalty 2765.870239 = -596403.936914 nChanged 75 SP:Iteration 25Q (5735.955110 sec): 3 clusters Score: Raw -599217.500693 + Penalty 2765.870239 = -596451.630455 nChanged 64 SP:Iteration 26Q (5735.975831 sec): 3 clusters Score: Raw -599256.084952 + Penalty 2765.870239 = -596490.214713 nChanged 60 SP:Iteration 27Q (5735.996386 sec): 3 clusters Score: Raw -599294.870872 + Penalty 2765.870239 = -596529.000633 nChanged 70 SP:Iteration 28Q (5736.021941 sec): 3 clusters Score: Raw -599340.509186 + Penalty 2765.870239 = -596574.638947 nChanged 70 SP:Iteration 29Q (5736.041989 sec): 3 clusters Score: Raw -599382.897420 + Penalty 2765.870239 = -596617.027181 nChanged 62 SP:Iteration 30Q (5736.062611 sec): 3 clusters Score: Raw -599410.521673 + Penalty 2765.870239 = -596644.651434 nChanged 55 SP:Iteration 31Q (5736.088463 sec): 3 clusters Score: Raw -599436.304770 + Penalty 2765.870239 = -596670.434531 nChanged 58 SP:Iteration 32Q (5736.108051 sec): 3 clusters Score: Raw -599460.674468 + Penalty 2765.870239 = -596694.804229 nChanged 47 SP:Iteration 33Q (5736.132350 sec): 3 clusters Score: Raw -599481.288406 + Penalty 2765.870239 = -596715.418167 nChanged 33 SP:Iteration 34Q (5736.152069 sec): 3 clusters Score: Raw -599491.175887 + Penalty 2765.870239 = -596725.305648 nChanged 32 SP:Iteration 35Q (5736.176971 sec): 3 clusters Score: Raw -599506.999736 + Penalty 2765.870239 = -596741.129498 nChanged 29 SP:Iteration 36Q (5736.197378 sec): 3 clusters Score: Raw -599519.269303 + Penalty 2765.870239 = -596753.399064 nChanged 30 SP:Iteration 37Q (5736.217546 sec): 3 clusters Score: Raw -599529.726409 + Penalty 2765.870239 = -596763.856170 nChanged 34 SP:Iteration 38Q (5736.244259 sec): 3 clusters Score: Raw -599543.241053 + Penalty 2765.870239 = -596777.370814 nChanged 37 SP:Iteration 39Q (5736.263939 sec): 3 clusters Score: Raw -599556.887905 + Penalty 2765.870239 = -596791.017666 nChanged 34 SP:Iteration 40F (5736.288798 sec): 3 clusters Score: Raw -599571.100963 + Penalty 2765.870239 = -596805.230724 nChanged 40 SP:Iteration 41Q (5736.308280 sec): 3 clusters Score: Raw -599585.054689 + Penalty 2765.870239 = -596819.184450 nChanged 27 SP:Iteration 42Q (5736.328037 sec): 3 clusters Score: Raw -599595.917518 + Penalty 2765.870239 = -596830.047279 nChanged 37 SP:Iteration 43Q (5736.354598 sec): 3 clusters Score: Raw -599619.376988 + Penalty 2765.870239 = -596853.506749 nChanged 47 SP:Iteration 44Q (5736.374132 sec): 3 clusters Score: Raw -599653.570285 + Penalty 2765.870239 = -596887.700047 nChanged 60 SP:Iteration 45Q (5736.437708 sec): 3 clusters Score: Raw -599692.962260 + Penalty 2765.870239 = -596927.092021 nChanged 52 SP:Iteration 46Q (5736.464041 sec): 3 clusters Score: Raw -599714.200733 + Penalty 2765.870239 = -596948.330494 nChanged 46 SP:Iteration 47Q (5736.508198 sec): 3 clusters Score: Raw -599731.590268 + Penalty 2765.870239 = -596965.720029 nChanged 30 SP:Iteration 48Q (5736.551652 sec): 3 clusters Score: Raw -599743.687415 + Penalty 2765.870239 = -596977.817176 nChanged 28 SP:Iteration 49Q (5736.599637 sec): 3 clusters Score: Raw -599753.952314 + Penalty 2765.870239 = -596988.082075 nChanged 31 SP:Iteration 50Q (5736.619309 sec): 3 clusters Score: Raw -599762.999786 + Penalty 2765.870239 = -596997.129547 nChanged 27 SP:Iteration 51Q (5736.643608 sec): 3 clusters Score: Raw -599769.955047 + Penalty 2765.870239 = -597004.084808 nChanged 25 SP:Iteration 52Q (5736.662887 sec): 3 clusters Score: Raw -599776.989606 + Penalty 2765.870239 = -597011.119367 nChanged 23 SP:Iteration 53Q (5736.687665 sec): 3 clusters Score: Raw -599783.028709 + Penalty 2765.870239 = -597017.158470 nChanged 28 SP:Iteration 54Q (5736.707191 sec): 3 clusters Score: Raw -599792.027475 + Penalty 2765.870239 = -597026.157236 nChanged 25 SP:Iteration 55Q (5736.731667 sec): 3 clusters Score: Raw -599799.384412 + Penalty 2765.870239 = -597033.514173 nChanged 15 SP:Iteration 56Q (5736.751505 sec): 3 clusters Score: Raw -599803.465361 + Penalty 2765.870239 = -597037.595122 nChanged 16 SP:Iteration 57Q (5736.776916 sec): 3 clusters Score: Raw -599807.311936 + Penalty 2765.870239 = -597041.441697 nChanged 15 SP:Iteration 58Q (5736.796468 sec): 3 clusters Score: Raw -599810.832228 + Penalty 2765.870239 = -597044.961989 nChanged 19 SP:Iteration 59Q (5736.821377 sec): 3 clusters Score: Raw -599814.652810 + Penalty 2765.870239 = -597048.782571 nChanged 18 SP:Iteration 60F (5736.842132 sec): 3 clusters Score: Raw -599818.502059 + Penalty 2765.870239 = -597052.631820 nChanged 16 SP:Iteration 61Q (5736.865855 sec): 3 clusters Score: Raw -599822.398443 + Penalty 2765.870239 = -597056.528204 nChanged 24 SP:Iteration 62Q (5736.886015 sec): 3 clusters Score: Raw -599828.894905 + Penalty 2765.870239 = -597063.024666 nChanged 25 SP:Iteration 63Q (5736.910546 sec): 3 clusters Score: Raw -599834.559689 + Penalty 2765.870239 = -597068.689451 nChanged 17 SP:Iteration 64Q (5736.930047 sec): 3 clusters Score: Raw -599838.548170 + Penalty 2765.870239 = -597072.677931 nChanged 13 SP:Iteration 65Q (5736.949563 sec): 3 clusters Score: Raw -599843.632095 + Penalty 2765.870239 = -597077.761856 nChanged 20 SP:Iteration 66Q (5736.969027 sec): 3 clusters Score: Raw -599848.476115 + Penalty 2765.870239 = -597082.605876 nChanged 19 SP:Iteration 67Q (5736.994205 sec): 3 clusters Score: Raw -599853.138673 + Penalty 2765.870239 = -597087.268434 nChanged 21 SP:Iteration 68Q (5737.047690 sec): 3 clusters Score: Raw -599857.565747 + Penalty 2765.870239 = -597091.695508 nChanged 16 SP:Iteration 69Q (5737.071537 sec): 3 clusters Score: Raw -599862.360146 + Penalty 2765.870239 = -597096.489907 nChanged 13 SP:Iteration 70Q (5737.096924 sec): 3 clusters Score: Raw -599867.472917 + Penalty 2765.870239 = -597101.602678 nChanged 14 SP:Iteration 71Q (5737.117158 sec): 3 clusters Score: Raw -599871.228739 + Penalty 2765.870239 = -597105.358500 nChanged 16 SP:Iteration 72Q (5737.144736 sec): 3 clusters Score: Raw -599875.714073 + Penalty 2765.870239 = -597109.843834 nChanged 14 SP:Iteration 73Q (5737.164860 sec): 3 clusters Score: Raw -599879.443770 + Penalty 2765.870239 = -597113.573531 nChanged 12 SP:Iteration 74Q (5737.193691 sec): 3 clusters Score: Raw -599882.697214 + Penalty 2765.870239 = -597116.826975 nChanged 11 SP:Iteration 75Q (5737.213647 sec): 3 clusters Score: Raw -599884.621581 + Penalty 2765.870239 = -597118.751342 nChanged 9 SP:Iteration 76Q (5737.242420 sec): 3 clusters Score: Raw -599886.571929 + Penalty 2765.870239 = -597120.701690 nChanged 5 SP:Iteration 77Q (5737.262369 sec): 3 clusters Score: Raw -599887.833487 + Penalty 2765.870239 = -597121.963248 nChanged 8 SP:Iteration 78Q (5737.282388 sec): 3 clusters Score: Raw -599889.295647 + Penalty 2765.870239 = -597123.425408 nChanged 5 SP:Iteration 79Q (5737.338064 sec): 3 clusters Score: Raw -599890.451815 + Penalty 2765.870239 = -597124.581576 nChanged 6 SP:Iteration 80F (5737.364958 sec): 3 clusters Score: Raw -599891.125100 + Penalty 2765.870239 = -597125.254861 nChanged 3 SP:Iteration 81Q (5737.424988 sec): 3 clusters Score: Raw -599891.868211 + Penalty 2765.870239 = -597125.997973 nChanged 8 SP:Iteration 82Q (5737.469209 sec): 3 clusters Score: Raw -599893.852310 + Penalty 2765.870239 = -597127.982071 nChanged 6 SP:Iteration 83Q (5737.488171 sec): 3 clusters Score: Raw -599894.785864 + Penalty 2765.870239 = -597128.915625 nChanged 4 SP:Iteration 84Q (5737.508370 sec): 3 clusters Score: Raw -599895.661784 + Penalty 2765.870239 = -597129.791545 nChanged 2 SP:Iteration 85Q (5737.535777 sec): 3 clusters Score: Raw -599895.830868 + Penalty 2765.870239 = -597129.960629 nChanged 0 SP:Iteration 86F (5737.557613 sec): 3 clusters Score: Raw -599895.830868 + Penalty 2765.870239 = -597129.960629 nChanged 0 Score: Raw -129550416.716131 + Penalty 101450.942987 = -129448965.773144 Splitting cluster 32 changes total score from -129449802.887989 to -129448965.773144 So it's not getting split. Trying to split cluster 33 (18008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5765.811676 sec): 2 clusters Score: Raw -2260709.803426 + Penalty 1592.267850 = -2259117.535577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5765.853801 sec): 3 clusters Score: Raw -2250048.730810 + Penalty 3184.535699 = -2246864.195110 nChanged 8002 SP:Iteration 1F (5765.892687 sec): 3 clusters Score: Raw -2254421.078002 + Penalty 3184.535699 = -2251236.542303 nChanged 898 SP:Iteration 2Q (5765.932184 sec): 3 clusters Score: Raw -2254761.549296 + Penalty 3184.535699 = -2251577.013596 nChanged 813 SP:Iteration 3Q (5765.998980 sec): 3 clusters Score: Raw -2255077.897106 + Penalty 3184.535699 = -2251893.361407 nChanged 783 SP:Iteration 4Q (5766.043630 sec): 3 clusters Score: Raw -2255386.675642 + Penalty 3184.535699 = -2252202.139942 nChanged 793 SP:Iteration 5Q (5766.085161 sec): 3 clusters Score: Raw -2255717.441553 + Penalty 3184.535699 = -2252532.905854 nChanged 862 SP:Iteration 6Q (5766.141332 sec): 3 clusters Score: Raw -2256123.886417 + Penalty 3184.535699 = -2252939.350718 nChanged 935 SP:Iteration 7F (5766.179930 sec): 3 clusters Score: Raw -2256630.012150 + Penalty 3184.535699 = -2253445.476451 nChanged 1042 SP:Iteration 8F (5766.238555 sec): 3 clusters Score: Raw -2257268.356027 + Penalty 3184.535699 = -2254083.820327 nChanged 1054 SP:Iteration 9F (5766.277046 sec): 3 clusters Score: Raw -2257986.224040 + Penalty 3184.535699 = -2254801.688341 nChanged 1013 SP:Iteration 10F (5766.317856 sec): 3 clusters Score: Raw -2258717.156882 + Penalty 3184.535699 = -2255532.621183 nChanged 849 SP:Iteration 11Q (5766.374730 sec): 3 clusters Score: Raw -2259311.602299 + Penalty 3184.535699 = -2256127.066599 nChanged 663 SP:Iteration 12Q (5766.446562 sec): 3 clusters Score: Raw -2259785.630434 + Penalty 3184.535699 = -2256601.094735 nChanged 515 SP:Iteration 13Q (5766.500332 sec): 3 clusters Score: Raw -2260175.809174 + Penalty 3184.535699 = -2256991.273475 nChanged 358 SP:Iteration 14Q (5766.538727 sec): 3 clusters Score: Raw -2260430.237775 + Penalty 3184.535699 = -2257245.702075 nChanged 219 SP:Iteration 15Q (5766.583674 sec): 3 clusters Score: Raw -2260594.247190 + Penalty 3184.535699 = -2257409.711491 nChanged 143 SP:Iteration 16Q (5766.627021 sec): 3 clusters Score: Raw -2260702.668622 + Penalty 3184.535699 = -2257518.132923 nChanged 95 SP:Iteration 17Q (5766.671800 sec): 3 clusters Score: Raw -2260779.127896 + Penalty 3184.535699 = -2257594.592197 nChanged 56 SP:Iteration 18Q (5766.707924 sec): 3 clusters Score: Raw -2260829.890508 + Penalty 3184.535699 = -2257645.354808 nChanged 42 SP:Iteration 19Q (5766.765559 sec): 3 clusters Score: Raw -2260867.234942 + Penalty 3184.535699 = -2257682.699243 nChanged 27 SP:Iteration 20F (5766.805704 sec): 3 clusters Score: Raw -2260889.019887 + Penalty 3184.535699 = -2257704.484188 nChanged 13 SP:Iteration 21Q (5766.841714 sec): 3 clusters Score: Raw -2260898.712468 + Penalty 3184.535699 = -2257714.176769 nChanged 9 SP:Iteration 22Q (5766.902331 sec): 3 clusters Score: Raw -2260907.834647 + Penalty 3184.535699 = -2257723.298948 nChanged 7 SP:Iteration 23Q (5766.940481 sec): 3 clusters Score: Raw -2260912.315716 + Penalty 3184.535699 = -2257727.780016 nChanged 1 SP:Iteration 24Q (5766.988449 sec): 3 clusters Score: Raw -2260912.878083 + Penalty 3184.535699 = -2257728.342384 nChanged 1 SP:Iteration 25Q (5767.029063 sec): 3 clusters Score: Raw -2260913.645947 + Penalty 3184.535699 = -2257729.110247 nChanged 2 SP:Iteration 26Q (5767.080442 sec): 3 clusters Score: Raw -2260914.262700 + Penalty 3184.535699 = -2257729.727001 nChanged 0 SP:Iteration 27F (5767.140169 sec): 3 clusters Score: Raw -2260914.262700 + Penalty 3184.535699 = -2257729.727001 nChanged 0 Trying to split cluster 34 (3718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5767.158760 sec): 2 clusters Score: Raw -449600.749933 + Penalty 1335.902940 = -448264.846993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5767.183451 sec): 3 clusters Score: Raw -447756.542410 + Penalty 2671.805880 = -445084.736530 nChanged 1420 SP:Iteration 1F (5767.201045 sec): 3 clusters Score: Raw -448639.212094 + Penalty 2671.805880 = -445967.406214 nChanged 338 SP:Iteration 2F (5767.218985 sec): 3 clusters Score: Raw -448918.448371 + Penalty 2671.805880 = -446246.642491 nChanged 294 SP:Iteration 3F (5767.236690 sec): 3 clusters Score: Raw -449197.641330 + Penalty 2671.805880 = -446525.835450 nChanged 256 SP:Iteration 4F (5767.258627 sec): 3 clusters Score: Raw -449432.536324 + Penalty 2671.805880 = -446760.730444 nChanged 197 SP:Iteration 5F (5767.285134 sec): 3 clusters Score: Raw -449601.806115 + Penalty 2671.805880 = -446930.000235 nChanged 161 SP:Iteration 6Q (5767.311820 sec): 3 clusters Score: Raw -449720.247562 + Penalty 2671.805880 = -447048.441683 nChanged 116 SP:Iteration 7Q (5767.338579 sec): 3 clusters Score: Raw -449791.838323 + Penalty 2671.805880 = -447120.032443 nChanged 95 SP:Iteration 8Q (5767.365302 sec): 3 clusters Score: Raw -449851.743455 + Penalty 2671.805880 = -447179.937575 nChanged 78 SP:Iteration 9Q (5767.390866 sec): 3 clusters Score: Raw -449906.872319 + Penalty 2671.805880 = -447235.066440 nChanged 74 SP:Iteration 10Q (5767.413179 sec): 3 clusters Score: Raw -449962.986115 + Penalty 2671.805880 = -447291.180235 nChanged 44 SP:Iteration 11Q (5767.430660 sec): 3 clusters Score: Raw -449989.393477 + Penalty 2671.805880 = -447317.587597 nChanged 35 SP:Iteration 12Q (5767.446915 sec): 3 clusters Score: Raw -450008.877102 + Penalty 2671.805880 = -447337.071222 nChanged 22 SP:Iteration 13Q (5767.470079 sec): 3 clusters Score: Raw -450021.581299 + Penalty 2671.805880 = -447349.775420 nChanged 14 SP:Iteration 14Q (5767.495955 sec): 3 clusters Score: Raw -450029.901411 + Penalty 2671.805880 = -447358.095531 nChanged 14 SP:Iteration 15Q (5767.523030 sec): 3 clusters Score: Raw -450036.377900 + Penalty 2671.805880 = -447364.572020 nChanged 12 SP:Iteration 16Q (5767.548485 sec): 3 clusters Score: Raw -450040.980256 + Penalty 2671.805880 = -447369.174376 nChanged 7 SP:Iteration 17Q (5767.576200 sec): 3 clusters Score: Raw -450043.566251 + Penalty 2671.805880 = -447371.760372 nChanged 4 SP:Iteration 18Q (5767.601521 sec): 3 clusters Score: Raw -450044.242226 + Penalty 2671.805880 = -447372.436347 nChanged 3 SP:Iteration 19Q (5767.629324 sec): 3 clusters Score: Raw -450045.697170 + Penalty 2671.805880 = -447373.891291 nChanged 2 SP:Iteration 20F (5767.654569 sec): 3 clusters Score: Raw -450046.880097 + Penalty 2671.805880 = -447375.074217 nChanged 3 SP:Iteration 21Q (5767.680277 sec): 3 clusters Score: Raw -450048.211203 + Penalty 2671.805880 = -447376.405323 nChanged 2 SP:Iteration 22Q (5767.705927 sec): 3 clusters Score: Raw -450049.088757 + Penalty 2671.805880 = -447377.282877 nChanged 1 SP:Iteration 23Q (5767.732273 sec): 3 clusters Score: Raw -450049.571156 + Penalty 2671.805880 = -447377.765276 nChanged 0 SP:Iteration 24F (5767.760113 sec): 3 clusters Score: Raw -450049.571156 + Penalty 2671.805880 = -447377.765276 nChanged 0 Trying to split cluster 35 (1683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5767.780673 sec): 2 clusters Score: Raw -203110.634488 + Penalty 1207.104144 = -201903.530344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5767.789925 sec): 3 clusters Score: Raw -202408.952362 + Penalty 2414.208288 = -199994.744073 nChanged 567 SP:Iteration 1F (5767.804526 sec): 3 clusters Score: Raw -202787.657424 + Penalty 2414.208288 = -200373.449136 nChanged 146 SP:Iteration 2F (5767.812592 sec): 3 clusters Score: Raw -202981.489290 + Penalty 2414.208288 = -200567.281002 nChanged 115 SP:Iteration 3F (5767.821230 sec): 3 clusters Score: Raw -203119.897024 + Penalty 2414.208288 = -200705.688736 nChanged 91 SP:Iteration 4F (5767.835138 sec): 3 clusters Score: Raw -203212.403648 + Penalty 2414.208288 = -200798.195360 nChanged 68 SP:Iteration 5Q (5767.843685 sec): 3 clusters Score: Raw -203274.849427 + Penalty 2414.208288 = -200860.641139 nChanged 54 SP:Iteration 6Q (5767.864951 sec): 3 clusters Score: Raw -203323.404631 + Penalty 2414.208288 = -200909.196343 nChanged 40 SP:Iteration 7Q (5767.873405 sec): 3 clusters Score: Raw -203360.456934 + Penalty 2414.208288 = -200946.248645 nChanged 47 SP:Iteration 8Q (5767.892851 sec): 3 clusters Score: Raw -203397.917804 + Penalty 2414.208288 = -200983.709516 nChanged 38 SP:Iteration 9Q (5767.901319 sec): 3 clusters Score: Raw -203427.881650 + Penalty 2414.208288 = -201013.673362 nChanged 33 SP:Iteration 10Q (5767.918090 sec): 3 clusters Score: Raw -203453.023479 + Penalty 2414.208288 = -201038.815191 nChanged 26 SP:Iteration 11Q (5767.926493 sec): 3 clusters Score: Raw -203473.122770 + Penalty 2414.208288 = -201058.914482 nChanged 31 SP:Iteration 12Q (5767.945878 sec): 3 clusters Score: Raw -203489.578475 + Penalty 2414.208288 = -201075.370187 nChanged 21 SP:Iteration 13Q (5767.954349 sec): 3 clusters Score: Raw -203503.564361 + Penalty 2414.208288 = -201089.356073 nChanged 25 SP:Iteration 14Q (5767.979604 sec): 3 clusters Score: Raw -203519.578858 + Penalty 2414.208288 = -201105.370570 nChanged 21 SP:Iteration 15Q (5767.987984 sec): 3 clusters Score: Raw -203533.937960 + Penalty 2414.208288 = -201119.729672 nChanged 22 SP:Iteration 16Q (5768.004838 sec): 3 clusters Score: Raw -203551.356760 + Penalty 2414.208288 = -201137.148472 nChanged 20 SP:Iteration 17Q (5768.013277 sec): 3 clusters Score: Raw -203564.652603 + Penalty 2414.208288 = -201150.444315 nChanged 17 SP:Iteration 18Q (5768.030371 sec): 3 clusters Score: Raw -203575.807762 + Penalty 2414.208288 = -201161.599474 nChanged 12 SP:Iteration 19Q (5768.038679 sec): 3 clusters Score: Raw -203581.739281 + Penalty 2414.208288 = -201167.530993 nChanged 11 SP:Iteration 20F (5768.055218 sec): 3 clusters Score: Raw -203586.767227 + Penalty 2414.208288 = -201172.558939 nChanged 8 SP:Iteration 21Q (5768.063701 sec): 3 clusters Score: Raw -203592.921482 + Penalty 2414.208288 = -201178.713194 nChanged 7 SP:Iteration 22Q (5768.072090 sec): 3 clusters Score: Raw -203597.023429 + Penalty 2414.208288 = -201182.815141 nChanged 9 SP:Iteration 23Q (5768.080473 sec): 3 clusters Score: Raw -203601.935714 + Penalty 2414.208288 = -201187.727426 nChanged 10 SP:Iteration 24Q (5768.088822 sec): 3 clusters Score: Raw -203606.924039 + Penalty 2414.208288 = -201192.715750 nChanged 9 SP:Iteration 25Q (5768.097215 sec): 3 clusters Score: Raw -203611.617859 + Penalty 2414.208288 = -201197.409571 nChanged 8 SP:Iteration 26Q (5768.105524 sec): 3 clusters Score: Raw -203615.143329 + Penalty 2414.208288 = -201200.935041 nChanged 3 SP:Iteration 27Q (5768.121861 sec): 3 clusters Score: Raw -203616.846989 + Penalty 2414.208288 = -201202.638701 nChanged 2 SP:Iteration 28Q (5768.130258 sec): 3 clusters Score: Raw -203618.742230 + Penalty 2414.208288 = -201204.533942 nChanged 1 SP:Iteration 29Q (5768.138652 sec): 3 clusters Score: Raw -203619.216218 + Penalty 2414.208288 = -201205.007930 nChanged 1 SP:Iteration 30Q (5768.149212 sec): 3 clusters Score: Raw -203619.667869 + Penalty 2414.208288 = -201205.459581 nChanged 3 SP:Iteration 31Q (5768.157597 sec): 3 clusters Score: Raw -203622.066463 + Penalty 2414.208288 = -201207.858175 nChanged 5 SP:Iteration 32Q (5768.174866 sec): 3 clusters Score: Raw -203625.059331 + Penalty 2414.208288 = -201210.851043 nChanged 5 SP:Iteration 33Q (5768.183281 sec): 3 clusters Score: Raw -203627.938056 + Penalty 2414.208288 = -201213.729768 nChanged 2 SP:Iteration 34Q (5768.202973 sec): 3 clusters Score: Raw -203629.394908 + Penalty 2414.208288 = -201215.186620 nChanged 3 SP:Iteration 35Q (5768.211322 sec): 3 clusters Score: Raw -203630.477542 + Penalty 2414.208288 = -201216.269254 nChanged 2 SP:Iteration 36Q (5768.225692 sec): 3 clusters Score: Raw -203632.146288 + Penalty 2414.208288 = -201217.938000 nChanged 2 SP:Iteration 37Q (5768.233866 sec): 3 clusters Score: Raw -203632.912238 + Penalty 2414.208288 = -201218.703949 nChanged 3 SP:Iteration 38Q (5768.242280 sec): 3 clusters Score: Raw -203635.024480 + Penalty 2414.208288 = -201220.816192 nChanged 7 SP:Iteration 39Q (5768.254725 sec): 3 clusters Score: Raw -203640.340148 + Penalty 2414.208288 = -201226.131860 nChanged 5 SP:Iteration 40F (5768.263248 sec): 3 clusters Score: Raw -203644.501470 + Penalty 2414.208288 = -201230.293182 nChanged 7 SP:Iteration 41Q (5768.282282 sec): 3 clusters Score: Raw -203650.521646 + Penalty 2414.208288 = -201236.313358 nChanged 4 SP:Iteration 42Q (5768.290668 sec): 3 clusters Score: Raw -203654.610397 + Penalty 2414.208288 = -201240.402109 nChanged 4 SP:Iteration 43Q (5768.307588 sec): 3 clusters Score: Raw -203656.763493 + Penalty 2414.208288 = -201242.555205 nChanged 3 SP:Iteration 44Q (5768.315877 sec): 3 clusters Score: Raw -203659.489284 + Penalty 2414.208288 = -201245.280996 nChanged 1 SP:Iteration 45Q (5768.333223 sec): 3 clusters Score: Raw -203659.970513 + Penalty 2414.208288 = -201245.762225 nChanged 3 SP:Iteration 46Q (5768.341516 sec): 3 clusters Score: Raw -203662.441786 + Penalty 2414.208288 = -201248.233498 nChanged 3 SP:Iteration 47Q (5768.355829 sec): 3 clusters Score: Raw -203664.629508 + Penalty 2414.208288 = -201250.421220 nChanged 1 SP:Iteration 48Q (5768.363906 sec): 3 clusters Score: Raw -203664.893342 + Penalty 2414.208288 = -201250.685053 nChanged 0 SP:Iteration 49F (5768.373155 sec): 3 clusters Score: Raw -203664.893342 + Penalty 2414.208288 = -201250.685053 nChanged 0 Trying to split cluster 36 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5768.406976 sec): 2 clusters Score: Raw -18368.342617 + Penalty 871.971102 = -17496.371515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5768.451098 sec): 3 clusters Score: Raw -18713.510143 + Penalty 1743.942205 = -16969.567938 nChanged 60 SP:Iteration 1F (5768.494669 sec): 3 clusters Score: Raw -19212.996561 + Penalty 1743.942205 = -17469.054356 nChanged 26 SP:Iteration 2F (5768.542360 sec): 3 clusters Score: Raw -19675.167432 + Penalty 1743.942205 = -17931.225227 nChanged 7 SP:Iteration 3Q (5768.586232 sec): 3 clusters Score: Raw -19848.123024 + Penalty 1743.942205 = -18104.180819 nChanged 4 SP:Iteration 4Q (5768.628676 sec): 3 clusters Score: Raw -19892.801837 + Penalty 1743.942205 = -18148.859632 nChanged 5 SP:Iteration 5Q (5768.681356 sec): 3 clusters Score: Raw -20100.665881 + Penalty 1743.942205 = -18356.723676 nChanged 2 SP:Iteration 6Q (5768.725088 sec): 3 clusters Score: Raw -20111.950523 + Penalty 1743.942205 = -18368.008318 nChanged 0 SP:Iteration 7F (5768.769201 sec): 3 clusters Score: Raw -20111.950523 + Penalty 1743.942205 = -18368.008318 nChanged 0 Score: Raw -129550742.973482 + Penalty 101450.942987 = -129449292.030495 Splitting cluster 36 changes total score from -129449802.887989 to -129449292.030495 So it's not getting split. Trying to split cluster 37 (5595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5800.040199 sec): 2 clusters Score: Raw -703219.243301 + Penalty 1402.314651 = -701816.928650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5800.062101 sec): 3 clusters Score: Raw -700304.342693 + Penalty 2804.629302 = -697499.713391 nChanged 2239 SP:Iteration 1F (5800.083544 sec): 3 clusters Score: Raw -701576.547191 + Penalty 2804.629302 = -698771.917889 nChanged 387 SP:Iteration 2F (5800.115907 sec): 3 clusters Score: Raw -701783.709376 + Penalty 2804.629302 = -698979.080074 nChanged 287 SP:Iteration 3F (5800.137469 sec): 3 clusters Score: Raw -701932.935768 + Penalty 2804.629302 = -699128.306466 nChanged 236 SP:Iteration 4Q (5800.158901 sec): 3 clusters Score: Raw -702045.181345 + Penalty 2804.629302 = -699240.552043 nChanged 192 SP:Iteration 5Q (5800.179845 sec): 3 clusters Score: Raw -702133.503377 + Penalty 2804.629302 = -699328.874075 nChanged 162 SP:Iteration 6Q (5800.201515 sec): 3 clusters Score: Raw -702204.750008 + Penalty 2804.629302 = -699400.120707 nChanged 153 SP:Iteration 7Q (5800.222832 sec): 3 clusters Score: Raw -702275.062172 + Penalty 2804.629302 = -699470.432871 nChanged 147 SP:Iteration 8Q (5800.243982 sec): 3 clusters Score: Raw -702349.731042 + Penalty 2804.629302 = -699545.101740 nChanged 147 SP:Iteration 9Q (5800.265404 sec): 3 clusters Score: Raw -702431.535655 + Penalty 2804.629302 = -699626.906353 nChanged 148 SP:Iteration 10Q (5800.286744 sec): 3 clusters Score: Raw -702511.087269 + Penalty 2804.629302 = -699706.457968 nChanged 153 SP:Iteration 11Q (5800.308071 sec): 3 clusters Score: Raw -702591.734228 + Penalty 2804.629302 = -699787.104927 nChanged 152 SP:Iteration 12Q (5800.329225 sec): 3 clusters Score: Raw -702669.523271 + Penalty 2804.629302 = -699864.893970 nChanged 133 SP:Iteration 13Q (5800.350569 sec): 3 clusters Score: Raw -702744.386009 + Penalty 2804.629302 = -699939.756707 nChanged 123 SP:Iteration 14Q (5800.377485 sec): 3 clusters Score: Raw -702804.965356 + Penalty 2804.629302 = -700000.336055 nChanged 102 SP:Iteration 15Q (5800.398911 sec): 3 clusters Score: Raw -702854.609623 + Penalty 2804.629302 = -700049.980321 nChanged 94 SP:Iteration 16Q (5800.420282 sec): 3 clusters Score: Raw -702902.811205 + Penalty 2804.629302 = -700098.181903 nChanged 91 SP:Iteration 17Q (5800.447648 sec): 3 clusters Score: Raw -702950.804633 + Penalty 2804.629302 = -700146.175331 nChanged 100 SP:Iteration 18Q (5800.468549 sec): 3 clusters Score: Raw -702997.182484 + Penalty 2804.629302 = -700192.553183 nChanged 95 SP:Iteration 19Q (5800.489614 sec): 3 clusters Score: Raw -703053.230864 + Penalty 2804.629302 = -700248.601562 nChanged 87 SP:Iteration 20F (5800.534066 sec): 3 clusters Score: Raw -703092.285078 + Penalty 2804.629302 = -700287.655776 nChanged 62 SP:Iteration 21Q (5800.554848 sec): 3 clusters Score: Raw -703121.834874 + Penalty 2804.629302 = -700317.205572 nChanged 62 SP:Iteration 22Q (5800.579784 sec): 3 clusters Score: Raw -703155.315523 + Penalty 2804.629302 = -700350.686222 nChanged 59 SP:Iteration 23Q (5800.600701 sec): 3 clusters Score: Raw -703189.984778 + Penalty 2804.629302 = -700385.355477 nChanged 69 SP:Iteration 24Q (5800.621517 sec): 3 clusters Score: Raw -703223.150742 + Penalty 2804.629302 = -700418.521441 nChanged 64 SP:Iteration 25Q (5800.641895 sec): 3 clusters Score: Raw -703249.837070 + Penalty 2804.629302 = -700445.207768 nChanged 45 SP:Iteration 26Q (5800.662643 sec): 3 clusters Score: Raw -703268.505537 + Penalty 2804.629302 = -700463.876235 nChanged 40 SP:Iteration 27Q (5800.683260 sec): 3 clusters Score: Raw -703284.519319 + Penalty 2804.629302 = -700479.890017 nChanged 36 SP:Iteration 28Q (5800.703279 sec): 3 clusters Score: Raw -703297.659210 + Penalty 2804.629302 = -700493.029909 nChanged 24 SP:Iteration 29Q (5800.752473 sec): 3 clusters Score: Raw -703307.793906 + Penalty 2804.629302 = -700503.164604 nChanged 14 SP:Iteration 30Q (5800.804993 sec): 3 clusters Score: Raw -703311.826412 + Penalty 2804.629302 = -700507.197110 nChanged 14 SP:Iteration 31Q (5800.844066 sec): 3 clusters Score: Raw -703315.646212 + Penalty 2804.629302 = -700511.016910 nChanged 10 SP:Iteration 32Q (5800.864548 sec): 3 clusters Score: Raw -703318.331915 + Penalty 2804.629302 = -700513.702613 nChanged 8 SP:Iteration 33Q (5800.884810 sec): 3 clusters Score: Raw -703319.966335 + Penalty 2804.629302 = -700515.337034 nChanged 8 SP:Iteration 34Q (5800.905429 sec): 3 clusters Score: Raw -703322.731247 + Penalty 2804.629302 = -700518.101946 nChanged 11 SP:Iteration 35Q (5800.925942 sec): 3 clusters Score: Raw -703324.811492 + Penalty 2804.629302 = -700520.182190 nChanged 6 SP:Iteration 36Q (5800.946322 sec): 3 clusters Score: Raw -703326.867828 + Penalty 2804.629302 = -700522.238526 nChanged 8 SP:Iteration 37Q (5800.966594 sec): 3 clusters Score: Raw -703329.908072 + Penalty 2804.629302 = -700525.278770 nChanged 7 SP:Iteration 38Q (5800.987024 sec): 3 clusters Score: Raw -703332.563301 + Penalty 2804.629302 = -700527.933999 nChanged 16 SP:Iteration 39Q (5801.007378 sec): 3 clusters Score: Raw -703337.266601 + Penalty 2804.629302 = -700532.637300 nChanged 11 SP:Iteration 40F (5801.028994 sec): 3 clusters Score: Raw -703340.392273 + Penalty 2804.629302 = -700535.762972 nChanged 8 SP:Iteration 41Q (5801.050055 sec): 3 clusters Score: Raw -703343.205221 + Penalty 2804.629302 = -700538.575919 nChanged 10 SP:Iteration 42Q (5801.070424 sec): 3 clusters Score: Raw -703345.565608 + Penalty 2804.629302 = -700540.936306 nChanged 6 SP:Iteration 43Q (5801.090988 sec): 3 clusters Score: Raw -703347.043298 + Penalty 2804.629302 = -700542.413996 nChanged 2 SP:Iteration 44Q (5801.111380 sec): 3 clusters Score: Raw -703347.328574 + Penalty 2804.629302 = -700542.699272 nChanged 1 SP:Iteration 45Q (5801.131974 sec): 3 clusters Score: Raw -703347.652155 + Penalty 2804.629302 = -700543.022853 nChanged 2 SP:Iteration 46Q (5801.152267 sec): 3 clusters Score: Raw -703348.341794 + Penalty 2804.629302 = -700543.712492 nChanged 3 SP:Iteration 47Q (5801.172360 sec): 3 clusters Score: Raw -703349.275465 + Penalty 2804.629302 = -700544.646163 nChanged 3 SP:Iteration 48Q (5801.192670 sec): 3 clusters Score: Raw -703350.511373 + Penalty 2804.629302 = -700545.882072 nChanged 9 SP:Iteration 49Q (5801.212904 sec): 3 clusters Score: Raw -703353.752897 + Penalty 2804.629302 = -700549.123596 nChanged 15 SP:Iteration 50Q (5801.233311 sec): 3 clusters Score: Raw -703357.870322 + Penalty 2804.629302 = -700553.241020 nChanged 10 SP:Iteration 51Q (5801.253236 sec): 3 clusters Score: Raw -703360.382622 + Penalty 2804.629302 = -700555.753320 nChanged 8 SP:Iteration 52Q (5801.273623 sec): 3 clusters Score: Raw -703363.872364 + Penalty 2804.629302 = -700559.243062 nChanged 10 SP:Iteration 53Q (5801.294053 sec): 3 clusters Score: Raw -703366.067051 + Penalty 2804.629302 = -700561.437749 nChanged 7 SP:Iteration 54Q (5801.314444 sec): 3 clusters Score: Raw -703367.493748 + Penalty 2804.629302 = -700562.864447 nChanged 4 SP:Iteration 55Q (5801.334822 sec): 3 clusters Score: Raw -703369.396331 + Penalty 2804.629302 = -700564.767030 nChanged 7 SP:Iteration 56Q (5801.355262 sec): 3 clusters Score: Raw -703372.544467 + Penalty 2804.629302 = -700567.915165 nChanged 8 SP:Iteration 57Q (5801.379994 sec): 3 clusters Score: Raw -703374.845095 + Penalty 2804.629302 = -700570.215793 nChanged 3 SP:Iteration 58Q (5801.400144 sec): 3 clusters Score: Raw -703375.749813 + Penalty 2804.629302 = -700571.120511 nChanged 3 SP:Iteration 59Q (5801.420448 sec): 3 clusters Score: Raw -703376.524129 + Penalty 2804.629302 = -700571.894827 nChanged 8 SP:Iteration 60F (5801.448286 sec): 3 clusters Score: Raw -703378.697721 + Penalty 2804.629302 = -700574.068420 nChanged 4 SP:Iteration 61Q (5801.468542 sec): 3 clusters Score: Raw -703379.516221 + Penalty 2804.629302 = -700574.886920 nChanged 3 SP:Iteration 62Q (5801.488917 sec): 3 clusters Score: Raw -703380.142688 + Penalty 2804.629302 = -700575.513386 nChanged 1 SP:Iteration 63Q (5801.509296 sec): 3 clusters Score: Raw -703380.410040 + Penalty 2804.629302 = -700575.780738 nChanged 1 SP:Iteration 64Q (5801.529673 sec): 3 clusters Score: Raw -703380.661984 + Penalty 2804.629302 = -700576.032682 nChanged 2 SP:Iteration 65Q (5801.549543 sec): 3 clusters Score: Raw -703381.072490 + Penalty 2804.629302 = -700576.443188 nChanged 2 SP:Iteration 66Q (5801.569603 sec): 3 clusters Score: Raw -703381.658314 + Penalty 2804.629302 = -700577.029012 nChanged 3 SP:Iteration 67Q (5801.589909 sec): 3 clusters Score: Raw -703382.287345 + Penalty 2804.629302 = -700577.658044 nChanged 2 SP:Iteration 68Q (5801.610185 sec): 3 clusters Score: Raw -703383.185034 + Penalty 2804.629302 = -700578.555732 nChanged 2 SP:Iteration 69Q (5801.630629 sec): 3 clusters Score: Raw -703384.234721 + Penalty 2804.629302 = -700579.605419 nChanged 5 SP:Iteration 70Q (5801.650937 sec): 3 clusters Score: Raw -703385.669226 + Penalty 2804.629302 = -700581.039924 nChanged 3 SP:Iteration 71Q (5801.671348 sec): 3 clusters Score: Raw -703386.763954 + Penalty 2804.629302 = -700582.134652 nChanged 5 SP:Iteration 72Q (5801.694739 sec): 3 clusters Score: Raw -703389.054698 + Penalty 2804.629302 = -700584.425397 nChanged 6 SP:Iteration 73Q (5801.714964 sec): 3 clusters Score: Raw -703390.961323 + Penalty 2804.629302 = -700586.332022 nChanged 9 SP:Iteration 74Q (5801.753325 sec): 3 clusters Score: Raw -703394.649484 + Penalty 2804.629302 = -700590.020182 nChanged 6 SP:Iteration 75Q (5801.805852 sec): 3 clusters Score: Raw -703396.265964 + Penalty 2804.629302 = -700591.636662 nChanged 5 SP:Iteration 76Q (5801.859966 sec): 3 clusters Score: Raw -703397.674106 + Penalty 2804.629302 = -700593.044804 nChanged 7 SP:Iteration 77Q (5801.901294 sec): 3 clusters Score: Raw -703400.055799 + Penalty 2804.629302 = -700595.426497 nChanged 5 SP:Iteration 78Q (5801.928865 sec): 3 clusters Score: Raw -703402.036772 + Penalty 2804.629302 = -700597.407470 nChanged 5 SP:Iteration 79Q (5801.949061 sec): 3 clusters Score: Raw -703404.003585 + Penalty 2804.629302 = -700599.374283 nChanged 2 SP:Iteration 80F (5802.005842 sec): 3 clusters Score: Raw -703404.498204 + Penalty 2804.629302 = -700599.868902 nChanged 0 Trying to split cluster 38 (11848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5802.035250 sec): 2 clusters Score: Raw -1406755.853090 + Penalty 1524.236083 = -1405231.617007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5802.066410 sec): 3 clusters Score: Raw -1399914.033455 + Penalty 3048.472166 = -1396865.561289 nChanged 5163 SP:Iteration 1F (5802.123939 sec): 3 clusters Score: Raw -1402878.015879 + Penalty 3048.472166 = -1399829.543713 nChanged 777 SP:Iteration 2F (5802.154129 sec): 3 clusters Score: Raw -1403333.015828 + Penalty 3048.472166 = -1400284.543663 nChanged 745 SP:Iteration 3F (5802.184308 sec): 3 clusters Score: Raw -1403803.618295 + Penalty 3048.472166 = -1400755.146129 nChanged 674 SP:Iteration 4F (5802.214558 sec): 3 clusters Score: Raw -1404219.358086 + Penalty 3048.472166 = -1401170.885921 nChanged 668 SP:Iteration 5F (5802.250806 sec): 3 clusters Score: Raw -1404565.320705 + Penalty 3048.472166 = -1401516.848539 nChanged 540 SP:Iteration 6Q (5802.302733 sec): 3 clusters Score: Raw -1404806.030161 + Penalty 3048.472166 = -1401757.557995 nChanged 444 SP:Iteration 7Q (5802.354870 sec): 3 clusters Score: Raw -1404975.285959 + Penalty 3048.472166 = -1401926.813793 nChanged 354 SP:Iteration 8Q (5802.416750 sec): 3 clusters Score: Raw -1405101.091086 + Penalty 3048.472166 = -1402052.618920 nChanged 311 SP:Iteration 9Q (5802.471262 sec): 3 clusters Score: Raw -1405215.377356 + Penalty 3048.472166 = -1402166.905191 nChanged 267 SP:Iteration 10Q (5802.530508 sec): 3 clusters Score: Raw -1405304.994761 + Penalty 3048.472166 = -1402256.522595 nChanged 266 SP:Iteration 11Q (5802.571577 sec): 3 clusters Score: Raw -1405396.405283 + Penalty 3048.472166 = -1402347.933118 nChanged 228 SP:Iteration 12Q (5802.601718 sec): 3 clusters Score: Raw -1405476.434894 + Penalty 3048.472166 = -1402427.962728 nChanged 236 SP:Iteration 13Q (5802.639047 sec): 3 clusters Score: Raw -1405577.453782 + Penalty 3048.472166 = -1402528.981616 nChanged 243 SP:Iteration 14Q (5802.668980 sec): 3 clusters Score: Raw -1405682.205256 + Penalty 3048.472166 = -1402633.733090 nChanged 231 SP:Iteration 15Q (5802.699037 sec): 3 clusters Score: Raw -1405790.029429 + Penalty 3048.472166 = -1402741.557263 nChanged 220 SP:Iteration 16Q (5802.728677 sec): 3 clusters Score: Raw -1405881.925205 + Penalty 3048.472166 = -1402833.453040 nChanged 198 SP:Iteration 17Q (5802.758540 sec): 3 clusters Score: Raw -1405960.661468 + Penalty 3048.472166 = -1402912.189302 nChanged 184 SP:Iteration 18Q (5802.794380 sec): 3 clusters Score: Raw -1406029.748756 + Penalty 3048.472166 = -1402981.276590 nChanged 162 SP:Iteration 19Q (5802.823617 sec): 3 clusters Score: Raw -1406092.506178 + Penalty 3048.472166 = -1403044.034013 nChanged 148 SP:Iteration 20F (5802.853837 sec): 3 clusters Score: Raw -1406158.537069 + Penalty 3048.472166 = -1403110.064903 nChanged 137 SP:Iteration 21Q (5802.886671 sec): 3 clusters Score: Raw -1406223.621801 + Penalty 3048.472166 = -1403175.149636 nChanged 126 SP:Iteration 22Q (5802.915989 sec): 3 clusters Score: Raw -1406270.939384 + Penalty 3048.472166 = -1403222.467219 nChanged 106 SP:Iteration 23Q (5802.944771 sec): 3 clusters Score: Raw -1406307.847032 + Penalty 3048.472166 = -1403259.374867 nChanged 91 SP:Iteration 24Q (5802.975929 sec): 3 clusters Score: Raw -1406339.108671 + Penalty 3048.472166 = -1403290.636505 nChanged 88 SP:Iteration 25Q (5803.004449 sec): 3 clusters Score: Raw -1406363.594021 + Penalty 3048.472166 = -1403315.121856 nChanged 82 SP:Iteration 26Q (5803.037350 sec): 3 clusters Score: Raw -1406390.576058 + Penalty 3048.472166 = -1403342.103892 nChanged 96 SP:Iteration 27Q (5803.072984 sec): 3 clusters Score: Raw -1406423.485066 + Penalty 3048.472166 = -1403375.012900 nChanged 73 SP:Iteration 28Q (5803.129902 sec): 3 clusters Score: Raw -1406444.125957 + Penalty 3048.472166 = -1403395.653792 nChanged 79 SP:Iteration 29Q (5803.165313 sec): 3 clusters Score: Raw -1406467.165460 + Penalty 3048.472166 = -1403418.693294 nChanged 60 SP:Iteration 30Q (5803.193663 sec): 3 clusters Score: Raw -1406482.503436 + Penalty 3048.472166 = -1403434.031270 nChanged 47 SP:Iteration 31Q (5803.221837 sec): 3 clusters Score: Raw -1406493.973144 + Penalty 3048.472166 = -1403445.500979 nChanged 44 SP:Iteration 32Q (5803.250015 sec): 3 clusters Score: Raw -1406503.592881 + Penalty 3048.472166 = -1403455.120716 nChanged 45 SP:Iteration 33Q (5803.278122 sec): 3 clusters Score: Raw -1406513.776635 + Penalty 3048.472166 = -1403465.304469 nChanged 48 SP:Iteration 34Q (5803.306126 sec): 3 clusters Score: Raw -1406524.259871 + Penalty 3048.472166 = -1403475.787706 nChanged 48 SP:Iteration 35Q (5803.334126 sec): 3 clusters Score: Raw -1406536.327554 + Penalty 3048.472166 = -1403487.855389 nChanged 57 SP:Iteration 36Q (5803.362078 sec): 3 clusters Score: Raw -1406553.410188 + Penalty 3048.472166 = -1403504.938022 nChanged 58 SP:Iteration 37Q (5803.393972 sec): 3 clusters Score: Raw -1406570.389589 + Penalty 3048.472166 = -1403521.917423 nChanged 69 SP:Iteration 38Q (5803.421793 sec): 3 clusters Score: Raw -1406593.222303 + Penalty 3048.472166 = -1403544.750137 nChanged 69 SP:Iteration 39Q (5803.449752 sec): 3 clusters Score: Raw -1406615.036322 + Penalty 3048.472166 = -1403566.564157 nChanged 64 SP:Iteration 40F (5803.479785 sec): 3 clusters Score: Raw -1406636.406482 + Penalty 3048.472166 = -1403587.934316 nChanged 64 SP:Iteration 41Q (5803.507731 sec): 3 clusters Score: Raw -1406657.197914 + Penalty 3048.472166 = -1403608.725748 nChanged 59 SP:Iteration 42Q (5803.544482 sec): 3 clusters Score: Raw -1406673.817711 + Penalty 3048.472166 = -1403625.345545 nChanged 58 SP:Iteration 43Q (5803.572222 sec): 3 clusters Score: Raw -1406691.032880 + Penalty 3048.472166 = -1403642.560714 nChanged 45 SP:Iteration 44Q (5803.599963 sec): 3 clusters Score: Raw -1406704.490645 + Penalty 3048.472166 = -1403656.018479 nChanged 47 SP:Iteration 45Q (5803.633502 sec): 3 clusters Score: Raw -1406719.655064 + Penalty 3048.472166 = -1403671.182899 nChanged 53 SP:Iteration 46Q (5803.661054 sec): 3 clusters Score: Raw -1406736.842862 + Penalty 3048.472166 = -1403688.370696 nChanged 51 SP:Iteration 47Q (5803.688551 sec): 3 clusters Score: Raw -1406752.019622 + Penalty 3048.472166 = -1403703.547457 nChanged 45 SP:Iteration 48Q (5803.716221 sec): 3 clusters Score: Raw -1406767.263736 + Penalty 3048.472166 = -1403718.791571 nChanged 59 SP:Iteration 49Q (5803.743644 sec): 3 clusters Score: Raw -1406789.423334 + Penalty 3048.472166 = -1403740.951169 nChanged 51 SP:Iteration 50Q (5803.770992 sec): 3 clusters Score: Raw -1406808.064140 + Penalty 3048.472166 = -1403759.591974 nChanged 42 SP:Iteration 51Q (5803.803323 sec): 3 clusters Score: Raw -1406822.343058 + Penalty 3048.472166 = -1403773.870893 nChanged 41 SP:Iteration 52Q (5803.830791 sec): 3 clusters Score: Raw -1406838.383714 + Penalty 3048.472166 = -1403789.911549 nChanged 49 SP:Iteration 53Q (5803.858197 sec): 3 clusters Score: Raw -1406856.472715 + Penalty 3048.472166 = -1403808.000550 nChanged 39 SP:Iteration 54Q (5803.885542 sec): 3 clusters Score: Raw -1406871.315546 + Penalty 3048.472166 = -1403822.843380 nChanged 29 SP:Iteration 55Q (5803.912513 sec): 3 clusters Score: Raw -1406881.803534 + Penalty 3048.472166 = -1403833.331368 nChanged 23 SP:Iteration 56Q (5803.939558 sec): 3 clusters Score: Raw -1406890.043107 + Penalty 3048.472166 = -1403841.570941 nChanged 18 SP:Iteration 57Q (5803.970642 sec): 3 clusters Score: Raw -1406896.269613 + Penalty 3048.472166 = -1403847.797447 nChanged 25 SP:Iteration 58Q (5803.997903 sec): 3 clusters Score: Raw -1406908.233203 + Penalty 3048.472166 = -1403859.761038 nChanged 25 SP:Iteration 59Q (5804.025169 sec): 3 clusters Score: Raw -1406917.921386 + Penalty 3048.472166 = -1403869.449221 nChanged 22 SP:Iteration 60F (5804.055339 sec): 3 clusters Score: Raw -1406928.932422 + Penalty 3048.472166 = -1403880.460257 nChanged 28 SP:Iteration 61Q (5804.082647 sec): 3 clusters Score: Raw -1406942.575340 + Penalty 3048.472166 = -1403894.103175 nChanged 23 SP:Iteration 62Q (5804.118254 sec): 3 clusters Score: Raw -1406951.746193 + Penalty 3048.472166 = -1403903.274028 nChanged 23 SP:Iteration 63Q (5804.149642 sec): 3 clusters Score: Raw -1406961.096954 + Penalty 3048.472166 = -1403912.624788 nChanged 25 SP:Iteration 64Q (5804.176859 sec): 3 clusters Score: Raw -1406971.067062 + Penalty 3048.472166 = -1403922.594896 nChanged 19 SP:Iteration 65Q (5804.203972 sec): 3 clusters Score: Raw -1406979.131055 + Penalty 3048.472166 = -1403930.658890 nChanged 21 SP:Iteration 66Q (5804.235686 sec): 3 clusters Score: Raw -1406987.091943 + Penalty 3048.472166 = -1403938.619777 nChanged 21 SP:Iteration 67Q (5804.266679 sec): 3 clusters Score: Raw -1406994.036833 + Penalty 3048.472166 = -1403945.564667 nChanged 10 SP:Iteration 68Q (5804.293807 sec): 3 clusters Score: Raw -1406997.738940 + Penalty 3048.472166 = -1403949.266774 nChanged 9 SP:Iteration 69Q (5804.322095 sec): 3 clusters Score: Raw -1407001.161350 + Penalty 3048.472166 = -1403952.689184 nChanged 6 SP:Iteration 70Q (5804.349158 sec): 3 clusters Score: Raw -1407002.999031 + Penalty 3048.472166 = -1403954.526866 nChanged 6 SP:Iteration 71Q (5804.376103 sec): 3 clusters Score: Raw -1407005.260140 + Penalty 3048.472166 = -1403956.787974 nChanged 6 SP:Iteration 72Q (5804.403057 sec): 3 clusters Score: Raw -1407008.759924 + Penalty 3048.472166 = -1403960.287758 nChanged 7 SP:Iteration 73Q (5804.437448 sec): 3 clusters Score: Raw -1407012.630551 + Penalty 3048.472166 = -1403964.158385 nChanged 11 SP:Iteration 74Q (5804.464374 sec): 3 clusters Score: Raw -1407017.923249 + Penalty 3048.472166 = -1403969.451083 nChanged 6 SP:Iteration 75Q (5804.491267 sec): 3 clusters Score: Raw -1407019.470124 + Penalty 3048.472166 = -1403970.997958 nChanged 7 SP:Iteration 76Q (5804.524932 sec): 3 clusters Score: Raw -1407021.503980 + Penalty 3048.472166 = -1403973.031815 nChanged 4 SP:Iteration 77Q (5804.552095 sec): 3 clusters Score: Raw -1407022.422423 + Penalty 3048.472166 = -1403973.950257 nChanged 4 SP:Iteration 78Q (5804.578890 sec): 3 clusters Score: Raw -1407023.654548 + Penalty 3048.472166 = -1403975.182382 nChanged 3 SP:Iteration 79Q (5804.605771 sec): 3 clusters Score: Raw -1407024.403264 + Penalty 3048.472166 = -1403975.931098 nChanged 4 SP:Iteration 80F (5804.635984 sec): 3 clusters Score: Raw -1407025.433825 + Penalty 3048.472166 = -1403976.961659 nChanged 6 SP:Iteration 81Q (5804.671854 sec): 3 clusters Score: Raw -1407027.083235 + Penalty 3048.472166 = -1403978.611069 nChanged 3 SP:Iteration 82Q (5804.698628 sec): 3 clusters Score: Raw -1407028.956930 + Penalty 3048.472166 = -1403980.484764 nChanged 5 SP:Iteration 83Q (5804.725430 sec): 3 clusters Score: Raw -1407031.073219 + Penalty 3048.472166 = -1403982.601053 nChanged 8 SP:Iteration 84Q (5804.755347 sec): 3 clusters Score: Raw -1407033.529039 + Penalty 3048.472166 = -1403985.056873 nChanged 8 SP:Iteration 85Q (5804.782217 sec): 3 clusters Score: Raw -1407037.003961 + Penalty 3048.472166 = -1403988.531795 nChanged 9 SP:Iteration 86Q (5804.809129 sec): 3 clusters Score: Raw -1407040.959894 + Penalty 3048.472166 = -1403992.487728 nChanged 8 SP:Iteration 87Q (5804.835864 sec): 3 clusters Score: Raw -1407044.458427 + Penalty 3048.472166 = -1403995.986262 nChanged 10 SP:Iteration 88Q (5804.862621 sec): 3 clusters Score: Raw -1407048.836713 + Penalty 3048.472166 = -1404000.364547 nChanged 9 SP:Iteration 89Q (5804.889540 sec): 3 clusters Score: Raw -1407052.208971 + Penalty 3048.472166 = -1404003.736806 nChanged 10 SP:Iteration 90Q (5804.916271 sec): 3 clusters Score: Raw -1407055.124299 + Penalty 3048.472166 = -1404006.652134 nChanged 2 SP:Iteration 91Q (5804.948964 sec): 3 clusters Score: Raw -1407056.663071 + Penalty 3048.472166 = -1404008.190906 nChanged 4 SP:Iteration 92Q (5804.980897 sec): 3 clusters Score: Raw -1407058.285110 + Penalty 3048.472166 = -1404009.812944 nChanged 3 SP:Iteration 93Q (5805.007956 sec): 3 clusters Score: Raw -1407060.086865 + Penalty 3048.472166 = -1404011.614700 nChanged 5 SP:Iteration 94Q (5805.034595 sec): 3 clusters Score: Raw -1407063.072619 + Penalty 3048.472166 = -1404014.600453 nChanged 6 SP:Iteration 95Q (5805.061345 sec): 3 clusters Score: Raw -1407065.043442 + Penalty 3048.472166 = -1404016.571276 nChanged 4 SP:Iteration 96Q (5805.095349 sec): 3 clusters Score: Raw -1407066.636185 + Penalty 3048.472166 = -1404018.164019 nChanged 5 SP:Iteration 97Q (5805.122348 sec): 3 clusters Score: Raw -1407068.862696 + Penalty 3048.472166 = -1404020.390531 nChanged 3 SP:Iteration 98Q (5805.148628 sec): 3 clusters Score: Raw -1407070.476796 + Penalty 3048.472166 = -1404022.004630 nChanged 2 SP:Iteration 99Q (5805.175286 sec): 3 clusters Score: Raw -1407071.147928 + Penalty 3048.472166 = -1404022.675762 nChanged 3 SP:Iteration 100F (5805.205578 sec): 3 clusters Score: Raw -1407072.464160 + Penalty 3048.472166 = -1404023.991995 nChanged 3 SP:Iteration 101Q (5805.243155 sec): 3 clusters Score: Raw -1407073.343561 + Penalty 3048.472166 = -1404024.871395 nChanged 1 SP:Iteration 102Q (5805.269961 sec): 3 clusters Score: Raw -1407073.768144 + Penalty 3048.472166 = -1404025.295978 nChanged 1 SP:Iteration 103Q (5805.297091 sec): 3 clusters Score: Raw -1407074.412945 + Penalty 3048.472166 = -1404025.940779 nChanged 1 SP:Iteration 104Q (5805.323722 sec): 3 clusters Score: Raw -1407075.013777 + Penalty 3048.472166 = -1404026.541611 nChanged 2 SP:Iteration 105Q (5805.355805 sec): 3 clusters Score: Raw -1407075.455357 + Penalty 3048.472166 = -1404026.983191 nChanged 1 SP:Iteration 106Q (5805.382865 sec): 3 clusters Score: Raw -1407075.988263 + Penalty 3048.472166 = -1404027.516097 nChanged 1 SP:Iteration 107Q (5805.409959 sec): 3 clusters Score: Raw -1407076.209534 + Penalty 3048.472166 = -1404027.737368 nChanged 1 SP:Iteration 108Q (5805.436677 sec): 3 clusters Score: Raw -1407076.414323 + Penalty 3048.472166 = -1404027.942157 nChanged 1 SP:Iteration 109Q (5805.463533 sec): 3 clusters Score: Raw -1407077.025375 + Penalty 3048.472166 = -1404028.553209 nChanged 1 SP:Iteration 110Q (5805.490267 sec): 3 clusters Score: Raw -1407077.732171 + Penalty 3048.472166 = -1404029.260005 nChanged 3 SP:Iteration 111Q (5805.517173 sec): 3 clusters Score: Raw -1407078.615186 + Penalty 3048.472166 = -1404030.143020 nChanged 1 SP:Iteration 112Q (5805.544134 sec): 3 clusters Score: Raw -1407079.013858 + Penalty 3048.472166 = -1404030.541692 nChanged 1 SP:Iteration 113Q (5805.570912 sec): 3 clusters Score: Raw -1407079.215778 + Penalty 3048.472166 = -1404030.743612 nChanged 0 SP:Iteration 114F (5805.601127 sec): 3 clusters Score: Raw -1407079.215778 + Penalty 3048.472166 = -1404030.743612 nChanged 0 Trying to split cluster 39 (356390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5806.000234 sec): 2 clusters Score: Raw -45631602.441373 + Penalty 2077.364399 = -45629525.076975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5806.575810 sec): 3 clusters Score: Raw -45392948.755078 + Penalty 4154.728798 = -45388794.026281 nChanged 173446 SP:Iteration 1F (5807.145803 sec): 3 clusters Score: Raw -45501312.546918 + Penalty 4154.728798 = -45497157.818121 nChanged 15632 SP:Iteration 2Q (5807.754658 sec): 3 clusters Score: Raw -45506999.376802 + Penalty 4154.728798 = -45502844.648005 nChanged 19221 SP:Iteration 3F (5808.323808 sec): 3 clusters Score: Raw -45515841.871161 + Penalty 4154.728798 = -45511687.142364 nChanged 23042 SP:Iteration 4F (5808.891382 sec): 3 clusters Score: Raw -45529046.270911 + Penalty 4154.728798 = -45524891.542114 nChanged 25954 SP:Iteration 5F (5809.459928 sec): 3 clusters Score: Raw -45547018.194546 + Penalty 4154.728798 = -45542863.465748 nChanged 27371 SP:Iteration 6F (5810.027353 sec): 3 clusters Score: Raw -45569120.768294 + Penalty 4154.728798 = -45564966.039496 nChanged 26098 SP:Iteration 7F (5810.594144 sec): 3 clusters Score: Raw -45593005.502583 + Penalty 4154.728798 = -45588850.773785 nChanged 20707 SP:Iteration 8F (5811.159346 sec): 3 clusters Score: Raw -45613343.120788 + Penalty 4154.728798 = -45609188.391990 nChanged 12340 SP:Iteration 9Q (5811.747538 sec): 3 clusters Score: Raw -45625395.354152 + Penalty 4154.728798 = -45621240.625354 nChanged 5071 SP:Iteration 10Q (5812.291125 sec): 3 clusters Score: Raw -45629964.849452 + Penalty 4154.728798 = -45625810.120655 nChanged 1539 SP:Iteration 11Q (5812.781797 sec): 3 clusters Score: Raw -45631244.751236 + Penalty 4154.728798 = -45627090.022438 nChanged 422 SP:Iteration 12Q (5813.249606 sec): 3 clusters Score: Raw -45631593.898004 + Penalty 4154.728798 = -45627439.169207 nChanged 144 SP:Iteration 13Q (5813.702544 sec): 3 clusters Score: Raw -45631713.702128 + Penalty 4154.728798 = -45627558.973330 nChanged 71 SP:Iteration 14Q (5814.152771 sec): 3 clusters Score: Raw -45631777.011673 + Penalty 4154.728798 = -45627622.282876 nChanged 38 SP:Iteration 15Q (5814.604409 sec): 3 clusters Score: Raw -45631815.580311 + Penalty 4154.728798 = -45627660.851513 nChanged 24 SP:Iteration 16Q (5815.049473 sec): 3 clusters Score: Raw -45631835.851028 + Penalty 4154.728798 = -45627681.122230 nChanged 16 SP:Iteration 17Q (5815.496660 sec): 3 clusters Score: Raw -45631852.843029 + Penalty 4154.728798 = -45627698.114232 nChanged 13 SP:Iteration 18Q (5815.942303 sec): 3 clusters Score: Raw -45631868.277465 + Penalty 4154.728798 = -45627713.548668 nChanged 12 SP:Iteration 19Q (5816.390252 sec): 3 clusters Score: Raw -45631881.113576 + Penalty 4154.728798 = -45627726.384778 nChanged 9 SP:Iteration 20F (5816.950114 sec): 3 clusters Score: Raw -45631891.314396 + Penalty 4154.728798 = -45627736.585598 nChanged 9 SP:Iteration 21Q (5817.396979 sec): 3 clusters Score: Raw -45631901.925963 + Penalty 4154.728798 = -45627747.197165 nChanged 5 SP:Iteration 22Q (5817.843924 sec): 3 clusters Score: Raw -45631905.396859 + Penalty 4154.728798 = -45627750.668061 nChanged 1 SP:Iteration 23Q (5818.292904 sec): 3 clusters Score: Raw -45631907.158435 + Penalty 4154.728798 = -45627752.429637 nChanged 2 SP:Iteration 24Q (5818.752172 sec): 3 clusters Score: Raw -45631909.054484 + Penalty 4154.728798 = -45627754.325686 nChanged 3 SP:Iteration 25Q (5819.232494 sec): 3 clusters Score: Raw -45631911.054039 + Penalty 4154.728798 = -45627756.325241 nChanged 1 SP:Iteration 26Q (5819.708423 sec): 3 clusters Score: Raw -45631911.589623 + Penalty 4154.728798 = -45627756.860825 nChanged 0 SP:Iteration 27F (5820.276873 sec): 3 clusters Score: Raw -45631911.589623 + Penalty 4154.728798 = -45627756.860825 nChanged 0 Trying to split cluster 40 (3423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5820.319117 sec): 2 clusters Score: Raw -403948.304043 + Penalty 1322.469304 = -402625.834739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5820.371700 sec): 3 clusters Score: Raw -402263.788743 + Penalty 2644.938608 = -399618.850136 nChanged 1324 SP:Iteration 1F (5820.412052 sec): 3 clusters Score: Raw -403095.604112 + Penalty 2644.938608 = -400450.665504 nChanged 294 SP:Iteration 2F (5820.463398 sec): 3 clusters Score: Raw -403329.718104 + Penalty 2644.938608 = -400684.779496 nChanged 223 SP:Iteration 3F (5820.515267 sec): 3 clusters Score: Raw -403547.095846 + Penalty 2644.938608 = -400902.157238 nChanged 180 SP:Iteration 4F (5820.531341 sec): 3 clusters Score: Raw -403747.404480 + Penalty 2644.938608 = -401102.465872 nChanged 180 SP:Iteration 5F (5820.547936 sec): 3 clusters Score: Raw -403947.394100 + Penalty 2644.938608 = -401302.455493 nChanged 167 SP:Iteration 6Q (5820.563041 sec): 3 clusters Score: Raw -404132.520834 + Penalty 2644.938608 = -401487.582227 nChanged 162 SP:Iteration 7Q (5820.579521 sec): 3 clusters Score: Raw -404305.287355 + Penalty 2644.938608 = -401660.348748 nChanged 137 SP:Iteration 8Q (5820.596037 sec): 3 clusters Score: Raw -404463.703675 + Penalty 2644.938608 = -401818.765068 nChanged 117 SP:Iteration 9Q (5820.620009 sec): 3 clusters Score: Raw -404617.553312 + Penalty 2644.938608 = -401972.614705 nChanged 132 SP:Iteration 10Q (5820.636185 sec): 3 clusters Score: Raw -404819.007064 + Penalty 2644.938608 = -402174.068456 nChanged 135 SP:Iteration 11Q (5820.652275 sec): 3 clusters Score: Raw -405055.525359 + Penalty 2644.938608 = -402410.586751 nChanged 114 SP:Iteration 12Q (5820.668234 sec): 3 clusters Score: Raw -405318.988829 + Penalty 2644.938608 = -402674.050222 nChanged 79 SP:Iteration 13Q (5820.690272 sec): 3 clusters Score: Raw -405451.134828 + Penalty 2644.938608 = -402806.196220 nChanged 42 SP:Iteration 14Q (5820.705603 sec): 3 clusters Score: Raw -405477.859357 + Penalty 2644.938608 = -402832.920750 nChanged 23 SP:Iteration 15Q (5820.721248 sec): 3 clusters Score: Raw -405489.538988 + Penalty 2644.938608 = -402844.600380 nChanged 10 SP:Iteration 16Q (5820.736835 sec): 3 clusters Score: Raw -405495.116735 + Penalty 2644.938608 = -402850.178128 nChanged 3 SP:Iteration 17Q (5820.752265 sec): 3 clusters Score: Raw -405496.403515 + Penalty 2644.938608 = -402851.464908 nChanged 3 SP:Iteration 18Q (5820.766557 sec): 3 clusters Score: Raw -405497.785595 + Penalty 2644.938608 = -402852.846988 nChanged 2 SP:Iteration 19Q (5820.781959 sec): 3 clusters Score: Raw -405498.384243 + Penalty 2644.938608 = -402853.445635 nChanged 2 SP:Iteration 20F (5820.798495 sec): 3 clusters Score: Raw -405499.307258 + Penalty 2644.938608 = -402854.368650 nChanged 0 Score: Raw -129550550.368791 + Penalty 101450.942987 = -129449099.425804 Splitting cluster 40 changes total score from -129449802.887989 to -129449099.425804 So it's not getting split. Trying to split cluster 41 (3398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5848.335259 sec): 2 clusters Score: Raw -378020.475767 + Penalty 1321.278124 = -376699.197643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5848.352667 sec): 3 clusters Score: Raw -376401.722927 + Penalty 2642.556248 = -373759.166679 nChanged 1337 SP:Iteration 1F (5848.368960 sec): 3 clusters Score: Raw -377330.190336 + Penalty 2642.556248 = -374687.634088 nChanged 331 SP:Iteration 2F (5848.385365 sec): 3 clusters Score: Raw -377594.930404 + Penalty 2642.556248 = -374952.374155 nChanged 215 SP:Iteration 3F (5848.401627 sec): 3 clusters Score: Raw -377745.784834 + Penalty 2642.556248 = -375103.228586 nChanged 160 SP:Iteration 4Q (5848.418026 sec): 3 clusters Score: Raw -377857.022336 + Penalty 2642.556248 = -375214.466088 nChanged 135 SP:Iteration 5Q (5848.434259 sec): 3 clusters Score: Raw -377959.985866 + Penalty 2642.556248 = -375317.429618 nChanged 130 SP:Iteration 6Q (5848.450650 sec): 3 clusters Score: Raw -378060.760614 + Penalty 2642.556248 = -375418.204366 nChanged 117 SP:Iteration 7Q (5848.466985 sec): 3 clusters Score: Raw -378152.967919 + Penalty 2642.556248 = -375510.411671 nChanged 108 SP:Iteration 8Q (5848.483321 sec): 3 clusters Score: Raw -378238.341438 + Penalty 2642.556248 = -375595.785190 nChanged 104 SP:Iteration 9Q (5848.499609 sec): 3 clusters Score: Raw -378316.521138 + Penalty 2642.556248 = -375673.964890 nChanged 89 SP:Iteration 10Q (5848.515890 sec): 3 clusters Score: Raw -378390.919845 + Penalty 2642.556248 = -375748.363597 nChanged 94 SP:Iteration 11Q (5848.532127 sec): 3 clusters Score: Raw -378467.349499 + Penalty 2642.556248 = -375824.793250 nChanged 81 SP:Iteration 12Q (5848.548254 sec): 3 clusters Score: Raw -378527.428794 + Penalty 2642.556248 = -375884.872546 nChanged 76 SP:Iteration 13Q (5848.564358 sec): 3 clusters Score: Raw -378578.158671 + Penalty 2642.556248 = -375935.602423 nChanged 61 SP:Iteration 14Q (5848.580625 sec): 3 clusters Score: Raw -378614.965423 + Penalty 2642.556248 = -375972.409175 nChanged 35 SP:Iteration 15Q (5848.596788 sec): 3 clusters Score: Raw -378638.598748 + Penalty 2642.556248 = -375996.042500 nChanged 32 SP:Iteration 16Q (5848.612976 sec): 3 clusters Score: Raw -378652.894545 + Penalty 2642.556248 = -376010.338296 nChanged 36 SP:Iteration 17Q (5848.629117 sec): 3 clusters Score: Raw -378672.390782 + Penalty 2642.556248 = -376029.834533 nChanged 29 SP:Iteration 18Q (5848.645121 sec): 3 clusters Score: Raw -378684.354360 + Penalty 2642.556248 = -376041.798111 nChanged 27 SP:Iteration 19Q (5848.661267 sec): 3 clusters Score: Raw -378695.971206 + Penalty 2642.556248 = -376053.414957 nChanged 17 SP:Iteration 20F (5848.677693 sec): 3 clusters Score: Raw -378705.931922 + Penalty 2642.556248 = -376063.375674 nChanged 21 SP:Iteration 21Q (5848.693899 sec): 3 clusters Score: Raw -378719.604371 + Penalty 2642.556248 = -376077.048122 nChanged 25 SP:Iteration 22Q (5848.710095 sec): 3 clusters Score: Raw -378729.350799 + Penalty 2642.556248 = -376086.794551 nChanged 18 SP:Iteration 23Q (5848.726248 sec): 3 clusters Score: Raw -378734.143658 + Penalty 2642.556248 = -376091.587410 nChanged 8 SP:Iteration 24Q (5848.742433 sec): 3 clusters Score: Raw -378736.721683 + Penalty 2642.556248 = -376094.165435 nChanged 9 SP:Iteration 25Q (5848.758439 sec): 3 clusters Score: Raw -378739.137411 + Penalty 2642.556248 = -376096.581163 nChanged 9 SP:Iteration 26Q (5848.774488 sec): 3 clusters Score: Raw -378742.577725 + Penalty 2642.556248 = -376100.021477 nChanged 8 SP:Iteration 27Q (5848.790531 sec): 3 clusters Score: Raw -378744.603345 + Penalty 2642.556248 = -376102.047097 nChanged 10 SP:Iteration 28Q (5848.806731 sec): 3 clusters Score: Raw -378747.769536 + Penalty 2642.556248 = -376105.213288 nChanged 11 SP:Iteration 29Q (5848.822872 sec): 3 clusters Score: Raw -378750.779992 + Penalty 2642.556248 = -376108.223743 nChanged 12 SP:Iteration 30Q (5848.839021 sec): 3 clusters Score: Raw -378753.345653 + Penalty 2642.556248 = -376110.789405 nChanged 12 SP:Iteration 31Q (5848.855164 sec): 3 clusters Score: Raw -378757.623496 + Penalty 2642.556248 = -376115.067248 nChanged 15 SP:Iteration 32Q (5848.871329 sec): 3 clusters Score: Raw -378763.450286 + Penalty 2642.556248 = -376120.894037 nChanged 13 SP:Iteration 33Q (5848.887491 sec): 3 clusters Score: Raw -378767.455986 + Penalty 2642.556248 = -376124.899738 nChanged 12 SP:Iteration 34Q (5848.903520 sec): 3 clusters Score: Raw -378773.105204 + Penalty 2642.556248 = -376130.548956 nChanged 13 SP:Iteration 35Q (5848.919660 sec): 3 clusters Score: Raw -378778.964171 + Penalty 2642.556248 = -376136.407922 nChanged 13 SP:Iteration 36Q (5848.935825 sec): 3 clusters Score: Raw -378782.955202 + Penalty 2642.556248 = -376140.398954 nChanged 11 SP:Iteration 37Q (5848.951928 sec): 3 clusters Score: Raw -378786.073512 + Penalty 2642.556248 = -376143.517264 nChanged 7 SP:Iteration 38Q (5848.968083 sec): 3 clusters Score: Raw -378788.293580 + Penalty 2642.556248 = -376145.737332 nChanged 7 SP:Iteration 39Q (5848.984184 sec): 3 clusters Score: Raw -378791.359563 + Penalty 2642.556248 = -376148.803314 nChanged 5 SP:Iteration 40F (5849.000669 sec): 3 clusters Score: Raw -378792.821672 + Penalty 2642.556248 = -376150.265424 nChanged 3 SP:Iteration 41Q (5849.016735 sec): 3 clusters Score: Raw -378793.591049 + Penalty 2642.556248 = -376151.034801 nChanged 3 SP:Iteration 42Q (5849.032890 sec): 3 clusters Score: Raw -378794.183242 + Penalty 2642.556248 = -376151.626994 nChanged 5 SP:Iteration 43Q (5849.049038 sec): 3 clusters Score: Raw -378795.183702 + Penalty 2642.556248 = -376152.627454 nChanged 3 SP:Iteration 44Q (5849.065199 sec): 3 clusters Score: Raw -378795.752361 + Penalty 2642.556248 = -376153.196113 nChanged 3 SP:Iteration 45Q (5849.081342 sec): 3 clusters Score: Raw -378796.286743 + Penalty 2642.556248 = -376153.730495 nChanged 1 SP:Iteration 46Q (5849.097369 sec): 3 clusters Score: Raw -378796.540827 + Penalty 2642.556248 = -376153.984579 nChanged 1 SP:Iteration 47Q (5849.113348 sec): 3 clusters Score: Raw -378796.753944 + Penalty 2642.556248 = -376154.197696 nChanged 1 SP:Iteration 48Q (5849.129392 sec): 3 clusters Score: Raw -378796.933591 + Penalty 2642.556248 = -376154.377343 nChanged 2 SP:Iteration 49Q (5849.145517 sec): 3 clusters Score: Raw -378797.265038 + Penalty 2642.556248 = -376154.708789 nChanged 1 SP:Iteration 50Q (5849.161685 sec): 3 clusters Score: Raw -378797.467962 + Penalty 2642.556248 = -376154.911713 nChanged 2 SP:Iteration 51Q (5849.177818 sec): 3 clusters Score: Raw -378797.693030 + Penalty 2642.556248 = -376155.136782 nChanged 2 SP:Iteration 52Q (5849.193972 sec): 3 clusters Score: Raw -378797.884210 + Penalty 2642.556248 = -376155.327961 nChanged 3 SP:Iteration 53Q (5849.210143 sec): 3 clusters Score: Raw -378798.426334 + Penalty 2642.556248 = -376155.870086 nChanged 2 SP:Iteration 54Q (5849.226136 sec): 3 clusters Score: Raw -378798.680447 + Penalty 2642.556248 = -376156.124199 nChanged 1 SP:Iteration 55Q (5849.242285 sec): 3 clusters Score: Raw -378798.821063 + Penalty 2642.556248 = -376156.264815 nChanged 3 SP:Iteration 56Q (5849.258386 sec): 3 clusters Score: Raw -378799.543564 + Penalty 2642.556248 = -376156.987316 nChanged 3 SP:Iteration 57Q (5849.274534 sec): 3 clusters Score: Raw -378800.412400 + Penalty 2642.556248 = -376157.856152 nChanged 2 SP:Iteration 58Q (5849.290498 sec): 3 clusters Score: Raw -378801.321458 + Penalty 2642.556248 = -376158.765210 nChanged 2 SP:Iteration 59Q (5849.306642 sec): 3 clusters Score: Raw -378801.653573 + Penalty 2642.556248 = -376159.097325 nChanged 2 SP:Iteration 60F (5849.323844 sec): 3 clusters Score: Raw -378801.949879 + Penalty 2642.556248 = -376159.393631 nChanged 0 Trying to split cluster 42 (4579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5849.342930 sec): 2 clusters Score: Raw -575436.179508 + Penalty 1369.750836 = -574066.428672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5849.365673 sec): 3 clusters Score: Raw -573095.251564 + Penalty 2739.501672 = -570355.749892 nChanged 1850 SP:Iteration 1F (5849.385537 sec): 3 clusters Score: Raw -574112.830581 + Penalty 2739.501672 = -571373.328910 nChanged 321 SP:Iteration 2F (5849.405688 sec): 3 clusters Score: Raw -574272.708107 + Penalty 2739.501672 = -571533.206435 nChanged 228 SP:Iteration 3Q (5849.425833 sec): 3 clusters Score: Raw -574396.224311 + Penalty 2739.501672 = -571656.722640 nChanged 190 SP:Iteration 4Q (5849.445970 sec): 3 clusters Score: Raw -574495.574714 + Penalty 2739.501672 = -571756.073042 nChanged 162 SP:Iteration 5Q (5849.466040 sec): 3 clusters Score: Raw -574591.723309 + Penalty 2739.501672 = -571852.221638 nChanged 184 SP:Iteration 6Q (5849.486222 sec): 3 clusters Score: Raw -574687.600265 + Penalty 2739.501672 = -571948.098594 nChanged 155 SP:Iteration 7Q (5849.506258 sec): 3 clusters Score: Raw -574771.351212 + Penalty 2739.501672 = -572031.849540 nChanged 163 SP:Iteration 8Q (5849.526481 sec): 3 clusters Score: Raw -574870.121161 + Penalty 2739.501672 = -572130.619490 nChanged 166 SP:Iteration 9Q (5849.546500 sec): 3 clusters Score: Raw -574984.385846 + Penalty 2739.501672 = -572244.884174 nChanged 186 SP:Iteration 10Q (5849.566552 sec): 3 clusters Score: Raw -575118.799128 + Penalty 2739.501672 = -572379.297456 nChanged 176 SP:Iteration 11Q (5849.586294 sec): 3 clusters Score: Raw -575244.699251 + Penalty 2739.501672 = -572505.197580 nChanged 156 SP:Iteration 12Q (5849.606181 sec): 3 clusters Score: Raw -575358.904215 + Penalty 2739.501672 = -572619.402543 nChanged 136 SP:Iteration 13Q (5849.626339 sec): 3 clusters Score: Raw -575467.881005 + Penalty 2739.501672 = -572728.379333 nChanged 117 SP:Iteration 14Q (5849.646401 sec): 3 clusters Score: Raw -575564.090535 + Penalty 2739.501672 = -572824.588863 nChanged 100 SP:Iteration 15Q (5849.666289 sec): 3 clusters Score: Raw -575637.646815 + Penalty 2739.501672 = -572898.145143 nChanged 77 SP:Iteration 16Q (5849.686120 sec): 3 clusters Score: Raw -575688.049709 + Penalty 2739.501672 = -572948.548038 nChanged 54 SP:Iteration 17Q (5849.705755 sec): 3 clusters Score: Raw -575717.665278 + Penalty 2739.501672 = -572978.163607 nChanged 36 SP:Iteration 18Q (5849.725444 sec): 3 clusters Score: Raw -575737.307286 + Penalty 2739.501672 = -572997.805614 nChanged 33 SP:Iteration 19Q (5849.745032 sec): 3 clusters Score: Raw -575759.673158 + Penalty 2739.501672 = -573020.171486 nChanged 31 SP:Iteration 20F (5849.765196 sec): 3 clusters Score: Raw -575780.998228 + Penalty 2739.501672 = -573041.496556 nChanged 30 SP:Iteration 21Q (5849.784652 sec): 3 clusters Score: Raw -575798.088530 + Penalty 2739.501672 = -573058.586858 nChanged 27 SP:Iteration 22Q (5849.804098 sec): 3 clusters Score: Raw -575812.740105 + Penalty 2739.501672 = -573073.238433 nChanged 19 SP:Iteration 23Q (5849.823740 sec): 3 clusters Score: Raw -575824.357619 + Penalty 2739.501672 = -573084.855947 nChanged 23 SP:Iteration 24Q (5849.843060 sec): 3 clusters Score: Raw -575835.732536 + Penalty 2739.501672 = -573096.230864 nChanged 23 SP:Iteration 25Q (5849.862621 sec): 3 clusters Score: Raw -575848.249043 + Penalty 2739.501672 = -573108.747372 nChanged 23 SP:Iteration 26Q (5849.881872 sec): 3 clusters Score: Raw -575860.057450 + Penalty 2739.501672 = -573120.555779 nChanged 12 SP:Iteration 27Q (5849.901079 sec): 3 clusters Score: Raw -575864.597059 + Penalty 2739.501672 = -573125.095387 nChanged 10 SP:Iteration 28Q (5849.920460 sec): 3 clusters Score: Raw -575868.263305 + Penalty 2739.501672 = -573128.761633 nChanged 10 SP:Iteration 29Q (5849.939686 sec): 3 clusters Score: Raw -575874.034588 + Penalty 2739.501672 = -573134.532917 nChanged 12 SP:Iteration 30Q (5849.958857 sec): 3 clusters Score: Raw -575880.019732 + Penalty 2739.501672 = -573140.518060 nChanged 11 SP:Iteration 31Q (5849.978103 sec): 3 clusters Score: Raw -575884.482763 + Penalty 2739.501672 = -573144.981092 nChanged 7 SP:Iteration 32Q (5849.997274 sec): 3 clusters Score: Raw -575887.506644 + Penalty 2739.501672 = -573148.004973 nChanged 3 SP:Iteration 33Q (5850.016439 sec): 3 clusters Score: Raw -575888.346506 + Penalty 2739.501672 = -573148.844835 nChanged 3 SP:Iteration 34Q (5850.035736 sec): 3 clusters Score: Raw -575889.093349 + Penalty 2739.501672 = -573149.591677 nChanged 0 SP:Iteration 35F (5850.055410 sec): 3 clusters Score: Raw -575889.093349 + Penalty 2739.501672 = -573149.591677 nChanged 0 Trying to split cluster 43 (34045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5850.110203 sec): 2 clusters Score: Raw -4208189.375469 + Penalty 1695.758749 = -4206493.616720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5850.181439 sec): 3 clusters Score: Raw -4187040.079959 + Penalty 3391.517499 = -4183648.562461 nChanged 15791 SP:Iteration 1F (5850.248025 sec): 3 clusters Score: Raw -4196146.100286 + Penalty 3391.517499 = -4192754.582787 nChanged 1767 SP:Iteration 2F (5850.314650 sec): 3 clusters Score: Raw -4196855.411629 + Penalty 3391.517499 = -4193463.894130 nChanged 1791 SP:Iteration 3F (5850.381158 sec): 3 clusters Score: Raw -4197726.806538 + Penalty 3391.517499 = -4194335.289039 nChanged 1986 SP:Iteration 4F (5850.453382 sec): 3 clusters Score: Raw -4198834.463191 + Penalty 3391.517499 = -4195442.945693 nChanged 2146 SP:Iteration 5F (5850.518217 sec): 3 clusters Score: Raw -4200170.268114 + Penalty 3391.517499 = -4196778.750615 nChanged 2273 SP:Iteration 6F (5850.584883 sec): 3 clusters Score: Raw -4201698.574407 + Penalty 3391.517499 = -4198307.056908 nChanged 2165 SP:Iteration 7F (5850.651643 sec): 3 clusters Score: Raw -4203188.960980 + Penalty 3391.517499 = -4199797.443481 nChanged 1887 SP:Iteration 8F (5850.718287 sec): 3 clusters Score: Raw -4204389.717485 + Penalty 3391.517499 = -4200998.199986 nChanged 1483 SP:Iteration 9Q (5850.786448 sec): 3 clusters Score: Raw -4205226.730136 + Penalty 3391.517499 = -4201835.212638 nChanged 1121 SP:Iteration 10Q (5850.853854 sec): 3 clusters Score: Raw -4205771.600630 + Penalty 3391.517499 = -4202380.083131 nChanged 789 SP:Iteration 11Q (5850.920737 sec): 3 clusters Score: Raw -4206084.433166 + Penalty 3391.517499 = -4202692.915667 nChanged 623 SP:Iteration 12Q (5850.987486 sec): 3 clusters Score: Raw -4206286.331016 + Penalty 3391.517499 = -4202894.813517 nChanged 473 SP:Iteration 13Q (5851.053186 sec): 3 clusters Score: Raw -4206410.629902 + Penalty 3391.517499 = -4203019.112403 nChanged 345 SP:Iteration 14Q (5851.119475 sec): 3 clusters Score: Raw -4206488.132882 + Penalty 3391.517499 = -4203096.615384 nChanged 283 SP:Iteration 15Q (5851.185103 sec): 3 clusters Score: Raw -4206544.304733 + Penalty 3391.517499 = -4203152.787235 nChanged 232 SP:Iteration 16Q (5851.250981 sec): 3 clusters Score: Raw -4206588.863584 + Penalty 3391.517499 = -4203197.346085 nChanged 227 SP:Iteration 17Q (5851.315911 sec): 3 clusters Score: Raw -4206630.231416 + Penalty 3391.517499 = -4203238.713917 nChanged 208 SP:Iteration 18Q (5851.381039 sec): 3 clusters Score: Raw -4206665.475402 + Penalty 3391.517499 = -4203273.957903 nChanged 185 SP:Iteration 19Q (5851.445950 sec): 3 clusters Score: Raw -4206696.426092 + Penalty 3391.517499 = -4203304.908593 nChanged 199 SP:Iteration 20F (5851.512710 sec): 3 clusters Score: Raw -4206728.622044 + Penalty 3391.517499 = -4203337.104545 nChanged 198 SP:Iteration 21Q (5851.577615 sec): 3 clusters Score: Raw -4206763.683202 + Penalty 3391.517499 = -4203372.165703 nChanged 206 SP:Iteration 22Q (5851.642625 sec): 3 clusters Score: Raw -4206801.584294 + Penalty 3391.517499 = -4203410.066795 nChanged 210 SP:Iteration 23Q (5851.707349 sec): 3 clusters Score: Raw -4206842.988619 + Penalty 3391.517499 = -4203451.471120 nChanged 197 SP:Iteration 24Q (5851.771671 sec): 3 clusters Score: Raw -4206881.816210 + Penalty 3391.517499 = -4203490.298711 nChanged 209 SP:Iteration 25Q (5851.836153 sec): 3 clusters Score: Raw -4206925.588478 + Penalty 3391.517499 = -4203534.070979 nChanged 219 SP:Iteration 26Q (5851.900125 sec): 3 clusters Score: Raw -4206974.967456 + Penalty 3391.517499 = -4203583.449957 nChanged 218 SP:Iteration 27Q (5851.964213 sec): 3 clusters Score: Raw -4207027.839513 + Penalty 3391.517499 = -4203636.322014 nChanged 233 SP:Iteration 28Q (5852.028103 sec): 3 clusters Score: Raw -4207083.539862 + Penalty 3391.517499 = -4203692.022363 nChanged 233 SP:Iteration 29Q (5852.091517 sec): 3 clusters Score: Raw -4207146.877805 + Penalty 3391.517499 = -4203755.360306 nChanged 240 SP:Iteration 30Q (5852.154695 sec): 3 clusters Score: Raw -4207221.744170 + Penalty 3391.517499 = -4203830.226671 nChanged 247 SP:Iteration 31Q (5852.217285 sec): 3 clusters Score: Raw -4207309.545892 + Penalty 3391.517499 = -4203918.028393 nChanged 249 SP:Iteration 32Q (5852.279810 sec): 3 clusters Score: Raw -4207388.670805 + Penalty 3391.517499 = -4203997.153306 nChanged 237 SP:Iteration 33Q (5852.341960 sec): 3 clusters Score: Raw -4207462.178579 + Penalty 3391.517499 = -4204070.661080 nChanged 217 SP:Iteration 34Q (5852.403523 sec): 3 clusters Score: Raw -4207532.811812 + Penalty 3391.517499 = -4204141.294313 nChanged 222 SP:Iteration 35Q (5852.464945 sec): 3 clusters Score: Raw -4207610.930224 + Penalty 3391.517499 = -4204219.412725 nChanged 208 SP:Iteration 36Q (5852.525774 sec): 3 clusters Score: Raw -4207697.535065 + Penalty 3391.517499 = -4204306.017567 nChanged 198 SP:Iteration 37Q (5852.586598 sec): 3 clusters Score: Raw -4207790.672048 + Penalty 3391.517499 = -4204399.154549 nChanged 217 SP:Iteration 38Q (5852.646980 sec): 3 clusters Score: Raw -4207881.622835 + Penalty 3391.517499 = -4204490.105336 nChanged 214 SP:Iteration 39Q (5852.706929 sec): 3 clusters Score: Raw -4207971.813038 + Penalty 3391.517499 = -4204580.295539 nChanged 202 SP:Iteration 40F (5852.773273 sec): 3 clusters Score: Raw -4208065.048802 + Penalty 3391.517499 = -4204673.531303 nChanged 197 SP:Iteration 41Q (5852.833798 sec): 3 clusters Score: Raw -4208151.491281 + Penalty 3391.517499 = -4204759.973782 nChanged 189 SP:Iteration 42Q (5852.893317 sec): 3 clusters Score: Raw -4208223.273571 + Penalty 3391.517499 = -4204831.756073 nChanged 175 SP:Iteration 43Q (5852.952384 sec): 3 clusters Score: Raw -4208275.004228 + Penalty 3391.517499 = -4204883.486729 nChanged 132 SP:Iteration 44Q (5853.011591 sec): 3 clusters Score: Raw -4208308.568096 + Penalty 3391.517499 = -4204917.050597 nChanged 112 SP:Iteration 45Q (5853.070943 sec): 3 clusters Score: Raw -4208338.608046 + Penalty 3391.517499 = -4204947.090547 nChanged 104 SP:Iteration 46Q (5853.129255 sec): 3 clusters Score: Raw -4208364.104094 + Penalty 3391.517499 = -4204972.586595 nChanged 95 SP:Iteration 47Q (5853.188115 sec): 3 clusters Score: Raw -4208386.995253 + Penalty 3391.517499 = -4204995.477754 nChanged 100 SP:Iteration 48Q (5853.246332 sec): 3 clusters Score: Raw -4208406.508857 + Penalty 3391.517499 = -4205014.991358 nChanged 75 SP:Iteration 49Q (5853.305094 sec): 3 clusters Score: Raw -4208421.265606 + Penalty 3391.517499 = -4205029.748107 nChanged 70 SP:Iteration 50Q (5853.363321 sec): 3 clusters Score: Raw -4208437.240195 + Penalty 3391.517499 = -4205045.722696 nChanged 68 SP:Iteration 51Q (5853.421488 sec): 3 clusters Score: Raw -4208449.741955 + Penalty 3391.517499 = -4205058.224457 nChanged 62 SP:Iteration 52Q (5853.479851 sec): 3 clusters Score: Raw -4208460.999526 + Penalty 3391.517499 = -4205069.482027 nChanged 57 SP:Iteration 53Q (5853.537777 sec): 3 clusters Score: Raw -4208470.715867 + Penalty 3391.517499 = -4205079.198368 nChanged 59 SP:Iteration 54Q (5853.596424 sec): 3 clusters Score: Raw -4208482.126144 + Penalty 3391.517499 = -4205090.608645 nChanged 54 SP:Iteration 55Q (5853.654388 sec): 3 clusters Score: Raw -4208489.963028 + Penalty 3391.517499 = -4205098.445530 nChanged 38 SP:Iteration 56Q (5853.712098 sec): 3 clusters Score: Raw -4208495.411502 + Penalty 3391.517499 = -4205103.894004 nChanged 36 SP:Iteration 57Q (5853.770333 sec): 3 clusters Score: Raw -4208500.669085 + Penalty 3391.517499 = -4205109.151586 nChanged 36 SP:Iteration 58Q (5853.829154 sec): 3 clusters Score: Raw -4208505.501590 + Penalty 3391.517499 = -4205113.984091 nChanged 29 SP:Iteration 59Q (5853.886707 sec): 3 clusters Score: Raw -4208508.683747 + Penalty 3391.517499 = -4205117.166248 nChanged 24 SP:Iteration 60F (5853.953226 sec): 3 clusters Score: Raw -4208511.613655 + Penalty 3391.517499 = -4205120.096156 nChanged 24 SP:Iteration 61Q (5854.011313 sec): 3 clusters Score: Raw -4208516.267529 + Penalty 3391.517499 = -4205124.750031 nChanged 28 SP:Iteration 62Q (5854.069459 sec): 3 clusters Score: Raw -4208520.585593 + Penalty 3391.517499 = -4205129.068094 nChanged 22 SP:Iteration 63Q (5854.127372 sec): 3 clusters Score: Raw -4208523.157698 + Penalty 3391.517499 = -4205131.640199 nChanged 16 SP:Iteration 64Q (5854.185478 sec): 3 clusters Score: Raw -4208524.777908 + Penalty 3391.517499 = -4205133.260409 nChanged 13 SP:Iteration 65Q (5854.243407 sec): 3 clusters Score: Raw -4208526.199463 + Penalty 3391.517499 = -4205134.681965 nChanged 14 SP:Iteration 66Q (5854.301307 sec): 3 clusters Score: Raw -4208528.231022 + Penalty 3391.517499 = -4205136.713523 nChanged 17 SP:Iteration 67Q (5854.365172 sec): 3 clusters Score: Raw -4208530.061938 + Penalty 3391.517499 = -4205138.544439 nChanged 11 SP:Iteration 68Q (5854.422880 sec): 3 clusters Score: Raw -4208531.381345 + Penalty 3391.517499 = -4205139.863846 nChanged 5 SP:Iteration 69Q (5854.480834 sec): 3 clusters Score: Raw -4208531.835026 + Penalty 3391.517499 = -4205140.317527 nChanged 5 SP:Iteration 70Q (5854.539120 sec): 3 clusters Score: Raw -4208532.276056 + Penalty 3391.517499 = -4205140.758557 nChanged 6 SP:Iteration 71Q (5854.596823 sec): 3 clusters Score: Raw -4208532.979282 + Penalty 3391.517499 = -4205141.461783 nChanged 8 SP:Iteration 72Q (5854.654373 sec): 3 clusters Score: Raw -4208534.244069 + Penalty 3391.517499 = -4205142.726570 nChanged 6 SP:Iteration 73Q (5854.712126 sec): 3 clusters Score: Raw -4208534.871718 + Penalty 3391.517499 = -4205143.354219 nChanged 6 SP:Iteration 74Q (5854.769853 sec): 3 clusters Score: Raw -4208535.570050 + Penalty 3391.517499 = -4205144.052551 nChanged 8 SP:Iteration 75Q (5854.827686 sec): 3 clusters Score: Raw -4208536.939519 + Penalty 3391.517499 = -4205145.422021 nChanged 11 SP:Iteration 76Q (5854.885364 sec): 3 clusters Score: Raw -4208538.132354 + Penalty 3391.517499 = -4205146.614855 nChanged 9 SP:Iteration 77Q (5854.943084 sec): 3 clusters Score: Raw -4208539.620618 + Penalty 3391.517499 = -4205148.103119 nChanged 11 SP:Iteration 78Q (5855.000643 sec): 3 clusters Score: Raw -4208540.711741 + Penalty 3391.517499 = -4205149.194242 nChanged 13 SP:Iteration 79Q (5855.058573 sec): 3 clusters Score: Raw -4208541.878712 + Penalty 3391.517499 = -4205150.361213 nChanged 6 SP:Iteration 80F (5855.125078 sec): 3 clusters Score: Raw -4208542.786387 + Penalty 3391.517499 = -4205151.268888 nChanged 5 SP:Iteration 81Q (5855.183278 sec): 3 clusters Score: Raw -4208543.133835 + Penalty 3391.517499 = -4205151.616336 nChanged 2 SP:Iteration 82Q (5855.240652 sec): 3 clusters Score: Raw -4208543.249973 + Penalty 3391.517499 = -4205151.732474 nChanged 3 SP:Iteration 83Q (5855.298871 sec): 3 clusters Score: Raw -4208543.584557 + Penalty 3391.517499 = -4205152.067058 nChanged 4 SP:Iteration 84Q (5855.356425 sec): 3 clusters Score: Raw -4208544.010933 + Penalty 3391.517499 = -4205152.493434 nChanged 6 SP:Iteration 85Q (5855.413933 sec): 3 clusters Score: Raw -4208544.625012 + Penalty 3391.517499 = -4205153.107513 nChanged 5 SP:Iteration 86Q (5855.492731 sec): 3 clusters Score: Raw -4208545.445787 + Penalty 3391.517499 = -4205153.928288 nChanged 7 SP:Iteration 87Q (5855.549933 sec): 3 clusters Score: Raw -4208546.284943 + Penalty 3391.517499 = -4205154.767444 nChanged 7 SP:Iteration 88Q (5855.607284 sec): 3 clusters Score: Raw -4208546.835286 + Penalty 3391.517499 = -4205155.317787 nChanged 5 SP:Iteration 89Q (5855.688354 sec): 3 clusters Score: Raw -4208547.797154 + Penalty 3391.517499 = -4205156.279656 nChanged 6 SP:Iteration 90Q (5855.746885 sec): 3 clusters Score: Raw -4208548.369874 + Penalty 3391.517499 = -4205156.852375 nChanged 3 SP:Iteration 91Q (5855.806038 sec): 3 clusters Score: Raw -4208548.799989 + Penalty 3391.517499 = -4205157.282491 nChanged 8 SP:Iteration 92Q (5855.870780 sec): 3 clusters Score: Raw -4208549.871595 + Penalty 3391.517499 = -4205158.354096 nChanged 5 SP:Iteration 93Q (5855.934525 sec): 3 clusters Score: Raw -4208550.295018 + Penalty 3391.517499 = -4205158.777519 nChanged 6 SP:Iteration 94Q (5855.992302 sec): 3 clusters Score: Raw -4208550.925309 + Penalty 3391.517499 = -4205159.407810 nChanged 5 SP:Iteration 95Q (5856.088587 sec): 3 clusters Score: Raw -4208551.345366 + Penalty 3391.517499 = -4205159.827867 nChanged 2 SP:Iteration 96Q (5856.174442 sec): 3 clusters Score: Raw -4208551.749173 + Penalty 3391.517499 = -4205160.231675 nChanged 3 SP:Iteration 97Q (5856.249489 sec): 3 clusters Score: Raw -4208552.150718 + Penalty 3391.517499 = -4205160.633219 nChanged 6 SP:Iteration 98Q (5856.332066 sec): 3 clusters Score: Raw -4208552.634687 + Penalty 3391.517499 = -4205161.117188 nChanged 4 SP:Iteration 99Q (5856.387096 sec): 3 clusters Score: Raw -4208552.987820 + Penalty 3391.517499 = -4205161.470321 nChanged 3 SP:Iteration 100F (5856.463178 sec): 3 clusters Score: Raw -4208553.381346 + Penalty 3391.517499 = -4205161.863847 nChanged 4 SP:Iteration 101Q (5856.538129 sec): 3 clusters Score: Raw -4208553.656415 + Penalty 3391.517499 = -4205162.138917 nChanged 1 SP:Iteration 102Q (5856.594301 sec): 3 clusters Score: Raw -4208553.780281 + Penalty 3391.517499 = -4205162.262782 nChanged 2 SP:Iteration 103Q (5856.652341 sec): 3 clusters Score: Raw -4208553.919934 + Penalty 3391.517499 = -4205162.402435 nChanged 4 SP:Iteration 104Q (5856.715920 sec): 3 clusters Score: Raw -4208554.347630 + Penalty 3391.517499 = -4205162.830131 nChanged 7 SP:Iteration 105Q (5856.773195 sec): 3 clusters Score: Raw -4208555.100090 + Penalty 3391.517499 = -4205163.582591 nChanged 5 SP:Iteration 106Q (5856.856458 sec): 3 clusters Score: Raw -4208555.582305 + Penalty 3391.517499 = -4205164.064806 nChanged 3 SP:Iteration 107Q (5856.943246 sec): 3 clusters Score: Raw -4208555.980356 + Penalty 3391.517499 = -4205164.462857 nChanged 8 SP:Iteration 108Q (5857.038629 sec): 3 clusters Score: Raw -4208557.076755 + Penalty 3391.517499 = -4205165.559256 nChanged 10 SP:Iteration 109Q (5857.124077 sec): 3 clusters Score: Raw -4208558.084429 + Penalty 3391.517499 = -4205166.566930 nChanged 13 SP:Iteration 110Q (5857.181549 sec): 3 clusters Score: Raw -4208560.056459 + Penalty 3391.517499 = -4205168.538960 nChanged 19 SP:Iteration 111Q (5857.245994 sec): 3 clusters Score: Raw -4208563.513762 + Penalty 3391.517499 = -4205171.996264 nChanged 22 SP:Iteration 112Q (5857.302945 sec): 3 clusters Score: Raw -4208566.819523 + Penalty 3391.517499 = -4205175.302025 nChanged 16 SP:Iteration 113Q (5857.360388 sec): 3 clusters Score: Raw -4208569.504802 + Penalty 3391.517499 = -4205177.987304 nChanged 19 SP:Iteration 114Q (5857.417607 sec): 3 clusters Score: Raw -4208572.932447 + Penalty 3391.517499 = -4205181.414948 nChanged 18 SP:Iteration 115Q (5857.477081 sec): 3 clusters Score: Raw -4208576.020833 + Penalty 3391.517499 = -4205184.503334 nChanged 20 SP:Iteration 116Q (5857.533650 sec): 3 clusters Score: Raw -4208579.228608 + Penalty 3391.517499 = -4205187.711109 nChanged 16 SP:Iteration 117Q (5857.634345 sec): 3 clusters Score: Raw -4208581.634589 + Penalty 3391.517499 = -4205190.117090 nChanged 12 SP:Iteration 118Q (5857.735185 sec): 3 clusters Score: Raw -4208583.518705 + Penalty 3391.517499 = -4205192.001206 nChanged 12 SP:Iteration 119Q (5857.833392 sec): 3 clusters Score: Raw -4208585.487184 + Penalty 3391.517499 = -4205193.969686 nChanged 15 SP:Iteration 120F (5857.943459 sec): 3 clusters Score: Raw -4208587.462786 + Penalty 3391.517499 = -4205195.945288 nChanged 9 SP:Iteration 121Q (5858.041105 sec): 3 clusters Score: Raw -4208588.561428 + Penalty 3391.517499 = -4205197.043930 nChanged 8 SP:Iteration 122Q (5858.144987 sec): 3 clusters Score: Raw -4208590.144764 + Penalty 3391.517499 = -4205198.627265 nChanged 12 SP:Iteration 123Q (5858.242021 sec): 3 clusters Score: Raw -4208592.756891 + Penalty 3391.517499 = -4205201.239392 nChanged 17 SP:Iteration 124Q (5858.340456 sec): 3 clusters Score: Raw -4208596.854463 + Penalty 3391.517499 = -4205205.336964 nChanged 19 SP:Iteration 125Q (5858.434684 sec): 3 clusters Score: Raw -4208600.178955 + Penalty 3391.517499 = -4205208.661456 nChanged 20 SP:Iteration 126Q (5858.517812 sec): 3 clusters Score: Raw -4208603.354168 + Penalty 3391.517499 = -4205211.836669 nChanged 22 SP:Iteration 127Q (5858.621299 sec): 3 clusters Score: Raw -4208607.561986 + Penalty 3391.517499 = -4205216.044487 nChanged 16 SP:Iteration 128Q (5858.715979 sec): 3 clusters Score: Raw -4208610.565766 + Penalty 3391.517499 = -4205219.048267 nChanged 17 SP:Iteration 129Q (5858.812355 sec): 3 clusters Score: Raw -4208613.907927 + Penalty 3391.517499 = -4205222.390429 nChanged 19 SP:Iteration 130Q (5858.909413 sec): 3 clusters Score: Raw -4208617.427674 + Penalty 3391.517499 = -4205225.910175 nChanged 16 SP:Iteration 131Q (5859.000724 sec): 3 clusters Score: Raw -4208621.242315 + Penalty 3391.517499 = -4205229.724816 nChanged 22 SP:Iteration 132Q (5859.065847 sec): 3 clusters Score: Raw -4208624.887510 + Penalty 3391.517499 = -4205233.370011 nChanged 14 SP:Iteration 133Q (5859.122448 sec): 3 clusters Score: Raw -4208627.178670 + Penalty 3391.517499 = -4205235.661171 nChanged 14 SP:Iteration 134Q (5859.179817 sec): 3 clusters Score: Raw -4208629.095404 + Penalty 3391.517499 = -4205237.577905 nChanged 11 SP:Iteration 135Q (5859.236288 sec): 3 clusters Score: Raw -4208630.791979 + Penalty 3391.517499 = -4205239.274480 nChanged 9 SP:Iteration 136Q (5859.292978 sec): 3 clusters Score: Raw -4208632.166824 + Penalty 3391.517499 = -4205240.649325 nChanged 8 SP:Iteration 137Q (5859.371340 sec): 3 clusters Score: Raw -4208634.138523 + Penalty 3391.517499 = -4205242.621024 nChanged 5 SP:Iteration 138Q (5859.460736 sec): 3 clusters Score: Raw -4208634.983586 + Penalty 3391.517499 = -4205243.466087 nChanged 5 SP:Iteration 139Q (5859.517660 sec): 3 clusters Score: Raw -4208635.853167 + Penalty 3391.517499 = -4205244.335668 nChanged 4 SP:Iteration 140F (5859.613118 sec): 3 clusters Score: Raw -4208636.721156 + Penalty 3391.517499 = -4205245.203657 nChanged 6 SP:Iteration 141Q (5859.663108 sec): 3 clusters Score: Raw -4208638.150469 + Penalty 3391.517499 = -4205246.632970 nChanged 7 SP:Iteration 142Q (5859.720822 sec): 3 clusters Score: Raw -4208639.537231 + Penalty 3391.517499 = -4205248.019732 nChanged 10 SP:Iteration 143Q (5859.778163 sec): 3 clusters Score: Raw -4208641.194505 + Penalty 3391.517499 = -4205249.677006 nChanged 5 SP:Iteration 144Q (5859.856661 sec): 3 clusters Score: Raw -4208642.135183 + Penalty 3391.517499 = -4205250.617684 nChanged 9 SP:Iteration 145Q (5859.920258 sec): 3 clusters Score: Raw -4208643.775635 + Penalty 3391.517499 = -4205252.258137 nChanged 9 SP:Iteration 146Q (5859.975917 sec): 3 clusters Score: Raw -4208645.541804 + Penalty 3391.517499 = -4205254.024305 nChanged 14 SP:Iteration 147Q (5860.035862 sec): 3 clusters Score: Raw -4208647.502558 + Penalty 3391.517499 = -4205255.985059 nChanged 13 SP:Iteration 148Q (5860.107523 sec): 3 clusters Score: Raw -4208650.360998 + Penalty 3391.517499 = -4205258.843499 nChanged 18 SP:Iteration 149Q (5860.163557 sec): 3 clusters Score: Raw -4208654.744509 + Penalty 3391.517499 = -4205263.227010 nChanged 22 SP:Iteration 150Q (5860.225869 sec): 3 clusters Score: Raw -4208659.009160 + Penalty 3391.517499 = -4205267.491662 nChanged 21 SP:Iteration 151Q (5860.283692 sec): 3 clusters Score: Raw -4208664.959490 + Penalty 3391.517499 = -4205273.441991 nChanged 21 SP:Iteration 152Q (5860.347656 sec): 3 clusters Score: Raw -4208669.664201 + Penalty 3391.517499 = -4205278.146703 nChanged 22 SP:Iteration 153Q (5860.428636 sec): 3 clusters Score: Raw -4208674.185864 + Penalty 3391.517499 = -4205282.668365 nChanged 24 SP:Iteration 154Q (5860.486125 sec): 3 clusters Score: Raw -4208680.657135 + Penalty 3391.517499 = -4205289.139636 nChanged 20 SP:Iteration 155Q (5860.542832 sec): 3 clusters Score: Raw -4208685.699216 + Penalty 3391.517499 = -4205294.181717 nChanged 19 SP:Iteration 156Q (5860.622388 sec): 3 clusters Score: Raw -4208690.021376 + Penalty 3391.517499 = -4205298.503877 nChanged 18 SP:Iteration 157Q (5860.681933 sec): 3 clusters Score: Raw -4208694.714729 + Penalty 3391.517499 = -4205303.197230 nChanged 22 SP:Iteration 158Q (5860.740400 sec): 3 clusters Score: Raw -4208698.221471 + Penalty 3391.517499 = -4205306.703973 nChanged 18 SP:Iteration 159Q (5860.825813 sec): 3 clusters Score: Raw -4208701.518129 + Penalty 3391.517499 = -4205310.000630 nChanged 13 SP:Iteration 160F (5860.896408 sec): 3 clusters Score: Raw -4208703.813284 + Penalty 3391.517499 = -4205312.295785 nChanged 8 SP:Iteration 161Q (5860.987135 sec): 3 clusters Score: Raw -4208705.013216 + Penalty 3391.517499 = -4205313.495717 nChanged 8 SP:Iteration 162Q (5861.054982 sec): 3 clusters Score: Raw -4208706.538607 + Penalty 3391.517499 = -4205315.021109 nChanged 9 SP:Iteration 163Q (5861.112862 sec): 3 clusters Score: Raw -4208708.349139 + Penalty 3391.517499 = -4205316.831640 nChanged 10 SP:Iteration 164Q (5861.176181 sec): 3 clusters Score: Raw -4208710.284118 + Penalty 3391.517499 = -4205318.766619 nChanged 10 SP:Iteration 165Q (5861.235720 sec): 3 clusters Score: Raw -4208712.639270 + Penalty 3391.517499 = -4205321.121771 nChanged 11 SP:Iteration 166Q (5861.296579 sec): 3 clusters Score: Raw -4208715.235001 + Penalty 3391.517499 = -4205323.717502 nChanged 15 SP:Iteration 167Q (5861.353641 sec): 3 clusters Score: Raw -4208718.415615 + Penalty 3391.517499 = -4205326.898117 nChanged 19 SP:Iteration 168Q (5861.431534 sec): 3 clusters Score: Raw -4208722.557985 + Penalty 3391.517499 = -4205331.040486 nChanged 21 SP:Iteration 169Q (5861.489898 sec): 3 clusters Score: Raw -4208727.074674 + Penalty 3391.517499 = -4205335.557176 nChanged 19 SP:Iteration 170Q (5861.546938 sec): 3 clusters Score: Raw -4208731.444454 + Penalty 3391.517499 = -4205339.926955 nChanged 20 SP:Iteration 171Q (5861.603097 sec): 3 clusters Score: Raw -4208736.083098 + Penalty 3391.517499 = -4205344.565600 nChanged 10 SP:Iteration 172Q (5861.691631 sec): 3 clusters Score: Raw -4208738.626620 + Penalty 3391.517499 = -4205347.109121 nChanged 16 SP:Iteration 173Q (5861.748003 sec): 3 clusters Score: Raw -4208742.577935 + Penalty 3391.517499 = -4205351.060436 nChanged 15 SP:Iteration 174Q (5861.835592 sec): 3 clusters Score: Raw -4208746.508856 + Penalty 3391.517499 = -4205354.991357 nChanged 14 SP:Iteration 175Q (5861.928132 sec): 3 clusters Score: Raw -4208750.542357 + Penalty 3391.517499 = -4205359.024858 nChanged 15 SP:Iteration 176Q (5861.984655 sec): 3 clusters Score: Raw -4208754.318768 + Penalty 3391.517499 = -4205362.801269 nChanged 17 SP:Iteration 177Q (5862.057330 sec): 3 clusters Score: Raw -4208759.291441 + Penalty 3391.517499 = -4205367.773942 nChanged 15 SP:Iteration 178Q (5862.126803 sec): 3 clusters Score: Raw -4208763.938213 + Penalty 3391.517499 = -4205372.420714 nChanged 15 SP:Iteration 179Q (5862.187872 sec): 3 clusters Score: Raw -4208768.960728 + Penalty 3391.517499 = -4205377.443229 nChanged 15 SP:Iteration 180F (5862.255534 sec): 3 clusters Score: Raw -4208772.489830 + Penalty 3391.517499 = -4205380.972332 nChanged 9 SP:Iteration 181Q (5862.312833 sec): 3 clusters Score: Raw -4208774.732327 + Penalty 3391.517499 = -4205383.214828 nChanged 11 SP:Iteration 182Q (5862.382199 sec): 3 clusters Score: Raw -4208777.581821 + Penalty 3391.517499 = -4205386.064322 nChanged 11 SP:Iteration 183Q (5862.447959 sec): 3 clusters Score: Raw -4208780.843918 + Penalty 3391.517499 = -4205389.326419 nChanged 10 SP:Iteration 184Q (5862.505562 sec): 3 clusters Score: Raw -4208783.518987 + Penalty 3391.517499 = -4205392.001488 nChanged 9 SP:Iteration 185Q (5862.592343 sec): 3 clusters Score: Raw -4208784.996775 + Penalty 3391.517499 = -4205393.479277 nChanged 6 SP:Iteration 186Q (5862.652402 sec): 3 clusters Score: Raw -4208786.205774 + Penalty 3391.517499 = -4205394.688275 nChanged 7 SP:Iteration 187Q (5862.710635 sec): 3 clusters Score: Raw -4208788.186414 + Penalty 3391.517499 = -4205396.668915 nChanged 8 SP:Iteration 188Q (5862.776800 sec): 3 clusters Score: Raw -4208790.448959 + Penalty 3391.517499 = -4205398.931460 nChanged 9 SP:Iteration 189Q (5862.865689 sec): 3 clusters Score: Raw -4208792.544495 + Penalty 3391.517499 = -4205401.026996 nChanged 9 SP:Iteration 190Q (5862.914799 sec): 3 clusters Score: Raw -4208795.313057 + Penalty 3391.517499 = -4205403.795559 nChanged 16 SP:Iteration 191Q (5862.974120 sec): 3 clusters Score: Raw -4208801.867705 + Penalty 3391.517499 = -4205410.350206 nChanged 23 SP:Iteration 192Q (5863.039063 sec): 3 clusters Score: Raw -4208810.596574 + Penalty 3391.517499 = -4205419.079075 nChanged 14 SP:Iteration 193Q (5863.109985 sec): 3 clusters Score: Raw -4208815.198408 + Penalty 3391.517499 = -4205423.680910 nChanged 18 SP:Iteration 194Q (5863.165928 sec): 3 clusters Score: Raw -4208821.604803 + Penalty 3391.517499 = -4205430.087305 nChanged 19 SP:Iteration 195Q (5863.220472 sec): 3 clusters Score: Raw -4208827.465526 + Penalty 3391.517499 = -4205435.948027 nChanged 21 SP:Iteration 196Q (5863.311891 sec): 3 clusters Score: Raw -4208836.241958 + Penalty 3391.517499 = -4205444.724459 nChanged 24 SP:Iteration 197Q (5863.366665 sec): 3 clusters Score: Raw -4208844.060038 + Penalty 3391.517499 = -4205452.542539 nChanged 21 SP:Iteration 198Q (5863.428798 sec): 3 clusters Score: Raw -4208851.461533 + Penalty 3391.517499 = -4205459.944035 nChanged 21 SP:Iteration 199Q (5863.485679 sec): 3 clusters Score: Raw -4208859.357633 + Penalty 3391.517499 = -4205467.840134 nChanged 21 SP:Iteration 200F (5863.552529 sec): 3 clusters Score: Raw -4208867.085985 + Penalty 3391.517499 = -4205475.568486 nChanged 19 SP:Iteration 201Q (5863.610350 sec): 3 clusters Score: Raw -4208874.513573 + Penalty 3391.517499 = -4205482.996075 nChanged 20 SP:Iteration 202Q (5863.665642 sec): 3 clusters Score: Raw -4208879.814650 + Penalty 3391.517499 = -4205488.297152 nChanged 14 SP:Iteration 203Q (5863.727523 sec): 3 clusters Score: Raw -4208883.130563 + Penalty 3391.517499 = -4205491.613065 nChanged 15 SP:Iteration 204Q (5863.791907 sec): 3 clusters Score: Raw -4208887.278578 + Penalty 3391.517499 = -4205495.761080 nChanged 14 SP:Iteration 205Q (5863.853505 sec): 3 clusters Score: Raw -4208891.519871 + Penalty 3391.517499 = -4205500.002372 nChanged 14 SP:Iteration 206Q (5863.931618 sec): 3 clusters Score: Raw -4208896.887091 + Penalty 3391.517499 = -4205505.369592 nChanged 13 SP:Iteration 207Q (5863.990791 sec): 3 clusters Score: Raw -4208902.901598 + Penalty 3391.517499 = -4205511.384100 nChanged 16 SP:Iteration 208Q (5864.045563 sec): 3 clusters Score: Raw -4208907.296050 + Penalty 3391.517499 = -4205515.778551 nChanged 12 SP:Iteration 209Q (5864.113606 sec): 3 clusters Score: Raw -4208910.858881 + Penalty 3391.517499 = -4205519.341382 nChanged 15 SP:Iteration 210Q (5864.174478 sec): 3 clusters Score: Raw -4208914.356287 + Penalty 3391.517499 = -4205522.838788 nChanged 7 SP:Iteration 211Q (5864.229816 sec): 3 clusters Score: Raw -4208915.823354 + Penalty 3391.517499 = -4205524.305855 nChanged 8 SP:Iteration 212Q (5864.288983 sec): 3 clusters Score: Raw -4208919.230874 + Penalty 3391.517499 = -4205527.713375 nChanged 11 SP:Iteration 213Q (5864.350146 sec): 3 clusters Score: Raw -4208922.698346 + Penalty 3391.517499 = -4205531.180848 nChanged 6 SP:Iteration 214Q (5864.433443 sec): 3 clusters Score: Raw -4208925.062486 + Penalty 3391.517499 = -4205533.544987 nChanged 10 SP:Iteration 215Q (5864.498866 sec): 3 clusters Score: Raw -4208928.127227 + Penalty 3391.517499 = -4205536.609728 nChanged 6 SP:Iteration 216Q (5864.556633 sec): 3 clusters Score: Raw -4208930.129276 + Penalty 3391.517499 = -4205538.611778 nChanged 8 SP:Iteration 217Q (5864.613166 sec): 3 clusters Score: Raw -4208932.952209 + Penalty 3391.517499 = -4205541.434710 nChanged 10 SP:Iteration 218Q (5864.675774 sec): 3 clusters Score: Raw -4208936.481935 + Penalty 3391.517499 = -4205544.964436 nChanged 9 SP:Iteration 219Q (5864.734072 sec): 3 clusters Score: Raw -4208938.729611 + Penalty 3391.517499 = -4205547.212112 nChanged 5 SP:Iteration 220F (5864.801457 sec): 3 clusters Score: Raw -4208940.680097 + Penalty 3391.517499 = -4205549.162598 nChanged 9 SP:Iteration 221Q (5864.866404 sec): 3 clusters Score: Raw -4208943.212249 + Penalty 3391.517499 = -4205551.694750 nChanged 3 SP:Iteration 222Q (5864.934474 sec): 3 clusters Score: Raw -4208944.488886 + Penalty 3391.517499 = -4205552.971388 nChanged 5 SP:Iteration 223Q (5864.992866 sec): 3 clusters Score: Raw -4208945.839313 + Penalty 3391.517499 = -4205554.321814 nChanged 2 SP:Iteration 224Q (5865.081228 sec): 3 clusters Score: Raw -4208946.263269 + Penalty 3391.517499 = -4205554.745770 nChanged 2 SP:Iteration 225Q (5865.140077 sec): 3 clusters Score: Raw -4208946.777586 + Penalty 3391.517499 = -4205555.260087 nChanged 2 SP:Iteration 226Q (5865.220259 sec): 3 clusters Score: Raw -4208947.258147 + Penalty 3391.517499 = -4205555.740648 nChanged 0 SP:Iteration 227F (5865.294622 sec): 3 clusters Score: Raw -4208947.258147 + Penalty 3391.517499 = -4205555.740648 nChanged 0 Trying to split cluster 44 (3832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5865.308034 sec): 2 clusters Score: Raw -463896.603660 + Penalty 1340.810598 = -462555.793062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5865.327635 sec): 3 clusters Score: Raw -461986.444990 + Penalty 2681.621195 = -459304.823795 nChanged 1515 SP:Iteration 1F (5865.346199 sec): 3 clusters Score: Raw -462884.487564 + Penalty 2681.621195 = -460202.866369 nChanged 300 SP:Iteration 2F (5865.365024 sec): 3 clusters Score: Raw -463077.499058 + Penalty 2681.621195 = -460395.877863 nChanged 231 SP:Iteration 3F (5865.383668 sec): 3 clusters Score: Raw -463196.896943 + Penalty 2681.621195 = -460515.275747 nChanged 147 SP:Iteration 4Q (5865.403436 sec): 3 clusters Score: Raw -463282.413744 + Penalty 2681.621195 = -460600.792549 nChanged 138 SP:Iteration 5Q (5865.421096 sec): 3 clusters Score: Raw -463360.204157 + Penalty 2681.621195 = -460678.582962 nChanged 128 SP:Iteration 6Q (5865.438902 sec): 3 clusters Score: Raw -463447.400457 + Penalty 2681.621195 = -460765.779262 nChanged 134 SP:Iteration 7Q (5865.456785 sec): 3 clusters Score: Raw -463526.084856 + Penalty 2681.621195 = -460844.463661 nChanged 110 SP:Iteration 8Q (5865.480154 sec): 3 clusters Score: Raw -463581.299187 + Penalty 2681.621195 = -460899.677992 nChanged 97 SP:Iteration 9Q (5865.525738 sec): 3 clusters Score: Raw -463638.918512 + Penalty 2681.621195 = -460957.297317 nChanged 110 SP:Iteration 10Q (5865.544360 sec): 3 clusters Score: Raw -463709.475697 + Penalty 2681.621195 = -461027.854502 nChanged 98 SP:Iteration 11Q (5865.562173 sec): 3 clusters Score: Raw -463768.175559 + Penalty 2681.621195 = -461086.554363 nChanged 91 SP:Iteration 12Q (5865.580028 sec): 3 clusters Score: Raw -463821.273167 + Penalty 2681.621195 = -461139.651972 nChanged 100 SP:Iteration 13Q (5865.597895 sec): 3 clusters Score: Raw -463876.585641 + Penalty 2681.621195 = -461194.964446 nChanged 90 SP:Iteration 14Q (5865.615756 sec): 3 clusters Score: Raw -463934.946916 + Penalty 2681.621195 = -461253.325721 nChanged 94 SP:Iteration 15Q (5865.634397 sec): 3 clusters Score: Raw -463999.722840 + Penalty 2681.621195 = -461318.101645 nChanged 91 SP:Iteration 16Q (5865.664979 sec): 3 clusters Score: Raw -464073.925579 + Penalty 2681.621195 = -461392.304384 nChanged 89 SP:Iteration 17Q (5865.683038 sec): 3 clusters Score: Raw -464151.112876 + Penalty 2681.621195 = -461469.491680 nChanged 94 SP:Iteration 18Q (5865.701679 sec): 3 clusters Score: Raw -464242.760833 + Penalty 2681.621195 = -461561.139638 nChanged 110 SP:Iteration 19Q (5865.720157 sec): 3 clusters Score: Raw -464396.724534 + Penalty 2681.621195 = -461715.103339 nChanged 129 SP:Iteration 20F (5865.738870 sec): 3 clusters Score: Raw -464605.506479 + Penalty 2681.621195 = -461923.885283 nChanged 139 SP:Iteration 21Q (5865.756838 sec): 3 clusters Score: Raw -464841.785302 + Penalty 2681.621195 = -462160.164107 nChanged 118 SP:Iteration 22Q (5865.786513 sec): 3 clusters Score: Raw -465045.601190 + Penalty 2681.621195 = -462363.979995 nChanged 81 SP:Iteration 23Q (5865.810535 sec): 3 clusters Score: Raw -465160.877125 + Penalty 2681.621195 = -462479.255930 nChanged 45 SP:Iteration 24Q (5865.829440 sec): 3 clusters Score: Raw -465210.793614 + Penalty 2681.621195 = -462529.172419 nChanged 27 SP:Iteration 25Q (5865.846781 sec): 3 clusters Score: Raw -465229.295327 + Penalty 2681.621195 = -462547.674132 nChanged 9 SP:Iteration 26Q (5865.863845 sec): 3 clusters Score: Raw -465232.312515 + Penalty 2681.621195 = -462550.691320 nChanged 4 SP:Iteration 27Q (5865.880367 sec): 3 clusters Score: Raw -465233.914402 + Penalty 2681.621195 = -462552.293207 nChanged 2 SP:Iteration 28Q (5865.896746 sec): 3 clusters Score: Raw -465234.572054 + Penalty 2681.621195 = -462552.950859 nChanged 1 SP:Iteration 29Q (5865.913065 sec): 3 clusters Score: Raw -465234.936831 + Penalty 2681.621195 = -462553.315636 nChanged 1 SP:Iteration 30Q (5865.930250 sec): 3 clusters Score: Raw -465235.239695 + Penalty 2681.621195 = -462553.618500 nChanged 1 SP:Iteration 31Q (5865.947438 sec): 3 clusters Score: Raw -465235.522409 + Penalty 2681.621195 = -462553.901214 nChanged 1 SP:Iteration 32Q (5865.964599 sec): 3 clusters Score: Raw -465236.928857 + Penalty 2681.621195 = -462555.307661 nChanged 2 SP:Iteration 33Q (5865.981964 sec): 3 clusters Score: Raw -465239.292857 + Penalty 2681.621195 = -462557.671662 nChanged 3 SP:Iteration 34Q (5865.999124 sec): 3 clusters Score: Raw -465240.196872 + Penalty 2681.621195 = -462558.575677 nChanged 2 SP:Iteration 35Q (5866.015646 sec): 3 clusters Score: Raw -465240.722008 + Penalty 2681.621195 = -462559.100813 nChanged 0 SP:Iteration 36F (5866.034434 sec): 3 clusters Score: Raw -465240.722008 + Penalty 2681.621195 = -462559.100813 nChanged 0 Score: Raw -129550343.483925 + Penalty 101450.942987 = -129448892.540938 Splitting cluster 44 changes total score from -129449802.887989 to -129448892.540938 So it's not getting split. Time taken for this iteration:5883.925708 seconds. 20->45 Clusters: Score -129449802.887989, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 1059845 points ------ SP: Assigned 21 initial classes randomly. Iteration 0F (5907.725955 sec): 21 clusters Score: Raw -122607758.612443 + Penalty 45089.307994 = -122562669.304449 nChanged 1005887 Iteration 1F (5920.443302 sec): 21 clusters Score: Raw -125775350.528932 + Penalty 45089.307994 = -125730261.220938 nChanged 486384 Iteration 2F (5933.116367 sec): 21 clusters Score: Raw -127501113.132071 + Penalty 45089.307994 = -127456023.824077 nChanged 343931 Iteration 3F (5945.727386 sec): 21 clusters Score: Raw -128228740.616513 + Penalty 45089.307994 = -128183651.308519 nChanged 199822 Deleting Class 19 (1473 points): Lose 1715.223338 but Gain 2254.465400 Iteration 4F (5958.313087 sec): 20 clusters Score: Raw -128600357.706064 + Penalty 42834.842594 = -128557522.863470 nChanged 146547 Iteration 5F (5970.350401 sec): 20 clusters Score: Raw -128845669.659742 + Penalty 42834.842594 = -128802834.817148 nChanged 119534 Iteration 6F (5982.861835 sec): 20 clusters Score: Raw -129058435.992084 + Penalty 42834.842594 = -129015601.149490 nChanged 83208 Iteration 7F (5995.315937 sec): 20 clusters Score: Raw -129166119.772962 + Penalty 42834.842594 = -129123284.930367 nChanged 53890 Iteration 8F (6007.648056 sec): 20 clusters Score: Raw -129221276.627719 + Penalty 42834.842594 = -129178441.785125 nChanged 38694 Iteration 9Q (6013.901060 sec): 20 clusters Score: Raw -129255539.420339 + Penalty 42834.842594 = -129212704.577745 nChanged 29265 Iteration 10Q (6019.906024 sec): 20 clusters Score: Raw -129276436.113997 + Penalty 42834.842594 = -129233601.271402 nChanged 22550 Iteration 11Q (6025.872093 sec): 20 clusters Score: Raw -129290201.184495 + Penalty 42834.842594 = -129247366.341900 nChanged 18594 Iteration 12Q (6031.820640 sec): 20 clusters Score: Raw -129299408.723039 + Penalty 42834.842594 = -129256573.880445 nChanged 16128 Iteration 13Q (6037.783635 sec): 20 clusters Score: Raw -129306343.480863 + Penalty 42834.842594 = -129263508.638269 nChanged 14258 Iteration 14Q (6043.780379 sec): 20 clusters Score: Raw -129311872.743427 + Penalty 42834.842594 = -129269037.900832 nChanged 12800 Iteration 15Q (6049.644811 sec): 20 clusters Score: Raw -129316362.972389 + Penalty 42834.842594 = -129273528.129795 nChanged 11364 Iteration 16Q (6055.397908 sec): 20 clusters Score: Raw -129319923.182652 + Penalty 42834.842594 = -129277088.340058 nChanged 10053 Iteration 17Q (6061.074660 sec): 20 clusters Score: Raw -129322912.108390 + Penalty 42834.842594 = -129280077.265796 nChanged 9223 Iteration 18Q (6066.943353 sec): 20 clusters Score: Raw -129325614.535371 + Penalty 42834.842594 = -129282779.692776 nChanged 8334 Iteration 19Q (6072.923487 sec): 20 clusters Score: Raw -129327948.806616 + Penalty 42834.842594 = -129285113.964022 nChanged 7521 Writing temp clu file Because OldScore, -129282779.692776, is greater than current (better) Score,-129285113.964022 Compute initial score before splitting: Score: Raw -129327948.806616 + Penalty 42834.842594 = -129285113.964022 Trying to split cluster 1 (20556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6073.267197 sec): 2 clusters Score: Raw -2570547.267631 + Penalty 1613.772574 = -2568933.495057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6073.350845 sec): 3 clusters Score: Raw -2558143.848943 + Penalty 3227.545148 = -2554916.303795 nChanged 9343 SP:Iteration 1F (6073.433528 sec): 3 clusters Score: Raw -2563219.532550 + Penalty 3227.545148 = -2559991.987402 nChanged 1051 SP:Iteration 2F (6073.507087 sec): 3 clusters Score: Raw -2563593.562908 + Penalty 3227.545148 = -2560366.017760 nChanged 941 SP:Iteration 3Q (6073.589417 sec): 3 clusters Score: Raw -2563948.027379 + Penalty 3227.545148 = -2560720.482231 nChanged 939 SP:Iteration 4Q (6073.673218 sec): 3 clusters Score: Raw -2564323.379448 + Penalty 3227.545148 = -2561095.834300 nChanged 941 SP:Iteration 5Q (6073.743858 sec): 3 clusters Score: Raw -2564796.091730 + Penalty 3227.545148 = -2561568.546582 nChanged 1003 SP:Iteration 6Q (6073.826429 sec): 3 clusters Score: Raw -2565329.905601 + Penalty 3227.545148 = -2562102.360453 nChanged 1095 SP:Iteration 7F (6073.897671 sec): 3 clusters Score: Raw -2565976.878414 + Penalty 3227.545148 = -2562749.333266 nChanged 1168 SP:Iteration 8F (6073.967759 sec): 3 clusters Score: Raw -2566706.512472 + Penalty 3227.545148 = -2563478.967323 nChanged 1203 SP:Iteration 9F (6074.046864 sec): 3 clusters Score: Raw -2567433.609499 + Penalty 3227.545148 = -2564206.064351 nChanged 1101 SP:Iteration 10F (6074.121071 sec): 3 clusters Score: Raw -2568106.059619 + Penalty 3227.545148 = -2564878.514471 nChanged 1032 SP:Iteration 11F (6074.203340 sec): 3 clusters Score: Raw -2568699.503867 + Penalty 3227.545148 = -2565471.958719 nChanged 842 SP:Iteration 12Q (6074.284218 sec): 3 clusters Score: Raw -2569119.279827 + Penalty 3227.545148 = -2565891.734679 nChanged 698 SP:Iteration 13Q (6074.374724 sec): 3 clusters Score: Raw -2569426.405674 + Penalty 3227.545148 = -2566198.860526 nChanged 568 SP:Iteration 14Q (6074.453322 sec): 3 clusters Score: Raw -2569643.917201 + Penalty 3227.545148 = -2566416.372053 nChanged 449 SP:Iteration 15Q (6074.534168 sec): 3 clusters Score: Raw -2569798.165748 + Penalty 3227.545148 = -2566570.620600 nChanged 382 SP:Iteration 16Q (6074.615721 sec): 3 clusters Score: Raw -2569902.548881 + Penalty 3227.545148 = -2566675.003733 nChanged 308 SP:Iteration 17Q (6074.692091 sec): 3 clusters Score: Raw -2569980.599179 + Penalty 3227.545148 = -2566753.054031 nChanged 253 SP:Iteration 18Q (6074.778405 sec): 3 clusters Score: Raw -2570042.086466 + Penalty 3227.545148 = -2566814.541318 nChanged 226 SP:Iteration 19Q (6074.853023 sec): 3 clusters Score: Raw -2570094.498113 + Penalty 3227.545148 = -2566866.952965 nChanged 208 SP:Iteration 20F (6074.928381 sec): 3 clusters Score: Raw -2570157.444006 + Penalty 3227.545148 = -2566929.898858 nChanged 220 SP:Iteration 21Q (6075.018661 sec): 3 clusters Score: Raw -2570225.908728 + Penalty 3227.545148 = -2566998.363580 nChanged 200 SP:Iteration 22Q (6075.101697 sec): 3 clusters Score: Raw -2570286.440321 + Penalty 3227.545148 = -2567058.895172 nChanged 179 SP:Iteration 23Q (6075.193802 sec): 3 clusters Score: Raw -2570348.396846 + Penalty 3227.545148 = -2567120.851697 nChanged 175 SP:Iteration 24Q (6075.264852 sec): 3 clusters Score: Raw -2570403.780343 + Penalty 3227.545148 = -2567176.235195 nChanged 159 SP:Iteration 25Q (6075.348285 sec): 3 clusters Score: Raw -2570452.579075 + Penalty 3227.545148 = -2567225.033927 nChanged 163 SP:Iteration 26Q (6075.431521 sec): 3 clusters Score: Raw -2570510.368752 + Penalty 3227.545148 = -2567282.823604 nChanged 171 SP:Iteration 27Q (6075.516084 sec): 3 clusters Score: Raw -2570566.924394 + Penalty 3227.545148 = -2567339.379246 nChanged 167 SP:Iteration 28Q (6075.578360 sec): 3 clusters Score: Raw -2570617.900804 + Penalty 3227.545148 = -2567390.355656 nChanged 162 SP:Iteration 29Q (6075.658211 sec): 3 clusters Score: Raw -2570671.339525 + Penalty 3227.545148 = -2567443.794377 nChanged 144 SP:Iteration 30Q (6075.728211 sec): 3 clusters Score: Raw -2570710.901687 + Penalty 3227.545148 = -2567483.356539 nChanged 128 SP:Iteration 31Q (6075.797567 sec): 3 clusters Score: Raw -2570751.302010 + Penalty 3227.545148 = -2567523.756862 nChanged 146 SP:Iteration 32Q (6075.869831 sec): 3 clusters Score: Raw -2570791.030435 + Penalty 3227.545148 = -2567563.485287 nChanged 146 SP:Iteration 33Q (6075.944826 sec): 3 clusters Score: Raw -2570834.206753 + Penalty 3227.545148 = -2567606.661605 nChanged 127 SP:Iteration 34Q (6076.031546 sec): 3 clusters Score: Raw -2570870.153574 + Penalty 3227.545148 = -2567642.608426 nChanged 119 SP:Iteration 35Q (6076.109012 sec): 3 clusters Score: Raw -2570904.723131 + Penalty 3227.545148 = -2567677.177983 nChanged 129 SP:Iteration 36Q (6076.177220 sec): 3 clusters Score: Raw -2570940.885277 + Penalty 3227.545148 = -2567713.340129 nChanged 114 SP:Iteration 37Q (6076.248879 sec): 3 clusters Score: Raw -2570969.553105 + Penalty 3227.545148 = -2567742.007957 nChanged 107 SP:Iteration 38Q (6076.324398 sec): 3 clusters Score: Raw -2570992.374233 + Penalty 3227.545148 = -2567764.829085 nChanged 78 SP:Iteration 39Q (6076.409266 sec): 3 clusters Score: Raw -2571007.889111 + Penalty 3227.545148 = -2567780.343963 nChanged 81 SP:Iteration 40F (6076.492185 sec): 3 clusters Score: Raw -2571025.695707 + Penalty 3227.545148 = -2567798.150559 nChanged 90 SP:Iteration 41Q (6076.573804 sec): 3 clusters Score: Raw -2571045.588349 + Penalty 3227.545148 = -2567818.043201 nChanged 83 SP:Iteration 42Q (6076.654912 sec): 3 clusters Score: Raw -2571062.565029 + Penalty 3227.545148 = -2567835.019881 nChanged 68 SP:Iteration 43Q (6076.736231 sec): 3 clusters Score: Raw -2571075.349986 + Penalty 3227.545148 = -2567847.804838 nChanged 67 SP:Iteration 44Q (6076.814919 sec): 3 clusters Score: Raw -2571086.713243 + Penalty 3227.545148 = -2567859.168094 nChanged 70 SP:Iteration 45Q (6076.885044 sec): 3 clusters Score: Raw -2571099.093949 + Penalty 3227.545148 = -2567871.548801 nChanged 66 SP:Iteration 46Q (6076.953144 sec): 3 clusters Score: Raw -2571109.920537 + Penalty 3227.545148 = -2567882.375389 nChanged 71 SP:Iteration 47Q (6077.037691 sec): 3 clusters Score: Raw -2571123.574933 + Penalty 3227.545148 = -2567896.029785 nChanged 85 SP:Iteration 48Q (6077.116423 sec): 3 clusters Score: Raw -2571138.951374 + Penalty 3227.545148 = -2567911.406226 nChanged 71 SP:Iteration 49Q (6077.181054 sec): 3 clusters Score: Raw -2571149.397780 + Penalty 3227.545148 = -2567921.852632 nChanged 55 SP:Iteration 50Q (6077.249292 sec): 3 clusters Score: Raw -2571159.319547 + Penalty 3227.545148 = -2567931.774399 nChanged 59 SP:Iteration 51Q (6077.323270 sec): 3 clusters Score: Raw -2571169.489441 + Penalty 3227.545148 = -2567941.944293 nChanged 54 SP:Iteration 52Q (6077.396379 sec): 3 clusters Score: Raw -2571178.664408 + Penalty 3227.545148 = -2567951.119260 nChanged 56 SP:Iteration 53Q (6077.475366 sec): 3 clusters Score: Raw -2571189.107358 + Penalty 3227.545148 = -2567961.562210 nChanged 55 SP:Iteration 54Q (6077.543916 sec): 3 clusters Score: Raw -2571199.318394 + Penalty 3227.545148 = -2567971.773246 nChanged 44 SP:Iteration 55Q (6077.616747 sec): 3 clusters Score: Raw -2571207.090763 + Penalty 3227.545148 = -2567979.545615 nChanged 42 SP:Iteration 56Q (6077.705209 sec): 3 clusters Score: Raw -2571214.370652 + Penalty 3227.545148 = -2567986.825504 nChanged 38 SP:Iteration 57Q (6077.784774 sec): 3 clusters Score: Raw -2571221.225726 + Penalty 3227.545148 = -2567993.680578 nChanged 41 SP:Iteration 58Q (6077.851901 sec): 3 clusters Score: Raw -2571228.133424 + Penalty 3227.545148 = -2568000.588276 nChanged 42 SP:Iteration 59Q (6077.931792 sec): 3 clusters Score: Raw -2571234.313503 + Penalty 3227.545148 = -2568006.768355 nChanged 37 SP:Iteration 60F (6078.010310 sec): 3 clusters Score: Raw -2571239.760808 + Penalty 3227.545148 = -2568012.215660 nChanged 44 SP:Iteration 61Q (6078.079302 sec): 3 clusters Score: Raw -2571246.428820 + Penalty 3227.545148 = -2568018.883671 nChanged 48 SP:Iteration 62Q (6078.151235 sec): 3 clusters Score: Raw -2571254.602228 + Penalty 3227.545148 = -2568027.057080 nChanged 34 SP:Iteration 63Q (6078.233247 sec): 3 clusters Score: Raw -2571259.629764 + Penalty 3227.545148 = -2568032.084616 nChanged 31 SP:Iteration 64Q (6078.285667 sec): 3 clusters Score: Raw -2571265.602260 + Penalty 3227.545148 = -2568038.057112 nChanged 42 SP:Iteration 65Q (6078.370083 sec): 3 clusters Score: Raw -2571272.948883 + Penalty 3227.545148 = -2568045.403735 nChanged 31 SP:Iteration 66Q (6078.450978 sec): 3 clusters Score: Raw -2571277.734645 + Penalty 3227.545148 = -2568050.189497 nChanged 38 SP:Iteration 67Q (6078.533374 sec): 3 clusters Score: Raw -2571285.584518 + Penalty 3227.545148 = -2568058.039370 nChanged 35 SP:Iteration 68Q (6078.615473 sec): 3 clusters Score: Raw -2571292.680772 + Penalty 3227.545148 = -2568065.135624 nChanged 32 SP:Iteration 69Q (6078.694767 sec): 3 clusters Score: Raw -2571298.845801 + Penalty 3227.545148 = -2568071.300653 nChanged 33 SP:Iteration 70Q (6078.778750 sec): 3 clusters Score: Raw -2571304.994347 + Penalty 3227.545148 = -2568077.449199 nChanged 32 SP:Iteration 71Q (6078.847255 sec): 3 clusters Score: Raw -2571310.431536 + Penalty 3227.545148 = -2568082.886388 nChanged 30 SP:Iteration 72Q (6078.939084 sec): 3 clusters Score: Raw -2571314.185874 + Penalty 3227.545148 = -2568086.640726 nChanged 15 SP:Iteration 73Q (6079.021738 sec): 3 clusters Score: Raw -2571315.852642 + Penalty 3227.545148 = -2568088.307494 nChanged 6 SP:Iteration 74Q (6079.103801 sec): 3 clusters Score: Raw -2571316.372055 + Penalty 3227.545148 = -2568088.826907 nChanged 6 SP:Iteration 75Q (6079.177947 sec): 3 clusters Score: Raw -2571316.832487 + Penalty 3227.545148 = -2568089.287339 nChanged 4 SP:Iteration 76Q (6079.255929 sec): 3 clusters Score: Raw -2571317.313529 + Penalty 3227.545148 = -2568089.768381 nChanged 5 SP:Iteration 77Q (6079.338949 sec): 3 clusters Score: Raw -2571317.890210 + Penalty 3227.545148 = -2568090.345062 nChanged 4 SP:Iteration 78Q (6079.419687 sec): 3 clusters Score: Raw -2571318.423081 + Penalty 3227.545148 = -2568090.877933 nChanged 4 SP:Iteration 79Q (6079.494042 sec): 3 clusters Score: Raw -2571318.907592 + Penalty 3227.545148 = -2568091.362444 nChanged 5 SP:Iteration 80F (6079.571807 sec): 3 clusters Score: Raw -2571319.353816 + Penalty 3227.545148 = -2568091.808667 nChanged 4 SP:Iteration 81Q (6079.650773 sec): 3 clusters Score: Raw -2571319.940672 + Penalty 3227.545148 = -2568092.395524 nChanged 8 SP:Iteration 82Q (6079.729977 sec): 3 clusters Score: Raw -2571321.527537 + Penalty 3227.545148 = -2568093.982389 nChanged 8 SP:Iteration 83Q (6079.795862 sec): 3 clusters Score: Raw -2571322.730583 + Penalty 3227.545148 = -2568095.185435 nChanged 6 SP:Iteration 84Q (6079.867047 sec): 3 clusters Score: Raw -2571323.276619 + Penalty 3227.545148 = -2568095.731471 nChanged 2 SP:Iteration 85Q (6079.945632 sec): 3 clusters Score: Raw -2571323.483660 + Penalty 3227.545148 = -2568095.938512 nChanged 2 SP:Iteration 86Q (6080.013441 sec): 3 clusters Score: Raw -2571323.689395 + Penalty 3227.545148 = -2568096.144247 nChanged 1 SP:Iteration 87Q (6080.086654 sec): 3 clusters Score: Raw -2571323.914447 + Penalty 3227.545148 = -2568096.369299 nChanged 4 SP:Iteration 88Q (6080.150311 sec): 3 clusters Score: Raw -2571324.478996 + Penalty 3227.545148 = -2568096.933848 nChanged 5 SP:Iteration 89Q (6080.215653 sec): 3 clusters Score: Raw -2571325.085098 + Penalty 3227.545148 = -2568097.539949 nChanged 3 SP:Iteration 90Q (6080.289551 sec): 3 clusters Score: Raw -2571325.330488 + Penalty 3227.545148 = -2568097.785340 nChanged 4 SP:Iteration 91Q (6080.351143 sec): 3 clusters Score: Raw -2571325.675608 + Penalty 3227.545148 = -2568098.130460 nChanged 4 SP:Iteration 92Q (6080.426123 sec): 3 clusters Score: Raw -2571325.998588 + Penalty 3227.545148 = -2568098.453440 nChanged 6 SP:Iteration 93Q (6080.493994 sec): 3 clusters Score: Raw -2571326.686507 + Penalty 3227.545148 = -2568099.141359 nChanged 4 SP:Iteration 94Q (6080.580360 sec): 3 clusters Score: Raw -2571327.070897 + Penalty 3227.545148 = -2568099.525749 nChanged 3 SP:Iteration 95Q (6080.652077 sec): 3 clusters Score: Raw -2571327.241286 + Penalty 3227.545148 = -2568099.696138 nChanged 1 SP:Iteration 96Q (6080.724823 sec): 3 clusters Score: Raw -2571327.296158 + Penalty 3227.545148 = -2568099.751010 nChanged 2 SP:Iteration 97Q (6080.810193 sec): 3 clusters Score: Raw -2571327.445067 + Penalty 3227.545148 = -2568099.899919 nChanged 4 SP:Iteration 98Q (6080.874134 sec): 3 clusters Score: Raw -2571327.913490 + Penalty 3227.545148 = -2568100.368341 nChanged 4 SP:Iteration 99Q (6080.953285 sec): 3 clusters Score: Raw -2571328.536685 + Penalty 3227.545148 = -2568100.991537 nChanged 3 SP:Iteration 100F (6081.026696 sec): 3 clusters Score: Raw -2571329.059746 + Penalty 3227.545148 = -2568101.514597 nChanged 4 SP:Iteration 101Q (6081.103024 sec): 3 clusters Score: Raw -2571329.476968 + Penalty 3227.545148 = -2568101.931819 nChanged 3 SP:Iteration 102Q (6081.184072 sec): 3 clusters Score: Raw -2571329.854650 + Penalty 3227.545148 = -2568102.309502 nChanged 3 SP:Iteration 103Q (6081.251494 sec): 3 clusters Score: Raw -2571330.286905 + Penalty 3227.545148 = -2568102.741757 nChanged 3 SP:Iteration 104Q (6081.330781 sec): 3 clusters Score: Raw -2571330.457772 + Penalty 3227.545148 = -2568102.912624 nChanged 2 SP:Iteration 105Q (6081.399157 sec): 3 clusters Score: Raw -2571330.659866 + Penalty 3227.545148 = -2568103.114718 nChanged 2 SP:Iteration 106Q (6081.475555 sec): 3 clusters Score: Raw -2571330.983785 + Penalty 3227.545148 = -2568103.438637 nChanged 4 SP:Iteration 107Q (6081.551714 sec): 3 clusters Score: Raw -2571331.628088 + Penalty 3227.545148 = -2568104.082940 nChanged 4 SP:Iteration 108Q (6081.626449 sec): 3 clusters Score: Raw -2571332.087269 + Penalty 3227.545148 = -2568104.542121 nChanged 3 SP:Iteration 109Q (6081.701804 sec): 3 clusters Score: Raw -2571332.553005 + Penalty 3227.545148 = -2568105.007857 nChanged 3 SP:Iteration 110Q (6081.777348 sec): 3 clusters Score: Raw -2571332.819855 + Penalty 3227.545148 = -2568105.274707 nChanged 2 SP:Iteration 111Q (6081.846262 sec): 3 clusters Score: Raw -2571333.085190 + Penalty 3227.545148 = -2568105.540042 nChanged 3 SP:Iteration 112Q (6081.919110 sec): 3 clusters Score: Raw -2571333.360731 + Penalty 3227.545148 = -2568105.815583 nChanged 3 SP:Iteration 113Q (6082.000912 sec): 3 clusters Score: Raw -2571333.940876 + Penalty 3227.545148 = -2568106.395728 nChanged 4 SP:Iteration 114Q (6082.083411 sec): 3 clusters Score: Raw -2571334.733037 + Penalty 3227.545148 = -2568107.187889 nChanged 4 SP:Iteration 115Q (6082.162758 sec): 3 clusters Score: Raw -2571335.049819 + Penalty 3227.545148 = -2568107.504671 nChanged 1 SP:Iteration 116Q (6082.232178 sec): 3 clusters Score: Raw -2571335.133190 + Penalty 3227.545148 = -2568107.588042 nChanged 0 SP:Iteration 117F (6082.316281 sec): 3 clusters Score: Raw -2571335.133190 + Penalty 3227.545148 = -2568107.588042 nChanged 0 Trying to split cluster 2 (2137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6082.343747 sec): 2 clusters Score: Raw -248670.302104 + Penalty 1245.913216 = -247424.388887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6082.385351 sec): 3 clusters Score: Raw -247766.508184 + Penalty 2491.826433 = -245274.681751 nChanged 732 SP:Iteration 1F (6082.425951 sec): 3 clusters Score: Raw -248248.832984 + Penalty 2491.826433 = -245757.006551 nChanged 172 SP:Iteration 2F (6082.471257 sec): 3 clusters Score: Raw -248379.530670 + Penalty 2491.826433 = -245887.704237 nChanged 116 SP:Iteration 3F (6082.511404 sec): 3 clusters Score: Raw -248464.681002 + Penalty 2491.826433 = -245972.854569 nChanged 81 SP:Iteration 4Q (6082.565185 sec): 3 clusters Score: Raw -248516.772870 + Penalty 2491.826433 = -246024.946437 nChanged 61 SP:Iteration 5Q (6082.610654 sec): 3 clusters Score: Raw -248549.001606 + Penalty 2491.826433 = -246057.175173 nChanged 54 SP:Iteration 6Q (6082.658266 sec): 3 clusters Score: Raw -248586.788178 + Penalty 2491.826433 = -246094.961745 nChanged 65 SP:Iteration 7Q (6082.694078 sec): 3 clusters Score: Raw -248639.108397 + Penalty 2491.826433 = -246147.281964 nChanged 70 SP:Iteration 8Q (6082.737899 sec): 3 clusters Score: Raw -248708.244285 + Penalty 2491.826433 = -246216.417852 nChanged 74 SP:Iteration 9Q (6082.782565 sec): 3 clusters Score: Raw -248766.805877 + Penalty 2491.826433 = -246274.979444 nChanged 57 SP:Iteration 10Q (6082.835744 sec): 3 clusters Score: Raw -248810.726598 + Penalty 2491.826433 = -246318.900165 nChanged 41 SP:Iteration 11Q (6082.875478 sec): 3 clusters Score: Raw -248840.952259 + Penalty 2491.826433 = -246349.125826 nChanged 39 SP:Iteration 12Q (6082.911057 sec): 3 clusters Score: Raw -248867.085753 + Penalty 2491.826433 = -246375.259320 nChanged 47 SP:Iteration 13Q (6082.955621 sec): 3 clusters Score: Raw -248904.164414 + Penalty 2491.826433 = -246412.337981 nChanged 35 SP:Iteration 14Q (6083.002909 sec): 3 clusters Score: Raw -248928.393125 + Penalty 2491.826433 = -246436.566692 nChanged 29 SP:Iteration 15Q (6083.048580 sec): 3 clusters Score: Raw -248946.247465 + Penalty 2491.826433 = -246454.421032 nChanged 17 SP:Iteration 16Q (6083.087636 sec): 3 clusters Score: Raw -248955.704754 + Penalty 2491.826433 = -246463.878321 nChanged 18 SP:Iteration 17Q (6083.122996 sec): 3 clusters Score: Raw -248965.670594 + Penalty 2491.826433 = -246473.844161 nChanged 16 SP:Iteration 18Q (6083.158934 sec): 3 clusters Score: Raw -248973.727581 + Penalty 2491.826433 = -246481.901148 nChanged 12 SP:Iteration 19Q (6083.206440 sec): 3 clusters Score: Raw -248983.942274 + Penalty 2491.826433 = -246492.115841 nChanged 18 SP:Iteration 20F (6083.249777 sec): 3 clusters Score: Raw -248995.127318 + Penalty 2491.826433 = -246503.300885 nChanged 19 SP:Iteration 21Q (6083.291310 sec): 3 clusters Score: Raw -249007.736449 + Penalty 2491.826433 = -246515.910016 nChanged 15 SP:Iteration 22Q (6083.329466 sec): 3 clusters Score: Raw -249016.777439 + Penalty 2491.826433 = -246524.951006 nChanged 16 SP:Iteration 23Q (6083.376833 sec): 3 clusters Score: Raw -249030.872930 + Penalty 2491.826433 = -246539.046497 nChanged 17 SP:Iteration 24Q (6083.424289 sec): 3 clusters Score: Raw -249041.359416 + Penalty 2491.826433 = -246549.532983 nChanged 12 SP:Iteration 25Q (6083.479635 sec): 3 clusters Score: Raw -249049.203182 + Penalty 2491.826433 = -246557.376749 nChanged 11 SP:Iteration 26Q (6083.523645 sec): 3 clusters Score: Raw -249056.599378 + Penalty 2491.826433 = -246564.772945 nChanged 7 SP:Iteration 27Q (6083.560648 sec): 3 clusters Score: Raw -249059.841157 + Penalty 2491.826433 = -246568.014724 nChanged 7 SP:Iteration 28Q (6083.609165 sec): 3 clusters Score: Raw -249062.456709 + Penalty 2491.826433 = -246570.630276 nChanged 4 SP:Iteration 29Q (6083.656836 sec): 3 clusters Score: Raw -249064.150727 + Penalty 2491.826433 = -246572.324294 nChanged 3 SP:Iteration 30Q (6083.706752 sec): 3 clusters Score: Raw -249065.497206 + Penalty 2491.826433 = -246573.670773 nChanged 1 SP:Iteration 31Q (6083.756130 sec): 3 clusters Score: Raw -249066.086880 + Penalty 2491.826433 = -246574.260447 nChanged 1 SP:Iteration 32Q (6083.798116 sec): 3 clusters Score: Raw -249066.412681 + Penalty 2491.826433 = -246574.586248 nChanged 0 SP:Iteration 33F (6083.848642 sec): 3 clusters Score: Raw -249066.412681 + Penalty 2491.826433 = -246574.586248 nChanged 0 Trying to split cluster 3 (23213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6083.907718 sec): 2 clusters Score: Raw -2671183.290839 + Penalty 1633.526009 = -2669549.764830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6083.978164 sec): 3 clusters Score: Raw -2657052.134003 + Penalty 3267.052017 = -2653785.081986 nChanged 10666 SP:Iteration 1F (6084.068309 sec): 3 clusters Score: Raw -2663572.148344 + Penalty 3267.052017 = -2660305.096327 nChanged 1819 SP:Iteration 2F (6084.148197 sec): 3 clusters Score: Raw -2665450.468843 + Penalty 3267.052017 = -2662183.416826 nChanged 2437 SP:Iteration 3F (6084.235463 sec): 3 clusters Score: Raw -2668767.451377 + Penalty 3267.052017 = -2665500.399359 nChanged 2711 SP:Iteration 4F (6084.310376 sec): 3 clusters Score: Raw -2672286.810610 + Penalty 3267.052017 = -2669019.758592 nChanged 2102 SP:Iteration 5F (6084.393390 sec): 3 clusters Score: Raw -2674114.145283 + Penalty 3267.052017 = -2670847.093266 nChanged 1190 SP:Iteration 6F (6084.475270 sec): 3 clusters Score: Raw -2674762.098791 + Penalty 3267.052017 = -2671495.046774 nChanged 654 SP:Iteration 7Q (6084.540134 sec): 3 clusters Score: Raw -2674991.596908 + Penalty 3267.052017 = -2671724.544891 nChanged 407 SP:Iteration 8Q (6084.621571 sec): 3 clusters Score: Raw -2675115.501865 + Penalty 3267.052017 = -2671848.449848 nChanged 297 SP:Iteration 9Q (6084.696547 sec): 3 clusters Score: Raw -2675205.917095 + Penalty 3267.052017 = -2671938.865078 nChanged 242 SP:Iteration 10Q (6084.775457 sec): 3 clusters Score: Raw -2675282.005734 + Penalty 3267.052017 = -2672014.953717 nChanged 214 SP:Iteration 11Q (6084.863480 sec): 3 clusters Score: Raw -2675374.471151 + Penalty 3267.052017 = -2672107.419134 nChanged 235 SP:Iteration 12Q (6084.941135 sec): 3 clusters Score: Raw -2675510.354088 + Penalty 3267.052017 = -2672243.302071 nChanged 239 SP:Iteration 13Q (6085.029040 sec): 3 clusters Score: Raw -2675705.604669 + Penalty 3267.052017 = -2672438.552652 nChanged 254 SP:Iteration 14Q (6085.111903 sec): 3 clusters Score: Raw -2676006.756091 + Penalty 3267.052017 = -2672739.704074 nChanged 267 SP:Iteration 15Q (6085.195360 sec): 3 clusters Score: Raw -2676319.858505 + Penalty 3267.052017 = -2673052.806488 nChanged 271 SP:Iteration 16Q (6085.276556 sec): 3 clusters Score: Raw -2676540.113301 + Penalty 3267.052017 = -2673273.061283 nChanged 201 SP:Iteration 17Q (6085.348761 sec): 3 clusters Score: Raw -2676628.210128 + Penalty 3267.052017 = -2673361.158111 nChanged 135 SP:Iteration 18Q (6085.437296 sec): 3 clusters Score: Raw -2676675.606334 + Penalty 3267.052017 = -2673408.554317 nChanged 117 SP:Iteration 19Q (6085.522222 sec): 3 clusters Score: Raw -2676701.537406 + Penalty 3267.052017 = -2673434.485388 nChanged 78 SP:Iteration 20F (6085.608055 sec): 3 clusters Score: Raw -2676719.089608 + Penalty 3267.052017 = -2673452.037590 nChanged 59 SP:Iteration 21Q (6085.681153 sec): 3 clusters Score: Raw -2676727.776017 + Penalty 3267.052017 = -2673460.724000 nChanged 42 SP:Iteration 22Q (6085.766300 sec): 3 clusters Score: Raw -2676733.771646 + Penalty 3267.052017 = -2673466.719629 nChanged 35 SP:Iteration 23Q (6085.847150 sec): 3 clusters Score: Raw -2676736.916874 + Penalty 3267.052017 = -2673469.864857 nChanged 24 SP:Iteration 24Q (6085.928198 sec): 3 clusters Score: Raw -2676738.992673 + Penalty 3267.052017 = -2673471.940656 nChanged 14 SP:Iteration 25Q (6085.999792 sec): 3 clusters Score: Raw -2676740.043606 + Penalty 3267.052017 = -2673472.991589 nChanged 15 SP:Iteration 26Q (6086.075460 sec): 3 clusters Score: Raw -2676741.912201 + Penalty 3267.052017 = -2673474.860184 nChanged 18 SP:Iteration 27Q (6086.153072 sec): 3 clusters Score: Raw -2676743.081523 + Penalty 3267.052017 = -2673476.029506 nChanged 8 SP:Iteration 28Q (6086.233978 sec): 3 clusters Score: Raw -2676743.529581 + Penalty 3267.052017 = -2673476.477563 nChanged 3 SP:Iteration 29Q (6086.312328 sec): 3 clusters Score: Raw -2676743.646866 + Penalty 3267.052017 = -2673476.594849 nChanged 0 SP:Iteration 30F (6086.386457 sec): 3 clusters Score: Raw -2676743.646866 + Penalty 3267.052017 = -2673476.594849 nChanged 0 Score: Raw -129334510.214735 + Penalty 45089.307994 = -129289420.906740 Splitting cluster 3 changes total score from -129285113.964022 to -129289420.906740 So it's getting split into cluster 19. Trying to split cluster 4 (59209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6099.428605 sec): 2 clusters Score: Raw -7341792.959579 + Penalty 1785.684686 = -7340007.274893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6099.568827 sec): 3 clusters Score: Raw -7303834.644149 + Penalty 3571.369372 = -7300263.274777 nChanged 27864 SP:Iteration 1F (6099.718973 sec): 3 clusters Score: Raw -7321169.263877 + Penalty 3571.369372 = -7317597.894505 nChanged 3670 SP:Iteration 2F (6099.848501 sec): 3 clusters Score: Raw -7323415.880020 + Penalty 3571.369372 = -7319844.510648 nChanged 4288 SP:Iteration 3F (6099.986103 sec): 3 clusters Score: Raw -7326604.849904 + Penalty 3571.369372 = -7323033.480532 nChanged 4464 SP:Iteration 4F (6100.119079 sec): 3 clusters Score: Raw -7330584.072408 + Penalty 3571.369372 = -7327012.703036 nChanged 4183 SP:Iteration 5F (6100.252747 sec): 3 clusters Score: Raw -7334643.345215 + Penalty 3571.369372 = -7331071.975843 nChanged 3553 SP:Iteration 6F (6100.384984 sec): 3 clusters Score: Raw -7338071.691862 + Penalty 3571.369372 = -7334500.322490 nChanged 3051 SP:Iteration 7F (6100.516837 sec): 3 clusters Score: Raw -7341239.491790 + Penalty 3571.369372 = -7337668.122419 nChanged 2669 SP:Iteration 8Q (6100.653849 sec): 3 clusters Score: Raw -7344039.635565 + Penalty 3571.369372 = -7340468.266193 nChanged 2275 SP:Iteration 9Q (6100.796758 sec): 3 clusters Score: Raw -7346599.904528 + Penalty 3571.369372 = -7343028.535156 nChanged 2031 SP:Iteration 10Q (6100.924774 sec): 3 clusters Score: Raw -7349105.523596 + Penalty 3571.369372 = -7345534.154225 nChanged 1721 SP:Iteration 11Q (6101.057437 sec): 3 clusters Score: Raw -7351289.037899 + Penalty 3571.369372 = -7347717.668527 nChanged 1253 SP:Iteration 12Q (6101.195915 sec): 3 clusters Score: Raw -7352494.431156 + Penalty 3571.369372 = -7348923.061784 nChanged 774 SP:Iteration 13Q (6101.319604 sec): 3 clusters Score: Raw -7352834.816562 + Penalty 3571.369372 = -7349263.447190 nChanged 393 SP:Iteration 14Q (6101.442205 sec): 3 clusters Score: Raw -7352917.660986 + Penalty 3571.369372 = -7349346.291614 nChanged 180 SP:Iteration 15Q (6101.559951 sec): 3 clusters Score: Raw -7352940.467604 + Penalty 3571.369372 = -7349369.098232 nChanged 98 SP:Iteration 16Q (6101.682941 sec): 3 clusters Score: Raw -7352949.651442 + Penalty 3571.369372 = -7349378.282070 nChanged 73 SP:Iteration 17Q (6101.806844 sec): 3 clusters Score: Raw -7352954.867435 + Penalty 3571.369372 = -7349383.498063 nChanged 50 SP:Iteration 18Q (6101.947227 sec): 3 clusters Score: Raw -7352957.650091 + Penalty 3571.369372 = -7349386.280720 nChanged 30 SP:Iteration 19Q (6102.085431 sec): 3 clusters Score: Raw -7352959.192347 + Penalty 3571.369372 = -7349387.822975 nChanged 27 SP:Iteration 20F (6102.224565 sec): 3 clusters Score: Raw -7352961.484850 + Penalty 3571.369372 = -7349390.115478 nChanged 21 SP:Iteration 21Q (6102.354849 sec): 3 clusters Score: Raw -7352962.360709 + Penalty 3571.369372 = -7349390.991337 nChanged 19 SP:Iteration 22Q (6102.488822 sec): 3 clusters Score: Raw -7352963.015903 + Penalty 3571.369372 = -7349391.646531 nChanged 13 SP:Iteration 23Q (6102.617914 sec): 3 clusters Score: Raw -7352963.503648 + Penalty 3571.369372 = -7349392.134277 nChanged 13 SP:Iteration 24Q (6102.742374 sec): 3 clusters Score: Raw -7352964.103556 + Penalty 3571.369372 = -7349392.734184 nChanged 15 SP:Iteration 25Q (6102.856791 sec): 3 clusters Score: Raw -7352964.636033 + Penalty 3571.369372 = -7349393.266661 nChanged 10 SP:Iteration 26Q (6102.976784 sec): 3 clusters Score: Raw -7352964.880065 + Penalty 3571.369372 = -7349393.510693 nChanged 5 SP:Iteration 27Q (6103.097253 sec): 3 clusters Score: Raw -7352964.994127 + Penalty 3571.369372 = -7349393.624756 nChanged 2 SP:Iteration 28Q (6103.231832 sec): 3 clusters Score: Raw -7352965.024094 + Penalty 3571.369372 = -7349393.654723 nChanged 1 SP:Iteration 29Q (6103.369036 sec): 3 clusters Score: Raw -7352965.046205 + Penalty 3571.369372 = -7349393.676833 nChanged 1 SP:Iteration 30Q (6103.490262 sec): 3 clusters Score: Raw -7352965.071624 + Penalty 3571.369372 = -7349393.702252 nChanged 0 SP:Iteration 31F (6103.634263 sec): 3 clusters Score: Raw -7352965.071624 + Penalty 3571.369372 = -7349393.702252 nChanged 0 Score: Raw -129345682.326780 + Penalty 47343.773394 = -129298338.553387 Splitting cluster 4 changes total score from -129285113.964022 to -129298338.553387 So it's getting split into cluster 21. Trying to split cluster 5 (73185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6117.314443 sec): 2 clusters Score: Raw -9060092.599420 + Penalty 1820.121186 = -9058272.478234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6117.469660 sec): 3 clusters Score: Raw -9013034.327304 + Penalty 3640.242372 = -9009394.084931 nChanged 34654 SP:Iteration 1F (6117.642227 sec): 3 clusters Score: Raw -9033834.578884 + Penalty 3640.242372 = -9030194.336512 nChanged 3681 SP:Iteration 2F (6117.777357 sec): 3 clusters Score: Raw -9035634.852383 + Penalty 3640.242372 = -9031994.610011 nChanged 4493 SP:Iteration 3F (6117.919081 sec): 3 clusters Score: Raw -9038661.150537 + Penalty 3640.242372 = -9035020.908165 nChanged 5464 SP:Iteration 4F (6118.073240 sec): 3 clusters Score: Raw -9043434.816112 + Penalty 3640.242372 = -9039794.573740 nChanged 6240 SP:Iteration 5F (6118.235314 sec): 3 clusters Score: Raw -9049678.791518 + Penalty 3640.242372 = -9046038.549146 nChanged 6102 SP:Iteration 6F (6118.402925 sec): 3 clusters Score: Raw -9055141.932711 + Penalty 3640.242372 = -9051501.690339 nChanged 5078 SP:Iteration 7F (6118.564713 sec): 3 clusters Score: Raw -9058912.076424 + Penalty 3640.242372 = -9055271.834052 nChanged 3860 SP:Iteration 8F (6118.722771 sec): 3 clusters Score: Raw -9061349.928343 + Penalty 3640.242372 = -9057709.685971 nChanged 2758 SP:Iteration 9Q (6118.895524 sec): 3 clusters Score: Raw -9062843.849784 + Penalty 3640.242372 = -9059203.607412 nChanged 2008 SP:Iteration 10Q (6119.073159 sec): 3 clusters Score: Raw -9063815.785865 + Penalty 3640.242372 = -9060175.543493 nChanged 1526 SP:Iteration 11Q (6119.232155 sec): 3 clusters Score: Raw -9064419.256483 + Penalty 3640.242372 = -9060779.014111 nChanged 1164 SP:Iteration 12Q (6119.382288 sec): 3 clusters Score: Raw -9064790.581273 + Penalty 3640.242372 = -9061150.338901 nChanged 900 SP:Iteration 13Q (6119.546023 sec): 3 clusters Score: Raw -9065054.520248 + Penalty 3640.242372 = -9061414.277876 nChanged 802 SP:Iteration 14Q (6119.719280 sec): 3 clusters Score: Raw -9065284.780207 + Penalty 3640.242372 = -9061644.537835 nChanged 716 SP:Iteration 15Q (6119.891364 sec): 3 clusters Score: Raw -9065497.622712 + Penalty 3640.242372 = -9061857.380339 nChanged 713 SP:Iteration 16Q (6120.054363 sec): 3 clusters Score: Raw -9065707.872240 + Penalty 3640.242372 = -9062067.629867 nChanged 660 SP:Iteration 17Q (6120.215428 sec): 3 clusters Score: Raw -9065882.764661 + Penalty 3640.242372 = -9062242.522288 nChanged 621 SP:Iteration 18Q (6120.369332 sec): 3 clusters Score: Raw -9066036.956401 + Penalty 3640.242372 = -9062396.714028 nChanged 590 SP:Iteration 19Q (6120.528104 sec): 3 clusters Score: Raw -9066174.443577 + Penalty 3640.242372 = -9062534.201204 nChanged 522 SP:Iteration 20F (6120.687454 sec): 3 clusters Score: Raw -9066285.810501 + Penalty 3640.242372 = -9062645.568128 nChanged 487 SP:Iteration 21Q (6120.852053 sec): 3 clusters Score: Raw -9066389.754346 + Penalty 3640.242372 = -9062749.511974 nChanged 453 SP:Iteration 22Q (6121.017843 sec): 3 clusters Score: Raw -9066488.766570 + Penalty 3640.242372 = -9062848.524198 nChanged 432 SP:Iteration 23Q (6121.183480 sec): 3 clusters Score: Raw -9066578.645882 + Penalty 3640.242372 = -9062938.403510 nChanged 389 SP:Iteration 24Q (6121.351925 sec): 3 clusters Score: Raw -9066657.763289 + Penalty 3640.242372 = -9063017.520917 nChanged 359 SP:Iteration 25Q (6121.515518 sec): 3 clusters Score: Raw -9066724.859482 + Penalty 3640.242372 = -9063084.617110 nChanged 306 SP:Iteration 26Q (6121.685073 sec): 3 clusters Score: Raw -9066776.251682 + Penalty 3640.242372 = -9063136.009310 nChanged 272 SP:Iteration 27Q (6121.855297 sec): 3 clusters Score: Raw -9066819.006981 + Penalty 3640.242372 = -9063178.764609 nChanged 250 SP:Iteration 28Q (6122.023806 sec): 3 clusters Score: Raw -9066857.645731 + Penalty 3640.242372 = -9063217.403359 nChanged 256 SP:Iteration 29Q (6122.178458 sec): 3 clusters Score: Raw -9066897.676891 + Penalty 3640.242372 = -9063257.434519 nChanged 234 SP:Iteration 30Q (6122.321815 sec): 3 clusters Score: Raw -9066934.718491 + Penalty 3640.242372 = -9063294.476118 nChanged 217 SP:Iteration 31Q (6122.483922 sec): 3 clusters Score: Raw -9066965.770890 + Penalty 3640.242372 = -9063325.528517 nChanged 173 SP:Iteration 32Q (6122.644942 sec): 3 clusters Score: Raw -9066986.656385 + Penalty 3640.242372 = -9063346.414013 nChanged 139 SP:Iteration 33Q (6122.808444 sec): 3 clusters Score: Raw -9067002.694596 + Penalty 3640.242372 = -9063362.452224 nChanged 154 SP:Iteration 34Q (6122.970321 sec): 3 clusters Score: Raw -9067020.998935 + Penalty 3640.242372 = -9063380.756563 nChanged 150 SP:Iteration 35Q (6123.127765 sec): 3 clusters Score: Raw -9067036.528764 + Penalty 3640.242372 = -9063396.286392 nChanged 136 SP:Iteration 36Q (6123.292525 sec): 3 clusters Score: Raw -9067048.270837 + Penalty 3640.242372 = -9063408.028464 nChanged 108 SP:Iteration 37Q (6123.443537 sec): 3 clusters Score: Raw -9067055.820579 + Penalty 3640.242372 = -9063415.578206 nChanged 91 SP:Iteration 38Q (6123.602174 sec): 3 clusters Score: Raw -9067061.044302 + Penalty 3640.242372 = -9063420.801930 nChanged 71 SP:Iteration 39Q (6123.764982 sec): 3 clusters Score: Raw -9067064.850477 + Penalty 3640.242372 = -9063424.608104 nChanged 73 SP:Iteration 40F (6123.922103 sec): 3 clusters Score: Raw -9067068.903417 + Penalty 3640.242372 = -9063428.661044 nChanged 47 SP:Iteration 41Q (6124.084114 sec): 3 clusters Score: Raw -9067071.068470 + Penalty 3640.242372 = -9063430.826098 nChanged 37 SP:Iteration 42Q (6124.238709 sec): 3 clusters Score: Raw -9067072.587120 + Penalty 3640.242372 = -9063432.344748 nChanged 27 SP:Iteration 43Q (6124.394112 sec): 3 clusters Score: Raw -9067073.647287 + Penalty 3640.242372 = -9063433.404915 nChanged 33 SP:Iteration 44Q (6124.545914 sec): 3 clusters Score: Raw -9067075.032211 + Penalty 3640.242372 = -9063434.789838 nChanged 41 SP:Iteration 45Q (6124.697615 sec): 3 clusters Score: Raw -9067077.020641 + Penalty 3640.242372 = -9063436.778269 nChanged 35 SP:Iteration 46Q (6124.846497 sec): 3 clusters Score: Raw -9067078.388554 + Penalty 3640.242372 = -9063438.146182 nChanged 38 SP:Iteration 47Q (6125.022284 sec): 3 clusters Score: Raw -9067080.049685 + Penalty 3640.242372 = -9063439.807313 nChanged 39 SP:Iteration 48Q (6125.180914 sec): 3 clusters Score: Raw -9067081.660291 + Penalty 3640.242372 = -9063441.417918 nChanged 33 SP:Iteration 49Q (6125.308000 sec): 3 clusters Score: Raw -9067083.153176 + Penalty 3640.242372 = -9063442.910804 nChanged 29 SP:Iteration 50Q (6125.424383 sec): 3 clusters Score: Raw -9067084.236316 + Penalty 3640.242372 = -9063443.993944 nChanged 25 SP:Iteration 51Q (6125.582424 sec): 3 clusters Score: Raw -9067085.119765 + Penalty 3640.242372 = -9063444.877393 nChanged 24 SP:Iteration 52Q (6125.731960 sec): 3 clusters Score: Raw -9067086.144044 + Penalty 3640.242372 = -9063445.901672 nChanged 28 SP:Iteration 53Q (6125.906813 sec): 3 clusters Score: Raw -9067087.138929 + Penalty 3640.242372 = -9063446.896556 nChanged 24 SP:Iteration 54Q (6126.062292 sec): 3 clusters Score: Raw -9067087.903174 + Penalty 3640.242372 = -9063447.660801 nChanged 20 SP:Iteration 55Q (6126.228655 sec): 3 clusters Score: Raw -9067088.418927 + Penalty 3640.242372 = -9063448.176554 nChanged 14 SP:Iteration 56Q (6126.391992 sec): 3 clusters Score: Raw -9067088.815944 + Penalty 3640.242372 = -9063448.573572 nChanged 16 SP:Iteration 57Q (6126.551965 sec): 3 clusters Score: Raw -9067089.351851 + Penalty 3640.242372 = -9063449.109479 nChanged 16 SP:Iteration 58Q (6126.703476 sec): 3 clusters Score: Raw -9067089.921136 + Penalty 3640.242372 = -9063449.678764 nChanged 11 SP:Iteration 59Q (6126.864977 sec): 3 clusters Score: Raw -9067090.222399 + Penalty 3640.242372 = -9063449.980027 nChanged 9 SP:Iteration 60F (6127.033902 sec): 3 clusters Score: Raw -9067090.394087 + Penalty 3640.242372 = -9063450.151715 nChanged 5 SP:Iteration 61Q (6127.189133 sec): 3 clusters Score: Raw -9067090.492736 + Penalty 3640.242372 = -9063450.250364 nChanged 2 SP:Iteration 62Q (6127.351820 sec): 3 clusters Score: Raw -9067090.513722 + Penalty 3640.242372 = -9063450.271349 nChanged 1 SP:Iteration 63Q (6127.516055 sec): 3 clusters Score: Raw -9067090.530386 + Penalty 3640.242372 = -9063450.288014 nChanged 0 SP:Iteration 64F (6127.687630 sec): 3 clusters Score: Raw -9067090.530386 + Penalty 3640.242372 = -9063450.288014 nChanged 0 Score: Raw -129352680.257745 + Penalty 49598.238794 = -129303082.018951 Splitting cluster 5 changes total score from -129285113.964022 to -129303082.018951 So it's getting split into cluster 22. Trying to split cluster 6 (6067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6141.954316 sec): 2 clusters Score: Raw -637310.285041 + Penalty 1415.475673 = -635894.809367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6142.013334 sec): 3 clusters Score: Raw -634344.224827 + Penalty 2830.951347 = -631513.273480 nChanged 2575 SP:Iteration 1F (6142.069689 sec): 3 clusters Score: Raw -637455.308420 + Penalty 2830.951347 = -634624.357073 nChanged 895 SP:Iteration 2F (6142.112679 sec): 3 clusters Score: Raw -640430.733900 + Penalty 2830.951347 = -637599.782553 nChanged 911 SP:Iteration 3F (6142.173631 sec): 3 clusters Score: Raw -644896.341204 + Penalty 2830.951347 = -642065.389857 nChanged 690 SP:Iteration 4F (6142.230069 sec): 3 clusters Score: Raw -647304.718178 + Penalty 2830.951347 = -644473.766832 nChanged 406 SP:Iteration 5F (6142.248050 sec): 3 clusters Score: Raw -648232.049225 + Penalty 2830.951347 = -645401.097878 nChanged 136 SP:Iteration 6Q (6142.304322 sec): 3 clusters Score: Raw -648564.722663 + Penalty 2830.951347 = -645733.771317 nChanged 46 SP:Iteration 7Q (6142.346711 sec): 3 clusters Score: Raw -648661.523732 + Penalty 2830.951347 = -645830.572385 nChanged 29 SP:Iteration 8Q (6142.393586 sec): 3 clusters Score: Raw -648683.561007 + Penalty 2830.951347 = -645852.609661 nChanged 15 SP:Iteration 9Q (6142.446318 sec): 3 clusters Score: Raw -648700.258186 + Penalty 2830.951347 = -645869.306839 nChanged 7 SP:Iteration 10Q (6142.509558 sec): 3 clusters Score: Raw -648704.930954 + Penalty 2830.951347 = -645873.979607 nChanged 6 SP:Iteration 11Q (6142.548371 sec): 3 clusters Score: Raw -648708.199615 + Penalty 2830.951347 = -645877.248268 nChanged 6 SP:Iteration 12Q (6142.598546 sec): 3 clusters Score: Raw -648716.293430 + Penalty 2830.951347 = -645885.342084 nChanged 3 SP:Iteration 13Q (6142.649518 sec): 3 clusters Score: Raw -648717.632698 + Penalty 2830.951347 = -645886.681352 nChanged 0 SP:Iteration 14F (6142.690617 sec): 3 clusters Score: Raw -648717.632698 + Penalty 2830.951347 = -645886.681352 nChanged 0 Score: Raw -129364087.605402 + Penalty 51852.704193 = -129312234.901209 Splitting cluster 6 changes total score from -129285113.964022 to -129312234.901209 So it's getting split into cluster 23. Trying to split cluster 7 (5059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6157.546066 sec): 2 clusters Score: Raw -618400.744864 + Penalty 1385.950169 = -617014.794696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6157.596403 sec): 3 clusters Score: Raw -615830.663197 + Penalty 2771.900337 = -613058.762860 nChanged 2102 SP:Iteration 1F (6157.643277 sec): 3 clusters Score: Raw -617241.168826 + Penalty 2771.900337 = -614469.268489 nChanged 448 SP:Iteration 2F (6157.694241 sec): 3 clusters Score: Raw -617610.342134 + Penalty 2771.900337 = -614838.441797 nChanged 357 SP:Iteration 3F (6157.740850 sec): 3 clusters Score: Raw -617926.802100 + Penalty 2771.900337 = -615154.901763 nChanged 339 SP:Iteration 4F (6157.788320 sec): 3 clusters Score: Raw -618271.956336 + Penalty 2771.900337 = -615500.055998 nChanged 290 SP:Iteration 5F (6157.844268 sec): 3 clusters Score: Raw -618607.475800 + Penalty 2771.900337 = -615835.575463 nChanged 248 SP:Iteration 6Q (6157.888675 sec): 3 clusters Score: Raw -618855.118179 + Penalty 2771.900337 = -616083.217842 nChanged 277 SP:Iteration 7F (6157.945171 sec): 3 clusters Score: Raw -619136.337508 + Penalty 2771.900337 = -616364.437171 nChanged 307 SP:Iteration 8F (6157.986231 sec): 3 clusters Score: Raw -619448.263681 + Penalty 2771.900337 = -616676.363344 nChanged 341 SP:Iteration 9F (6158.036510 sec): 3 clusters Score: Raw -619822.373274 + Penalty 2771.900337 = -617050.472937 nChanged 282 SP:Iteration 10F (6158.087732 sec): 3 clusters Score: Raw -620101.565413 + Penalty 2771.900337 = -617329.665076 nChanged 189 SP:Iteration 11Q (6158.140094 sec): 3 clusters Score: Raw -620247.646751 + Penalty 2771.900337 = -617475.746414 nChanged 101 SP:Iteration 12Q (6158.184139 sec): 3 clusters Score: Raw -620309.911116 + Penalty 2771.900337 = -617538.010779 nChanged 61 SP:Iteration 13Q (6158.236817 sec): 3 clusters Score: Raw -620335.907670 + Penalty 2771.900337 = -617564.007333 nChanged 30 SP:Iteration 14Q (6158.290134 sec): 3 clusters Score: Raw -620345.797635 + Penalty 2771.900337 = -617573.897298 nChanged 14 SP:Iteration 15Q (6158.333804 sec): 3 clusters Score: Raw -620349.411405 + Penalty 2771.900337 = -617577.511068 nChanged 10 SP:Iteration 16Q (6158.381039 sec): 3 clusters Score: Raw -620352.528029 + Penalty 2771.900337 = -617580.627692 nChanged 6 SP:Iteration 17Q (6158.428927 sec): 3 clusters Score: Raw -620353.885382 + Penalty 2771.900337 = -617581.985045 nChanged 9 SP:Iteration 18Q (6158.489793 sec): 3 clusters Score: Raw -620356.075602 + Penalty 2771.900337 = -617584.175265 nChanged 8 SP:Iteration 19Q (6158.537634 sec): 3 clusters Score: Raw -620357.998928 + Penalty 2771.900337 = -617586.098591 nChanged 3 SP:Iteration 20F (6158.602576 sec): 3 clusters Score: Raw -620359.069842 + Penalty 2771.900337 = -617587.169505 nChanged 3 SP:Iteration 21Q (6158.643215 sec): 3 clusters Score: Raw -620359.793080 + Penalty 2771.900337 = -617587.892743 nChanged 1 SP:Iteration 22Q (6158.694016 sec): 3 clusters Score: Raw -620360.062770 + Penalty 2771.900337 = -617588.162433 nChanged 2 SP:Iteration 23Q (6158.744447 sec): 3 clusters Score: Raw -620360.461377 + Penalty 2771.900337 = -617588.561040 nChanged 2 SP:Iteration 24Q (6158.806008 sec): 3 clusters Score: Raw -620360.810850 + Penalty 2771.900337 = -617588.910513 nChanged 0 SP:Iteration 25F (6158.849289 sec): 3 clusters Score: Raw -620360.810850 + Penalty 2771.900337 = -617588.910513 nChanged 0 Score: Raw -129366047.671389 + Penalty 54107.169593 = -129311940.501796 Splitting cluster 7 changes total score from -129285113.964022 to -129311940.501796 So it's getting split into cluster 24. Trying to split cluster 8 (36196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6174.250647 sec): 2 clusters Score: Raw -4326291.122235 + Penalty 1705.714383 = -4324585.407852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6174.356634 sec): 3 clusters Score: Raw -4303713.835386 + Penalty 3411.428766 = -4300302.406620 nChanged 16865 SP:Iteration 1F (6174.464078 sec): 3 clusters Score: Raw -4313358.371071 + Penalty 3411.428766 = -4309946.942305 nChanged 1950 SP:Iteration 2F (6174.554473 sec): 3 clusters Score: Raw -4314176.615884 + Penalty 3411.428766 = -4310765.187118 nChanged 1919 SP:Iteration 3F (6174.656956 sec): 3 clusters Score: Raw -4315215.691134 + Penalty 3411.428766 = -4311804.262368 nChanged 2060 SP:Iteration 4F (6174.763540 sec): 3 clusters Score: Raw -4316464.588152 + Penalty 3411.428766 = -4313053.159386 nChanged 2149 SP:Iteration 5F (6174.857239 sec): 3 clusters Score: Raw -4317824.494239 + Penalty 3411.428766 = -4314413.065473 nChanged 2223 SP:Iteration 6F (6174.965888 sec): 3 clusters Score: Raw -4319145.431374 + Penalty 3411.428766 = -4315734.002608 nChanged 2143 SP:Iteration 7F (6175.061922 sec): 3 clusters Score: Raw -4320390.511030 + Penalty 3411.428766 = -4316979.082264 nChanged 1956 SP:Iteration 8F (6175.159842 sec): 3 clusters Score: Raw -4321538.356114 + Penalty 3411.428766 = -4318126.927348 nChanged 1738 SP:Iteration 9Q (6175.273229 sec): 3 clusters Score: Raw -4322525.960249 + Penalty 3411.428766 = -4319114.531483 nChanged 1511 SP:Iteration 10Q (6175.385139 sec): 3 clusters Score: Raw -4323325.387937 + Penalty 3411.428766 = -4319913.959171 nChanged 1312 SP:Iteration 11Q (6175.455256 sec): 3 clusters Score: Raw -4324029.526678 + Penalty 3411.428766 = -4320618.097912 nChanged 1201 SP:Iteration 12Q (6175.560374 sec): 3 clusters Score: Raw -4324670.862166 + Penalty 3411.428766 = -4321259.433401 nChanged 1027 SP:Iteration 13Q (6175.658079 sec): 3 clusters Score: Raw -4325166.532297 + Penalty 3411.428766 = -4321755.103531 nChanged 926 SP:Iteration 14Q (6175.767349 sec): 3 clusters Score: Raw -4325588.485612 + Penalty 3411.428766 = -4322177.056846 nChanged 884 SP:Iteration 15Q (6175.872772 sec): 3 clusters Score: Raw -4325967.462049 + Penalty 3411.428766 = -4322556.033283 nChanged 815 SP:Iteration 16Q (6175.971990 sec): 3 clusters Score: Raw -4326293.461147 + Penalty 3411.428766 = -4322882.032381 nChanged 751 SP:Iteration 17Q (6176.061007 sec): 3 clusters Score: Raw -4326560.956329 + Penalty 3411.428766 = -4323149.527564 nChanged 678 SP:Iteration 18Q (6176.164211 sec): 3 clusters Score: Raw -4326790.424419 + Penalty 3411.428766 = -4323378.995654 nChanged 634 SP:Iteration 19Q (6176.262583 sec): 3 clusters Score: Raw -4327006.547530 + Penalty 3411.428766 = -4323595.118764 nChanged 597 SP:Iteration 20F (6176.374414 sec): 3 clusters Score: Raw -4327225.345085 + Penalty 3411.428766 = -4323813.916319 nChanged 636 SP:Iteration 21Q (6176.463748 sec): 3 clusters Score: Raw -4327488.994924 + Penalty 3411.428766 = -4324077.566158 nChanged 624 SP:Iteration 22Q (6176.565481 sec): 3 clusters Score: Raw -4327795.182300 + Penalty 3411.428766 = -4324383.753534 nChanged 590 SP:Iteration 23Q (6176.668233 sec): 3 clusters Score: Raw -4328050.719759 + Penalty 3411.428766 = -4324639.290993 nChanged 535 SP:Iteration 24Q (6176.773949 sec): 3 clusters Score: Raw -4328231.769737 + Penalty 3411.428766 = -4324820.340971 nChanged 403 SP:Iteration 25Q (6176.876440 sec): 3 clusters Score: Raw -4328332.657599 + Penalty 3411.428766 = -4324921.228833 nChanged 314 SP:Iteration 26Q (6176.977716 sec): 3 clusters Score: Raw -4328394.611559 + Penalty 3411.428766 = -4324983.182793 nChanged 244 SP:Iteration 27Q (6177.071274 sec): 3 clusters Score: Raw -4328431.616098 + Penalty 3411.428766 = -4325020.187332 nChanged 172 SP:Iteration 28Q (6177.177400 sec): 3 clusters Score: Raw -4328452.036254 + Penalty 3411.428766 = -4325040.607488 nChanged 127 SP:Iteration 29Q (6177.292911 sec): 3 clusters Score: Raw -4328463.769767 + Penalty 3411.428766 = -4325052.341001 nChanged 89 SP:Iteration 30Q (6177.382372 sec): 3 clusters Score: Raw -4328470.155887 + Penalty 3411.428766 = -4325058.727121 nChanged 56 SP:Iteration 31Q (6177.477757 sec): 3 clusters Score: Raw -4328473.783826 + Penalty 3411.428766 = -4325062.355060 nChanged 52 SP:Iteration 32Q (6177.556028 sec): 3 clusters Score: Raw -4328476.750881 + Penalty 3411.428766 = -4325065.322115 nChanged 36 SP:Iteration 33Q (6177.649175 sec): 3 clusters Score: Raw -4328478.385060 + Penalty 3411.428766 = -4325066.956295 nChanged 23 SP:Iteration 34Q (6177.755606 sec): 3 clusters Score: Raw -4328479.554081 + Penalty 3411.428766 = -4325068.125315 nChanged 23 SP:Iteration 35Q (6177.859011 sec): 3 clusters Score: Raw -4328480.518911 + Penalty 3411.428766 = -4325069.090146 nChanged 25 SP:Iteration 36Q (6177.945151 sec): 3 clusters Score: Raw -4328481.675377 + Penalty 3411.428766 = -4325070.246612 nChanged 29 SP:Iteration 37Q (6178.047592 sec): 3 clusters Score: Raw -4328482.922117 + Penalty 3411.428766 = -4325071.493352 nChanged 20 SP:Iteration 38Q (6178.139979 sec): 3 clusters Score: Raw -4328483.902241 + Penalty 3411.428766 = -4325072.473475 nChanged 14 SP:Iteration 39Q (6178.245131 sec): 3 clusters Score: Raw -4328484.410219 + Penalty 3411.428766 = -4325072.981454 nChanged 16 SP:Iteration 40F (6178.333985 sec): 3 clusters Score: Raw -4328485.016927 + Penalty 3411.428766 = -4325073.588161 nChanged 11 SP:Iteration 41Q (6178.436668 sec): 3 clusters Score: Raw -4328485.399087 + Penalty 3411.428766 = -4325073.970321 nChanged 14 SP:Iteration 42Q (6178.546892 sec): 3 clusters Score: Raw -4328486.001147 + Penalty 3411.428766 = -4325074.572381 nChanged 14 SP:Iteration 43Q (6178.628630 sec): 3 clusters Score: Raw -4328486.573213 + Penalty 3411.428766 = -4325075.144447 nChanged 13 SP:Iteration 44Q (6178.737255 sec): 3 clusters Score: Raw -4328486.966609 + Penalty 3411.428766 = -4325075.537843 nChanged 8 SP:Iteration 45Q (6178.838860 sec): 3 clusters Score: Raw -4328487.195911 + Penalty 3411.428766 = -4325075.767145 nChanged 7 SP:Iteration 46Q (6178.944816 sec): 3 clusters Score: Raw -4328487.440597 + Penalty 3411.428766 = -4325076.011831 nChanged 8 SP:Iteration 47Q (6179.050340 sec): 3 clusters Score: Raw -4328487.770775 + Penalty 3411.428766 = -4325076.342009 nChanged 9 SP:Iteration 48Q (6179.137578 sec): 3 clusters Score: Raw -4328488.062541 + Penalty 3411.428766 = -4325076.633775 nChanged 9 SP:Iteration 49Q (6179.238483 sec): 3 clusters Score: Raw -4328488.245789 + Penalty 3411.428766 = -4325076.817023 nChanged 5 SP:Iteration 50Q (6179.343764 sec): 3 clusters Score: Raw -4328488.392921 + Penalty 3411.428766 = -4325076.964156 nChanged 3 SP:Iteration 51Q (6179.447927 sec): 3 clusters Score: Raw -4328488.441835 + Penalty 3411.428766 = -4325077.013069 nChanged 1 SP:Iteration 52Q (6179.553772 sec): 3 clusters Score: Raw -4328488.461893 + Penalty 3411.428766 = -4325077.033127 nChanged 0 SP:Iteration 53F (6179.662021 sec): 3 clusters Score: Raw -4328488.461893 + Penalty 3411.428766 = -4325077.033127 nChanged 0 Score: Raw -129368245.011048 + Penalty 56361.634993 = -129311883.376056 Splitting cluster 8 changes total score from -129285113.964022 to -129311883.376056 So it's getting split into cluster 25. Trying to split cluster 9 (8431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6197.295242 sec): 2 clusters Score: Raw -991785.019966 + Penalty 1468.946484 = -990316.073483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6197.344987 sec): 3 clusters Score: Raw -987108.811178 + Penalty 2937.892967 = -984170.918211 nChanged 3606 SP:Iteration 1F (6197.401674 sec): 3 clusters Score: Raw -989117.739251 + Penalty 2937.892967 = -986179.846284 nChanged 649 SP:Iteration 2F (6197.454524 sec): 3 clusters Score: Raw -989490.557117 + Penalty 2937.892967 = -986552.664150 nChanged 549 SP:Iteration 3F (6197.510607 sec): 3 clusters Score: Raw -989851.592759 + Penalty 2937.892967 = -986913.699792 nChanged 542 SP:Iteration 4F (6197.574388 sec): 3 clusters Score: Raw -990227.898239 + Penalty 2937.892967 = -987290.005272 nChanged 506 SP:Iteration 5F (6197.642021 sec): 3 clusters Score: Raw -990565.460473 + Penalty 2937.892967 = -987627.567506 nChanged 468 SP:Iteration 6F (6197.690172 sec): 3 clusters Score: Raw -990906.813105 + Penalty 2937.892967 = -987968.920137 nChanged 433 SP:Iteration 7F (6197.745573 sec): 3 clusters Score: Raw -991245.652521 + Penalty 2937.892967 = -988307.759554 nChanged 415 SP:Iteration 8Q (6197.810680 sec): 3 clusters Score: Raw -991586.903716 + Penalty 2937.892967 = -988649.010749 nChanged 364 SP:Iteration 9Q (6197.870943 sec): 3 clusters Score: Raw -991929.372639 + Penalty 2937.892967 = -988991.479672 nChanged 296 SP:Iteration 10Q (6197.934163 sec): 3 clusters Score: Raw -992229.076909 + Penalty 2937.892967 = -989291.183942 nChanged 245 SP:Iteration 11Q (6197.992679 sec): 3 clusters Score: Raw -992463.803096 + Penalty 2937.892967 = -989525.910128 nChanged 214 SP:Iteration 12Q (6198.047064 sec): 3 clusters Score: Raw -992623.343135 + Penalty 2937.892967 = -989685.450168 nChanged 166 SP:Iteration 13Q (6198.103016 sec): 3 clusters Score: Raw -992733.899757 + Penalty 2937.892967 = -989796.006790 nChanged 143 SP:Iteration 14Q (6198.159937 sec): 3 clusters Score: Raw -992853.046621 + Penalty 2937.892967 = -989915.153654 nChanged 138 SP:Iteration 15Q (6198.198509 sec): 3 clusters Score: Raw -992935.748269 + Penalty 2937.892967 = -989997.855302 nChanged 118 SP:Iteration 16Q (6198.253467 sec): 3 clusters Score: Raw -993013.492790 + Penalty 2937.892967 = -990075.599823 nChanged 138 SP:Iteration 17Q (6198.315878 sec): 3 clusters Score: Raw -993139.555841 + Penalty 2937.892967 = -990201.662874 nChanged 185 SP:Iteration 18Q (6198.377403 sec): 3 clusters Score: Raw -993319.261591 + Penalty 2937.892967 = -990381.368624 nChanged 208 SP:Iteration 19Q (6198.434602 sec): 3 clusters Score: Raw -993594.713229 + Penalty 2937.892967 = -990656.820262 nChanged 271 SP:Iteration 20F (6198.494460 sec): 3 clusters Score: Raw -994133.307466 + Penalty 2937.892967 = -991195.414499 nChanged 334 SP:Iteration 21Q (6198.544883 sec): 3 clusters Score: Raw -995640.463405 + Penalty 2937.892967 = -992702.570438 nChanged 313 SP:Iteration 22Q (6198.593012 sec): 3 clusters Score: Raw -996913.518984 + Penalty 2937.892967 = -993975.626016 nChanged 253 SP:Iteration 23Q (6198.648213 sec): 3 clusters Score: Raw -997216.124179 + Penalty 2937.892967 = -994278.231212 nChanged 173 SP:Iteration 24Q (6198.709027 sec): 3 clusters Score: Raw -997358.460749 + Penalty 2937.892967 = -994420.567782 nChanged 95 SP:Iteration 25Q (6198.769622 sec): 3 clusters Score: Raw -997408.741680 + Penalty 2937.892967 = -994470.848713 nChanged 47 SP:Iteration 26Q (6198.818421 sec): 3 clusters Score: Raw -997421.900467 + Penalty 2937.892967 = -994484.007500 nChanged 19 SP:Iteration 27Q (6198.879635 sec): 3 clusters Score: Raw -997425.496453 + Penalty 2937.892967 = -994487.603486 nChanged 10 SP:Iteration 28Q (6198.923471 sec): 3 clusters Score: Raw -997427.876057 + Penalty 2937.892967 = -994489.983090 nChanged 7 SP:Iteration 29Q (6198.978895 sec): 3 clusters Score: Raw -997432.757087 + Penalty 2937.892967 = -994494.864120 nChanged 8 SP:Iteration 30Q (6199.049137 sec): 3 clusters Score: Raw -997433.882852 + Penalty 2937.892967 = -994495.989885 nChanged 3 SP:Iteration 31Q (6199.097645 sec): 3 clusters Score: Raw -997434.434049 + Penalty 2937.892967 = -994496.541082 nChanged 5 SP:Iteration 32Q (6199.149252 sec): 3 clusters Score: Raw -997435.409602 + Penalty 2937.892967 = -994497.516634 nChanged 5 SP:Iteration 33Q (6199.214277 sec): 3 clusters Score: Raw -997436.164875 + Penalty 2937.892967 = -994498.271908 nChanged 7 SP:Iteration 34Q (6199.262798 sec): 3 clusters Score: Raw -997437.346015 + Penalty 2937.892967 = -994499.453048 nChanged 6 SP:Iteration 35Q (6199.312634 sec): 3 clusters Score: Raw -997438.151125 + Penalty 2937.892967 = -994500.258158 nChanged 5 SP:Iteration 36Q (6199.361935 sec): 3 clusters Score: Raw -997439.238703 + Penalty 2937.892967 = -994501.345735 nChanged 1 SP:Iteration 37Q (6199.420690 sec): 3 clusters Score: Raw -997439.328152 + Penalty 2937.892967 = -994501.435185 nChanged 0 SP:Iteration 38F (6199.460960 sec): 3 clusters Score: Raw -997462.560299 + Penalty 2937.892967 = -994524.667332 nChanged 29 SP:Iteration 39Q (6199.515721 sec): 3 clusters Score: Raw -997473.584890 + Penalty 2937.892967 = -994535.691923 nChanged 23 SP:Iteration 40F (6199.567797 sec): 3 clusters Score: Raw -997480.089571 + Penalty 2937.892967 = -994542.196604 nChanged 19 SP:Iteration 41Q (6199.627485 sec): 3 clusters Score: Raw -997484.711192 + Penalty 2937.892967 = -994546.818225 nChanged 16 SP:Iteration 42Q (6199.679587 sec): 3 clusters Score: Raw -997488.310229 + Penalty 2937.892967 = -994550.417262 nChanged 15 SP:Iteration 43Q (6199.741138 sec): 3 clusters Score: Raw -997490.986254 + Penalty 2937.892967 = -994553.093287 nChanged 8 SP:Iteration 44Q (6199.792385 sec): 3 clusters Score: Raw -997492.177296 + Penalty 2937.892967 = -994554.284329 nChanged 5 SP:Iteration 45Q (6199.847983 sec): 3 clusters Score: Raw -997493.044728 + Penalty 2937.892967 = -994555.151761 nChanged 6 SP:Iteration 46Q (6199.899855 sec): 3 clusters Score: Raw -997493.790517 + Penalty 2937.892967 = -994555.897550 nChanged 5 SP:Iteration 47Q (6199.949681 sec): 3 clusters Score: Raw -997494.493097 + Penalty 2937.892967 = -994556.600130 nChanged 3 SP:Iteration 48Q (6200.007255 sec): 3 clusters Score: Raw -997494.809366 + Penalty 2937.892967 = -994556.916399 nChanged 4 SP:Iteration 49Q (6200.065275 sec): 3 clusters Score: Raw -997495.317594 + Penalty 2937.892967 = -994557.424627 nChanged 4 SP:Iteration 50Q (6200.114642 sec): 3 clusters Score: Raw -997495.874938 + Penalty 2937.892967 = -994557.981971 nChanged 1 SP:Iteration 51Q (6200.169050 sec): 3 clusters Score: Raw -997496.087079 + Penalty 2937.892967 = -994558.194112 nChanged 1 SP:Iteration 52Q (6200.229989 sec): 3 clusters Score: Raw -997496.214265 + Penalty 2937.892967 = -994558.321298 nChanged 1 SP:Iteration 53Q (6200.285119 sec): 3 clusters Score: Raw -997496.353293 + Penalty 2937.892967 = -994558.460326 nChanged 0 SP:Iteration 54F (6200.356677 sec): 3 clusters Score: Raw -997496.353293 + Penalty 2937.892967 = -994558.460326 nChanged 0 Score: Raw -129373956.344376 + Penalty 58616.100392 = -129315340.243983 Splitting cluster 9 changes total score from -129285113.964022 to -129315340.243983 So it's getting split into cluster 26. Trying to split cluster 10 (20395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6216.996582 sec): 2 clusters Score: Raw -2467688.858363 + Penalty 1612.494821 = -2466076.363542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6217.068212 sec): 3 clusters Score: Raw -2455454.037577 + Penalty 3224.989642 = -2452229.047935 nChanged 9218 SP:Iteration 1F (6217.133348 sec): 3 clusters Score: Raw -2461132.648954 + Penalty 3224.989642 = -2457907.659312 nChanged 1447 SP:Iteration 2F (6217.213829 sec): 3 clusters Score: Raw -2462228.624452 + Penalty 3224.989642 = -2459003.634810 nChanged 1489 SP:Iteration 3F (6217.291654 sec): 3 clusters Score: Raw -2463512.365261 + Penalty 3224.989642 = -2460287.375619 nChanged 1458 SP:Iteration 4F (6217.361512 sec): 3 clusters Score: Raw -2464832.575626 + Penalty 3224.989642 = -2461607.585984 nChanged 1490 SP:Iteration 5F (6217.430136 sec): 3 clusters Score: Raw -2466222.723013 + Penalty 3224.989642 = -2462997.733372 nChanged 1489 SP:Iteration 6F (6217.516980 sec): 3 clusters Score: Raw -2467706.621105 + Penalty 3224.989642 = -2464481.631463 nChanged 1457 SP:Iteration 7F (6217.583274 sec): 3 clusters Score: Raw -2469256.769738 + Penalty 3224.989642 = -2466031.780096 nChanged 1293 SP:Iteration 8F (6217.654048 sec): 3 clusters Score: Raw -2470681.376333 + Penalty 3224.989642 = -2467456.386692 nChanged 1057 SP:Iteration 9F (6217.729525 sec): 3 clusters Score: Raw -2471714.367297 + Penalty 3224.989642 = -2468489.377655 nChanged 800 SP:Iteration 10Q (6217.800465 sec): 3 clusters Score: Raw -2472331.969694 + Penalty 3224.989642 = -2469106.980052 nChanged 499 SP:Iteration 11Q (6217.877084 sec): 3 clusters Score: Raw -2472569.660576 + Penalty 3224.989642 = -2469344.670934 nChanged 299 SP:Iteration 12Q (6217.957652 sec): 3 clusters Score: Raw -2472659.754191 + Penalty 3224.989642 = -2469434.764549 nChanged 173 SP:Iteration 13Q (6218.023163 sec): 3 clusters Score: Raw -2472697.307573 + Penalty 3224.989642 = -2469472.317932 nChanged 110 SP:Iteration 14Q (6218.094590 sec): 3 clusters Score: Raw -2472716.879433 + Penalty 3224.989642 = -2469491.889791 nChanged 80 SP:Iteration 15Q (6218.165030 sec): 3 clusters Score: Raw -2472728.181885 + Penalty 3224.989642 = -2469503.192244 nChanged 57 SP:Iteration 16Q (6218.241999 sec): 3 clusters Score: Raw -2472735.050398 + Penalty 3224.989642 = -2469510.060757 nChanged 42 SP:Iteration 17Q (6218.318360 sec): 3 clusters Score: Raw -2472740.463614 + Penalty 3224.989642 = -2469515.473973 nChanged 37 SP:Iteration 18Q (6218.384431 sec): 3 clusters Score: Raw -2472744.639323 + Penalty 3224.989642 = -2469519.649682 nChanged 36 SP:Iteration 19Q (6218.470244 sec): 3 clusters Score: Raw -2472748.629968 + Penalty 3224.989642 = -2469523.640326 nChanged 24 SP:Iteration 20F (6218.548209 sec): 3 clusters Score: Raw -2472751.603928 + Penalty 3224.989642 = -2469526.614286 nChanged 18 SP:Iteration 21Q (6218.625154 sec): 3 clusters Score: Raw -2472753.470774 + Penalty 3224.989642 = -2469528.481132 nChanged 14 SP:Iteration 22Q (6218.708654 sec): 3 clusters Score: Raw -2472754.380759 + Penalty 3224.989642 = -2469529.391117 nChanged 10 SP:Iteration 23Q (6218.775424 sec): 3 clusters Score: Raw -2472755.053823 + Penalty 3224.989642 = -2469530.064181 nChanged 6 SP:Iteration 24Q (6218.846950 sec): 3 clusters Score: Raw -2472755.415834 + Penalty 3224.989642 = -2469530.426192 nChanged 8 SP:Iteration 25Q (6218.916223 sec): 3 clusters Score: Raw -2472755.952132 + Penalty 3224.989642 = -2469530.962490 nChanged 5 SP:Iteration 26Q (6218.994608 sec): 3 clusters Score: Raw -2472756.260022 + Penalty 3224.989642 = -2469531.270380 nChanged 6 SP:Iteration 27Q (6219.066211 sec): 3 clusters Score: Raw -2472756.636834 + Penalty 3224.989642 = -2469531.647192 nChanged 6 SP:Iteration 28Q (6219.134785 sec): 3 clusters Score: Raw -2472756.855183 + Penalty 3224.989642 = -2469531.865542 nChanged 2 SP:Iteration 29Q (6219.210205 sec): 3 clusters Score: Raw -2472756.929301 + Penalty 3224.989642 = -2469531.939659 nChanged 1 SP:Iteration 30Q (6219.286269 sec): 3 clusters Score: Raw -2472756.992112 + Penalty 3224.989642 = -2469532.002470 nChanged 1 SP:Iteration 31Q (6219.347866 sec): 3 clusters Score: Raw -2472757.006550 + Penalty 3224.989642 = -2469532.016908 nChanged 1 SP:Iteration 32Q (6219.419485 sec): 3 clusters Score: Raw -2472757.031222 + Penalty 3224.989642 = -2469532.041580 nChanged 1 SP:Iteration 33Q (6219.494721 sec): 3 clusters Score: Raw -2472757.064490 + Penalty 3224.989642 = -2469532.074848 nChanged 0 SP:Iteration 34F (6219.570988 sec): 3 clusters Score: Raw -2472757.064490 + Penalty 3224.989642 = -2469532.074848 nChanged 0 Score: Raw -129379024.550504 + Penalty 60870.565792 = -129318153.984711 Splitting cluster 10 changes total score from -129285113.964022 to -129318153.984711 So it's getting split into cluster 27. Trying to split cluster 11 (33185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6236.909650 sec): 2 clusters Score: Raw -4122347.747682 + Penalty 1691.601152 = -4120656.146530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6237.001299 sec): 3 clusters Score: Raw -4101721.900939 + Penalty 3383.202305 = -4098338.698634 nChanged 15348 SP:Iteration 1F (6237.097953 sec): 3 clusters Score: Raw -4110477.760944 + Penalty 3383.202305 = -4107094.558640 nChanged 1673 SP:Iteration 2F (6237.189798 sec): 3 clusters Score: Raw -4111224.706780 + Penalty 3383.202305 = -4107841.504475 nChanged 1789 SP:Iteration 3F (6237.287117 sec): 3 clusters Score: Raw -4112201.898250 + Penalty 3383.202305 = -4108818.695945 nChanged 1849 SP:Iteration 4F (6237.390930 sec): 3 clusters Score: Raw -4113431.218014 + Penalty 3383.202305 = -4110048.015709 nChanged 1992 SP:Iteration 5F (6237.485966 sec): 3 clusters Score: Raw -4115061.653658 + Penalty 3383.202305 = -4111678.451354 nChanged 2239 SP:Iteration 6F (6237.591215 sec): 3 clusters Score: Raw -4117245.476858 + Penalty 3383.202305 = -4113862.274553 nChanged 2656 SP:Iteration 7F (6237.686113 sec): 3 clusters Score: Raw -4120593.611171 + Penalty 3383.202305 = -4117210.408866 nChanged 2674 SP:Iteration 8F (6237.763938 sec): 3 clusters Score: Raw -4125527.990879 + Penalty 3383.202305 = -4122144.788574 nChanged 2267 SP:Iteration 9F (6237.873045 sec): 3 clusters Score: Raw -4129097.391610 + Penalty 3383.202305 = -4125714.189305 nChanged 1857 SP:Iteration 10F (6237.969000 sec): 3 clusters Score: Raw -4130847.100902 + Penalty 3383.202305 = -4127463.898597 nChanged 1361 SP:Iteration 11Q (6238.064905 sec): 3 clusters Score: Raw -4132083.597149 + Penalty 3383.202305 = -4128700.394844 nChanged 1132 SP:Iteration 12Q (6238.149631 sec): 3 clusters Score: Raw -4133435.330811 + Penalty 3383.202305 = -4130052.128506 nChanged 1037 SP:Iteration 13Q (6238.244731 sec): 3 clusters Score: Raw -4135310.958819 + Penalty 3383.202305 = -4131927.756514 nChanged 988 SP:Iteration 14Q (6238.332023 sec): 3 clusters Score: Raw -4137584.536070 + Penalty 3383.202305 = -4134201.333765 nChanged 630 SP:Iteration 15Q (6238.415778 sec): 3 clusters Score: Raw -4138984.254884 + Penalty 3383.202305 = -4135601.052579 nChanged 290 SP:Iteration 16Q (6238.501792 sec): 3 clusters Score: Raw -4139338.349920 + Penalty 3383.202305 = -4135955.147615 nChanged 110 SP:Iteration 17Q (6238.580892 sec): 3 clusters Score: Raw -4139387.744354 + Penalty 3383.202305 = -4136004.542049 nChanged 50 SP:Iteration 18Q (6238.669211 sec): 3 clusters Score: Raw -4139397.900132 + Penalty 3383.202305 = -4136014.697827 nChanged 18 SP:Iteration 19Q (6238.756738 sec): 3 clusters Score: Raw -4139399.436413 + Penalty 3383.202305 = -4136016.234108 nChanged 6 SP:Iteration 20F (6238.859123 sec): 3 clusters Score: Raw -4139402.855771 + Penalty 3383.202305 = -4136019.653466 nChanged 6 SP:Iteration 21Q (6238.955146 sec): 3 clusters Score: Raw -4139403.287952 + Penalty 3383.202305 = -4136020.085647 nChanged 1 SP:Iteration 22Q (6239.035010 sec): 3 clusters Score: Raw -4139403.331147 + Penalty 3383.202305 = -4136020.128842 nChanged 2 SP:Iteration 23Q (6239.090760 sec): 3 clusters Score: Raw -4139403.391483 + Penalty 3383.202305 = -4136020.189178 nChanged 1 SP:Iteration 24Q (6239.181978 sec): 3 clusters Score: Raw -4139403.397350 + Penalty 3383.202305 = -4136020.195045 nChanged 0 SP:Iteration 25F (6239.282789 sec): 3 clusters Score: Raw -4139403.397350 + Penalty 3383.202305 = -4136020.195045 nChanged 0 Score: Raw -129396080.200172 + Penalty 63125.031192 = -129332955.168980 Splitting cluster 11 changes total score from -129285113.964022 to -129332955.168980 So it's getting split into cluster 28. Trying to split cluster 12 (406321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6258.656980 sec): 2 clusters Score: Raw -51760977.296707 + Penalty 2098.671050 = -51758878.625658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6259.373525 sec): 3 clusters Score: Raw -51487749.826167 + Penalty 4197.342099 = -51483552.484068 nChanged 198954 SP:Iteration 1F (6260.059716 sec): 3 clusters Score: Raw -51610339.870692 + Penalty 4197.342099 = -51606142.528593 nChanged 14291 SP:Iteration 2Q (6260.829413 sec): 3 clusters Score: Raw -51614688.823274 + Penalty 4197.342099 = -51610491.481175 nChanged 16875 SP:Iteration 3Q (6261.582551 sec): 3 clusters Score: Raw -51621154.241340 + Penalty 4197.342099 = -51616956.899241 nChanged 20752 SP:Iteration 4F (6262.250265 sec): 3 clusters Score: Raw -51630515.916065 + Penalty 4197.342099 = -51626318.573965 nChanged 23817 SP:Iteration 5F (6263.004723 sec): 3 clusters Score: Raw -51642631.971681 + Penalty 4197.342099 = -51638434.629582 nChanged 25542 SP:Iteration 6F (6263.771617 sec): 3 clusters Score: Raw -51656308.360579 + Penalty 4197.342099 = -51652111.018479 nChanged 24986 SP:Iteration 7F (6264.517092 sec): 3 clusters Score: Raw -51669137.426763 + Penalty 4197.342099 = -51664940.084664 nChanged 22351 SP:Iteration 8F (6265.282404 sec): 3 clusters Score: Raw -51679682.998374 + Penalty 4197.342099 = -51675485.656274 nChanged 19116 SP:Iteration 9Q (6266.065141 sec): 3 clusters Score: Raw -51687966.214488 + Penalty 4197.342099 = -51683768.872389 nChanged 16080 SP:Iteration 10Q (6266.836032 sec): 3 clusters Score: Raw -51694428.748177 + Penalty 4197.342099 = -51690231.406078 nChanged 13882 SP:Iteration 11Q (6267.580246 sec): 3 clusters Score: Raw -51699634.981914 + Penalty 4197.342099 = -51695437.639815 nChanged 12384 SP:Iteration 12Q (6268.333332 sec): 3 clusters Score: Raw -51704162.474900 + Penalty 4197.342099 = -51699965.132801 nChanged 11180 SP:Iteration 13Q (6269.120309 sec): 3 clusters Score: Raw -51708509.955559 + Penalty 4197.342099 = -51704312.613460 nChanged 10595 SP:Iteration 14Q (6269.915133 sec): 3 clusters Score: Raw -51713260.911293 + Penalty 4197.342099 = -51709063.569194 nChanged 9964 SP:Iteration 15Q (6270.690834 sec): 3 clusters Score: Raw -51718891.176067 + Penalty 4197.342099 = -51714693.833968 nChanged 10032 SP:Iteration 16Q (6271.450717 sec): 3 clusters Score: Raw -51725753.131742 + Penalty 4197.342099 = -51721555.789643 nChanged 10006 SP:Iteration 17Q (6272.194124 sec): 3 clusters Score: Raw -51732760.808376 + Penalty 4197.342099 = -51728563.466277 nChanged 9066 SP:Iteration 18Q (6272.927725 sec): 3 clusters Score: Raw -51738334.171474 + Penalty 4197.342099 = -51734136.829374 nChanged 7116 SP:Iteration 19Q (6273.638168 sec): 3 clusters Score: Raw -51742000.028779 + Penalty 4197.342099 = -51737802.686680 nChanged 5505 SP:Iteration 20F (6274.369709 sec): 3 clusters Score: Raw -51744523.385819 + Penalty 4197.342099 = -51740326.043720 nChanged 4567 SP:Iteration 21Q (6275.027897 sec): 3 clusters Score: Raw -51746459.862219 + Penalty 4197.342099 = -51742262.520119 nChanged 4330 SP:Iteration 22Q (6275.708068 sec): 3 clusters Score: Raw -51748213.500945 + Penalty 4197.342099 = -51744016.158846 nChanged 4040 SP:Iteration 23Q (6276.378844 sec): 3 clusters Score: Raw -51749822.879800 + Penalty 4197.342099 = -51745625.537700 nChanged 3711 SP:Iteration 24Q (6277.068819 sec): 3 clusters Score: Raw -51751223.246134 + Penalty 4197.342099 = -51747025.904035 nChanged 3381 SP:Iteration 25Q (6277.753162 sec): 3 clusters Score: Raw -51752422.919774 + Penalty 4197.342099 = -51748225.577675 nChanged 3144 SP:Iteration 26Q (6278.448332 sec): 3 clusters Score: Raw -51753507.214290 + Penalty 4197.342099 = -51749309.872191 nChanged 2905 SP:Iteration 27Q (6279.157681 sec): 3 clusters Score: Raw -51754460.844244 + Penalty 4197.342099 = -51750263.502145 nChanged 2680 SP:Iteration 28Q (6279.814307 sec): 3 clusters Score: Raw -51755289.867993 + Penalty 4197.342099 = -51751092.525894 nChanged 2465 SP:Iteration 29Q (6280.503033 sec): 3 clusters Score: Raw -51755984.822597 + Penalty 4197.342099 = -51751787.480497 nChanged 2304 SP:Iteration 30Q (6281.162757 sec): 3 clusters Score: Raw -51756574.757183 + Penalty 4197.342099 = -51752377.415084 nChanged 2062 SP:Iteration 31Q (6281.817997 sec): 3 clusters Score: Raw -51757046.175648 + Penalty 4197.342099 = -51752848.833549 nChanged 1944 SP:Iteration 32Q (6282.507501 sec): 3 clusters Score: Raw -51757468.944203 + Penalty 4197.342099 = -51753271.602104 nChanged 1834 SP:Iteration 33Q (6283.227265 sec): 3 clusters Score: Raw -51757850.114228 + Penalty 4197.342099 = -51753652.772129 nChanged 1737 SP:Iteration 34Q (6283.881878 sec): 3 clusters Score: Raw -51758207.408109 + Penalty 4197.342099 = -51754010.066010 nChanged 1663 SP:Iteration 35Q (6284.534073 sec): 3 clusters Score: Raw -51758541.531142 + Penalty 4197.342099 = -51754344.189043 nChanged 1570 SP:Iteration 36Q (6285.197558 sec): 3 clusters Score: Raw -51758843.092339 + Penalty 4197.342099 = -51754645.750239 nChanged 1436 SP:Iteration 37Q (6285.829902 sec): 3 clusters Score: Raw -51759099.408201 + Penalty 4197.342099 = -51754902.066102 nChanged 1341 SP:Iteration 38Q (6286.488295 sec): 3 clusters Score: Raw -51759328.655810 + Penalty 4197.342099 = -51755131.313711 nChanged 1324 SP:Iteration 39Q (6287.084978 sec): 3 clusters Score: Raw -51759552.155945 + Penalty 4197.342099 = -51755354.813846 nChanged 1261 SP:Iteration 40F (6287.846638 sec): 3 clusters Score: Raw -51759756.009804 + Penalty 4197.342099 = -51755558.667705 nChanged 1193 SP:Iteration 41Q (6288.484311 sec): 3 clusters Score: Raw -51759948.010024 + Penalty 4197.342099 = -51755750.667925 nChanged 1136 SP:Iteration 42Q (6289.130231 sec): 3 clusters Score: Raw -51760127.912239 + Penalty 4197.342099 = -51755930.570139 nChanged 1127 SP:Iteration 43Q (6289.782264 sec): 3 clusters Score: Raw -51760307.774059 + Penalty 4197.342099 = -51756110.431960 nChanged 1114 SP:Iteration 44Q (6290.461013 sec): 3 clusters Score: Raw -51760481.572110 + Penalty 4197.342099 = -51756284.230011 nChanged 1005 SP:Iteration 45Q (6291.073249 sec): 3 clusters Score: Raw -51760638.528515 + Penalty 4197.342099 = -51756441.186416 nChanged 1006 SP:Iteration 46Q (6291.736772 sec): 3 clusters Score: Raw -51760792.578743 + Penalty 4197.342099 = -51756595.236644 nChanged 908 SP:Iteration 47Q (6292.392908 sec): 3 clusters Score: Raw -51760926.295656 + Penalty 4197.342099 = -51756728.953557 nChanged 840 SP:Iteration 48Q (6293.054147 sec): 3 clusters Score: Raw -51761045.625992 + Penalty 4197.342099 = -51756848.283892 nChanged 803 SP:Iteration 49Q (6293.698076 sec): 3 clusters Score: Raw -51761156.601531 + Penalty 4197.342099 = -51756959.259432 nChanged 740 SP:Iteration 50Q (6294.324679 sec): 3 clusters Score: Raw -51761252.780067 + Penalty 4197.342099 = -51757055.437968 nChanged 657 SP:Iteration 51Q (6294.937977 sec): 3 clusters Score: Raw -51761333.507298 + Penalty 4197.342099 = -51757136.165199 nChanged 661 SP:Iteration 52Q (6295.597803 sec): 3 clusters Score: Raw -51761413.888182 + Penalty 4197.342099 = -51757216.546083 nChanged 615 SP:Iteration 53Q (6296.235185 sec): 3 clusters Score: Raw -51761487.635302 + Penalty 4197.342099 = -51757290.293203 nChanged 594 SP:Iteration 54Q (6296.895632 sec): 3 clusters Score: Raw -51761556.380726 + Penalty 4197.342099 = -51757359.038627 nChanged 527 SP:Iteration 55Q (6297.539272 sec): 3 clusters Score: Raw -51761616.612622 + Penalty 4197.342099 = -51757419.270523 nChanged 505 SP:Iteration 56Q (6298.196296 sec): 3 clusters Score: Raw -51761673.670812 + Penalty 4197.342099 = -51757476.328713 nChanged 495 SP:Iteration 57Q (6298.809397 sec): 3 clusters Score: Raw -51761727.203457 + Penalty 4197.342099 = -51757529.861358 nChanged 480 SP:Iteration 58Q (6299.457133 sec): 3 clusters Score: Raw -51761781.300932 + Penalty 4197.342099 = -51757583.958833 nChanged 483 SP:Iteration 59Q (6300.078957 sec): 3 clusters Score: Raw -51761837.228320 + Penalty 4197.342099 = -51757639.886220 nChanged 461 SP:Iteration 60F (6300.824782 sec): 3 clusters Score: Raw -51761887.365634 + Penalty 4197.342099 = -51757690.023534 nChanged 416 SP:Iteration 61Q (6301.475471 sec): 3 clusters Score: Raw -51761928.950871 + Penalty 4197.342099 = -51757731.608772 nChanged 396 SP:Iteration 62Q (6302.071971 sec): 3 clusters Score: Raw -51761969.181610 + Penalty 4197.342099 = -51757771.839511 nChanged 378 SP:Iteration 63Q (6302.718313 sec): 3 clusters Score: Raw -51762008.641458 + Penalty 4197.342099 = -51757811.299359 nChanged 411 SP:Iteration 64Q (6303.285112 sec): 3 clusters Score: Raw -51762054.121559 + Penalty 4197.342099 = -51757856.779460 nChanged 383 SP:Iteration 65Q (6303.916432 sec): 3 clusters Score: Raw -51762093.328160 + Penalty 4197.342099 = -51757895.986061 nChanged 357 SP:Iteration 66Q (6304.557003 sec): 3 clusters Score: Raw -51762129.338808 + Penalty 4197.342099 = -51757931.996709 nChanged 329 SP:Iteration 67Q (6305.142077 sec): 3 clusters Score: Raw -51762160.784963 + Penalty 4197.342099 = -51757963.442863 nChanged 333 SP:Iteration 68Q (6305.786731 sec): 3 clusters Score: Raw -51762194.387836 + Penalty 4197.342099 = -51757997.045737 nChanged 334 SP:Iteration 69Q (6306.362842 sec): 3 clusters Score: Raw -51762228.557458 + Penalty 4197.342099 = -51758031.215359 nChanged 342 SP:Iteration 70Q (6306.999763 sec): 3 clusters Score: Raw -51762265.970576 + Penalty 4197.342099 = -51758068.628477 nChanged 339 SP:Iteration 71Q (6307.644217 sec): 3 clusters Score: Raw -51762304.006849 + Penalty 4197.342099 = -51758106.664749 nChanged 308 SP:Iteration 72Q (6308.267802 sec): 3 clusters Score: Raw -51762337.611949 + Penalty 4197.342099 = -51758140.269850 nChanged 297 SP:Iteration 73Q (6308.868349 sec): 3 clusters Score: Raw -51762369.162479 + Penalty 4197.342099 = -51758171.820380 nChanged 282 SP:Iteration 74Q (6309.505072 sec): 3 clusters Score: Raw -51762397.466436 + Penalty 4197.342099 = -51758200.124337 nChanged 251 SP:Iteration 75Q (6310.110596 sec): 3 clusters Score: Raw -51762422.007450 + Penalty 4197.342099 = -51758224.665350 nChanged 219 SP:Iteration 76Q (6310.733303 sec): 3 clusters Score: Raw -51762441.775576 + Penalty 4197.342099 = -51758244.433477 nChanged 210 SP:Iteration 77Q (6311.349024 sec): 3 clusters Score: Raw -51762460.583163 + Penalty 4197.342099 = -51758263.241064 nChanged 207 SP:Iteration 78Q (6311.975854 sec): 3 clusters Score: Raw -51762477.170600 + Penalty 4197.342099 = -51758279.828501 nChanged 174 SP:Iteration 79Q (6312.600263 sec): 3 clusters Score: Raw -51762490.117028 + Penalty 4197.342099 = -51758292.774929 nChanged 164 SP:Iteration 80F (6313.320314 sec): 3 clusters Score: Raw -51762502.041483 + Penalty 4197.342099 = -51758304.699384 nChanged 167 SP:Iteration 81Q (6313.894107 sec): 3 clusters Score: Raw -51762515.067107 + Penalty 4197.342099 = -51758317.725008 nChanged 162 SP:Iteration 82Q (6314.491151 sec): 3 clusters Score: Raw -51762526.354875 + Penalty 4197.342099 = -51758329.012776 nChanged 144 SP:Iteration 83Q (6315.101555 sec): 3 clusters Score: Raw -51762537.426049 + Penalty 4197.342099 = -51758340.083950 nChanged 145 SP:Iteration 84Q (6315.718421 sec): 3 clusters Score: Raw -51762547.718892 + Penalty 4197.342099 = -51758350.376793 nChanged 126 SP:Iteration 85Q (6316.262731 sec): 3 clusters Score: Raw -51762555.518470 + Penalty 4197.342099 = -51758358.176371 nChanged 100 SP:Iteration 86Q (6316.871446 sec): 3 clusters Score: Raw -51762561.510271 + Penalty 4197.342099 = -51758364.168172 nChanged 92 SP:Iteration 87Q (6317.427575 sec): 3 clusters Score: Raw -51762566.445805 + Penalty 4197.342099 = -51758369.103706 nChanged 81 SP:Iteration 88Q (6318.065580 sec): 3 clusters Score: Raw -51762570.746625 + Penalty 4197.342099 = -51758373.404526 nChanged 95 SP:Iteration 89Q (6318.624885 sec): 3 clusters Score: Raw -51762576.235502 + Penalty 4197.342099 = -51758378.893402 nChanged 96 SP:Iteration 90Q (6319.260526 sec): 3 clusters Score: Raw -51762581.512585 + Penalty 4197.342099 = -51758384.170486 nChanged 77 SP:Iteration 91Q (6319.846693 sec): 3 clusters Score: Raw -51762585.907950 + Penalty 4197.342099 = -51758388.565851 nChanged 89 SP:Iteration 92Q (6320.494814 sec): 3 clusters Score: Raw -51762591.252786 + Penalty 4197.342099 = -51758393.910686 nChanged 92 SP:Iteration 93Q (6321.070583 sec): 3 clusters Score: Raw -51762596.561587 + Penalty 4197.342099 = -51758399.219488 nChanged 80 SP:Iteration 94Q (6321.723251 sec): 3 clusters Score: Raw -51762601.197693 + Penalty 4197.342099 = -51758403.855594 nChanged 63 SP:Iteration 95Q (6322.310608 sec): 3 clusters Score: Raw -51762604.689025 + Penalty 4197.342099 = -51758407.346926 nChanged 58 SP:Iteration 96Q (6322.958531 sec): 3 clusters Score: Raw -51762607.416273 + Penalty 4197.342099 = -51758410.074174 nChanged 44 SP:Iteration 97Q (6323.558948 sec): 3 clusters Score: Raw -51762609.642671 + Penalty 4197.342099 = -51758412.300572 nChanged 53 SP:Iteration 98Q (6324.184712 sec): 3 clusters Score: Raw -51762612.241753 + Penalty 4197.342099 = -51758414.899654 nChanged 48 SP:Iteration 99Q (6324.784705 sec): 3 clusters Score: Raw -51762614.552609 + Penalty 4197.342099 = -51758417.210510 nChanged 50 SP:Iteration 100F (6325.508517 sec): 3 clusters Score: Raw -51762616.448079 + Penalty 4197.342099 = -51758419.105980 nChanged 49 SP:Iteration 101Q (6326.115556 sec): 3 clusters Score: Raw -51762618.976680 + Penalty 4197.342099 = -51758421.634581 nChanged 49 SP:Iteration 102Q (6326.747824 sec): 3 clusters Score: Raw -51762621.477841 + Penalty 4197.342099 = -51758424.135742 nChanged 43 SP:Iteration 103Q (6327.352431 sec): 3 clusters Score: Raw -51762624.044799 + Penalty 4197.342099 = -51758426.702700 nChanged 45 SP:Iteration 104Q (6327.921356 sec): 3 clusters Score: Raw -51762626.625598 + Penalty 4197.342099 = -51758429.283499 nChanged 44 SP:Iteration 105Q (6328.496109 sec): 3 clusters Score: Raw -51762628.876362 + Penalty 4197.342099 = -51758431.534263 nChanged 48 SP:Iteration 106Q (6329.090124 sec): 3 clusters Score: Raw -51762631.154134 + Penalty 4197.342099 = -51758433.812035 nChanged 45 SP:Iteration 107Q (6329.683913 sec): 3 clusters Score: Raw -51762633.322780 + Penalty 4197.342099 = -51758435.980680 nChanged 41 SP:Iteration 108Q (6330.244342 sec): 3 clusters Score: Raw -51762634.977619 + Penalty 4197.342099 = -51758437.635520 nChanged 41 SP:Iteration 109Q (6330.838589 sec): 3 clusters Score: Raw -51762636.780813 + Penalty 4197.342099 = -51758439.438714 nChanged 42 SP:Iteration 110Q (6331.405782 sec): 3 clusters Score: Raw -51762638.636297 + Penalty 4197.342099 = -51758441.294198 nChanged 30 SP:Iteration 111Q (6331.994578 sec): 3 clusters Score: Raw -51762639.993952 + Penalty 4197.342099 = -51758442.651853 nChanged 30 SP:Iteration 112Q (6332.594023 sec): 3 clusters Score: Raw -51762641.121131 + Penalty 4197.342099 = -51758443.779032 nChanged 31 SP:Iteration 113Q (6333.173327 sec): 3 clusters Score: Raw -51762642.509760 + Penalty 4197.342099 = -51758445.167661 nChanged 37 SP:Iteration 114Q (6333.765903 sec): 3 clusters Score: Raw -51762644.416427 + Penalty 4197.342099 = -51758447.074327 nChanged 32 SP:Iteration 115Q (6334.347210 sec): 3 clusters Score: Raw -51762645.749032 + Penalty 4197.342099 = -51758448.406933 nChanged 37 SP:Iteration 116Q (6334.970067 sec): 3 clusters Score: Raw -51762647.380747 + Penalty 4197.342099 = -51758450.038648 nChanged 40 SP:Iteration 117Q (6335.548449 sec): 3 clusters Score: Raw -51762649.206536 + Penalty 4197.342099 = -51758451.864437 nChanged 33 SP:Iteration 118Q (6336.139114 sec): 3 clusters Score: Raw -51762650.569131 + Penalty 4197.342099 = -51758453.227032 nChanged 36 SP:Iteration 119Q (6336.779435 sec): 3 clusters Score: Raw -51762652.069384 + Penalty 4197.342099 = -51758454.727284 nChanged 32 SP:Iteration 120F (6337.536662 sec): 3 clusters Score: Raw -51762653.536830 + Penalty 4197.342099 = -51758456.194731 nChanged 28 SP:Iteration 121Q (6338.110733 sec): 3 clusters Score: Raw -51762654.730540 + Penalty 4197.342099 = -51758457.388441 nChanged 33 SP:Iteration 122Q (6338.705342 sec): 3 clusters Score: Raw -51762655.852451 + Penalty 4197.342099 = -51758458.510352 nChanged 27 SP:Iteration 123Q (6339.295344 sec): 3 clusters Score: Raw -51762656.821361 + Penalty 4197.342099 = -51758459.479262 nChanged 29 SP:Iteration 124Q (6339.884702 sec): 3 clusters Score: Raw -51762657.999248 + Penalty 4197.342099 = -51758460.657149 nChanged 30 SP:Iteration 125Q (6340.469981 sec): 3 clusters Score: Raw -51762659.141695 + Penalty 4197.342099 = -51758461.799596 nChanged 31 SP:Iteration 126Q (6341.033614 sec): 3 clusters Score: Raw -51762660.537657 + Penalty 4197.342099 = -51758463.195557 nChanged 30 SP:Iteration 127Q (6341.613099 sec): 3 clusters Score: Raw -51762662.063000 + Penalty 4197.342099 = -51758464.720901 nChanged 36 SP:Iteration 128Q (6342.204046 sec): 3 clusters Score: Raw -51762663.921481 + Penalty 4197.342099 = -51758466.579382 nChanged 37 SP:Iteration 129Q (6342.795201 sec): 3 clusters Score: Raw -51762666.157265 + Penalty 4197.342099 = -51758468.815166 nChanged 43 SP:Iteration 130Q (6343.369997 sec): 3 clusters Score: Raw -51762668.143832 + Penalty 4197.342099 = -51758470.801733 nChanged 42 SP:Iteration 131Q (6344.002701 sec): 3 clusters Score: Raw -51762669.857754 + Penalty 4197.342099 = -51758472.515655 nChanged 39 SP:Iteration 132Q (6344.584072 sec): 3 clusters Score: Raw -51762671.546385 + Penalty 4197.342099 = -51758474.204286 nChanged 40 SP:Iteration 133Q (6345.191453 sec): 3 clusters Score: Raw -51762673.301266 + Penalty 4197.342099 = -51758475.959166 nChanged 32 SP:Iteration 134Q (6345.781685 sec): 3 clusters Score: Raw -51762674.524041 + Penalty 4197.342099 = -51758477.181942 nChanged 25 SP:Iteration 135Q (6346.341442 sec): 3 clusters Score: Raw -51762675.500100 + Penalty 4197.342099 = -51758478.158001 nChanged 23 SP:Iteration 136Q (6346.957695 sec): 3 clusters Score: Raw -51762676.386909 + Penalty 4197.342099 = -51758479.044810 nChanged 28 SP:Iteration 137Q (6347.573917 sec): 3 clusters Score: Raw -51762677.448812 + Penalty 4197.342099 = -51758480.106713 nChanged 24 SP:Iteration 138Q (6348.160287 sec): 3 clusters Score: Raw -51762678.169272 + Penalty 4197.342099 = -51758480.827173 nChanged 16 SP:Iteration 139Q (6348.751228 sec): 3 clusters Score: Raw -51762678.734387 + Penalty 4197.342099 = -51758481.392288 nChanged 16 SP:Iteration 140F (6349.477436 sec): 3 clusters Score: Raw -51762679.137348 + Penalty 4197.342099 = -51758481.795249 nChanged 10 SP:Iteration 141Q (6350.069322 sec): 3 clusters Score: Raw -51762679.524965 + Penalty 4197.342099 = -51758482.182866 nChanged 14 SP:Iteration 142Q (6350.649004 sec): 3 clusters Score: Raw -51762679.851533 + Penalty 4197.342099 = -51758482.509434 nChanged 9 SP:Iteration 143Q (6351.250851 sec): 3 clusters Score: Raw -51762680.155262 + Penalty 4197.342099 = -51758482.813162 nChanged 9 SP:Iteration 144Q (6351.818980 sec): 3 clusters Score: Raw -51762680.458283 + Penalty 4197.342099 = -51758483.116183 nChanged 13 SP:Iteration 145Q (6352.393850 sec): 3 clusters Score: Raw -51762680.994317 + Penalty 4197.342099 = -51758483.652217 nChanged 15 SP:Iteration 146Q (6352.978023 sec): 3 clusters Score: Raw -51762681.436025 + Penalty 4197.342099 = -51758484.093926 nChanged 17 SP:Iteration 147Q (6353.589885 sec): 3 clusters Score: Raw -51762682.127739 + Penalty 4197.342099 = -51758484.785640 nChanged 19 SP:Iteration 148Q (6354.191530 sec): 3 clusters Score: Raw -51762682.848433 + Penalty 4197.342099 = -51758485.506334 nChanged 18 SP:Iteration 149Q (6354.772813 sec): 3 clusters Score: Raw -51762683.580383 + Penalty 4197.342099 = -51758486.238284 nChanged 14 SP:Iteration 150Q (6355.374593 sec): 3 clusters Score: Raw -51762684.051705 + Penalty 4197.342099 = -51758486.709606 nChanged 17 SP:Iteration 151Q (6355.963312 sec): 3 clusters Score: Raw -51762684.564389 + Penalty 4197.342099 = -51758487.222289 nChanged 8 SP:Iteration 152Q (6356.539088 sec): 3 clusters Score: Raw -51762684.753059 + Penalty 4197.342099 = -51758487.410960 nChanged 5 SP:Iteration 153Q (6357.151453 sec): 3 clusters Score: Raw -51762684.864034 + Penalty 4197.342099 = -51758487.521935 nChanged 3 SP:Iteration 154Q (6357.753919 sec): 3 clusters Score: Raw -51762684.939442 + Penalty 4197.342099 = -51758487.597343 nChanged 1 SP:Iteration 155Q (6358.345233 sec): 3 clusters Score: Raw -51762684.961311 + Penalty 4197.342099 = -51758487.619212 nChanged 1 SP:Iteration 156Q (6358.945113 sec): 3 clusters Score: Raw -51762684.973536 + Penalty 4197.342099 = -51758487.631437 nChanged 0 SP:Iteration 157F (6359.675049 sec): 3 clusters Score: Raw -51762684.973536 + Penalty 4197.342099 = -51758487.631437 nChanged 0 Trying to split cluster 13 (8260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6359.742791 sec): 2 clusters Score: Raw -975986.306578 + Penalty 1465.616728 = -974520.689849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6359.801105 sec): 3 clusters Score: Raw -971420.772016 + Penalty 2931.233457 = -968489.538559 nChanged 3540 SP:Iteration 1F (6359.856591 sec): 3 clusters Score: Raw -973838.460068 + Penalty 2931.233457 = -970907.226611 nChanged 766 SP:Iteration 2F (6359.908782 sec): 3 clusters Score: Raw -974764.141867 + Penalty 2931.233457 = -971832.908410 nChanged 861 SP:Iteration 3F (6359.963035 sec): 3 clusters Score: Raw -976041.203813 + Penalty 2931.233457 = -973109.970356 nChanged 913 SP:Iteration 4F (6360.012510 sec): 3 clusters Score: Raw -977622.297881 + Penalty 2931.233457 = -974691.064424 nChanged 834 SP:Iteration 5F (6360.080601 sec): 3 clusters Score: Raw -979417.260795 + Penalty 2931.233457 = -976486.027338 nChanged 597 SP:Iteration 6F (6360.123575 sec): 3 clusters Score: Raw -981105.157072 + Penalty 2931.233457 = -978173.923615 nChanged 327 SP:Iteration 7Q (6360.184224 sec): 3 clusters Score: Raw -982076.757886 + Penalty 2931.233457 = -979145.524430 nChanged 151 SP:Iteration 8Q (6360.233882 sec): 3 clusters Score: Raw -982338.911378 + Penalty 2931.233457 = -979407.677922 nChanged 81 SP:Iteration 9Q (6360.288898 sec): 3 clusters Score: Raw -982477.057676 + Penalty 2931.233457 = -979545.824219 nChanged 82 SP:Iteration 10Q (6360.343144 sec): 3 clusters Score: Raw -982637.870274 + Penalty 2931.233457 = -979706.636817 nChanged 117 SP:Iteration 11Q (6360.392810 sec): 3 clusters Score: Raw -982989.310905 + Penalty 2931.233457 = -980058.077448 nChanged 163 SP:Iteration 12Q (6360.446836 sec): 3 clusters Score: Raw -983947.504354 + Penalty 2931.233457 = -981016.270897 nChanged 112 SP:Iteration 13Q (6360.491841 sec): 3 clusters Score: Raw -984526.201031 + Penalty 2931.233457 = -981594.967574 nChanged 1 SP:Iteration 14Q (6360.546449 sec): 3 clusters Score: Raw -984526.495618 + Penalty 2931.233457 = -981595.262161 nChanged 0 SP:Iteration 15F (6360.613811 sec): 3 clusters Score: Raw -984526.495618 + Penalty 2931.233457 = -981595.262161 nChanged 0 Score: Raw -129404620.389212 + Penalty 65379.496592 = -129339240.892621 Splitting cluster 13 changes total score from -129285113.964022 to -129339240.892621 So it's getting split into cluster 29. Trying to split cluster 14 (60667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6379.588217 sec): 2 clusters Score: Raw -7209652.672728 + Penalty 1789.637715 = -7207863.035013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6379.740343 sec): 3 clusters Score: Raw -7170739.967551 + Penalty 3579.275431 = -7167160.692121 nChanged 28681 SP:Iteration 1F (6379.902440 sec): 3 clusters Score: Raw -7188056.671866 + Penalty 3579.275431 = -7184477.396436 nChanged 3072 SP:Iteration 2F (6380.039404 sec): 3 clusters Score: Raw -7189409.378301 + Penalty 3579.275431 = -7185830.102870 nChanged 3383 SP:Iteration 3F (6380.179954 sec): 3 clusters Score: Raw -7191183.297129 + Penalty 3579.275431 = -7187604.021698 nChanged 3815 SP:Iteration 4F (6380.340535 sec): 3 clusters Score: Raw -7193587.168668 + Penalty 3579.275431 = -7190007.893237 nChanged 4127 SP:Iteration 5F (6380.478753 sec): 3 clusters Score: Raw -7196565.321259 + Penalty 3579.275431 = -7192986.045828 nChanged 4213 SP:Iteration 6F (6380.628896 sec): 3 clusters Score: Raw -7199916.225742 + Penalty 3579.275431 = -7196336.950311 nChanged 3729 SP:Iteration 7F (6380.787134 sec): 3 clusters Score: Raw -7202907.895794 + Penalty 3579.275431 = -7199328.620363 nChanged 2824 SP:Iteration 8Q (6380.919208 sec): 3 clusters Score: Raw -7204871.962547 + Penalty 3579.275431 = -7201292.687116 nChanged 2008 SP:Iteration 9Q (6381.062973 sec): 3 clusters Score: Raw -7206111.206730 + Penalty 3579.275431 = -7202531.931299 nChanged 1427 SP:Iteration 10Q (6381.199053 sec): 3 clusters Score: Raw -7206839.415397 + Penalty 3579.275431 = -7203260.139966 nChanged 1069 SP:Iteration 11Q (6381.344109 sec): 3 clusters Score: Raw -7207281.270887 + Penalty 3579.275431 = -7203701.995456 nChanged 841 SP:Iteration 12Q (6381.482097 sec): 3 clusters Score: Raw -7207591.735675 + Penalty 3579.275431 = -7204012.460245 nChanged 654 SP:Iteration 13Q (6381.619548 sec): 3 clusters Score: Raw -7207813.293617 + Penalty 3579.275431 = -7204234.018186 nChanged 580 SP:Iteration 14Q (6381.739081 sec): 3 clusters Score: Raw -7208002.319355 + Penalty 3579.275431 = -7204423.043925 nChanged 535 SP:Iteration 15Q (6381.867547 sec): 3 clusters Score: Raw -7208151.397662 + Penalty 3579.275431 = -7204572.122231 nChanged 479 SP:Iteration 16Q (6381.975000 sec): 3 clusters Score: Raw -7208272.149792 + Penalty 3579.275431 = -7204692.874361 nChanged 412 SP:Iteration 17Q (6382.102300 sec): 3 clusters Score: Raw -7208368.554892 + Penalty 3579.275431 = -7204789.279461 nChanged 386 SP:Iteration 18Q (6382.224973 sec): 3 clusters Score: Raw -7208454.319549 + Penalty 3579.275431 = -7204875.044118 nChanged 345 SP:Iteration 19Q (6382.357696 sec): 3 clusters Score: Raw -7208530.504484 + Penalty 3579.275431 = -7204951.229053 nChanged 337 SP:Iteration 20F (6382.502294 sec): 3 clusters Score: Raw -7208604.151918 + Penalty 3579.275431 = -7205024.876487 nChanged 316 SP:Iteration 21Q (6382.625734 sec): 3 clusters Score: Raw -7208669.237313 + Penalty 3579.275431 = -7205089.961882 nChanged 294 SP:Iteration 22Q (6382.756057 sec): 3 clusters Score: Raw -7208731.558156 + Penalty 3579.275431 = -7205152.282725 nChanged 304 SP:Iteration 23Q (6382.885809 sec): 3 clusters Score: Raw -7208800.227162 + Penalty 3579.275431 = -7205220.951732 nChanged 286 SP:Iteration 24Q (6383.001300 sec): 3 clusters Score: Raw -7208869.443284 + Penalty 3579.275431 = -7205290.167853 nChanged 272 SP:Iteration 25Q (6383.131360 sec): 3 clusters Score: Raw -7208933.289655 + Penalty 3579.275431 = -7205354.014224 nChanged 251 SP:Iteration 26Q (6383.265546 sec): 3 clusters Score: Raw -7209003.460832 + Penalty 3579.275431 = -7205424.185401 nChanged 264 SP:Iteration 27Q (6383.387724 sec): 3 clusters Score: Raw -7209086.196299 + Penalty 3579.275431 = -7205506.920868 nChanged 266 SP:Iteration 28Q (6383.513214 sec): 3 clusters Score: Raw -7209165.945627 + Penalty 3579.275431 = -7205586.670196 nChanged 268 SP:Iteration 29Q (6383.639932 sec): 3 clusters Score: Raw -7209240.241417 + Penalty 3579.275431 = -7205660.965986 nChanged 271 SP:Iteration 30Q (6383.769389 sec): 3 clusters Score: Raw -7209315.340947 + Penalty 3579.275431 = -7205736.065516 nChanged 243 SP:Iteration 31Q (6383.893830 sec): 3 clusters Score: Raw -7209377.771030 + Penalty 3579.275431 = -7205798.495599 nChanged 229 SP:Iteration 32Q (6384.016700 sec): 3 clusters Score: Raw -7209447.068181 + Penalty 3579.275431 = -7205867.792750 nChanged 227 SP:Iteration 33Q (6384.145917 sec): 3 clusters Score: Raw -7209519.488109 + Penalty 3579.275431 = -7205940.212678 nChanged 227 SP:Iteration 34Q (6384.264571 sec): 3 clusters Score: Raw -7209582.019149 + Penalty 3579.275431 = -7206002.743718 nChanged 214 SP:Iteration 35Q (6384.392955 sec): 3 clusters Score: Raw -7209645.857698 + Penalty 3579.275431 = -7206066.582267 nChanged 211 SP:Iteration 36Q (6384.516440 sec): 3 clusters Score: Raw -7209709.742784 + Penalty 3579.275431 = -7206130.467354 nChanged 222 SP:Iteration 37Q (6384.645533 sec): 3 clusters Score: Raw -7209770.795229 + Penalty 3579.275431 = -7206191.519798 nChanged 193 SP:Iteration 38Q (6384.767224 sec): 3 clusters Score: Raw -7209827.182905 + Penalty 3579.275431 = -7206247.907474 nChanged 166 SP:Iteration 39Q (6384.894110 sec): 3 clusters Score: Raw -7209879.730454 + Penalty 3579.275431 = -7206300.455023 nChanged 167 SP:Iteration 40F (6385.018190 sec): 3 clusters Score: Raw -7209921.183952 + Penalty 3579.275431 = -7206341.908521 nChanged 147 SP:Iteration 41Q (6385.135763 sec): 3 clusters Score: Raw -7209953.891691 + Penalty 3579.275431 = -7206374.616260 nChanged 146 SP:Iteration 42Q (6385.252494 sec): 3 clusters Score: Raw -7209989.214766 + Penalty 3579.275431 = -7206409.939335 nChanged 122 SP:Iteration 43Q (6385.369961 sec): 3 clusters Score: Raw -7210014.886840 + Penalty 3579.275431 = -7206435.611409 nChanged 114 SP:Iteration 44Q (6385.496525 sec): 3 clusters Score: Raw -7210039.617591 + Penalty 3579.275431 = -7206460.342160 nChanged 122 SP:Iteration 45Q (6385.616482 sec): 3 clusters Score: Raw -7210064.889114 + Penalty 3579.275431 = -7206485.613683 nChanged 114 SP:Iteration 46Q (6385.739739 sec): 3 clusters Score: Raw -7210091.297742 + Penalty 3579.275431 = -7206512.022311 nChanged 113 SP:Iteration 47Q (6385.866197 sec): 3 clusters Score: Raw -7210114.356702 + Penalty 3579.275431 = -7206535.081271 nChanged 98 SP:Iteration 48Q (6385.993049 sec): 3 clusters Score: Raw -7210131.524185 + Penalty 3579.275431 = -7206552.248754 nChanged 96 SP:Iteration 49Q (6386.115458 sec): 3 clusters Score: Raw -7210149.075970 + Penalty 3579.275431 = -7206569.800539 nChanged 76 SP:Iteration 50Q (6386.233296 sec): 3 clusters Score: Raw -7210161.695736 + Penalty 3579.275431 = -7206582.420305 nChanged 68 SP:Iteration 51Q (6386.342298 sec): 3 clusters Score: Raw -7210170.913599 + Penalty 3579.275431 = -7206591.638169 nChanged 50 SP:Iteration 52Q (6386.455066 sec): 3 clusters Score: Raw -7210176.867111 + Penalty 3579.275431 = -7206597.591680 nChanged 42 SP:Iteration 53Q (6386.563152 sec): 3 clusters Score: Raw -7210181.776830 + Penalty 3579.275431 = -7206602.501399 nChanged 42 SP:Iteration 54Q (6386.663974 sec): 3 clusters Score: Raw -7210186.941970 + Penalty 3579.275431 = -7206607.666540 nChanged 47 SP:Iteration 55Q (6386.789631 sec): 3 clusters Score: Raw -7210192.686881 + Penalty 3579.275431 = -7206613.411450 nChanged 49 SP:Iteration 56Q (6386.911721 sec): 3 clusters Score: Raw -7210201.477179 + Penalty 3579.275431 = -7206622.201748 nChanged 53 SP:Iteration 57Q (6387.041657 sec): 3 clusters Score: Raw -7210212.471083 + Penalty 3579.275431 = -7206633.195652 nChanged 51 SP:Iteration 58Q (6387.157827 sec): 3 clusters Score: Raw -7210221.112084 + Penalty 3579.275431 = -7206641.836653 nChanged 52 SP:Iteration 59Q (6387.284406 sec): 3 clusters Score: Raw -7210231.282861 + Penalty 3579.275431 = -7206652.007430 nChanged 58 SP:Iteration 60F (6387.427201 sec): 3 clusters Score: Raw -7210239.463035 + Penalty 3579.275431 = -7206660.187604 nChanged 43 SP:Iteration 61Q (6387.548457 sec): 3 clusters Score: Raw -7210244.742739 + Penalty 3579.275431 = -7206665.467309 nChanged 34 SP:Iteration 62Q (6387.669730 sec): 3 clusters Score: Raw -7210249.141092 + Penalty 3579.275431 = -7206669.865661 nChanged 40 SP:Iteration 63Q (6387.793208 sec): 3 clusters Score: Raw -7210255.082008 + Penalty 3579.275431 = -7206675.806577 nChanged 34 SP:Iteration 64Q (6387.911773 sec): 3 clusters Score: Raw -7210260.981511 + Penalty 3579.275431 = -7206681.706080 nChanged 40 SP:Iteration 65Q (6388.039249 sec): 3 clusters Score: Raw -7210267.912865 + Penalty 3579.275431 = -7206688.637434 nChanged 40 SP:Iteration 66Q (6388.166359 sec): 3 clusters Score: Raw -7210274.634119 + Penalty 3579.275431 = -7206695.358688 nChanged 53 SP:Iteration 67Q (6388.287854 sec): 3 clusters Score: Raw -7210281.149059 + Penalty 3579.275431 = -7206701.873629 nChanged 35 SP:Iteration 68Q (6388.413402 sec): 3 clusters Score: Raw -7210286.141003 + Penalty 3579.275431 = -7206706.865572 nChanged 25 SP:Iteration 69Q (6388.543645 sec): 3 clusters Score: Raw -7210289.446314 + Penalty 3579.275431 = -7206710.170883 nChanged 18 SP:Iteration 70Q (6388.662659 sec): 3 clusters Score: Raw -7210291.383385 + Penalty 3579.275431 = -7206712.107954 nChanged 15 SP:Iteration 71Q (6388.797137 sec): 3 clusters Score: Raw -7210293.199687 + Penalty 3579.275431 = -7206713.924256 nChanged 15 SP:Iteration 72Q (6388.927396 sec): 3 clusters Score: Raw -7210295.247130 + Penalty 3579.275431 = -7206715.971699 nChanged 15 SP:Iteration 73Q (6389.059943 sec): 3 clusters Score: Raw -7210297.608972 + Penalty 3579.275431 = -7206718.333541 nChanged 24 SP:Iteration 74Q (6389.189183 sec): 3 clusters Score: Raw -7210301.104482 + Penalty 3579.275431 = -7206721.829051 nChanged 35 SP:Iteration 75Q (6389.313148 sec): 3 clusters Score: Raw -7210305.855187 + Penalty 3579.275431 = -7206726.579757 nChanged 35 SP:Iteration 76Q (6389.459161 sec): 3 clusters Score: Raw -7210311.111508 + Penalty 3579.275431 = -7206731.836078 nChanged 33 SP:Iteration 77Q (6389.579196 sec): 3 clusters Score: Raw -7210315.394775 + Penalty 3579.275431 = -7206736.119344 nChanged 27 SP:Iteration 78Q (6389.695228 sec): 3 clusters Score: Raw -7210319.599441 + Penalty 3579.275431 = -7206740.324010 nChanged 31 SP:Iteration 79Q (6389.813178 sec): 3 clusters Score: Raw -7210324.451841 + Penalty 3579.275431 = -7206745.176410 nChanged 30 SP:Iteration 80F (6389.951002 sec): 3 clusters Score: Raw -7210328.966584 + Penalty 3579.275431 = -7206749.691153 nChanged 27 SP:Iteration 81Q (6390.078126 sec): 3 clusters Score: Raw -7210332.688386 + Penalty 3579.275431 = -7206753.412955 nChanged 24 SP:Iteration 82Q (6390.199835 sec): 3 clusters Score: Raw -7210335.513949 + Penalty 3579.275431 = -7206756.238518 nChanged 26 SP:Iteration 83Q (6390.330856 sec): 3 clusters Score: Raw -7210338.716264 + Penalty 3579.275431 = -7206759.440833 nChanged 18 SP:Iteration 84Q (6390.451396 sec): 3 clusters Score: Raw -7210340.855147 + Penalty 3579.275431 = -7206761.579716 nChanged 14 SP:Iteration 85Q (6390.570621 sec): 3 clusters Score: Raw -7210343.176031 + Penalty 3579.275431 = -7206763.900601 nChanged 14 SP:Iteration 86Q (6390.695019 sec): 3 clusters Score: Raw -7210344.828856 + Penalty 3579.275431 = -7206765.553425 nChanged 12 SP:Iteration 87Q (6390.825349 sec): 3 clusters Score: Raw -7210346.239941 + Penalty 3579.275431 = -7206766.964510 nChanged 9 SP:Iteration 88Q (6390.943788 sec): 3 clusters Score: Raw -7210347.431730 + Penalty 3579.275431 = -7206768.156299 nChanged 12 SP:Iteration 89Q (6391.052907 sec): 3 clusters Score: Raw -7210349.076427 + Penalty 3579.275431 = -7206769.800996 nChanged 13 SP:Iteration 90Q (6391.151493 sec): 3 clusters Score: Raw -7210350.801150 + Penalty 3579.275431 = -7206771.525719 nChanged 14 SP:Iteration 91Q (6391.277024 sec): 3 clusters Score: Raw -7210353.821293 + Penalty 3579.275431 = -7206774.545862 nChanged 16 SP:Iteration 92Q (6391.397323 sec): 3 clusters Score: Raw -7210356.208364 + Penalty 3579.275431 = -7206776.932933 nChanged 24 SP:Iteration 93Q (6391.495711 sec): 3 clusters Score: Raw -7210360.102975 + Penalty 3579.275431 = -7206780.827544 nChanged 25 SP:Iteration 94Q (6391.598363 sec): 3 clusters Score: Raw -7210364.326741 + Penalty 3579.275431 = -7206785.051310 nChanged 19 SP:Iteration 95Q (6391.694996 sec): 3 clusters Score: Raw -7210366.244603 + Penalty 3579.275431 = -7206786.969172 nChanged 15 SP:Iteration 96Q (6391.789532 sec): 3 clusters Score: Raw -7210368.324963 + Penalty 3579.275431 = -7206789.049532 nChanged 28 SP:Iteration 97Q (6391.908042 sec): 3 clusters Score: Raw -7210371.820712 + Penalty 3579.275431 = -7206792.545281 nChanged 23 SP:Iteration 98Q (6392.035975 sec): 3 clusters Score: Raw -7210374.393955 + Penalty 3579.275431 = -7206795.118524 nChanged 12 SP:Iteration 99Q (6392.152934 sec): 3 clusters Score: Raw -7210375.940654 + Penalty 3579.275431 = -7206796.665223 nChanged 14 SP:Iteration 100F (6392.292858 sec): 3 clusters Score: Raw -7210378.126112 + Penalty 3579.275431 = -7206798.850682 nChanged 16 SP:Iteration 101Q (6392.418941 sec): 3 clusters Score: Raw -7210380.168775 + Penalty 3579.275431 = -7206800.893344 nChanged 12 SP:Iteration 102Q (6392.544050 sec): 3 clusters Score: Raw -7210382.569628 + Penalty 3579.275431 = -7206803.294197 nChanged 16 SP:Iteration 103Q (6392.665879 sec): 3 clusters Score: Raw -7210386.682392 + Penalty 3579.275431 = -7206807.406962 nChanged 21 SP:Iteration 104Q (6392.776468 sec): 3 clusters Score: Raw -7210390.851418 + Penalty 3579.275431 = -7206811.575987 nChanged 22 SP:Iteration 105Q (6392.899004 sec): 3 clusters Score: Raw -7210393.686747 + Penalty 3579.275431 = -7206814.411316 nChanged 20 SP:Iteration 106Q (6393.024326 sec): 3 clusters Score: Raw -7210396.472713 + Penalty 3579.275431 = -7206817.197283 nChanged 14 SP:Iteration 107Q (6393.143212 sec): 3 clusters Score: Raw -7210398.806913 + Penalty 3579.275431 = -7206819.531482 nChanged 17 SP:Iteration 108Q (6393.263362 sec): 3 clusters Score: Raw -7210401.161543 + Penalty 3579.275431 = -7206821.886112 nChanged 15 SP:Iteration 109Q (6393.391723 sec): 3 clusters Score: Raw -7210403.484981 + Penalty 3579.275431 = -7206824.209550 nChanged 14 SP:Iteration 110Q (6393.516309 sec): 3 clusters Score: Raw -7210405.378176 + Penalty 3579.275431 = -7206826.102745 nChanged 10 SP:Iteration 111Q (6393.630995 sec): 3 clusters Score: Raw -7210406.996032 + Penalty 3579.275431 = -7206827.720601 nChanged 10 SP:Iteration 112Q (6393.741672 sec): 3 clusters Score: Raw -7210408.317928 + Penalty 3579.275431 = -7206829.042497 nChanged 13 SP:Iteration 113Q (6393.870574 sec): 3 clusters Score: Raw -7210409.778210 + Penalty 3579.275431 = -7206830.502779 nChanged 9 SP:Iteration 114Q (6393.995661 sec): 3 clusters Score: Raw -7210411.212694 + Penalty 3579.275431 = -7206831.937263 nChanged 12 SP:Iteration 115Q (6394.086085 sec): 3 clusters Score: Raw -7210413.342309 + Penalty 3579.275431 = -7206834.066879 nChanged 11 SP:Iteration 116Q (6394.183127 sec): 3 clusters Score: Raw -7210414.855320 + Penalty 3579.275431 = -7206835.579889 nChanged 8 SP:Iteration 117Q (6394.297335 sec): 3 clusters Score: Raw -7210415.849650 + Penalty 3579.275431 = -7206836.574220 nChanged 9 SP:Iteration 118Q (6394.422526 sec): 3 clusters Score: Raw -7210416.869926 + Penalty 3579.275431 = -7206837.594495 nChanged 6 SP:Iteration 119Q (6394.557634 sec): 3 clusters Score: Raw -7210417.925836 + Penalty 3579.275431 = -7206838.650405 nChanged 10 SP:Iteration 120F (6394.699307 sec): 3 clusters Score: Raw -7210419.524081 + Penalty 3579.275431 = -7206840.248650 nChanged 7 SP:Iteration 121Q (6394.815437 sec): 3 clusters Score: Raw -7210420.507437 + Penalty 3579.275431 = -7206841.232006 nChanged 7 SP:Iteration 122Q (6394.946466 sec): 3 clusters Score: Raw -7210421.492123 + Penalty 3579.275431 = -7206842.216692 nChanged 5 SP:Iteration 123Q (6395.070999 sec): 3 clusters Score: Raw -7210422.990430 + Penalty 3579.275431 = -7206843.714999 nChanged 4 SP:Iteration 124Q (6395.200466 sec): 3 clusters Score: Raw -7210424.184039 + Penalty 3579.275431 = -7206844.908608 nChanged 9 SP:Iteration 125Q (6395.315929 sec): 3 clusters Score: Raw -7210426.076818 + Penalty 3579.275431 = -7206846.801387 nChanged 12 SP:Iteration 126Q (6395.414472 sec): 3 clusters Score: Raw -7210430.093809 + Penalty 3579.275431 = -7206850.818378 nChanged 24 SP:Iteration 127Q (6395.505611 sec): 3 clusters Score: Raw -7210439.064353 + Penalty 3579.275431 = -7206859.788922 nChanged 25 SP:Iteration 128Q (6395.624362 sec): 3 clusters Score: Raw -7210448.629189 + Penalty 3579.275431 = -7206869.353758 nChanged 25 SP:Iteration 129Q (6395.736343 sec): 3 clusters Score: Raw -7210454.898632 + Penalty 3579.275431 = -7206875.623202 nChanged 25 SP:Iteration 130Q (6395.855390 sec): 3 clusters Score: Raw -7210463.672241 + Penalty 3579.275431 = -7206884.396810 nChanged 28 SP:Iteration 131Q (6395.962718 sec): 3 clusters Score: Raw -7210474.821022 + Penalty 3579.275431 = -7206895.545591 nChanged 40 SP:Iteration 132Q (6396.098091 sec): 3 clusters Score: Raw -7210484.106704 + Penalty 3579.275431 = -7206904.831273 nChanged 30 SP:Iteration 133Q (6396.227732 sec): 3 clusters Score: Raw -7210491.473979 + Penalty 3579.275431 = -7206912.198548 nChanged 23 SP:Iteration 134Q (6396.350523 sec): 3 clusters Score: Raw -7210497.935022 + Penalty 3579.275431 = -7206918.659591 nChanged 25 SP:Iteration 135Q (6396.484061 sec): 3 clusters Score: Raw -7210505.753116 + Penalty 3579.275431 = -7206926.477685 nChanged 21 SP:Iteration 136Q (6396.643690 sec): 3 clusters Score: Raw -7210511.433124 + Penalty 3579.275431 = -7206932.157693 nChanged 22 SP:Iteration 137Q (6396.761947 sec): 3 clusters Score: Raw -7210517.242887 + Penalty 3579.275431 = -7206937.967456 nChanged 24 SP:Iteration 138Q (6396.881331 sec): 3 clusters Score: Raw -7210524.622617 + Penalty 3579.275431 = -7206945.347186 nChanged 25 SP:Iteration 139Q (6396.996089 sec): 3 clusters Score: Raw -7210530.849780 + Penalty 3579.275431 = -7206951.574349 nChanged 21 SP:Iteration 140F (6397.130803 sec): 3 clusters Score: Raw -7210535.106483 + Penalty 3579.275431 = -7206955.831052 nChanged 18 SP:Iteration 141Q (6397.254284 sec): 3 clusters Score: Raw -7210539.488661 + Penalty 3579.275431 = -7206960.213230 nChanged 22 SP:Iteration 142Q (6397.373414 sec): 3 clusters Score: Raw -7210544.473139 + Penalty 3579.275431 = -7206965.197708 nChanged 23 SP:Iteration 143Q (6397.490610 sec): 3 clusters Score: Raw -7210548.186207 + Penalty 3579.275431 = -7206968.910776 nChanged 25 SP:Iteration 144Q (6397.611875 sec): 3 clusters Score: Raw -7210552.498890 + Penalty 3579.275431 = -7206973.223460 nChanged 23 SP:Iteration 145Q (6397.742856 sec): 3 clusters Score: Raw -7210556.939579 + Penalty 3579.275431 = -7206977.664148 nChanged 22 SP:Iteration 146Q (6397.860871 sec): 3 clusters Score: Raw -7210561.555220 + Penalty 3579.275431 = -7206982.279789 nChanged 25 SP:Iteration 147Q (6397.983231 sec): 3 clusters Score: Raw -7210567.873225 + Penalty 3579.275431 = -7206988.597795 nChanged 27 SP:Iteration 148Q (6398.102223 sec): 3 clusters Score: Raw -7210574.063966 + Penalty 3579.275431 = -7206994.788536 nChanged 24 SP:Iteration 149Q (6398.220802 sec): 3 clusters Score: Raw -7210578.778312 + Penalty 3579.275431 = -7206999.502881 nChanged 19 SP:Iteration 150Q (6398.341915 sec): 3 clusters Score: Raw -7210581.644380 + Penalty 3579.275431 = -7207002.368949 nChanged 16 SP:Iteration 151Q (6398.464077 sec): 3 clusters Score: Raw -7210584.500190 + Penalty 3579.275431 = -7207005.224759 nChanged 10 SP:Iteration 152Q (6398.581848 sec): 3 clusters Score: Raw -7210586.194486 + Penalty 3579.275431 = -7207006.919055 nChanged 10 SP:Iteration 153Q (6398.704087 sec): 3 clusters Score: Raw -7210588.334320 + Penalty 3579.275431 = -7207009.058889 nChanged 11 SP:Iteration 154Q (6398.818644 sec): 3 clusters Score: Raw -7210589.899636 + Penalty 3579.275431 = -7207010.624206 nChanged 6 SP:Iteration 155Q (6398.931306 sec): 3 clusters Score: Raw -7210590.852773 + Penalty 3579.275431 = -7207011.577342 nChanged 6 SP:Iteration 156Q (6399.056939 sec): 3 clusters Score: Raw -7210591.366952 + Penalty 3579.275431 = -7207012.091521 nChanged 4 SP:Iteration 157Q (6399.183559 sec): 3 clusters Score: Raw -7210591.775059 + Penalty 3579.275431 = -7207012.499628 nChanged 5 SP:Iteration 158Q (6399.301526 sec): 3 clusters Score: Raw -7210592.729061 + Penalty 3579.275431 = -7207013.453630 nChanged 4 SP:Iteration 159Q (6399.426114 sec): 3 clusters Score: Raw -7210593.555242 + Penalty 3579.275431 = -7207014.279811 nChanged 7 SP:Iteration 160F (6399.563067 sec): 3 clusters Score: Raw -7210594.468617 + Penalty 3579.275431 = -7207015.193186 nChanged 4 SP:Iteration 161Q (6399.689872 sec): 3 clusters Score: Raw -7210594.833119 + Penalty 3579.275431 = -7207015.557688 nChanged 4 SP:Iteration 162Q (6399.788055 sec): 3 clusters Score: Raw -7210595.107240 + Penalty 3579.275431 = -7207015.831809 nChanged 2 SP:Iteration 163Q (6399.879316 sec): 3 clusters Score: Raw -7210595.355400 + Penalty 3579.275431 = -7207016.079969 nChanged 5 SP:Iteration 164Q (6399.975776 sec): 3 clusters Score: Raw -7210595.861649 + Penalty 3579.275431 = -7207016.586218 nChanged 3 SP:Iteration 165Q (6400.097350 sec): 3 clusters Score: Raw -7210596.096460 + Penalty 3579.275431 = -7207016.821029 nChanged 1 SP:Iteration 166Q (6400.219258 sec): 3 clusters Score: Raw -7210596.340412 + Penalty 3579.275431 = -7207017.064981 nChanged 3 SP:Iteration 167Q (6400.337871 sec): 3 clusters Score: Raw -7210596.856804 + Penalty 3579.275431 = -7207017.581373 nChanged 3 SP:Iteration 168Q (6400.464749 sec): 3 clusters Score: Raw -7210597.442548 + Penalty 3579.275431 = -7207018.167117 nChanged 4 SP:Iteration 169Q (6400.580196 sec): 3 clusters Score: Raw -7210597.857454 + Penalty 3579.275431 = -7207018.582023 nChanged 4 SP:Iteration 170Q (6400.710776 sec): 3 clusters Score: Raw -7210598.202431 + Penalty 3579.275431 = -7207018.927000 nChanged 1 SP:Iteration 171Q (6400.836857 sec): 3 clusters Score: Raw -7210598.316191 + Penalty 3579.275431 = -7207019.040760 nChanged 2 SP:Iteration 172Q (6400.955186 sec): 3 clusters Score: Raw -7210598.665844 + Penalty 3579.275431 = -7207019.390413 nChanged 5 SP:Iteration 173Q (6401.080013 sec): 3 clusters Score: Raw -7210599.214663 + Penalty 3579.275431 = -7207019.939232 nChanged 0 SP:Iteration 174F (6401.219865 sec): 3 clusters Score: Raw -7210599.214663 + Penalty 3579.275431 = -7207019.939232 nChanged 0 Trying to split cluster 15 (150528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6401.426192 sec): 2 clusters Score: Raw -18571532.878132 + Penalty 1937.309464 = -18569595.568668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6401.705653 sec): 3 clusters Score: Raw -18472867.732237 + Penalty 3874.618928 = -18468993.113309 nChanged 72262 SP:Iteration 1F (6401.980846 sec): 3 clusters Score: Raw -18516166.302239 + Penalty 3874.618928 = -18512291.683311 nChanged 6414 SP:Iteration 2Q (6402.273526 sec): 3 clusters Score: Raw -18518258.479437 + Penalty 3874.618928 = -18514383.860510 nChanged 6800 SP:Iteration 3Q (6402.573806 sec): 3 clusters Score: Raw -18520937.082101 + Penalty 3874.618928 = -18517062.463173 nChanged 7649 SP:Iteration 4F (6402.847128 sec): 3 clusters Score: Raw -18524569.566672 + Penalty 3874.618928 = -18520694.947744 nChanged 8769 SP:Iteration 5F (6403.130996 sec): 3 clusters Score: Raw -18529465.975286 + Penalty 3874.618928 = -18525591.356358 nChanged 9744 SP:Iteration 6F (6403.413510 sec): 3 clusters Score: Raw -18535768.029715 + Penalty 3874.618928 = -18531893.410788 nChanged 10149 SP:Iteration 7F (6403.691504 sec): 3 clusters Score: Raw -18543048.325454 + Penalty 3874.618928 = -18539173.706527 nChanged 9367 SP:Iteration 8F (6403.959208 sec): 3 clusters Score: Raw -18549304.171162 + Penalty 3874.618928 = -18545429.552235 nChanged 7685 SP:Iteration 9F (6404.233909 sec): 3 clusters Score: Raw -18553344.065437 + Penalty 3874.618928 = -18549469.446509 nChanged 5699 SP:Iteration 10Q (6404.535537 sec): 3 clusters Score: Raw -18555560.924643 + Penalty 3874.618928 = -18551686.305716 nChanged 3988 SP:Iteration 11Q (6404.829403 sec): 3 clusters Score: Raw -18556682.361621 + Penalty 3874.618928 = -18552807.742693 nChanged 2863 SP:Iteration 12Q (6405.129937 sec): 3 clusters Score: Raw -18557319.181239 + Penalty 3874.618928 = -18553444.562312 nChanged 2121 SP:Iteration 13Q (6405.467202 sec): 3 clusters Score: Raw -18557704.325140 + Penalty 3874.618928 = -18553829.706212 nChanged 1667 SP:Iteration 14Q (6405.760061 sec): 3 clusters Score: Raw -18557987.653748 + Penalty 3874.618928 = -18554113.034820 nChanged 1552 SP:Iteration 15Q (6406.015803 sec): 3 clusters Score: Raw -18558242.112343 + Penalty 3874.618928 = -18554367.493415 nChanged 1479 SP:Iteration 16Q (6406.277609 sec): 3 clusters Score: Raw -18558484.321686 + Penalty 3874.618928 = -18554609.702758 nChanged 1556 SP:Iteration 17Q (6406.519034 sec): 3 clusters Score: Raw -18558746.828150 + Penalty 3874.618928 = -18554872.209222 nChanged 1619 SP:Iteration 18Q (6406.761418 sec): 3 clusters Score: Raw -18559031.355363 + Penalty 3874.618928 = -18555156.736435 nChanged 1699 SP:Iteration 19Q (6407.003088 sec): 3 clusters Score: Raw -18559346.728709 + Penalty 3874.618928 = -18555472.109781 nChanged 1814 SP:Iteration 20F (6407.265846 sec): 3 clusters Score: Raw -18559698.730314 + Penalty 3874.618928 = -18555824.111386 nChanged 1877 SP:Iteration 21Q (6407.549439 sec): 3 clusters Score: Raw -18560069.816727 + Penalty 3874.618928 = -18556195.197800 nChanged 1973 SP:Iteration 22Q (6407.837674 sec): 3 clusters Score: Raw -18560486.448916 + Penalty 3874.618928 = -18556611.829989 nChanged 2043 SP:Iteration 23Q (6408.104452 sec): 3 clusters Score: Raw -18560967.146685 + Penalty 3874.618928 = -18557092.527758 nChanged 2135 SP:Iteration 24Q (6408.398052 sec): 3 clusters Score: Raw -18561515.882598 + Penalty 3874.618928 = -18557641.263671 nChanged 2262 SP:Iteration 25Q (6408.693981 sec): 3 clusters Score: Raw -18562171.916300 + Penalty 3874.618928 = -18558297.297372 nChanged 2397 SP:Iteration 26Q (6408.996170 sec): 3 clusters Score: Raw -18562957.569869 + Penalty 3874.618928 = -18559082.950941 nChanged 2482 SP:Iteration 27Q (6409.269135 sec): 3 clusters Score: Raw -18563870.200619 + Penalty 3874.618928 = -18559995.581692 nChanged 2475 SP:Iteration 28Q (6409.561909 sec): 3 clusters Score: Raw -18564955.382020 + Penalty 3874.618928 = -18561080.763093 nChanged 2526 SP:Iteration 29Q (6409.832121 sec): 3 clusters Score: Raw -18566197.849527 + Penalty 3874.618928 = -18562323.230599 nChanged 2484 SP:Iteration 30Q (6410.125239 sec): 3 clusters Score: Raw -18567622.181791 + Penalty 3874.618928 = -18563747.562864 nChanged 2409 SP:Iteration 31Q (6410.409339 sec): 3 clusters Score: Raw -18569116.258800 + Penalty 3874.618928 = -18565241.639872 nChanged 2196 SP:Iteration 32Q (6410.688328 sec): 3 clusters Score: Raw -18570481.932784 + Penalty 3874.618928 = -18566607.313856 nChanged 1989 SP:Iteration 33Q (6410.955601 sec): 3 clusters Score: Raw -18571659.756739 + Penalty 3874.618928 = -18567785.137811 nChanged 1802 SP:Iteration 34Q (6411.210732 sec): 3 clusters Score: Raw -18572584.324835 + Penalty 3874.618928 = -18568709.705907 nChanged 1431 SP:Iteration 35Q (6411.447109 sec): 3 clusters Score: Raw -18573192.167740 + Penalty 3874.618928 = -18569317.548813 nChanged 1164 SP:Iteration 36Q (6411.711721 sec): 3 clusters Score: Raw -18573582.366237 + Penalty 3874.618928 = -18569707.747310 nChanged 925 SP:Iteration 37Q (6411.983244 sec): 3 clusters Score: Raw -18573852.394431 + Penalty 3874.618928 = -18569977.775504 nChanged 742 SP:Iteration 38Q (6412.245867 sec): 3 clusters Score: Raw -18574045.597471 + Penalty 3874.618928 = -18570170.978544 nChanged 665 SP:Iteration 39Q (6412.523171 sec): 3 clusters Score: Raw -18574203.104907 + Penalty 3874.618928 = -18570328.485980 nChanged 564 SP:Iteration 40F (6412.816735 sec): 3 clusters Score: Raw -18574320.741336 + Penalty 3874.618928 = -18570446.122408 nChanged 486 SP:Iteration 41Q (6413.084053 sec): 3 clusters Score: Raw -18574408.797152 + Penalty 3874.618928 = -18570534.178225 nChanged 404 SP:Iteration 42Q (6413.339190 sec): 3 clusters Score: Raw -18574473.911841 + Penalty 3874.618928 = -18570599.292913 nChanged 372 SP:Iteration 43Q (6413.599840 sec): 3 clusters Score: Raw -18574530.366029 + Penalty 3874.618928 = -18570655.747102 nChanged 307 SP:Iteration 44Q (6413.826207 sec): 3 clusters Score: Raw -18574572.264007 + Penalty 3874.618928 = -18570697.645080 nChanged 291 SP:Iteration 45Q (6414.067322 sec): 3 clusters Score: Raw -18574607.677042 + Penalty 3874.618928 = -18570733.058115 nChanged 268 SP:Iteration 46Q (6414.311043 sec): 3 clusters Score: Raw -18574637.045100 + Penalty 3874.618928 = -18570762.426173 nChanged 240 SP:Iteration 47Q (6414.565957 sec): 3 clusters Score: Raw -18574662.216937 + Penalty 3874.618928 = -18570787.598010 nChanged 225 SP:Iteration 48Q (6414.832654 sec): 3 clusters Score: Raw -18574682.124393 + Penalty 3874.618928 = -18570807.505465 nChanged 199 SP:Iteration 49Q (6415.087475 sec): 3 clusters Score: Raw -18574699.734942 + Penalty 3874.618928 = -18570825.116014 nChanged 187 SP:Iteration 50Q (6415.325876 sec): 3 clusters Score: Raw -18574714.669791 + Penalty 3874.618928 = -18570840.050863 nChanged 161 SP:Iteration 51Q (6415.566367 sec): 3 clusters Score: Raw -18574725.141866 + Penalty 3874.618928 = -18570850.522938 nChanged 121 SP:Iteration 52Q (6415.830409 sec): 3 clusters Score: Raw -18574732.451483 + Penalty 3874.618928 = -18570857.832555 nChanged 108 SP:Iteration 53Q (6416.089487 sec): 3 clusters Score: Raw -18574737.696959 + Penalty 3874.618928 = -18570863.078031 nChanged 99 SP:Iteration 54Q (6416.365622 sec): 3 clusters Score: Raw -18574742.258698 + Penalty 3874.618928 = -18570867.639771 nChanged 90 SP:Iteration 55Q (6416.607518 sec): 3 clusters Score: Raw -18574746.521256 + Penalty 3874.618928 = -18570871.902329 nChanged 96 SP:Iteration 56Q (6416.851098 sec): 3 clusters Score: Raw -18574751.150877 + Penalty 3874.618928 = -18570876.531950 nChanged 91 SP:Iteration 57Q (6417.112663 sec): 3 clusters Score: Raw -18574755.159901 + Penalty 3874.618928 = -18570880.540973 nChanged 79 SP:Iteration 58Q (6417.356273 sec): 3 clusters Score: Raw -18574758.228911 + Penalty 3874.618928 = -18570883.609983 nChanged 62 SP:Iteration 59Q (6417.616058 sec): 3 clusters Score: Raw -18574760.746912 + Penalty 3874.618928 = -18570886.127985 nChanged 71 SP:Iteration 60F (6417.869326 sec): 3 clusters Score: Raw -18574763.977195 + Penalty 3874.618928 = -18570889.358267 nChanged 79 SP:Iteration 61Q (6418.090028 sec): 3 clusters Score: Raw -18574767.776970 + Penalty 3874.618928 = -18570893.158042 nChanged 73 SP:Iteration 62Q (6418.354891 sec): 3 clusters Score: Raw -18574771.602241 + Penalty 3874.618928 = -18570896.983313 nChanged 69 SP:Iteration 63Q (6418.616959 sec): 3 clusters Score: Raw -18574774.707989 + Penalty 3874.618928 = -18570900.089061 nChanged 59 SP:Iteration 64Q (6418.873004 sec): 3 clusters Score: Raw -18574776.804994 + Penalty 3874.618928 = -18570902.186067 nChanged 60 SP:Iteration 65Q (6419.110481 sec): 3 clusters Score: Raw -18574779.161576 + Penalty 3874.618928 = -18570904.542648 nChanged 46 SP:Iteration 66Q (6419.347198 sec): 3 clusters Score: Raw -18574780.784272 + Penalty 3874.618928 = -18570906.165344 nChanged 39 SP:Iteration 67Q (6419.620797 sec): 3 clusters Score: Raw -18574781.971025 + Penalty 3874.618928 = -18570907.352097 nChanged 37 SP:Iteration 68Q (6419.885685 sec): 3 clusters Score: Raw -18574783.269619 + Penalty 3874.618928 = -18570908.650691 nChanged 40 SP:Iteration 69Q (6420.124302 sec): 3 clusters Score: Raw -18574784.504411 + Penalty 3874.618928 = -18570909.885484 nChanged 40 SP:Iteration 70Q (6420.400350 sec): 3 clusters Score: Raw -18574785.755877 + Penalty 3874.618928 = -18570911.136949 nChanged 26 SP:Iteration 71Q (6420.634778 sec): 3 clusters Score: Raw -18574786.443796 + Penalty 3874.618928 = -18570911.824868 nChanged 21 SP:Iteration 72Q (6420.878520 sec): 3 clusters Score: Raw -18574786.948972 + Penalty 3874.618928 = -18570912.330045 nChanged 20 SP:Iteration 73Q (6421.136209 sec): 3 clusters Score: Raw -18574787.519738 + Penalty 3874.618928 = -18570912.900810 nChanged 18 SP:Iteration 74Q (6421.393729 sec): 3 clusters Score: Raw -18574787.940063 + Penalty 3874.618928 = -18570913.321136 nChanged 14 SP:Iteration 75Q (6421.652936 sec): 3 clusters Score: Raw -18574788.204761 + Penalty 3874.618928 = -18570913.585834 nChanged 8 SP:Iteration 76Q (6421.883522 sec): 3 clusters Score: Raw -18574788.308104 + Penalty 3874.618928 = -18570913.689177 nChanged 6 SP:Iteration 77Q (6422.125590 sec): 3 clusters Score: Raw -18574788.425293 + Penalty 3874.618928 = -18570913.806365 nChanged 9 SP:Iteration 78Q (6422.387496 sec): 3 clusters Score: Raw -18574788.649397 + Penalty 3874.618928 = -18570914.030469 nChanged 13 SP:Iteration 79Q (6422.637456 sec): 3 clusters Score: Raw -18574788.952501 + Penalty 3874.618928 = -18570914.333574 nChanged 11 SP:Iteration 80F (6422.939141 sec): 3 clusters Score: Raw -18574789.139944 + Penalty 3874.618928 = -18570914.521017 nChanged 7 SP:Iteration 81Q (6423.175998 sec): 3 clusters Score: Raw -18574789.276751 + Penalty 3874.618928 = -18570914.657824 nChanged 9 SP:Iteration 82Q (6423.423115 sec): 3 clusters Score: Raw -18574789.425649 + Penalty 3874.618928 = -18570914.806721 nChanged 6 SP:Iteration 83Q (6423.683219 sec): 3 clusters Score: Raw -18574789.511576 + Penalty 3874.618928 = -18570914.892648 nChanged 2 SP:Iteration 84Q (6423.940098 sec): 3 clusters Score: Raw -18574789.553910 + Penalty 3874.618928 = -18570914.934982 nChanged 1 SP:Iteration 85Q (6424.207734 sec): 3 clusters Score: Raw -18574789.568732 + Penalty 3874.618928 = -18570914.949804 nChanged 1 SP:Iteration 86Q (6424.449850 sec): 3 clusters Score: Raw -18574789.640661 + Penalty 3874.618928 = -18570915.021734 nChanged 3 SP:Iteration 87Q (6424.702250 sec): 3 clusters Score: Raw -18574789.695447 + Penalty 3874.618928 = -18570915.076519 nChanged 3 SP:Iteration 88Q (6424.960145 sec): 3 clusters Score: Raw -18574789.773776 + Penalty 3874.618928 = -18570915.154849 nChanged 0 SP:Iteration 89F (6425.229523 sec): 3 clusters Score: Raw -18574789.773776 + Penalty 3874.618928 = -18570915.154849 nChanged 0 Score: Raw -129407877.284855 + Penalty 67633.961991 = -129340243.322863 Splitting cluster 15 changes total score from -129285113.964022 to -129340243.322863 So it's getting split into cluster 30. Trying to split cluster 16 (21822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6444.437225 sec): 2 clusters Score: Raw -2685200.300332 + Penalty 1623.484511 = -2683576.815821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6444.517905 sec): 3 clusters Score: Raw -2671934.138069 + Penalty 3246.969022 = -2668687.169047 nChanged 9896 SP:Iteration 1F (6444.582718 sec): 3 clusters Score: Raw -2677879.617568 + Penalty 3246.969022 = -2674632.648546 nChanged 1503 SP:Iteration 2F (6444.643876 sec): 3 clusters Score: Raw -2679251.627334 + Penalty 3246.969022 = -2676004.658311 nChanged 1709 SP:Iteration 3F (6444.731238 sec): 3 clusters Score: Raw -2680458.325315 + Penalty 3246.969022 = -2677211.356293 nChanged 1648 SP:Iteration 4F (6444.793528 sec): 3 clusters Score: Raw -2681543.047845 + Penalty 3246.969022 = -2678296.078822 nChanged 1531 SP:Iteration 5F (6444.878268 sec): 3 clusters Score: Raw -2682527.647701 + Penalty 3246.969022 = -2679280.678679 nChanged 1295 SP:Iteration 6F (6444.959856 sec): 3 clusters Score: Raw -2683327.960657 + Penalty 3246.969022 = -2680080.991635 nChanged 1157 SP:Iteration 7F (6445.027195 sec): 3 clusters Score: Raw -2684022.360971 + Penalty 3246.969022 = -2680775.391949 nChanged 914 SP:Iteration 8Q (6445.108099 sec): 3 clusters Score: Raw -2684613.583381 + Penalty 3246.969022 = -2681366.614359 nChanged 844 SP:Iteration 9Q (6445.189089 sec): 3 clusters Score: Raw -2685184.133332 + Penalty 3246.969022 = -2681937.164309 nChanged 697 SP:Iteration 10Q (6445.268212 sec): 3 clusters Score: Raw -2685626.647525 + Penalty 3246.969022 = -2682379.678503 nChanged 558 SP:Iteration 11Q (6445.347424 sec): 3 clusters Score: Raw -2685953.885958 + Penalty 3246.969022 = -2682706.916936 nChanged 521 SP:Iteration 12Q (6445.431266 sec): 3 clusters Score: Raw -2686251.748279 + Penalty 3246.969022 = -2683004.779256 nChanged 465 SP:Iteration 13Q (6445.501367 sec): 3 clusters Score: Raw -2686532.976765 + Penalty 3246.969022 = -2683286.007743 nChanged 391 SP:Iteration 14Q (6445.582049 sec): 3 clusters Score: Raw -2686788.710324 + Penalty 3246.969022 = -2683541.741302 nChanged 313 SP:Iteration 15Q (6445.653225 sec): 3 clusters Score: Raw -2686977.172027 + Penalty 3246.969022 = -2683730.203004 nChanged 261 SP:Iteration 16Q (6445.727163 sec): 3 clusters Score: Raw -2687111.915517 + Penalty 3246.969022 = -2683864.946495 nChanged 194 SP:Iteration 17Q (6445.813595 sec): 3 clusters Score: Raw -2687198.697114 + Penalty 3246.969022 = -2683951.728092 nChanged 163 SP:Iteration 18Q (6445.879559 sec): 3 clusters Score: Raw -2687263.478051 + Penalty 3246.969022 = -2684016.509029 nChanged 139 SP:Iteration 19Q (6445.964538 sec): 3 clusters Score: Raw -2687312.866742 + Penalty 3246.969022 = -2684065.897720 nChanged 99 SP:Iteration 20F (6446.037814 sec): 3 clusters Score: Raw -2687352.318588 + Penalty 3246.969022 = -2684105.349566 nChanged 92 SP:Iteration 21Q (6446.118702 sec): 3 clusters Score: Raw -2687391.596825 + Penalty 3246.969022 = -2684144.627803 nChanged 87 SP:Iteration 22Q (6446.199769 sec): 3 clusters Score: Raw -2687445.468689 + Penalty 3246.969022 = -2684198.499667 nChanged 109 SP:Iteration 23Q (6446.273625 sec): 3 clusters Score: Raw -2687514.746906 + Penalty 3246.969022 = -2684267.777884 nChanged 100 SP:Iteration 24Q (6446.348156 sec): 3 clusters Score: Raw -2687606.507517 + Penalty 3246.969022 = -2684359.538495 nChanged 125 SP:Iteration 25Q (6446.414511 sec): 3 clusters Score: Raw -2687762.748565 + Penalty 3246.969022 = -2684515.779543 nChanged 164 SP:Iteration 26Q (6446.499472 sec): 3 clusters Score: Raw -2687963.956963 + Penalty 3246.969022 = -2684716.987941 nChanged 178 SP:Iteration 27Q (6446.567860 sec): 3 clusters Score: Raw -2688137.110411 + Penalty 3246.969022 = -2684890.141389 nChanged 163 SP:Iteration 28Q (6446.637236 sec): 3 clusters Score: Raw -2688262.598534 + Penalty 3246.969022 = -2685015.629512 nChanged 118 SP:Iteration 29Q (6446.710560 sec): 3 clusters Score: Raw -2688338.068614 + Penalty 3246.969022 = -2685091.099592 nChanged 97 SP:Iteration 30Q (6446.765196 sec): 3 clusters Score: Raw -2688397.804419 + Penalty 3246.969022 = -2685150.835397 nChanged 87 SP:Iteration 31Q (6446.833181 sec): 3 clusters Score: Raw -2688468.274800 + Penalty 3246.969022 = -2685221.305777 nChanged 78 SP:Iteration 32Q (6446.891629 sec): 3 clusters Score: Raw -2688549.414084 + Penalty 3246.969022 = -2685302.445062 nChanged 67 SP:Iteration 33Q (6446.962160 sec): 3 clusters Score: Raw -2688625.435635 + Penalty 3246.969022 = -2685378.466613 nChanged 84 SP:Iteration 34Q (6447.044006 sec): 3 clusters Score: Raw -2688701.219284 + Penalty 3246.969022 = -2685454.250262 nChanged 79 SP:Iteration 35Q (6447.105110 sec): 3 clusters Score: Raw -2688753.645719 + Penalty 3246.969022 = -2685506.676697 nChanged 73 SP:Iteration 36Q (6447.189862 sec): 3 clusters Score: Raw -2688795.237950 + Penalty 3246.969022 = -2685548.268927 nChanged 55 SP:Iteration 37Q (6447.259153 sec): 3 clusters Score: Raw -2688824.154337 + Penalty 3246.969022 = -2685577.185315 nChanged 38 SP:Iteration 38Q (6447.334335 sec): 3 clusters Score: Raw -2688837.283097 + Penalty 3246.969022 = -2685590.314075 nChanged 27 SP:Iteration 39Q (6447.405281 sec): 3 clusters Score: Raw -2688845.638655 + Penalty 3246.969022 = -2685598.669633 nChanged 15 SP:Iteration 40F (6447.487786 sec): 3 clusters Score: Raw -2689247.810397 + Penalty 3246.969022 = -2686000.841375 nChanged 160 SP:Iteration 41Q (6447.565715 sec): 3 clusters Score: Raw -2689604.722220 + Penalty 3246.969022 = -2686357.753198 nChanged 119 SP:Iteration 42Q (6447.646368 sec): 3 clusters Score: Raw -2689681.949566 + Penalty 3246.969022 = -2686434.980544 nChanged 75 SP:Iteration 43Q (6447.725202 sec): 3 clusters Score: Raw -2689706.922709 + Penalty 3246.969022 = -2686459.953687 nChanged 38 SP:Iteration 44Q (6447.804459 sec): 3 clusters Score: Raw -2689715.726958 + Penalty 3246.969022 = -2686468.757936 nChanged 25 SP:Iteration 45Q (6447.879285 sec): 3 clusters Score: Raw -2689721.051562 + Penalty 3246.969022 = -2686474.082540 nChanged 17 SP:Iteration 46Q (6447.954576 sec): 3 clusters Score: Raw -2689723.513403 + Penalty 3246.969022 = -2686476.544381 nChanged 9 SP:Iteration 47Q (6448.017135 sec): 3 clusters Score: Raw -2689725.482589 + Penalty 3246.969022 = -2686478.513567 nChanged 8 SP:Iteration 48Q (6448.094947 sec): 3 clusters Score: Raw -2689727.235891 + Penalty 3246.969022 = -2686480.266869 nChanged 4 SP:Iteration 49Q (6448.168284 sec): 3 clusters Score: Raw -2689727.583793 + Penalty 3246.969022 = -2686480.614771 nChanged 1 SP:Iteration 50Q (6448.238288 sec): 3 clusters Score: Raw -2689727.643025 + Penalty 3246.969022 = -2686480.674002 nChanged 0 SP:Iteration 51F (6448.318606 sec): 3 clusters Score: Raw -2689727.643025 + Penalty 3246.969022 = -2686480.674002 nChanged 0 Score: Raw -129412404.627547 + Penalty 69888.427391 = -129342516.200156 Splitting cluster 16 changes total score from -129285113.964022 to -129342516.200156 So it's getting split into cluster 31. Trying to split cluster 17 (14201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6468.118474 sec): 2 clusters Score: Raw -1689818.203278 + Penalty 1553.673495 = -1688264.529783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6468.177859 sec): 3 clusters Score: Raw -1681441.470644 + Penalty 3107.346991 = -1678334.123653 nChanged 6304 SP:Iteration 1F (6468.251138 sec): 3 clusters Score: Raw -1685280.244328 + Penalty 3107.346991 = -1682172.897337 nChanged 1106 SP:Iteration 2F (6468.312767 sec): 3 clusters Score: Raw -1686265.746776 + Penalty 3107.346991 = -1683158.399785 nChanged 1062 SP:Iteration 3F (6468.381544 sec): 3 clusters Score: Raw -1687053.145529 + Penalty 3107.346991 = -1683945.798539 nChanged 958 SP:Iteration 4F (6468.456939 sec): 3 clusters Score: Raw -1687598.432320 + Penalty 3107.346991 = -1684491.085330 nChanged 752 SP:Iteration 5F (6468.511940 sec): 3 clusters Score: Raw -1687982.452141 + Penalty 3107.346991 = -1684875.105150 nChanged 632 SP:Iteration 6Q (6468.596007 sec): 3 clusters Score: Raw -1688296.054420 + Penalty 3107.346991 = -1685188.707430 nChanged 565 SP:Iteration 7Q (6468.654160 sec): 3 clusters Score: Raw -1688573.678915 + Penalty 3107.346991 = -1685466.331924 nChanged 496 SP:Iteration 8Q (6468.721463 sec): 3 clusters Score: Raw -1688864.982363 + Penalty 3107.346991 = -1685757.635373 nChanged 494 SP:Iteration 9Q (6468.785969 sec): 3 clusters Score: Raw -1689226.954565 + Penalty 3107.346991 = -1686119.607575 nChanged 516 SP:Iteration 10Q (6468.863103 sec): 3 clusters Score: Raw -1689594.482537 + Penalty 3107.346991 = -1686487.135547 nChanged 469 SP:Iteration 11Q (6468.923352 sec): 3 clusters Score: Raw -1689875.836080 + Penalty 3107.346991 = -1686768.489089 nChanged 425 SP:Iteration 12Q (6468.996959 sec): 3 clusters Score: Raw -1690112.742147 + Penalty 3107.346991 = -1687005.395156 nChanged 377 SP:Iteration 13Q (6469.057539 sec): 3 clusters Score: Raw -1690301.570695 + Penalty 3107.346991 = -1687194.223704 nChanged 309 SP:Iteration 14Q (6469.121797 sec): 3 clusters Score: Raw -1690482.841880 + Penalty 3107.346991 = -1687375.494889 nChanged 271 SP:Iteration 15Q (6469.198500 sec): 3 clusters Score: Raw -1690636.339188 + Penalty 3107.346991 = -1687528.992197 nChanged 237 SP:Iteration 16Q (6469.265482 sec): 3 clusters Score: Raw -1690767.298807 + Penalty 3107.346991 = -1687659.951816 nChanged 253 SP:Iteration 17Q (6469.336723 sec): 3 clusters Score: Raw -1690895.195827 + Penalty 3107.346991 = -1687787.848837 nChanged 205 SP:Iteration 18Q (6469.399423 sec): 3 clusters Score: Raw -1690983.084998 + Penalty 3107.346991 = -1687875.738008 nChanged 186 SP:Iteration 19Q (6469.460317 sec): 3 clusters Score: Raw -1691050.176051 + Penalty 3107.346991 = -1687942.829061 nChanged 153 SP:Iteration 20F (6469.533870 sec): 3 clusters Score: Raw -1691111.060437 + Penalty 3107.346991 = -1688003.713446 nChanged 134 SP:Iteration 21Q (6469.604383 sec): 3 clusters Score: Raw -1691152.538329 + Penalty 3107.346991 = -1688045.191338 nChanged 111 SP:Iteration 22Q (6469.674265 sec): 3 clusters Score: Raw -1691188.816059 + Penalty 3107.346991 = -1688081.469068 nChanged 101 SP:Iteration 23Q (6469.737748 sec): 3 clusters Score: Raw -1691218.600081 + Penalty 3107.346991 = -1688111.253090 nChanged 85 SP:Iteration 24Q (6469.811762 sec): 3 clusters Score: Raw -1691240.772369 + Penalty 3107.346991 = -1688133.425378 nChanged 71 SP:Iteration 25Q (6469.868323 sec): 3 clusters Score: Raw -1691256.527698 + Penalty 3107.346991 = -1688149.180707 nChanged 68 SP:Iteration 26Q (6469.942593 sec): 3 clusters Score: Raw -1691268.462693 + Penalty 3107.346991 = -1688161.115702 nChanged 42 SP:Iteration 27Q (6470.001846 sec): 3 clusters Score: Raw -1691275.028682 + Penalty 3107.346991 = -1688167.681691 nChanged 36 SP:Iteration 28Q (6470.074274 sec): 3 clusters Score: Raw -1691279.864593 + Penalty 3107.346991 = -1688172.517602 nChanged 29 SP:Iteration 29Q (6470.131776 sec): 3 clusters Score: Raw -1691284.248238 + Penalty 3107.346991 = -1688176.901247 nChanged 31 SP:Iteration 30Q (6470.210046 sec): 3 clusters Score: Raw -1691288.537701 + Penalty 3107.346991 = -1688181.190710 nChanged 28 SP:Iteration 31Q (6470.269272 sec): 3 clusters Score: Raw -1691292.020370 + Penalty 3107.346991 = -1688184.673380 nChanged 19 SP:Iteration 32Q (6470.330704 sec): 3 clusters Score: Raw -1691295.069839 + Penalty 3107.346991 = -1688187.722848 nChanged 16 SP:Iteration 33Q (6470.393788 sec): 3 clusters Score: Raw -1691296.477597 + Penalty 3107.346991 = -1688189.130606 nChanged 7 SP:Iteration 34Q (6470.445754 sec): 3 clusters Score: Raw -1691296.895198 + Penalty 3107.346991 = -1688189.548207 nChanged 6 SP:Iteration 35Q (6470.516799 sec): 3 clusters Score: Raw -1691297.619789 + Penalty 3107.346991 = -1688190.272798 nChanged 7 SP:Iteration 36Q (6470.550194 sec): 3 clusters Score: Raw -1691298.135827 + Penalty 3107.346991 = -1688190.788836 nChanged 6 SP:Iteration 37Q (6470.619408 sec): 3 clusters Score: Raw -1691298.658577 + Penalty 3107.346991 = -1688191.311586 nChanged 5 SP:Iteration 38Q (6470.676544 sec): 3 clusters Score: Raw -1691299.213274 + Penalty 3107.346991 = -1688191.866284 nChanged 6 SP:Iteration 39Q (6470.742406 sec): 3 clusters Score: Raw -1691299.877755 + Penalty 3107.346991 = -1688192.530764 nChanged 11 SP:Iteration 40F (6470.816321 sec): 3 clusters Score: Raw -1691300.939796 + Penalty 3107.346991 = -1688193.592806 nChanged 11 SP:Iteration 41Q (6470.879803 sec): 3 clusters Score: Raw -1691302.055680 + Penalty 3107.346991 = -1688194.708689 nChanged 7 SP:Iteration 42Q (6470.950502 sec): 3 clusters Score: Raw -1691302.655708 + Penalty 3107.346991 = -1688195.308717 nChanged 11 SP:Iteration 43Q (6471.020738 sec): 3 clusters Score: Raw -1691303.718423 + Penalty 3107.346991 = -1688196.371432 nChanged 13 SP:Iteration 44Q (6471.082056 sec): 3 clusters Score: Raw -1691304.927325 + Penalty 3107.346991 = -1688197.580334 nChanged 13 SP:Iteration 45Q (6471.157976 sec): 3 clusters Score: Raw -1691306.599362 + Penalty 3107.346991 = -1688199.252371 nChanged 17 SP:Iteration 46Q (6471.223120 sec): 3 clusters Score: Raw -1691308.402893 + Penalty 3107.346991 = -1688201.055902 nChanged 15 SP:Iteration 47Q (6471.285571 sec): 3 clusters Score: Raw -1691309.767889 + Penalty 3107.346991 = -1688202.420899 nChanged 12 SP:Iteration 48Q (6471.360817 sec): 3 clusters Score: Raw -1691310.966578 + Penalty 3107.346991 = -1688203.619588 nChanged 19 SP:Iteration 49Q (6471.418607 sec): 3 clusters Score: Raw -1691312.640165 + Penalty 3107.346991 = -1688205.293174 nChanged 14 SP:Iteration 50Q (6471.486592 sec): 3 clusters Score: Raw -1691314.748100 + Penalty 3107.346991 = -1688207.401110 nChanged 15 SP:Iteration 51Q (6471.546456 sec): 3 clusters Score: Raw -1691316.469373 + Penalty 3107.346991 = -1688209.122383 nChanged 9 SP:Iteration 52Q (6471.601524 sec): 3 clusters Score: Raw -1691317.054517 + Penalty 3107.346991 = -1688209.707526 nChanged 7 SP:Iteration 53Q (6471.665325 sec): 3 clusters Score: Raw -1691317.781875 + Penalty 3107.346991 = -1688210.434884 nChanged 8 SP:Iteration 54Q (6471.727897 sec): 3 clusters Score: Raw -1691318.231350 + Penalty 3107.346991 = -1688210.884359 nChanged 6 SP:Iteration 55Q (6471.795089 sec): 3 clusters Score: Raw -1691318.578541 + Penalty 3107.346991 = -1688211.231551 nChanged 2 SP:Iteration 56Q (6471.853662 sec): 3 clusters Score: Raw -1691318.772523 + Penalty 3107.346991 = -1688211.425532 nChanged 3 SP:Iteration 57Q (6471.922457 sec): 3 clusters Score: Raw -1691318.979086 + Penalty 3107.346991 = -1688211.632096 nChanged 3 SP:Iteration 58Q (6471.990532 sec): 3 clusters Score: Raw -1691319.241329 + Penalty 3107.346991 = -1688211.894338 nChanged 3 SP:Iteration 59Q (6472.058535 sec): 3 clusters Score: Raw -1691319.573166 + Penalty 3107.346991 = -1688212.226176 nChanged 2 SP:Iteration 60F (6472.111418 sec): 3 clusters Score: Raw -1691319.744336 + Penalty 3107.346991 = -1688212.397345 nChanged 3 SP:Iteration 61Q (6472.177781 sec): 3 clusters Score: Raw -1691320.021839 + Penalty 3107.346991 = -1688212.674848 nChanged 0 SP:Iteration 62F (6472.247469 sec): 3 clusters Score: Raw -1691320.021839 + Penalty 3107.346991 = -1688212.674848 nChanged 0 Trying to split cluster 18 (92786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6472.400676 sec): 2 clusters Score: Raw -11636171.581181 + Penalty 1858.683295 = -11634312.897886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6472.601578 sec): 3 clusters Score: Raw -11575722.660060 + Penalty 3717.366590 = -11572005.293470 nChanged 44283 SP:Iteration 1F (6472.800385 sec): 3 clusters Score: Raw -11602134.298357 + Penalty 3717.366590 = -11598416.931767 nChanged 4461 SP:Iteration 2Q (6473.007769 sec): 3 clusters Score: Raw -11604078.993510 + Penalty 3717.366590 = -11600361.626920 nChanged 5788 SP:Iteration 3F (6473.196003 sec): 3 clusters Score: Raw -11607510.715973 + Penalty 3717.366590 = -11603793.349383 nChanged 7389 SP:Iteration 4F (6473.380132 sec): 3 clusters Score: Raw -11613153.788145 + Penalty 3717.366590 = -11609436.421555 nChanged 8061 SP:Iteration 5F (6473.567430 sec): 3 clusters Score: Raw -11620284.333335 + Penalty 3717.366590 = -11616566.966745 nChanged 7059 SP:Iteration 6F (6473.730046 sec): 3 clusters Score: Raw -11627464.638622 + Penalty 3717.366590 = -11623747.272032 nChanged 4822 SP:Iteration 7F (6473.928972 sec): 3 clusters Score: Raw -11633730.778859 + Penalty 3717.366590 = -11630013.412269 nChanged 3297 SP:Iteration 8Q (6474.124328 sec): 3 clusters Score: Raw -11638492.482679 + Penalty 3717.366590 = -11634775.116089 nChanged 2139 SP:Iteration 9Q (6474.316549 sec): 3 clusters Score: Raw -11640830.056909 + Penalty 3717.366590 = -11637112.690319 nChanged 1245 SP:Iteration 10Q (6474.495277 sec): 3 clusters Score: Raw -11641701.517422 + Penalty 3717.366590 = -11637984.150832 nChanged 755 SP:Iteration 11Q (6474.666141 sec): 3 clusters Score: Raw -11642004.243115 + Penalty 3717.366590 = -11638286.876525 nChanged 443 SP:Iteration 12Q (6474.800922 sec): 3 clusters Score: Raw -11642109.059201 + Penalty 3717.366590 = -11638391.692612 nChanged 270 SP:Iteration 13Q (6474.980801 sec): 3 clusters Score: Raw -11642153.381107 + Penalty 3717.366590 = -11638436.014517 nChanged 170 SP:Iteration 14Q (6475.154046 sec): 3 clusters Score: Raw -11642171.148969 + Penalty 3717.366590 = -11638453.782379 nChanged 109 SP:Iteration 15Q (6475.335565 sec): 3 clusters Score: Raw -11642179.860965 + Penalty 3717.366590 = -11638462.494375 nChanged 75 SP:Iteration 16Q (6475.517100 sec): 3 clusters Score: Raw -11642184.376716 + Penalty 3717.366590 = -11638467.010127 nChanged 57 SP:Iteration 17Q (6475.689246 sec): 3 clusters Score: Raw -11642187.438138 + Penalty 3717.366590 = -11638470.071549 nChanged 29 SP:Iteration 18Q (6475.871291 sec): 3 clusters Score: Raw -11642188.611420 + Penalty 3717.366590 = -11638471.244830 nChanged 17 SP:Iteration 19Q (6476.051947 sec): 3 clusters Score: Raw -11642189.231065 + Penalty 3717.366590 = -11638471.864476 nChanged 6 SP:Iteration 20F (6476.250593 sec): 3 clusters Score: Raw -11642189.359532 + Penalty 3717.366590 = -11638471.992942 nChanged 3 SP:Iteration 21Q (6476.411037 sec): 3 clusters Score: Raw -11642189.448871 + Penalty 3717.366590 = -11638472.082281 nChanged 2 SP:Iteration 22Q (6476.578563 sec): 3 clusters Score: Raw -11642189.530142 + Penalty 3717.366590 = -11638472.163552 nChanged 4 SP:Iteration 23Q (6476.742620 sec): 3 clusters Score: Raw -11642189.659684 + Penalty 3717.366590 = -11638472.293094 nChanged 3 SP:Iteration 24Q (6476.919735 sec): 3 clusters Score: Raw -11642189.719248 + Penalty 3717.366590 = -11638472.352658 nChanged 1 SP:Iteration 25Q (6477.089284 sec): 3 clusters Score: Raw -11642189.746295 + Penalty 3717.366590 = -11638472.379706 nChanged 1 SP:Iteration 26Q (6477.269555 sec): 3 clusters Score: Raw -11642189.794004 + Penalty 3717.366590 = -11638472.427414 nChanged 1 SP:Iteration 27Q (6477.450754 sec): 3 clusters Score: Raw -11642189.817635 + Penalty 3717.366590 = -11638472.451046 nChanged 2 SP:Iteration 28Q (6477.618200 sec): 3 clusters Score: Raw -11642189.888470 + Penalty 3717.366590 = -11638472.521880 nChanged 1 SP:Iteration 29Q (6477.798595 sec): 3 clusters Score: Raw -11642189.928263 + Penalty 3717.366590 = -11638472.561673 nChanged 0 SP:Iteration 30F (6478.001379 sec): 3 clusters Score: Raw -11642189.928263 + Penalty 3717.366590 = -11638472.561673 nChanged 0 Score: Raw -129418422.974628 + Penalty 72142.892791 = -129346280.081837 Splitting cluster 18 changes total score from -129285113.964022 to -129346280.081837 So it's getting split into cluster 32. Trying to split cluster 20 (17492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6498.342165 sec): 2 clusters Score: Raw -2051723.878979 + Penalty 1587.543573 = -2050136.335406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6498.399161 sec): 3 clusters Score: Raw -2041349.000106 + Penalty 3175.087147 = -2038173.912959 nChanged 7888 SP:Iteration 1F (6498.473361 sec): 3 clusters Score: Raw -2048407.710285 + Penalty 3175.087147 = -2045232.623138 nChanged 1942 SP:Iteration 2F (6498.556420 sec): 3 clusters Score: Raw -2051252.004817 + Penalty 3175.087147 = -2048076.917671 nChanged 1731 SP:Iteration 3F (6498.629710 sec): 3 clusters Score: Raw -2052954.477243 + Penalty 3175.087147 = -2049779.390096 nChanged 1271 SP:Iteration 4F (6498.706834 sec): 3 clusters Score: Raw -2053871.543780 + Penalty 3175.087147 = -2050696.456634 nChanged 934 SP:Iteration 5F (6498.781557 sec): 3 clusters Score: Raw -2054482.286216 + Penalty 3175.087147 = -2051307.199069 nChanged 742 SP:Iteration 6Q (6498.849519 sec): 3 clusters Score: Raw -2054893.656023 + Penalty 3175.087147 = -2051718.568876 nChanged 560 SP:Iteration 7Q (6498.935590 sec): 3 clusters Score: Raw -2055180.413916 + Penalty 3175.087147 = -2052005.326769 nChanged 484 SP:Iteration 8Q (6498.996560 sec): 3 clusters Score: Raw -2055440.805562 + Penalty 3175.087147 = -2052265.718416 nChanged 480 SP:Iteration 9Q (6499.080109 sec): 3 clusters Score: Raw -2055749.621375 + Penalty 3175.087147 = -2052574.534228 nChanged 507 SP:Iteration 10Q (6499.150888 sec): 3 clusters Score: Raw -2056136.946795 + Penalty 3175.087147 = -2052961.859648 nChanged 479 SP:Iteration 11Q (6499.219049 sec): 3 clusters Score: Raw -2056515.643096 + Penalty 3175.087147 = -2053340.555949 nChanged 397 SP:Iteration 12Q (6499.304452 sec): 3 clusters Score: Raw -2056788.232598 + Penalty 3175.087147 = -2053613.145451 nChanged 279 SP:Iteration 13Q (6499.377517 sec): 3 clusters Score: Raw -2056950.022701 + Penalty 3175.087147 = -2053774.935555 nChanged 209 SP:Iteration 14Q (6499.419901 sec): 3 clusters Score: Raw -2057053.412016 + Penalty 3175.087147 = -2053878.324870 nChanged 162 SP:Iteration 15Q (6499.486509 sec): 3 clusters Score: Raw -2057127.714249 + Penalty 3175.087147 = -2053952.627103 nChanged 130 SP:Iteration 16Q (6499.548898 sec): 3 clusters Score: Raw -2057173.630799 + Penalty 3175.087147 = -2053998.543652 nChanged 97 SP:Iteration 17Q (6499.624370 sec): 3 clusters Score: Raw -2057201.269585 + Penalty 3175.087147 = -2054026.182438 nChanged 61 SP:Iteration 18Q (6499.698063 sec): 3 clusters Score: Raw -2057215.350460 + Penalty 3175.087147 = -2054040.263313 nChanged 43 SP:Iteration 19Q (6499.774253 sec): 3 clusters Score: Raw -2057221.994051 + Penalty 3175.087147 = -2054046.906904 nChanged 37 SP:Iteration 20F (6499.838147 sec): 3 clusters Score: Raw -2057241.404818 + Penalty 3175.087147 = -2054066.317671 nChanged 37 SP:Iteration 21Q (6499.904972 sec): 3 clusters Score: Raw -2057253.899385 + Penalty 3175.087147 = -2054078.812239 nChanged 33 SP:Iteration 22Q (6499.983184 sec): 3 clusters Score: Raw -2057264.529985 + Penalty 3175.087147 = -2054089.442839 nChanged 39 SP:Iteration 23Q (6500.042854 sec): 3 clusters Score: Raw -2057273.594654 + Penalty 3175.087147 = -2054098.507508 nChanged 27 SP:Iteration 24Q (6500.115420 sec): 3 clusters Score: Raw -2057280.935874 + Penalty 3175.087147 = -2054105.848728 nChanged 24 SP:Iteration 25Q (6500.174789 sec): 3 clusters Score: Raw -2057288.011850 + Penalty 3175.087147 = -2054112.924704 nChanged 29 SP:Iteration 26Q (6500.241928 sec): 3 clusters Score: Raw -2057295.291087 + Penalty 3175.087147 = -2054120.203940 nChanged 32 SP:Iteration 27Q (6500.308964 sec): 3 clusters Score: Raw -2057302.367390 + Penalty 3175.087147 = -2054127.280243 nChanged 28 SP:Iteration 28Q (6500.385205 sec): 3 clusters Score: Raw -2057310.621273 + Penalty 3175.087147 = -2054135.534127 nChanged 38 SP:Iteration 29Q (6500.452294 sec): 3 clusters Score: Raw -2057325.244774 + Penalty 3175.087147 = -2054150.157627 nChanged 54 SP:Iteration 30Q (6500.533016 sec): 3 clusters Score: Raw -2057355.410699 + Penalty 3175.087147 = -2054180.323552 nChanged 71 SP:Iteration 31Q (6500.606412 sec): 3 clusters Score: Raw -2057390.516454 + Penalty 3175.087147 = -2054215.429307 nChanged 70 SP:Iteration 32Q (6500.673544 sec): 3 clusters Score: Raw -2057419.802007 + Penalty 3175.087147 = -2054244.714861 nChanged 76 SP:Iteration 33Q (6500.741498 sec): 3 clusters Score: Raw -2057461.846186 + Penalty 3175.087147 = -2054286.759040 nChanged 105 SP:Iteration 34Q (6500.810830 sec): 3 clusters Score: Raw -2057526.943400 + Penalty 3175.087147 = -2054351.856253 nChanged 116 SP:Iteration 35Q (6500.894670 sec): 3 clusters Score: Raw -2057592.882387 + Penalty 3175.087147 = -2054417.795241 nChanged 105 SP:Iteration 36Q (6500.970626 sec): 3 clusters Score: Raw -2057655.792239 + Penalty 3175.087147 = -2054480.705092 nChanged 107 SP:Iteration 37Q (6501.045397 sec): 3 clusters Score: Raw -2057724.811446 + Penalty 3175.087147 = -2054549.724300 nChanged 121 SP:Iteration 38Q (6501.115122 sec): 3 clusters Score: Raw -2057790.296191 + Penalty 3175.087147 = -2054615.209045 nChanged 104 SP:Iteration 39Q (6501.171462 sec): 3 clusters Score: Raw -2057854.230762 + Penalty 3175.087147 = -2054679.143615 nChanged 92 SP:Iteration 40F (6501.238432 sec): 3 clusters Score: Raw -2057915.404078 + Penalty 3175.087147 = -2054740.316932 nChanged 85 SP:Iteration 41Q (6501.300538 sec): 3 clusters Score: Raw -2057947.877775 + Penalty 3175.087147 = -2054772.790629 nChanged 62 SP:Iteration 42Q (6501.376635 sec): 3 clusters Score: Raw -2057964.676209 + Penalty 3175.087147 = -2054789.589063 nChanged 63 SP:Iteration 43Q (6501.434031 sec): 3 clusters Score: Raw -2057981.133084 + Penalty 3175.087147 = -2054806.045937 nChanged 66 SP:Iteration 44Q (6501.507145 sec): 3 clusters Score: Raw -2057996.573956 + Penalty 3175.087147 = -2054821.486810 nChanged 58 SP:Iteration 45Q (6501.580512 sec): 3 clusters Score: Raw -2058006.158964 + Penalty 3175.087147 = -2054831.071818 nChanged 53 SP:Iteration 46Q (6501.651964 sec): 3 clusters Score: Raw -2058014.351940 + Penalty 3175.087147 = -2054839.264793 nChanged 45 SP:Iteration 47Q (6501.730113 sec): 3 clusters Score: Raw -2058020.662012 + Penalty 3175.087147 = -2054845.574865 nChanged 33 SP:Iteration 48Q (6501.794940 sec): 3 clusters Score: Raw -2058025.347761 + Penalty 3175.087147 = -2054850.260615 nChanged 37 SP:Iteration 49Q (6501.868660 sec): 3 clusters Score: Raw -2058031.541187 + Penalty 3175.087147 = -2054856.454040 nChanged 33 SP:Iteration 50Q (6501.934927 sec): 3 clusters Score: Raw -2058037.204726 + Penalty 3175.087147 = -2054862.117580 nChanged 35 SP:Iteration 51Q (6502.003834 sec): 3 clusters Score: Raw -2058041.522337 + Penalty 3175.087147 = -2054866.435190 nChanged 23 SP:Iteration 52Q (6502.085591 sec): 3 clusters Score: Raw -2058044.164042 + Penalty 3175.087147 = -2054869.076896 nChanged 17 SP:Iteration 53Q (6502.163608 sec): 3 clusters Score: Raw -2058045.723652 + Penalty 3175.087147 = -2054870.636506 nChanged 12 SP:Iteration 54Q (6502.240581 sec): 3 clusters Score: Raw -2058046.580672 + Penalty 3175.087147 = -2054871.493526 nChanged 7 SP:Iteration 55Q (6502.317417 sec): 3 clusters Score: Raw -2058047.020524 + Penalty 3175.087147 = -2054871.933377 nChanged 5 SP:Iteration 56Q (6502.391200 sec): 3 clusters Score: Raw -2058047.386362 + Penalty 3175.087147 = -2054872.299215 nChanged 8 SP:Iteration 57Q (6502.481335 sec): 3 clusters Score: Raw -2058047.931826 + Penalty 3175.087147 = -2054872.844680 nChanged 10 SP:Iteration 58Q (6502.559206 sec): 3 clusters Score: Raw -2058048.727901 + Penalty 3175.087147 = -2054873.640754 nChanged 10 SP:Iteration 59Q (6502.637493 sec): 3 clusters Score: Raw -2058049.768350 + Penalty 3175.087147 = -2054874.681203 nChanged 5 SP:Iteration 60F (6502.704323 sec): 3 clusters Score: Raw -2058050.131476 + Penalty 3175.087147 = -2054875.044329 nChanged 4 SP:Iteration 61Q (6502.779507 sec): 3 clusters Score: Raw -2058050.411804 + Penalty 3175.087147 = -2054875.324657 nChanged 4 SP:Iteration 62Q (6502.848075 sec): 3 clusters Score: Raw -2058050.759156 + Penalty 3175.087147 = -2054875.672010 nChanged 6 SP:Iteration 63Q (6502.924974 sec): 3 clusters Score: Raw -2058051.128020 + Penalty 3175.087147 = -2054876.040874 nChanged 7 SP:Iteration 64Q (6502.995188 sec): 3 clusters Score: Raw -2058051.428662 + Penalty 3175.087147 = -2054876.341515 nChanged 8 SP:Iteration 65Q (6503.073641 sec): 3 clusters Score: Raw -2058051.976382 + Penalty 3175.087147 = -2054876.889235 nChanged 8 SP:Iteration 66Q (6503.140326 sec): 3 clusters Score: Raw -2058052.495882 + Penalty 3175.087147 = -2054877.408735 nChanged 3 SP:Iteration 67Q (6503.202137 sec): 3 clusters Score: Raw -2058052.999241 + Penalty 3175.087147 = -2054877.912095 nChanged 6 SP:Iteration 68Q (6503.270405 sec): 3 clusters Score: Raw -2058053.661277 + Penalty 3175.087147 = -2054878.574131 nChanged 8 SP:Iteration 69Q (6503.334669 sec): 3 clusters Score: Raw -2058054.326399 + Penalty 3175.087147 = -2054879.239253 nChanged 3 SP:Iteration 70Q (6503.402587 sec): 3 clusters Score: Raw -2058054.621907 + Penalty 3175.087147 = -2054879.534761 nChanged 4 SP:Iteration 71Q (6503.468184 sec): 3 clusters Score: Raw -2058055.073981 + Penalty 3175.087147 = -2054879.986835 nChanged 6 SP:Iteration 72Q (6503.537827 sec): 3 clusters Score: Raw -2058055.558922 + Penalty 3175.087147 = -2054880.471776 nChanged 4 SP:Iteration 73Q (6503.611088 sec): 3 clusters Score: Raw -2058055.731631 + Penalty 3175.087147 = -2054880.644485 nChanged 3 SP:Iteration 74Q (6503.686309 sec): 3 clusters Score: Raw -2058056.129086 + Penalty 3175.087147 = -2054881.041940 nChanged 0 SP:Iteration 75F (6503.756114 sec): 3 clusters Score: Raw -2058056.129086 + Penalty 3175.087147 = -2054881.041940 nChanged 0 Score: Raw -129424755.224735 + Penalty 74397.358190 = -129350357.866545 Splitting cluster 20 changes total score from -129285113.964022 to -129350357.866545 So it's getting split into cluster 33. Iteration 20F (6545.730565 sec): 34 clusters Score: Raw -129453222.613363 + Penalty 74397.358190 = -129378825.255172 nChanged 39757 Iteration 21Q (6555.510063 sec): 34 clusters Score: Raw -129470509.411347 + Penalty 74397.358190 = -129396112.053156 nChanged 19713 Iteration 22Q (6565.176656 sec): 34 clusters Score: Raw -129477751.751317 + Penalty 74397.358190 = -129403354.393127 nChanged 14122 Iteration 23Q (6573.734479 sec): 34 clusters Score: Raw -129482322.280585 + Penalty 74397.358190 = -129407924.922394 nChanged 11306 Iteration 24Q (6583.287867 sec): 34 clusters Score: Raw -129485391.492588 + Penalty 74397.358190 = -129410994.134398 nChanged 9331 Iteration 25Q (6592.773724 sec): 34 clusters Score: Raw -129487533.464677 + Penalty 74397.358190 = -129413136.106487 nChanged 7819 Iteration 26Q (6601.815578 sec): 34 clusters Score: Raw -129489113.407502 + Penalty 74397.358190 = -129414716.049312 nChanged 6786 Iteration 27Q (6610.874934 sec): 34 clusters Score: Raw -129490410.258222 + Penalty 74397.358190 = -129416012.900032 nChanged 6136 Iteration 28Q (6620.073898 sec): 34 clusters Score: Raw -129491551.889326 + Penalty 74397.358190 = -129417154.531136 nChanged 5792 Iteration 29Q (6629.012817 sec): 34 clusters Score: Raw -129492645.111842 + Penalty 74397.358190 = -129418247.753651 nChanged 5361 Iteration 30Q (6638.270654 sec): 34 clusters Score: Raw -129493700.389891 + Penalty 74397.358190 = -129419303.031700 nChanged 5048 Iteration 31Q (6647.398102 sec): 34 clusters Score: Raw -129494683.584575 + Penalty 74397.358190 = -129420286.226384 nChanged 4855 Iteration 32Q (6656.271695 sec): 34 clusters Score: Raw -129495641.341319 + Penalty 74397.358190 = -129421243.983128 nChanged 4634 Iteration 33Q (6665.487728 sec): 34 clusters Score: Raw -129496545.750566 + Penalty 74397.358190 = -129422148.392375 nChanged 4253 Iteration 34Q (6674.256536 sec): 34 clusters Score: Raw -129497348.215779 + Penalty 74397.358190 = -129422950.857589 nChanged 4032 Iteration 35Q (6683.095731 sec): 34 clusters Score: Raw -129498045.889279 + Penalty 74397.358190 = -129423648.531088 nChanged 3607 Iteration 36Q (6691.934452 sec): 34 clusters Score: Raw -129498658.364747 + Penalty 74397.358190 = -129424261.006557 nChanged 3407 Iteration 37Q (6700.831056 sec): 34 clusters Score: Raw -129499235.074567 + Penalty 74397.358190 = -129424837.716377 nChanged 3137 Iteration 38Q (6710.146034 sec): 34 clusters Score: Raw -129499750.169242 + Penalty 74397.358190 = -129425352.811051 nChanged 2788 Iteration 39Q (6719.421648 sec): 34 clusters Score: Raw -129500150.882248 + Penalty 74397.358190 = -129425753.524058 nChanged 2448 Iteration 40F (6740.412365 sec): 34 clusters Score: Raw -129502255.940365 + Penalty 74397.358190 = -129427858.582175 nChanged 2836 Iteration 41Q (6749.925506 sec): 34 clusters Score: Raw -129503294.253372 + Penalty 74397.358190 = -129428896.895182 nChanged 2869 Iteration 42Q (6759.456435 sec): 34 clusters Score: Raw -129503791.671824 + Penalty 74397.358190 = -129429394.313633 nChanged 2656 Iteration 43Q (6768.971998 sec): 34 clusters Score: Raw -129504242.940811 + Penalty 74397.358190 = -129429845.582620 nChanged 2549 Iteration 44Q (6777.889201 sec): 34 clusters Score: Raw -129504641.633195 + Penalty 74397.358190 = -129430244.275005 nChanged 2278 Iteration 45Q (6787.289075 sec): 34 clusters Score: Raw -129504987.185541 + Penalty 74397.358190 = -129430589.827351 nChanged 2079 Iteration 46Q (6796.808539 sec): 34 clusters Score: Raw -129505283.449599 + Penalty 74397.358190 = -129430886.091409 nChanged 1834 Iteration 47Q (6806.222119 sec): 34 clusters Score: Raw -129505526.082196 + Penalty 74397.358190 = -129431128.724006 nChanged 1672 Iteration 48Q (6815.681199 sec): 34 clusters Score: Raw -129505742.846634 + Penalty 74397.358190 = -129431345.488444 nChanged 1554 Iteration 49Q (6824.928499 sec): 34 clusters Score: Raw -129505926.931289 + Penalty 74397.358190 = -129431529.573098 nChanged 1381 Iteration 50Q (6833.891707 sec): 34 clusters Score: Raw -129506068.005347 + Penalty 74397.358190 = -129431670.647156 nChanged 1197 Iteration 51Q (6843.171068 sec): 34 clusters Score: Raw -129506177.803126 + Penalty 74397.358190 = -129431780.444935 nChanged 1047 Iteration 52Q (6852.652980 sec): 34 clusters Score: Raw -129506275.386114 + Penalty 74397.358190 = -129431878.027924 nChanged 974 Iteration 53Q (6862.213150 sec): 34 clusters Score: Raw -129506350.310594 + Penalty 74397.358190 = -129431952.952404 nChanged 835 Iteration 54Q (6871.725983 sec): 34 clusters Score: Raw -129506411.426184 + Penalty 74397.358190 = -129432014.067994 nChanged 766 Iteration 55Q (6881.212811 sec): 34 clusters Score: Raw -129506463.498669 + Penalty 74397.358190 = -129432066.140478 nChanged 708 Iteration 56Q (6890.580414 sec): 34 clusters Score: Raw -129506503.071416 + Penalty 74397.358190 = -129432105.713225 nChanged 625 Iteration 57Q (6899.780370 sec): 34 clusters Score: Raw -129506534.875679 + Penalty 74397.358190 = -129432137.517489 nChanged 536 Iteration 58Q (6909.370942 sec): 34 clusters Score: Raw -129506558.269241 + Penalty 74397.358190 = -129432160.911050 nChanged 433 Writing temp clu file Because OldScore, -129432137.517489, is greater than current (better) Score,-129432160.911050 Compute initial score before splitting: Score: Raw -129506558.269241 + Penalty 74397.358190 = -129432160.911050 Trying to split cluster 1 (34814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6909.766246 sec): 2 clusters Score: Raw -4340863.149902 + Penalty 1699.388419 = -4339163.761484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6909.890572 sec): 3 clusters Score: Raw -4319253.053508 + Penalty 3398.776837 = -4315854.276671 nChanged 16092 SP:Iteration 1F (6909.999178 sec): 3 clusters Score: Raw -4328195.116893 + Penalty 3398.776837 = -4324796.340056 nChanged 1591 SP:Iteration 2Q (6910.098778 sec): 3 clusters Score: Raw -4328767.439938 + Penalty 3398.776837 = -4325368.663101 nChanged 1675 SP:Iteration 3Q (6910.224430 sec): 3 clusters Score: Raw -4329503.179663 + Penalty 3398.776837 = -4326104.402826 nChanged 1937 SP:Iteration 4F (6910.333262 sec): 3 clusters Score: Raw -4330573.618137 + Penalty 3398.776837 = -4327174.841300 nChanged 2296 SP:Iteration 5F (6910.441503 sec): 3 clusters Score: Raw -4332028.519237 + Penalty 3398.776837 = -4328629.742400 nChanged 2600 SP:Iteration 6F (6910.541745 sec): 3 clusters Score: Raw -4333913.505190 + Penalty 3398.776837 = -4330514.728352 nChanged 2589 SP:Iteration 7F (6910.627865 sec): 3 clusters Score: Raw -4335937.332597 + Penalty 3398.776837 = -4332538.555759 nChanged 2172 SP:Iteration 8F (6910.735909 sec): 3 clusters Score: Raw -4337738.323411 + Penalty 3398.776837 = -4334339.546573 nChanged 1541 SP:Iteration 9Q (6910.832814 sec): 3 clusters Score: Raw -4339007.056593 + Penalty 3398.776837 = -4335608.279756 nChanged 1047 SP:Iteration 10Q (6910.926737 sec): 3 clusters Score: Raw -4339751.449956 + Penalty 3398.776837 = -4336352.673118 nChanged 666 SP:Iteration 11Q (6911.022317 sec): 3 clusters Score: Raw -4340116.714811 + Penalty 3398.776837 = -4336717.937973 nChanged 488 SP:Iteration 12Q (6911.124919 sec): 3 clusters Score: Raw -4340303.112534 + Penalty 3398.776837 = -4336904.335697 nChanged 344 SP:Iteration 13Q (6911.208579 sec): 3 clusters Score: Raw -4340418.521722 + Penalty 3398.776837 = -4337019.744884 nChanged 341 SP:Iteration 14Q (6911.301596 sec): 3 clusters Score: Raw -4340525.815910 + Penalty 3398.776837 = -4337127.039073 nChanged 287 SP:Iteration 15Q (6911.398485 sec): 3 clusters Score: Raw -4340606.764076 + Penalty 3398.776837 = -4337207.987239 nChanged 263 SP:Iteration 16Q (6911.479027 sec): 3 clusters Score: Raw -4340679.205955 + Penalty 3398.776837 = -4337280.429118 nChanged 240 SP:Iteration 17Q (6911.581435 sec): 3 clusters Score: Raw -4340736.231384 + Penalty 3398.776837 = -4337337.454547 nChanged 200 SP:Iteration 18Q (6911.663471 sec): 3 clusters Score: Raw -4340781.191269 + Penalty 3398.776837 = -4337382.414432 nChanged 182 SP:Iteration 19Q (6911.755558 sec): 3 clusters Score: Raw -4340822.066407 + Penalty 3398.776837 = -4337423.289569 nChanged 206 SP:Iteration 20F (6911.837418 sec): 3 clusters Score: Raw -4340867.560613 + Penalty 3398.776837 = -4337468.783776 nChanged 208 SP:Iteration 21Q (6911.933054 sec): 3 clusters Score: Raw -4340915.198128 + Penalty 3398.776837 = -4337516.421291 nChanged 194 SP:Iteration 22Q (6912.013515 sec): 3 clusters Score: Raw -4340961.411521 + Penalty 3398.776837 = -4337562.634684 nChanged 186 SP:Iteration 23Q (6912.105334 sec): 3 clusters Score: Raw -4341004.399831 + Penalty 3398.776837 = -4337605.622993 nChanged 171 SP:Iteration 24Q (6912.192455 sec): 3 clusters Score: Raw -4341043.999890 + Penalty 3398.776837 = -4337645.223053 nChanged 147 SP:Iteration 25Q (6912.286116 sec): 3 clusters Score: Raw -4341075.049670 + Penalty 3398.776837 = -4337676.272832 nChanged 131 SP:Iteration 26Q (6912.365796 sec): 3 clusters Score: Raw -4341102.525493 + Penalty 3398.776837 = -4337703.748656 nChanged 121 SP:Iteration 27Q (6912.464406 sec): 3 clusters Score: Raw -4341127.146363 + Penalty 3398.776837 = -4337728.369526 nChanged 117 SP:Iteration 28Q (6912.559697 sec): 3 clusters Score: Raw -4341152.792920 + Penalty 3398.776837 = -4337754.016083 nChanged 117 SP:Iteration 29Q (6912.664092 sec): 3 clusters Score: Raw -4341179.957421 + Penalty 3398.776837 = -4337781.180584 nChanged 135 SP:Iteration 30Q (6912.758994 sec): 3 clusters Score: Raw -4341209.301494 + Penalty 3398.776837 = -4337810.524656 nChanged 116 SP:Iteration 31Q (6912.842171 sec): 3 clusters Score: Raw -4341229.815461 + Penalty 3398.776837 = -4337831.038623 nChanged 78 SP:Iteration 32Q (6912.938040 sec): 3 clusters Score: Raw -4341244.512357 + Penalty 3398.776837 = -4337845.735520 nChanged 87 SP:Iteration 33Q (6913.022588 sec): 3 clusters Score: Raw -4341260.088441 + Penalty 3398.776837 = -4337861.311603 nChanged 73 SP:Iteration 34Q (6913.113093 sec): 3 clusters Score: Raw -4341275.060515 + Penalty 3398.776837 = -4337876.283678 nChanged 73 SP:Iteration 35Q (6913.197335 sec): 3 clusters Score: Raw -4341289.395812 + Penalty 3398.776837 = -4337890.618975 nChanged 74 SP:Iteration 36Q (6913.291048 sec): 3 clusters Score: Raw -4341303.866236 + Penalty 3398.776837 = -4337905.089399 nChanged 63 SP:Iteration 37Q (6913.381486 sec): 3 clusters Score: Raw -4341314.533475 + Penalty 3398.776837 = -4337915.756637 nChanged 61 SP:Iteration 38Q (6913.477214 sec): 3 clusters Score: Raw -4341324.889188 + Penalty 3398.776837 = -4337926.112351 nChanged 49 SP:Iteration 39Q (6913.567381 sec): 3 clusters Score: Raw -4341334.905955 + Penalty 3398.776837 = -4337936.129118 nChanged 62 SP:Iteration 40F (6913.658310 sec): 3 clusters Score: Raw -4341346.955147 + Penalty 3398.776837 = -4337948.178310 nChanged 59 SP:Iteration 41Q (6913.761770 sec): 3 clusters Score: Raw -4341358.025713 + Penalty 3398.776837 = -4337959.248876 nChanged 51 SP:Iteration 42Q (6913.857959 sec): 3 clusters Score: Raw -4341367.023117 + Penalty 3398.776837 = -4337968.246280 nChanged 46 SP:Iteration 43Q (6913.945678 sec): 3 clusters Score: Raw -4341375.837090 + Penalty 3398.776837 = -4337977.060253 nChanged 53 SP:Iteration 44Q (6914.031217 sec): 3 clusters Score: Raw -4341384.936588 + Penalty 3398.776837 = -4337986.159751 nChanged 43 SP:Iteration 45Q (6914.114865 sec): 3 clusters Score: Raw -4341391.865492 + Penalty 3398.776837 = -4337993.088654 nChanged 39 SP:Iteration 46Q (6914.194858 sec): 3 clusters Score: Raw -4341399.674110 + Penalty 3398.776837 = -4338000.897273 nChanged 42 SP:Iteration 47Q (6914.279860 sec): 3 clusters Score: Raw -4341407.364242 + Penalty 3398.776837 = -4338008.587405 nChanged 29 SP:Iteration 48Q (6914.381278 sec): 3 clusters Score: Raw -4341411.276893 + Penalty 3398.776837 = -4338012.500056 nChanged 27 SP:Iteration 49Q (6914.469014 sec): 3 clusters Score: Raw -4341415.195613 + Penalty 3398.776837 = -4338016.418776 nChanged 23 SP:Iteration 50Q (6914.553964 sec): 3 clusters Score: Raw -4341418.368320 + Penalty 3398.776837 = -4338019.591483 nChanged 22 SP:Iteration 51Q (6914.646219 sec): 3 clusters Score: Raw -4341421.107423 + Penalty 3398.776837 = -4338022.330586 nChanged 22 SP:Iteration 52Q (6914.725921 sec): 3 clusters Score: Raw -4341424.343087 + Penalty 3398.776837 = -4338025.566250 nChanged 24 SP:Iteration 53Q (6914.817019 sec): 3 clusters Score: Raw -4341427.779963 + Penalty 3398.776837 = -4338029.003125 nChanged 23 SP:Iteration 54Q (6914.899778 sec): 3 clusters Score: Raw -4341430.721495 + Penalty 3398.776837 = -4338031.944658 nChanged 15 SP:Iteration 55Q (6914.991861 sec): 3 clusters Score: Raw -4341432.436308 + Penalty 3398.776837 = -4338033.659471 nChanged 15 SP:Iteration 56Q (6915.085846 sec): 3 clusters Score: Raw -4341434.465736 + Penalty 3398.776837 = -4338035.688899 nChanged 14 SP:Iteration 57Q (6915.165109 sec): 3 clusters Score: Raw -4341436.880305 + Penalty 3398.776837 = -4338038.103468 nChanged 15 SP:Iteration 58Q (6915.253139 sec): 3 clusters Score: Raw -4341438.676019 + Penalty 3398.776837 = -4338039.899182 nChanged 12 SP:Iteration 59Q (6915.344904 sec): 3 clusters Score: Raw -4341440.277261 + Penalty 3398.776837 = -4338041.500424 nChanged 8 SP:Iteration 60F (6915.421861 sec): 3 clusters Score: Raw -4341441.057078 + Penalty 3398.776837 = -4338042.280241 nChanged 8 SP:Iteration 61Q (6915.508905 sec): 3 clusters Score: Raw -4341442.287859 + Penalty 3398.776837 = -4338043.511021 nChanged 4 SP:Iteration 62Q (6915.609404 sec): 3 clusters Score: Raw -4341442.584096 + Penalty 3398.776837 = -4338043.807259 nChanged 1 SP:Iteration 63Q (6915.698996 sec): 3 clusters Score: Raw -4341442.672598 + Penalty 3398.776837 = -4338043.895761 nChanged 0 SP:Iteration 64F (6915.798409 sec): 3 clusters Score: Raw -4341442.672598 + Penalty 3398.776837 = -4338043.895761 nChanged 0 Trying to split cluster 2 (1412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6915.826965 sec): 2 clusters Score: Raw -162964.466468 + Penalty 1178.573893 = -161785.892575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6915.866752 sec): 3 clusters Score: Raw -162416.165389 + Penalty 2357.147786 = -160059.017603 nChanged 457 SP:Iteration 1F (6915.911423 sec): 3 clusters Score: Raw -162744.023417 + Penalty 2357.147786 = -160386.875631 nChanged 116 SP:Iteration 2F (6915.958031 sec): 3 clusters Score: Raw -162838.956033 + Penalty 2357.147786 = -160481.808247 nChanged 65 SP:Iteration 3Q (6916.011510 sec): 3 clusters Score: Raw -162890.377092 + Penalty 2357.147786 = -160533.229306 nChanged 44 SP:Iteration 4Q (6916.020497 sec): 3 clusters Score: Raw -162924.684150 + Penalty 2357.147786 = -160567.536364 nChanged 33 SP:Iteration 5Q (6916.056884 sec): 3 clusters Score: Raw -162949.199970 + Penalty 2357.147786 = -160592.052184 nChanged 26 SP:Iteration 6Q (6916.102064 sec): 3 clusters Score: Raw -162971.510881 + Penalty 2357.147786 = -160614.363095 nChanged 20 SP:Iteration 7Q (6916.144376 sec): 3 clusters Score: Raw -162990.646836 + Penalty 2357.147786 = -160633.499050 nChanged 27 SP:Iteration 8Q (6916.183806 sec): 3 clusters Score: Raw -163008.651635 + Penalty 2357.147786 = -160651.503849 nChanged 22 SP:Iteration 9Q (6916.220082 sec): 3 clusters Score: Raw -163026.177782 + Penalty 2357.147786 = -160669.029996 nChanged 19 SP:Iteration 10Q (6916.263502 sec): 3 clusters Score: Raw -163040.351375 + Penalty 2357.147786 = -160683.203589 nChanged 14 SP:Iteration 11Q (6916.301284 sec): 3 clusters Score: Raw -163052.068915 + Penalty 2357.147786 = -160694.921129 nChanged 11 SP:Iteration 12Q (6916.340058 sec): 3 clusters Score: Raw -163060.991797 + Penalty 2357.147786 = -160703.844012 nChanged 11 SP:Iteration 13Q (6916.381546 sec): 3 clusters Score: Raw -163068.689269 + Penalty 2357.147786 = -160711.541483 nChanged 7 SP:Iteration 14Q (6916.432379 sec): 3 clusters Score: Raw -163072.390825 + Penalty 2357.147786 = -160715.243039 nChanged 4 SP:Iteration 15Q (6916.468415 sec): 3 clusters Score: Raw -163074.528362 + Penalty 2357.147786 = -160717.380577 nChanged 5 SP:Iteration 16Q (6916.501515 sec): 3 clusters Score: Raw -163077.642680 + Penalty 2357.147786 = -160720.494894 nChanged 2 SP:Iteration 17Q (6916.547372 sec): 3 clusters Score: Raw -163078.252528 + Penalty 2357.147786 = -160721.104742 nChanged 2 SP:Iteration 18Q (6916.586059 sec): 3 clusters Score: Raw -163080.243285 + Penalty 2357.147786 = -160723.095499 nChanged 3 SP:Iteration 19Q (6916.629203 sec): 3 clusters Score: Raw -163082.055175 + Penalty 2357.147786 = -160724.907389 nChanged 5 SP:Iteration 20F (6916.678513 sec): 3 clusters Score: Raw -163085.392124 + Penalty 2357.147786 = -160728.244338 nChanged 8 SP:Iteration 21Q (6916.723826 sec): 3 clusters Score: Raw -163089.780975 + Penalty 2357.147786 = -160732.633189 nChanged 2 SP:Iteration 22Q (6916.772560 sec): 3 clusters Score: Raw -163090.580933 + Penalty 2357.147786 = -160733.433147 nChanged 2 SP:Iteration 23Q (6916.818448 sec): 3 clusters Score: Raw -163092.135383 + Penalty 2357.147786 = -160734.987597 nChanged 4 SP:Iteration 24Q (6916.867097 sec): 3 clusters Score: Raw -163093.739508 + Penalty 2357.147786 = -160736.591722 nChanged 1 SP:Iteration 25Q (6916.913298 sec): 3 clusters Score: Raw -163094.459198 + Penalty 2357.147786 = -160737.311412 nChanged 1 SP:Iteration 26Q (6916.954034 sec): 3 clusters Score: Raw -163095.721941 + Penalty 2357.147786 = -160738.574155 nChanged 1 SP:Iteration 27Q (6916.998441 sec): 3 clusters Score: Raw -163096.412678 + Penalty 2357.147786 = -160739.264892 nChanged 1 SP:Iteration 28Q (6917.040732 sec): 3 clusters Score: Raw -163097.262259 + Penalty 2357.147786 = -160740.114473 nChanged 2 SP:Iteration 29Q (6917.101299 sec): 3 clusters Score: Raw -163097.897139 + Penalty 2357.147786 = -160740.749353 nChanged 2 SP:Iteration 30Q (6917.152357 sec): 3 clusters Score: Raw -163098.673480 + Penalty 2357.147786 = -160741.525694 nChanged 1 SP:Iteration 31Q (6917.187028 sec): 3 clusters Score: Raw -163099.079885 + Penalty 2357.147786 = -160741.932099 nChanged 1 SP:Iteration 32Q (6917.235978 sec): 3 clusters Score: Raw -163099.505805 + Penalty 2357.147786 = -160742.358019 nChanged 0 SP:Iteration 33F (6917.280635 sec): 3 clusters Score: Raw -163099.505805 + Penalty 2357.147786 = -160742.358019 nChanged 0 Trying to split cluster 3 (12872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6917.332411 sec): 2 clusters Score: Raw -1469768.872239 + Penalty 1537.706574 = -1468231.165665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6917.400558 sec): 3 clusters Score: Raw -1462291.336501 + Penalty 3075.413149 = -1459215.923352 nChanged 5776 SP:Iteration 1F (6917.454260 sec): 3 clusters Score: Raw -1465866.958176 + Penalty 3075.413149 = -1462791.545027 nChanged 1056 SP:Iteration 2F (6917.517461 sec): 3 clusters Score: Raw -1466687.992470 + Penalty 3075.413149 = -1463612.579321 nChanged 992 SP:Iteration 3F (6917.579759 sec): 3 clusters Score: Raw -1467556.662446 + Penalty 3075.413149 = -1464481.249298 nChanged 991 SP:Iteration 4F (6917.633630 sec): 3 clusters Score: Raw -1468438.111884 + Penalty 3075.413149 = -1465362.698736 nChanged 912 SP:Iteration 5F (6917.687931 sec): 3 clusters Score: Raw -1469083.688653 + Penalty 3075.413149 = -1466008.275504 nChanged 723 SP:Iteration 6F (6917.756491 sec): 3 clusters Score: Raw -1469476.211511 + Penalty 3075.413149 = -1466400.798362 nChanged 507 SP:Iteration 7Q (6917.827341 sec): 3 clusters Score: Raw -1469687.866187 + Penalty 3075.413149 = -1466612.453038 nChanged 363 SP:Iteration 8Q (6917.884914 sec): 3 clusters Score: Raw -1469812.413290 + Penalty 3075.413149 = -1466737.000141 nChanged 274 SP:Iteration 9Q (6917.949190 sec): 3 clusters Score: Raw -1469891.124516 + Penalty 3075.413149 = -1466815.711367 nChanged 213 SP:Iteration 10Q (6918.021037 sec): 3 clusters Score: Raw -1469942.707042 + Penalty 3075.413149 = -1466867.293894 nChanged 160 SP:Iteration 11Q (6918.086047 sec): 3 clusters Score: Raw -1469983.219098 + Penalty 3075.413149 = -1466907.805949 nChanged 144 SP:Iteration 12Q (6918.155721 sec): 3 clusters Score: Raw -1470021.342021 + Penalty 3075.413149 = -1466945.928872 nChanged 158 SP:Iteration 13Q (6918.203095 sec): 3 clusters Score: Raw -1470060.760900 + Penalty 3075.413149 = -1466985.347751 nChanged 134 SP:Iteration 14Q (6918.268248 sec): 3 clusters Score: Raw -1470090.117925 + Penalty 3075.413149 = -1467014.704776 nChanged 123 SP:Iteration 15Q (6918.337364 sec): 3 clusters Score: Raw -1470118.586429 + Penalty 3075.413149 = -1467043.173280 nChanged 133 SP:Iteration 16Q (6918.389595 sec): 3 clusters Score: Raw -1470151.346553 + Penalty 3075.413149 = -1467075.933405 nChanged 134 SP:Iteration 17Q (6918.462404 sec): 3 clusters Score: Raw -1470181.150907 + Penalty 3075.413149 = -1467105.737758 nChanged 125 SP:Iteration 18Q (6918.516416 sec): 3 clusters Score: Raw -1470209.074444 + Penalty 3075.413149 = -1467133.661295 nChanged 121 SP:Iteration 19Q (6918.577368 sec): 3 clusters Score: Raw -1470235.288520 + Penalty 3075.413149 = -1467159.875371 nChanged 129 SP:Iteration 20F (6918.638253 sec): 3 clusters Score: Raw -1470267.083574 + Penalty 3075.413149 = -1467191.670425 nChanged 139 SP:Iteration 21Q (6918.713270 sec): 3 clusters Score: Raw -1470302.014078 + Penalty 3075.413149 = -1467226.600930 nChanged 142 SP:Iteration 22Q (6918.763261 sec): 3 clusters Score: Raw -1470336.898045 + Penalty 3075.413149 = -1467261.484897 nChanged 147 SP:Iteration 23Q (6918.831192 sec): 3 clusters Score: Raw -1470374.037326 + Penalty 3075.413149 = -1467298.624177 nChanged 144 SP:Iteration 24Q (6918.908359 sec): 3 clusters Score: Raw -1470411.881466 + Penalty 3075.413149 = -1467336.468317 nChanged 126 SP:Iteration 25Q (6918.969092 sec): 3 clusters Score: Raw -1470445.121733 + Penalty 3075.413149 = -1467369.708584 nChanged 118 SP:Iteration 26Q (6919.045924 sec): 3 clusters Score: Raw -1470477.542220 + Penalty 3075.413149 = -1467402.129071 nChanged 126 SP:Iteration 27Q (6919.109908 sec): 3 clusters Score: Raw -1470512.606280 + Penalty 3075.413149 = -1467437.193131 nChanged 109 SP:Iteration 28Q (6919.180375 sec): 3 clusters Score: Raw -1470539.224892 + Penalty 3075.413149 = -1467463.811743 nChanged 84 SP:Iteration 29Q (6919.246193 sec): 3 clusters Score: Raw -1470559.546498 + Penalty 3075.413149 = -1467484.133349 nChanged 90 SP:Iteration 30Q (6919.311827 sec): 3 clusters Score: Raw -1470585.420923 + Penalty 3075.413149 = -1467510.007775 nChanged 96 SP:Iteration 31Q (6919.381902 sec): 3 clusters Score: Raw -1470612.546821 + Penalty 3075.413149 = -1467537.133673 nChanged 100 SP:Iteration 32Q (6919.451494 sec): 3 clusters Score: Raw -1470639.521210 + Penalty 3075.413149 = -1467564.108061 nChanged 85 SP:Iteration 33Q (6919.504756 sec): 3 clusters Score: Raw -1470659.258274 + Penalty 3075.413149 = -1467583.845125 nChanged 77 SP:Iteration 34Q (6919.568970 sec): 3 clusters Score: Raw -1470678.066329 + Penalty 3075.413149 = -1467602.653181 nChanged 70 SP:Iteration 35Q (6919.630331 sec): 3 clusters Score: Raw -1470695.190152 + Penalty 3075.413149 = -1467619.777003 nChanged 56 SP:Iteration 36Q (6919.691642 sec): 3 clusters Score: Raw -1470706.659827 + Penalty 3075.413149 = -1467631.246678 nChanged 51 SP:Iteration 37Q (6919.745416 sec): 3 clusters Score: Raw -1470717.519460 + Penalty 3075.413149 = -1467642.106311 nChanged 42 SP:Iteration 38Q (6919.806040 sec): 3 clusters Score: Raw -1470725.564222 + Penalty 3075.413149 = -1467650.151073 nChanged 42 SP:Iteration 39Q (6919.881210 sec): 3 clusters Score: Raw -1470732.361865 + Penalty 3075.413149 = -1467656.948717 nChanged 30 SP:Iteration 40F (6919.934147 sec): 3 clusters Score: Raw -1470737.838458 + Penalty 3075.413149 = -1467662.425309 nChanged 34 SP:Iteration 41Q (6919.988182 sec): 3 clusters Score: Raw -1470744.918891 + Penalty 3075.413149 = -1467669.505742 nChanged 36 SP:Iteration 42Q (6920.054183 sec): 3 clusters Score: Raw -1470751.868808 + Penalty 3075.413149 = -1467676.455660 nChanged 29 SP:Iteration 43Q (6920.119712 sec): 3 clusters Score: Raw -1470756.897035 + Penalty 3075.413149 = -1467681.483886 nChanged 32 SP:Iteration 44Q (6920.171803 sec): 3 clusters Score: Raw -1470762.559214 + Penalty 3075.413149 = -1467687.146065 nChanged 24 SP:Iteration 45Q (6920.244943 sec): 3 clusters Score: Raw -1470766.271988 + Penalty 3075.413149 = -1467690.858839 nChanged 19 SP:Iteration 46Q (6920.309841 sec): 3 clusters Score: Raw -1470770.603773 + Penalty 3075.413149 = -1467695.190624 nChanged 28 SP:Iteration 47Q (6920.379455 sec): 3 clusters Score: Raw -1470775.650409 + Penalty 3075.413149 = -1467700.237260 nChanged 25 SP:Iteration 48Q (6920.429074 sec): 3 clusters Score: Raw -1470779.392278 + Penalty 3075.413149 = -1467703.979130 nChanged 16 SP:Iteration 49Q (6920.494455 sec): 3 clusters Score: Raw -1470781.779208 + Penalty 3075.413149 = -1467706.366059 nChanged 16 SP:Iteration 50Q (6920.556259 sec): 3 clusters Score: Raw -1470784.830177 + Penalty 3075.413149 = -1467709.417028 nChanged 24 SP:Iteration 51Q (6920.622915 sec): 3 clusters Score: Raw -1470789.282511 + Penalty 3075.413149 = -1467713.869362 nChanged 27 SP:Iteration 52Q (6920.683725 sec): 3 clusters Score: Raw -1470794.329201 + Penalty 3075.413149 = -1467718.916052 nChanged 25 SP:Iteration 53Q (6920.751506 sec): 3 clusters Score: Raw -1470800.046558 + Penalty 3075.413149 = -1467724.633409 nChanged 34 SP:Iteration 54Q (6920.812286 sec): 3 clusters Score: Raw -1470807.690774 + Penalty 3075.413149 = -1467732.277625 nChanged 37 SP:Iteration 55Q (6920.883707 sec): 3 clusters Score: Raw -1470816.778740 + Penalty 3075.413149 = -1467741.365592 nChanged 36 SP:Iteration 56Q (6920.941895 sec): 3 clusters Score: Raw -1470825.240394 + Penalty 3075.413149 = -1467749.827245 nChanged 28 SP:Iteration 57Q (6921.020281 sec): 3 clusters Score: Raw -1470833.818550 + Penalty 3075.413149 = -1467758.405401 nChanged 31 SP:Iteration 58Q (6921.072354 sec): 3 clusters Score: Raw -1470845.475766 + Penalty 3075.413149 = -1467770.062617 nChanged 31 SP:Iteration 59Q (6921.133944 sec): 3 clusters Score: Raw -1470853.946411 + Penalty 3075.413149 = -1467778.533262 nChanged 22 SP:Iteration 60F (6921.197545 sec): 3 clusters Score: Raw -1470859.840883 + Penalty 3075.413149 = -1467784.427735 nChanged 13 SP:Iteration 61Q (6921.272988 sec): 3 clusters Score: Raw -1470863.608312 + Penalty 3075.413149 = -1467788.195164 nChanged 14 SP:Iteration 62Q (6921.324660 sec): 3 clusters Score: Raw -1470868.740028 + Penalty 3075.413149 = -1467793.326880 nChanged 24 SP:Iteration 63Q (6921.388752 sec): 3 clusters Score: Raw -1470877.487017 + Penalty 3075.413149 = -1467802.073868 nChanged 20 SP:Iteration 64Q (6921.459065 sec): 3 clusters Score: Raw -1470888.119285 + Penalty 3075.413149 = -1467812.706136 nChanged 24 SP:Iteration 65Q (6921.523012 sec): 3 clusters Score: Raw -1470895.881843 + Penalty 3075.413149 = -1467820.468694 nChanged 25 SP:Iteration 66Q (6921.589252 sec): 3 clusters Score: Raw -1470902.634850 + Penalty 3075.413149 = -1467827.221701 nChanged 22 SP:Iteration 67Q (6921.653789 sec): 3 clusters Score: Raw -1470909.083382 + Penalty 3075.413149 = -1467833.670233 nChanged 13 SP:Iteration 68Q (6921.715191 sec): 3 clusters Score: Raw -1470912.812830 + Penalty 3075.413149 = -1467837.399682 nChanged 12 SP:Iteration 69Q (6921.778690 sec): 3 clusters Score: Raw -1470915.269147 + Penalty 3075.413149 = -1467839.855998 nChanged 12 SP:Iteration 70Q (6921.841521 sec): 3 clusters Score: Raw -1470917.779244 + Penalty 3075.413149 = -1467842.366096 nChanged 7 SP:Iteration 71Q (6921.900552 sec): 3 clusters Score: Raw -1470919.164383 + Penalty 3075.413149 = -1467843.751235 nChanged 4 SP:Iteration 72Q (6921.958043 sec): 3 clusters Score: Raw -1470920.122966 + Penalty 3075.413149 = -1467844.709817 nChanged 3 SP:Iteration 73Q (6922.021781 sec): 3 clusters Score: Raw -1470920.453583 + Penalty 3075.413149 = -1467845.040434 nChanged 2 SP:Iteration 74Q (6922.092595 sec): 3 clusters Score: Raw -1470920.643791 + Penalty 3075.413149 = -1467845.230642 nChanged 1 SP:Iteration 75Q (6922.153465 sec): 3 clusters Score: Raw -1470920.749839 + Penalty 3075.413149 = -1467845.336691 nChanged 1 SP:Iteration 76Q (6922.212101 sec): 3 clusters Score: Raw -1470920.994061 + Penalty 3075.413149 = -1467845.580912 nChanged 2 SP:Iteration 77Q (6922.274009 sec): 3 clusters Score: Raw -1470921.422406 + Penalty 3075.413149 = -1467846.009257 nChanged 2 SP:Iteration 78Q (6922.335967 sec): 3 clusters Score: Raw -1470921.689733 + Penalty 3075.413149 = -1467846.276585 nChanged 2 SP:Iteration 79Q (6922.414422 sec): 3 clusters Score: Raw -1470922.079311 + Penalty 3075.413149 = -1467846.666162 nChanged 2 SP:Iteration 80F (6922.479487 sec): 3 clusters Score: Raw -1470922.633108 + Penalty 3075.413149 = -1467847.219959 nChanged 1 SP:Iteration 81Q (6922.526279 sec): 3 clusters Score: Raw -1470922.756256 + Penalty 3075.413149 = -1467847.343107 nChanged 0 SP:Iteration 82F (6922.591487 sec): 3 clusters Score: Raw -1470922.756256 + Penalty 3075.413149 = -1467847.343107 nChanged 0 Trying to split cluster 4 (60672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6922.699760 sec): 2 clusters Score: Raw -7542667.689415 + Penalty 1789.651108 = -7540878.038307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6922.831574 sec): 3 clusters Score: Raw -7503674.407322 + Penalty 3579.302215 = -7500095.105107 nChanged 28666 SP:Iteration 1F (6922.972647 sec): 3 clusters Score: Raw -7520954.311179 + Penalty 3579.302215 = -7517375.008964 nChanged 2897 SP:Iteration 2Q (6923.108413 sec): 3 clusters Score: Raw -7522144.242014 + Penalty 3579.302215 = -7518564.939798 nChanged 3073 SP:Iteration 3F (6923.236586 sec): 3 clusters Score: Raw -7523662.312920 + Penalty 3579.302215 = -7520083.010704 nChanged 3337 SP:Iteration 4F (6923.369201 sec): 3 clusters Score: Raw -7525593.687442 + Penalty 3579.302215 = -7522014.385226 nChanged 3717 SP:Iteration 5F (6923.496416 sec): 3 clusters Score: Raw -7527882.524344 + Penalty 3579.302215 = -7524303.222129 nChanged 3737 SP:Iteration 6F (6923.633534 sec): 3 clusters Score: Raw -7530227.184858 + Penalty 3579.302215 = -7526647.882642 nChanged 3523 SP:Iteration 7F (6923.762045 sec): 3 clusters Score: Raw -7532397.674141 + Penalty 3579.302215 = -7528818.371926 nChanged 3006 SP:Iteration 8Q (6923.910370 sec): 3 clusters Score: Raw -7533970.694261 + Penalty 3579.302215 = -7530391.392046 nChanged 2278 SP:Iteration 9Q (6924.057489 sec): 3 clusters Score: Raw -7534963.606755 + Penalty 3579.302215 = -7531384.304539 nChanged 1710 SP:Iteration 10Q (6924.194313 sec): 3 clusters Score: Raw -7535640.936435 + Penalty 3579.302215 = -7532061.634220 nChanged 1324 SP:Iteration 11Q (6924.331361 sec): 3 clusters Score: Raw -7536232.903206 + Penalty 3579.302215 = -7532653.600991 nChanged 1289 SP:Iteration 12Q (6924.470579 sec): 3 clusters Score: Raw -7536951.891705 + Penalty 3579.302215 = -7533372.589490 nChanged 1376 SP:Iteration 13Q (6924.609029 sec): 3 clusters Score: Raw -7537810.185890 + Penalty 3579.302215 = -7534230.883675 nChanged 1429 SP:Iteration 14Q (6924.755263 sec): 3 clusters Score: Raw -7538766.789126 + Penalty 3579.302215 = -7535187.486910 nChanged 1431 SP:Iteration 15Q (6924.878467 sec): 3 clusters Score: Raw -7539714.355950 + Penalty 3579.302215 = -7536135.053734 nChanged 1308 SP:Iteration 16Q (6925.010251 sec): 3 clusters Score: Raw -7540435.955150 + Penalty 3579.302215 = -7536856.652934 nChanged 1089 SP:Iteration 17Q (6925.139237 sec): 3 clusters Score: Raw -7540902.451953 + Penalty 3579.302215 = -7537323.149737 nChanged 944 SP:Iteration 18Q (6925.275217 sec): 3 clusters Score: Raw -7541262.556596 + Penalty 3579.302215 = -7537683.254381 nChanged 779 SP:Iteration 19Q (6925.408036 sec): 3 clusters Score: Raw -7541506.484622 + Penalty 3579.302215 = -7537927.182407 nChanged 647 SP:Iteration 20F (6925.546332 sec): 3 clusters Score: Raw -7541690.356206 + Penalty 3579.302215 = -7538111.053991 nChanged 546 SP:Iteration 21Q (6925.671233 sec): 3 clusters Score: Raw -7541818.156095 + Penalty 3579.302215 = -7538238.853880 nChanged 434 SP:Iteration 22Q (6925.808927 sec): 3 clusters Score: Raw -7541906.725310 + Penalty 3579.302215 = -7538327.423095 nChanged 398 SP:Iteration 23Q (6925.925100 sec): 3 clusters Score: Raw -7541982.503084 + Penalty 3579.302215 = -7538403.200869 nChanged 370 SP:Iteration 24Q (6926.058007 sec): 3 clusters Score: Raw -7542047.548754 + Penalty 3579.302215 = -7538468.246539 nChanged 337 SP:Iteration 25Q (6926.160970 sec): 3 clusters Score: Raw -7542100.129970 + Penalty 3579.302215 = -7538520.827754 nChanged 267 SP:Iteration 26Q (6926.264121 sec): 3 clusters Score: Raw -7542137.875002 + Penalty 3579.302215 = -7538558.572787 nChanged 219 SP:Iteration 27Q (6926.383151 sec): 3 clusters Score: Raw -7542163.949578 + Penalty 3579.302215 = -7538584.647362 nChanged 196 SP:Iteration 28Q (6926.511378 sec): 3 clusters Score: Raw -7542183.626044 + Penalty 3579.302215 = -7538604.323828 nChanged 163 SP:Iteration 29Q (6926.633997 sec): 3 clusters Score: Raw -7542197.321275 + Penalty 3579.302215 = -7538618.019059 nChanged 144 SP:Iteration 30Q (6926.762295 sec): 3 clusters Score: Raw -7542211.072669 + Penalty 3579.302215 = -7538631.770454 nChanged 157 SP:Iteration 31Q (6926.894487 sec): 3 clusters Score: Raw -7542224.134534 + Penalty 3579.302215 = -7538644.832319 nChanged 129 SP:Iteration 32Q (6927.027919 sec): 3 clusters Score: Raw -7542235.053229 + Penalty 3579.302215 = -7538655.751014 nChanged 153 SP:Iteration 33Q (6927.150186 sec): 3 clusters Score: Raw -7542249.819452 + Penalty 3579.302215 = -7538670.517236 nChanged 156 SP:Iteration 34Q (6927.281724 sec): 3 clusters Score: Raw -7542266.683881 + Penalty 3579.302215 = -7538687.381666 nChanged 160 SP:Iteration 35Q (6927.410292 sec): 3 clusters Score: Raw -7542281.897382 + Penalty 3579.302215 = -7538702.595167 nChanged 147 SP:Iteration 36Q (6927.541936 sec): 3 clusters Score: Raw -7542296.633200 + Penalty 3579.302215 = -7538717.330985 nChanged 142 SP:Iteration 37Q (6927.675835 sec): 3 clusters Score: Raw -7542309.639063 + Penalty 3579.302215 = -7538730.336847 nChanged 136 SP:Iteration 38Q (6927.808050 sec): 3 clusters Score: Raw -7542321.099454 + Penalty 3579.302215 = -7538741.797239 nChanged 135 SP:Iteration 39Q (6927.932020 sec): 3 clusters Score: Raw -7542333.020230 + Penalty 3579.302215 = -7538753.718015 nChanged 121 SP:Iteration 40F (6928.067586 sec): 3 clusters Score: Raw -7542343.726212 + Penalty 3579.302215 = -7538764.423996 nChanged 122 SP:Iteration 41Q (6928.183957 sec): 3 clusters Score: Raw -7542355.035997 + Penalty 3579.302215 = -7538775.733782 nChanged 121 SP:Iteration 42Q (6928.313212 sec): 3 clusters Score: Raw -7542368.127305 + Penalty 3579.302215 = -7538788.825090 nChanged 133 SP:Iteration 43Q (6928.418198 sec): 3 clusters Score: Raw -7542383.447819 + Penalty 3579.302215 = -7538804.145604 nChanged 120 SP:Iteration 44Q (6928.530636 sec): 3 clusters Score: Raw -7542394.913933 + Penalty 3579.302215 = -7538815.611717 nChanged 116 SP:Iteration 45Q (6928.657548 sec): 3 clusters Score: Raw -7542406.411923 + Penalty 3579.302215 = -7538827.109708 nChanged 122 SP:Iteration 46Q (6928.781144 sec): 3 clusters Score: Raw -7542418.413851 + Penalty 3579.302215 = -7538839.111636 nChanged 120 SP:Iteration 47Q (6928.908535 sec): 3 clusters Score: Raw -7542431.193741 + Penalty 3579.302215 = -7538851.891526 nChanged 105 SP:Iteration 48Q (6929.046422 sec): 3 clusters Score: Raw -7542440.184798 + Penalty 3579.302215 = -7538860.882583 nChanged 91 SP:Iteration 49Q (6929.170615 sec): 3 clusters Score: Raw -7542446.968093 + Penalty 3579.302215 = -7538867.665877 nChanged 80 SP:Iteration 50Q (6929.297661 sec): 3 clusters Score: Raw -7542453.244737 + Penalty 3579.302215 = -7538873.942522 nChanged 83 SP:Iteration 51Q (6929.433604 sec): 3 clusters Score: Raw -7542460.436054 + Penalty 3579.302215 = -7538881.133838 nChanged 94 SP:Iteration 52Q (6929.566086 sec): 3 clusters Score: Raw -7542469.079427 + Penalty 3579.302215 = -7538889.777212 nChanged 93 SP:Iteration 53Q (6929.697212 sec): 3 clusters Score: Raw -7542478.089018 + Penalty 3579.302215 = -7538898.786803 nChanged 90 SP:Iteration 54Q (6929.831609 sec): 3 clusters Score: Raw -7542486.986803 + Penalty 3579.302215 = -7538907.684588 nChanged 97 SP:Iteration 55Q (6929.948282 sec): 3 clusters Score: Raw -7542496.729978 + Penalty 3579.302215 = -7538917.427763 nChanged 108 SP:Iteration 56Q (6930.076647 sec): 3 clusters Score: Raw -7542508.955457 + Penalty 3579.302215 = -7538929.653242 nChanged 107 SP:Iteration 57Q (6930.207831 sec): 3 clusters Score: Raw -7542522.151505 + Penalty 3579.302215 = -7538942.849289 nChanged 132 SP:Iteration 58Q (6930.338731 sec): 3 clusters Score: Raw -7542536.150975 + Penalty 3579.302215 = -7538956.848759 nChanged 106 SP:Iteration 59Q (6930.467439 sec): 3 clusters Score: Raw -7542546.072098 + Penalty 3579.302215 = -7538966.769883 nChanged 106 SP:Iteration 60F (6930.605783 sec): 3 clusters Score: Raw -7542554.681073 + Penalty 3579.302215 = -7538975.378858 nChanged 109 SP:Iteration 61Q (6930.730764 sec): 3 clusters Score: Raw -7542565.493562 + Penalty 3579.302215 = -7538986.191346 nChanged 105 SP:Iteration 62Q (6930.860427 sec): 3 clusters Score: Raw -7542575.386489 + Penalty 3579.302215 = -7538996.084274 nChanged 113 SP:Iteration 63Q (6930.979819 sec): 3 clusters Score: Raw -7542586.223495 + Penalty 3579.302215 = -7539006.921280 nChanged 123 SP:Iteration 64Q (6931.109947 sec): 3 clusters Score: Raw -7542598.613243 + Penalty 3579.302215 = -7539019.311028 nChanged 110 SP:Iteration 65Q (6931.219032 sec): 3 clusters Score: Raw -7542609.902622 + Penalty 3579.302215 = -7539030.600406 nChanged 120 SP:Iteration 66Q (6931.345371 sec): 3 clusters Score: Raw -7542625.180890 + Penalty 3579.302215 = -7539045.878675 nChanged 112 SP:Iteration 67Q (6931.471037 sec): 3 clusters Score: Raw -7542639.818521 + Penalty 3579.302215 = -7539060.516306 nChanged 128 SP:Iteration 68Q (6931.598193 sec): 3 clusters Score: Raw -7542653.933869 + Penalty 3579.302215 = -7539074.631654 nChanged 127 SP:Iteration 69Q (6931.722204 sec): 3 clusters Score: Raw -7542666.041387 + Penalty 3579.302215 = -7539086.739172 nChanged 126 SP:Iteration 70Q (6931.851974 sec): 3 clusters Score: Raw -7542678.724664 + Penalty 3579.302215 = -7539099.422449 nChanged 128 SP:Iteration 71Q (6931.951585 sec): 3 clusters Score: Raw -7542691.971864 + Penalty 3579.302215 = -7539112.669649 nChanged 136 SP:Iteration 72Q (6932.050025 sec): 3 clusters Score: Raw -7542705.907942 + Penalty 3579.302215 = -7539126.605727 nChanged 135 SP:Iteration 73Q (6932.184278 sec): 3 clusters Score: Raw -7542721.470004 + Penalty 3579.302215 = -7539142.167789 nChanged 149 SP:Iteration 74Q (6932.316356 sec): 3 clusters Score: Raw -7542738.459119 + Penalty 3579.302215 = -7539159.156904 nChanged 120 SP:Iteration 75Q (6932.442306 sec): 3 clusters Score: Raw -7542750.984875 + Penalty 3579.302215 = -7539171.682659 nChanged 126 SP:Iteration 76Q (6932.569278 sec): 3 clusters Score: Raw -7542765.233331 + Penalty 3579.302215 = -7539185.931115 nChanged 149 SP:Iteration 77Q (6932.692686 sec): 3 clusters Score: Raw -7542781.236761 + Penalty 3579.302215 = -7539201.934545 nChanged 137 SP:Iteration 78Q (6932.820854 sec): 3 clusters Score: Raw -7542797.340737 + Penalty 3579.302215 = -7539218.038521 nChanged 158 SP:Iteration 79Q (6932.935201 sec): 3 clusters Score: Raw -7542814.881448 + Penalty 3579.302215 = -7539235.579233 nChanged 134 SP:Iteration 80F (6933.066508 sec): 3 clusters Score: Raw -7542829.494560 + Penalty 3579.302215 = -7539250.192345 nChanged 136 SP:Iteration 81Q (6933.203610 sec): 3 clusters Score: Raw -7542846.184606 + Penalty 3579.302215 = -7539266.882390 nChanged 161 SP:Iteration 82Q (6933.321557 sec): 3 clusters Score: Raw -7542869.623044 + Penalty 3579.302215 = -7539290.320829 nChanged 193 SP:Iteration 83Q (6933.456870 sec): 3 clusters Score: Raw -7542900.440616 + Penalty 3579.302215 = -7539321.138400 nChanged 200 SP:Iteration 84Q (6933.586785 sec): 3 clusters Score: Raw -7542932.735988 + Penalty 3579.302215 = -7539353.433773 nChanged 205 SP:Iteration 85Q (6933.714525 sec): 3 clusters Score: Raw -7542964.805727 + Penalty 3579.302215 = -7539385.503512 nChanged 191 SP:Iteration 86Q (6933.847588 sec): 3 clusters Score: Raw -7542993.108529 + Penalty 3579.302215 = -7539413.806313 nChanged 182 SP:Iteration 87Q (6933.985383 sec): 3 clusters Score: Raw -7543020.200511 + Penalty 3579.302215 = -7539440.898295 nChanged 152 SP:Iteration 88Q (6934.083448 sec): 3 clusters Score: Raw -7543041.126134 + Penalty 3579.302215 = -7539461.823918 nChanged 154 SP:Iteration 89Q (6934.182323 sec): 3 clusters Score: Raw -7543064.012855 + Penalty 3579.302215 = -7539484.710639 nChanged 165 SP:Iteration 90Q (6934.303409 sec): 3 clusters Score: Raw -7543089.022459 + Penalty 3579.302215 = -7539509.720243 nChanged 161 SP:Iteration 91Q (6934.437174 sec): 3 clusters Score: Raw -7543121.164406 + Penalty 3579.302215 = -7539541.862190 nChanged 169 SP:Iteration 92Q (6934.558473 sec): 3 clusters Score: Raw -7543156.779568 + Penalty 3579.302215 = -7539577.477352 nChanged 191 SP:Iteration 93Q (6934.686171 sec): 3 clusters Score: Raw -7543195.551383 + Penalty 3579.302215 = -7539616.249168 nChanged 191 SP:Iteration 94Q (6934.822766 sec): 3 clusters Score: Raw -7543228.718752 + Penalty 3579.302215 = -7539649.416537 nChanged 158 SP:Iteration 95Q (6934.951034 sec): 3 clusters Score: Raw -7543256.018733 + Penalty 3579.302215 = -7539676.716518 nChanged 154 SP:Iteration 96Q (6935.071420 sec): 3 clusters Score: Raw -7543282.251269 + Penalty 3579.302215 = -7539702.949054 nChanged 144 SP:Iteration 97Q (6935.196104 sec): 3 clusters Score: Raw -7543307.312223 + Penalty 3579.302215 = -7539728.010008 nChanged 133 SP:Iteration 98Q (6935.316074 sec): 3 clusters Score: Raw -7543328.147167 + Penalty 3579.302215 = -7539748.844952 nChanged 122 SP:Iteration 99Q (6935.433525 sec): 3 clusters Score: Raw -7543345.705128 + Penalty 3579.302215 = -7539766.402913 nChanged 115 SP:Iteration 100F (6935.564838 sec): 3 clusters Score: Raw -7543362.992969 + Penalty 3579.302215 = -7539783.690754 nChanged 121 SP:Iteration 101Q (6935.663372 sec): 3 clusters Score: Raw -7543380.863091 + Penalty 3579.302215 = -7539801.560876 nChanged 128 SP:Iteration 102Q (6935.762841 sec): 3 clusters Score: Raw -7543397.869631 + Penalty 3579.302215 = -7539818.567416 nChanged 133 SP:Iteration 103Q (6935.862921 sec): 3 clusters Score: Raw -7543417.416978 + Penalty 3579.302215 = -7539838.114762 nChanged 122 SP:Iteration 104Q (6935.962726 sec): 3 clusters Score: Raw -7543436.881649 + Penalty 3579.302215 = -7539857.579433 nChanged 113 SP:Iteration 105Q (6936.074626 sec): 3 clusters Score: Raw -7543453.306443 + Penalty 3579.302215 = -7539874.004227 nChanged 115 SP:Iteration 106Q (6936.192369 sec): 3 clusters Score: Raw -7543469.141443 + Penalty 3579.302215 = -7539889.839227 nChanged 108 SP:Iteration 107Q (6936.316498 sec): 3 clusters Score: Raw -7543485.907569 + Penalty 3579.302215 = -7539906.605353 nChanged 99 SP:Iteration 108Q (6936.444149 sec): 3 clusters Score: Raw -7543500.017763 + Penalty 3579.302215 = -7539920.715548 nChanged 99 SP:Iteration 109Q (6936.575504 sec): 3 clusters Score: Raw -7543515.314716 + Penalty 3579.302215 = -7539936.012501 nChanged 100 SP:Iteration 110Q (6936.694478 sec): 3 clusters Score: Raw -7543532.926884 + Penalty 3579.302215 = -7539953.624669 nChanged 99 SP:Iteration 111Q (6936.821120 sec): 3 clusters Score: Raw -7543548.710638 + Penalty 3579.302215 = -7539969.408423 nChanged 99 SP:Iteration 112Q (6936.949920 sec): 3 clusters Score: Raw -7543563.431194 + Penalty 3579.302215 = -7539984.128978 nChanged 101 SP:Iteration 113Q (6937.077956 sec): 3 clusters Score: Raw -7543579.937684 + Penalty 3579.302215 = -7540000.635469 nChanged 101 SP:Iteration 114Q (6937.196249 sec): 3 clusters Score: Raw -7543597.707108 + Penalty 3579.302215 = -7540018.404893 nChanged 93 SP:Iteration 115Q (6937.322851 sec): 3 clusters Score: Raw -7543611.345967 + Penalty 3579.302215 = -7540032.043752 nChanged 70 SP:Iteration 116Q (6937.443907 sec): 3 clusters Score: Raw -7543619.128127 + Penalty 3579.302215 = -7540039.825912 nChanged 62 SP:Iteration 117Q (6937.556602 sec): 3 clusters Score: Raw -7543627.633633 + Penalty 3579.302215 = -7540048.331417 nChanged 55 SP:Iteration 118Q (6937.669707 sec): 3 clusters Score: Raw -7543635.063428 + Penalty 3579.302215 = -7540055.761212 nChanged 56 SP:Iteration 119Q (6937.788442 sec): 3 clusters Score: Raw -7543643.299964 + Penalty 3579.302215 = -7540063.997749 nChanged 58 SP:Iteration 120F (6937.928178 sec): 3 clusters Score: Raw -7543651.948407 + Penalty 3579.302215 = -7540072.646191 nChanged 48 SP:Iteration 121Q (6938.022745 sec): 3 clusters Score: Raw -7543658.400191 + Penalty 3579.302215 = -7540079.097975 nChanged 46 SP:Iteration 122Q (6938.144631 sec): 3 clusters Score: Raw -7543663.212959 + Penalty 3579.302215 = -7540083.910744 nChanged 43 SP:Iteration 123Q (6938.270440 sec): 3 clusters Score: Raw -7543668.449883 + Penalty 3579.302215 = -7540089.147668 nChanged 45 SP:Iteration 124Q (6938.393634 sec): 3 clusters Score: Raw -7543674.465548 + Penalty 3579.302215 = -7540095.163333 nChanged 57 SP:Iteration 125Q (6938.525354 sec): 3 clusters Score: Raw -7543682.936522 + Penalty 3579.302215 = -7540103.634307 nChanged 58 SP:Iteration 126Q (6938.642582 sec): 3 clusters Score: Raw -7543692.964865 + Penalty 3579.302215 = -7540113.662650 nChanged 49 SP:Iteration 127Q (6938.774259 sec): 3 clusters Score: Raw -7543701.307086 + Penalty 3579.302215 = -7540122.004871 nChanged 51 SP:Iteration 128Q (6938.900350 sec): 3 clusters Score: Raw -7543709.387006 + Penalty 3579.302215 = -7540130.084791 nChanged 38 SP:Iteration 129Q (6939.035015 sec): 3 clusters Score: Raw -7543714.114685 + Penalty 3579.302215 = -7540134.812470 nChanged 41 SP:Iteration 130Q (6939.150255 sec): 3 clusters Score: Raw -7543718.922362 + Penalty 3579.302215 = -7540139.620147 nChanged 29 SP:Iteration 131Q (6939.285415 sec): 3 clusters Score: Raw -7543722.411963 + Penalty 3579.302215 = -7540143.109748 nChanged 21 SP:Iteration 132Q (6939.413124 sec): 3 clusters Score: Raw -7543724.455008 + Penalty 3579.302215 = -7540145.152793 nChanged 16 SP:Iteration 133Q (6939.544566 sec): 3 clusters Score: Raw -7543726.090575 + Penalty 3579.302215 = -7540146.788359 nChanged 13 SP:Iteration 134Q (6939.665316 sec): 3 clusters Score: Raw -7543727.360375 + Penalty 3579.302215 = -7540148.058160 nChanged 15 SP:Iteration 135Q (6939.786855 sec): 3 clusters Score: Raw -7543728.508430 + Penalty 3579.302215 = -7540149.206214 nChanged 14 SP:Iteration 136Q (6939.901523 sec): 3 clusters Score: Raw -7543729.630664 + Penalty 3579.302215 = -7540150.328449 nChanged 15 SP:Iteration 137Q (6939.996271 sec): 3 clusters Score: Raw -7543730.974645 + Penalty 3579.302215 = -7540151.672429 nChanged 14 SP:Iteration 138Q (6940.119037 sec): 3 clusters Score: Raw -7543732.182129 + Penalty 3579.302215 = -7540152.879913 nChanged 17 SP:Iteration 139Q (6940.248372 sec): 3 clusters Score: Raw -7543734.402106 + Penalty 3579.302215 = -7540155.099891 nChanged 16 SP:Iteration 140F (6940.383972 sec): 3 clusters Score: Raw -7543736.265927 + Penalty 3579.302215 = -7540156.963711 nChanged 18 SP:Iteration 141Q (6940.501885 sec): 3 clusters Score: Raw -7543738.092297 + Penalty 3579.302215 = -7540158.790082 nChanged 18 SP:Iteration 142Q (6940.625675 sec): 3 clusters Score: Raw -7543740.181386 + Penalty 3579.302215 = -7540160.879171 nChanged 16 SP:Iteration 143Q (6940.749858 sec): 3 clusters Score: Raw -7543741.803390 + Penalty 3579.302215 = -7540162.501175 nChanged 15 SP:Iteration 144Q (6940.874176 sec): 3 clusters Score: Raw -7543743.328363 + Penalty 3579.302215 = -7540164.026148 nChanged 19 SP:Iteration 145Q (6941.000716 sec): 3 clusters Score: Raw -7543745.561365 + Penalty 3579.302215 = -7540166.259150 nChanged 24 SP:Iteration 146Q (6941.133015 sec): 3 clusters Score: Raw -7543748.353966 + Penalty 3579.302215 = -7540169.051751 nChanged 17 SP:Iteration 147Q (6941.247722 sec): 3 clusters Score: Raw -7543749.700724 + Penalty 3579.302215 = -7540170.398509 nChanged 10 SP:Iteration 148Q (6941.371154 sec): 3 clusters Score: Raw -7543750.633762 + Penalty 3579.302215 = -7540171.331546 nChanged 11 SP:Iteration 149Q (6941.500495 sec): 3 clusters Score: Raw -7543751.780611 + Penalty 3579.302215 = -7540172.478395 nChanged 9 SP:Iteration 150Q (6941.616056 sec): 3 clusters Score: Raw -7543752.873972 + Penalty 3579.302215 = -7540173.571757 nChanged 14 SP:Iteration 151Q (6941.747116 sec): 3 clusters Score: Raw -7543754.019038 + Penalty 3579.302215 = -7540174.716823 nChanged 10 SP:Iteration 152Q (6941.875719 sec): 3 clusters Score: Raw -7543755.016463 + Penalty 3579.302215 = -7540175.714248 nChanged 9 SP:Iteration 153Q (6941.997055 sec): 3 clusters Score: Raw -7543755.843928 + Penalty 3579.302215 = -7540176.541713 nChanged 7 SP:Iteration 154Q (6942.124471 sec): 3 clusters Score: Raw -7543756.366457 + Penalty 3579.302215 = -7540177.064242 nChanged 10 SP:Iteration 155Q (6942.248935 sec): 3 clusters Score: Raw -7543757.186694 + Penalty 3579.302215 = -7540177.884478 nChanged 13 SP:Iteration 156Q (6942.364968 sec): 3 clusters Score: Raw -7543758.345593 + Penalty 3579.302215 = -7540179.043378 nChanged 7 SP:Iteration 157Q (6942.496833 sec): 3 clusters Score: Raw -7543759.262768 + Penalty 3579.302215 = -7540179.960553 nChanged 5 SP:Iteration 158Q (6942.620162 sec): 3 clusters Score: Raw -7543759.801522 + Penalty 3579.302215 = -7540180.499307 nChanged 7 SP:Iteration 159Q (6942.745444 sec): 3 clusters Score: Raw -7543760.510138 + Penalty 3579.302215 = -7540181.207922 nChanged 5 SP:Iteration 160F (6942.885948 sec): 3 clusters Score: Raw -7543760.851396 + Penalty 3579.302215 = -7540181.549181 nChanged 5 SP:Iteration 161Q (6943.000674 sec): 3 clusters Score: Raw -7543761.339278 + Penalty 3579.302215 = -7540182.037063 nChanged 8 SP:Iteration 162Q (6943.126363 sec): 3 clusters Score: Raw -7543761.885493 + Penalty 3579.302215 = -7540182.583278 nChanged 5 SP:Iteration 163Q (6943.257984 sec): 3 clusters Score: Raw -7543762.291733 + Penalty 3579.302215 = -7540182.989518 nChanged 5 SP:Iteration 164Q (6943.380023 sec): 3 clusters Score: Raw -7543762.795785 + Penalty 3579.302215 = -7540183.493570 nChanged 7 SP:Iteration 165Q (6943.509606 sec): 3 clusters Score: Raw -7543763.360218 + Penalty 3579.302215 = -7540184.058002 nChanged 5 SP:Iteration 166Q (6943.638214 sec): 3 clusters Score: Raw -7543764.082506 + Penalty 3579.302215 = -7540184.780290 nChanged 7 SP:Iteration 167Q (6943.764787 sec): 3 clusters Score: Raw -7543764.907145 + Penalty 3579.302215 = -7540185.604930 nChanged 6 SP:Iteration 168Q (6943.883730 sec): 3 clusters Score: Raw -7543765.346830 + Penalty 3579.302215 = -7540186.044614 nChanged 1 SP:Iteration 169Q (6944.020426 sec): 3 clusters Score: Raw -7543765.381667 + Penalty 3579.302215 = -7540186.079452 nChanged 0 SP:Iteration 170F (6944.150415 sec): 3 clusters Score: Raw -7543765.381667 + Penalty 3579.302215 = -7540186.079452 nChanged 0 Trying to split cluster 5 (13803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6944.193828 sec): 2 clusters Score: Raw -1681679.531693 + Penalty 1549.054201 = -1680130.477491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6944.258294 sec): 3 clusters Score: Raw -1673703.318233 + Penalty 3098.108403 = -1670605.209830 nChanged 6089 SP:Iteration 1F (6944.322074 sec): 3 clusters Score: Raw -1677122.578032 + Penalty 3098.108403 = -1674024.469630 nChanged 951 SP:Iteration 2F (6944.388948 sec): 3 clusters Score: Raw -1677737.552253 + Penalty 3098.108403 = -1674639.443851 nChanged 990 SP:Iteration 3F (6944.456459 sec): 3 clusters Score: Raw -1678562.217281 + Penalty 3098.108403 = -1675464.108879 nChanged 1136 SP:Iteration 4F (6944.521647 sec): 3 clusters Score: Raw -1679568.299360 + Penalty 3098.108403 = -1676470.190957 nChanged 1104 SP:Iteration 5F (6944.589909 sec): 3 clusters Score: Raw -1680436.655363 + Penalty 3098.108403 = -1677338.546960 nChanged 855 SP:Iteration 6F (6944.649179 sec): 3 clusters Score: Raw -1680999.188515 + Penalty 3098.108403 = -1677901.080112 nChanged 628 SP:Iteration 7Q (6944.682710 sec): 3 clusters Score: Raw -1681340.791152 + Penalty 3098.108403 = -1678242.682749 nChanged 458 SP:Iteration 8Q (6944.718810 sec): 3 clusters Score: Raw -1681532.768512 + Penalty 3098.108403 = -1678434.660109 nChanged 331 SP:Iteration 9Q (6944.781233 sec): 3 clusters Score: Raw -1681646.414018 + Penalty 3098.108403 = -1678548.305616 nChanged 210 SP:Iteration 10Q (6944.846029 sec): 3 clusters Score: Raw -1681700.579008 + Penalty 3098.108403 = -1678602.470606 nChanged 122 SP:Iteration 11Q (6944.916706 sec): 3 clusters Score: Raw -1681726.623414 + Penalty 3098.108403 = -1678628.515011 nChanged 93 SP:Iteration 12Q (6944.979638 sec): 3 clusters Score: Raw -1681741.632803 + Penalty 3098.108403 = -1678643.524401 nChanged 65 SP:Iteration 13Q (6945.045670 sec): 3 clusters Score: Raw -1681755.032447 + Penalty 3098.108403 = -1678656.924045 nChanged 62 SP:Iteration 14Q (6945.126565 sec): 3 clusters Score: Raw -1681765.388122 + Penalty 3098.108403 = -1678667.279719 nChanged 50 SP:Iteration 15Q (6945.180837 sec): 3 clusters Score: Raw -1681772.525813 + Penalty 3098.108403 = -1678674.417411 nChanged 35 SP:Iteration 16Q (6945.249580 sec): 3 clusters Score: Raw -1681777.394316 + Penalty 3098.108403 = -1678679.285914 nChanged 35 SP:Iteration 17Q (6945.310699 sec): 3 clusters Score: Raw -1681781.904590 + Penalty 3098.108403 = -1678683.796187 nChanged 29 SP:Iteration 18Q (6945.379333 sec): 3 clusters Score: Raw -1681785.492638 + Penalty 3098.108403 = -1678687.384235 nChanged 24 SP:Iteration 19Q (6945.452811 sec): 3 clusters Score: Raw -1681788.434501 + Penalty 3098.108403 = -1678690.326098 nChanged 22 SP:Iteration 20F (6945.504550 sec): 3 clusters Score: Raw -1681790.483274 + Penalty 3098.108403 = -1678692.374872 nChanged 17 SP:Iteration 21Q (6945.570570 sec): 3 clusters Score: Raw -1681792.569680 + Penalty 3098.108403 = -1678694.461277 nChanged 18 SP:Iteration 22Q (6945.635405 sec): 3 clusters Score: Raw -1681794.767264 + Penalty 3098.108403 = -1678696.658861 nChanged 25 SP:Iteration 23Q (6945.694030 sec): 3 clusters Score: Raw -1681797.750867 + Penalty 3098.108403 = -1678699.642464 nChanged 24 SP:Iteration 24Q (6945.758493 sec): 3 clusters Score: Raw -1681800.479715 + Penalty 3098.108403 = -1678702.371313 nChanged 25 SP:Iteration 25Q (6945.824508 sec): 3 clusters Score: Raw -1681803.855485 + Penalty 3098.108403 = -1678705.747083 nChanged 30 SP:Iteration 26Q (6945.881638 sec): 3 clusters Score: Raw -1681807.719507 + Penalty 3098.108403 = -1678709.611104 nChanged 20 SP:Iteration 27Q (6945.955024 sec): 3 clusters Score: Raw -1681810.026039 + Penalty 3098.108403 = -1678711.917636 nChanged 21 SP:Iteration 28Q (6946.014800 sec): 3 clusters Score: Raw -1681812.498203 + Penalty 3098.108403 = -1678714.389800 nChanged 23 SP:Iteration 29Q (6946.067106 sec): 3 clusters Score: Raw -1681815.301753 + Penalty 3098.108403 = -1678717.193351 nChanged 20 SP:Iteration 30Q (6946.138722 sec): 3 clusters Score: Raw -1681817.505176 + Penalty 3098.108403 = -1678719.396773 nChanged 17 SP:Iteration 31Q (6946.196691 sec): 3 clusters Score: Raw -1681819.463348 + Penalty 3098.108403 = -1678721.354946 nChanged 19 SP:Iteration 32Q (6946.268305 sec): 3 clusters Score: Raw -1681820.934158 + Penalty 3098.108403 = -1678722.825755 nChanged 9 SP:Iteration 33Q (6946.321195 sec): 3 clusters Score: Raw -1681821.678935 + Penalty 3098.108403 = -1678723.570532 nChanged 6 SP:Iteration 34Q (6946.389634 sec): 3 clusters Score: Raw -1681822.121693 + Penalty 3098.108403 = -1678724.013290 nChanged 7 SP:Iteration 35Q (6946.440809 sec): 3 clusters Score: Raw -1681822.956848 + Penalty 3098.108403 = -1678724.848445 nChanged 8 SP:Iteration 36Q (6946.514242 sec): 3 clusters Score: Raw -1681823.726326 + Penalty 3098.108403 = -1678725.617923 nChanged 12 SP:Iteration 37Q (6946.573821 sec): 3 clusters Score: Raw -1681825.116239 + Penalty 3098.108403 = -1678727.007836 nChanged 8 SP:Iteration 38Q (6946.632198 sec): 3 clusters Score: Raw -1681826.073946 + Penalty 3098.108403 = -1678727.965544 nChanged 9 SP:Iteration 39Q (6946.702433 sec): 3 clusters Score: Raw -1681827.292312 + Penalty 3098.108403 = -1678729.183909 nChanged 16 SP:Iteration 40F (6946.783634 sec): 3 clusters Score: Raw -1681829.889855 + Penalty 3098.108403 = -1678731.781452 nChanged 19 SP:Iteration 41Q (6946.807389 sec): 3 clusters Score: Raw -1681832.502925 + Penalty 3098.108403 = -1678734.394523 nChanged 21 SP:Iteration 42Q (6946.873406 sec): 3 clusters Score: Raw -1681834.843589 + Penalty 3098.108403 = -1678736.735186 nChanged 17 SP:Iteration 43Q (6946.932663 sec): 3 clusters Score: Raw -1681836.522530 + Penalty 3098.108403 = -1678738.414127 nChanged 14 SP:Iteration 44Q (6947.007265 sec): 3 clusters Score: Raw -1681837.966422 + Penalty 3098.108403 = -1678739.858019 nChanged 13 SP:Iteration 45Q (6947.051054 sec): 3 clusters Score: Raw -1681839.297952 + Penalty 3098.108403 = -1678741.189550 nChanged 14 SP:Iteration 46Q (6947.108178 sec): 3 clusters Score: Raw -1681841.077306 + Penalty 3098.108403 = -1678742.968903 nChanged 11 SP:Iteration 47Q (6947.174918 sec): 3 clusters Score: Raw -1681842.310324 + Penalty 3098.108403 = -1678744.201922 nChanged 16 SP:Iteration 48Q (6947.242082 sec): 3 clusters Score: Raw -1681844.053378 + Penalty 3098.108403 = -1678745.944975 nChanged 15 SP:Iteration 49Q (6947.314168 sec): 3 clusters Score: Raw -1681845.618472 + Penalty 3098.108403 = -1678747.510069 nChanged 15 SP:Iteration 50Q (6947.373844 sec): 3 clusters Score: Raw -1681847.260479 + Penalty 3098.108403 = -1678749.152076 nChanged 11 SP:Iteration 51Q (6947.437212 sec): 3 clusters Score: Raw -1681848.484181 + Penalty 3098.108403 = -1678750.375779 nChanged 15 SP:Iteration 52Q (6947.506487 sec): 3 clusters Score: Raw -1681850.264715 + Penalty 3098.108403 = -1678752.156313 nChanged 15 SP:Iteration 53Q (6947.570291 sec): 3 clusters Score: Raw -1681851.970198 + Penalty 3098.108403 = -1678753.861796 nChanged 16 SP:Iteration 54Q (6947.629609 sec): 3 clusters Score: Raw -1681853.900278 + Penalty 3098.108403 = -1678755.791875 nChanged 16 SP:Iteration 55Q (6947.695042 sec): 3 clusters Score: Raw -1681855.870529 + Penalty 3098.108403 = -1678757.762127 nChanged 17 SP:Iteration 56Q (6947.769962 sec): 3 clusters Score: Raw -1681857.753267 + Penalty 3098.108403 = -1678759.644864 nChanged 11 SP:Iteration 57Q (6947.821057 sec): 3 clusters Score: Raw -1681858.611000 + Penalty 3098.108403 = -1678760.502598 nChanged 14 SP:Iteration 58Q (6947.892496 sec): 3 clusters Score: Raw -1681859.778810 + Penalty 3098.108403 = -1678761.670407 nChanged 16 SP:Iteration 59Q (6947.960799 sec): 3 clusters Score: Raw -1681861.408479 + Penalty 3098.108403 = -1678763.300077 nChanged 12 SP:Iteration 60F (6948.016504 sec): 3 clusters Score: Raw -1681863.358510 + Penalty 3098.108403 = -1678765.250108 nChanged 17 SP:Iteration 61Q (6948.069492 sec): 3 clusters Score: Raw -1681865.865862 + Penalty 3098.108403 = -1678767.757459 nChanged 16 SP:Iteration 62Q (6948.134034 sec): 3 clusters Score: Raw -1681868.785080 + Penalty 3098.108403 = -1678770.676678 nChanged 19 SP:Iteration 63Q (6948.189576 sec): 3 clusters Score: Raw -1681871.271480 + Penalty 3098.108403 = -1678773.163078 nChanged 16 SP:Iteration 64Q (6948.256588 sec): 3 clusters Score: Raw -1681873.893565 + Penalty 3098.108403 = -1678775.785163 nChanged 26 SP:Iteration 65Q (6948.322387 sec): 3 clusters Score: Raw -1681878.117577 + Penalty 3098.108403 = -1678780.009175 nChanged 22 SP:Iteration 66Q (6948.382892 sec): 3 clusters Score: Raw -1681881.001556 + Penalty 3098.108403 = -1678782.893153 nChanged 31 SP:Iteration 67Q (6948.459999 sec): 3 clusters Score: Raw -1681885.513101 + Penalty 3098.108403 = -1678787.404698 nChanged 38 SP:Iteration 68Q (6948.529225 sec): 3 clusters Score: Raw -1681891.159639 + Penalty 3098.108403 = -1678793.051236 nChanged 39 SP:Iteration 69Q (6948.593347 sec): 3 clusters Score: Raw -1681900.677385 + Penalty 3098.108403 = -1678802.568982 nChanged 52 SP:Iteration 70Q (6948.658425 sec): 3 clusters Score: Raw -1681913.513967 + Penalty 3098.108403 = -1678815.405565 nChanged 54 SP:Iteration 71Q (6948.724762 sec): 3 clusters Score: Raw -1681926.829646 + Penalty 3098.108403 = -1678828.721243 nChanged 57 SP:Iteration 72Q (6948.779139 sec): 3 clusters Score: Raw -1681941.554547 + Penalty 3098.108403 = -1678843.446145 nChanged 50 SP:Iteration 73Q (6948.846413 sec): 3 clusters Score: Raw -1681952.533342 + Penalty 3098.108403 = -1678854.424939 nChanged 40 SP:Iteration 74Q (6948.901987 sec): 3 clusters Score: Raw -1681965.356690 + Penalty 3098.108403 = -1678867.248287 nChanged 62 SP:Iteration 75Q (6948.965535 sec): 3 clusters Score: Raw -1681990.695377 + Penalty 3098.108403 = -1678892.586975 nChanged 75 SP:Iteration 76Q (6949.030033 sec): 3 clusters Score: Raw -1682031.173000 + Penalty 3098.108403 = -1678933.064598 nChanged 89 SP:Iteration 77Q (6949.095140 sec): 3 clusters Score: Raw -1682094.788930 + Penalty 3098.108403 = -1678996.680527 nChanged 132 SP:Iteration 78Q (6949.168340 sec): 3 clusters Score: Raw -1682224.055518 + Penalty 3098.108403 = -1679125.947116 nChanged 142 SP:Iteration 79Q (6949.216535 sec): 3 clusters Score: Raw -1682322.589493 + Penalty 3098.108403 = -1679224.481090 nChanged 115 SP:Iteration 80F (6949.276652 sec): 3 clusters Score: Raw -1682373.947648 + Penalty 3098.108403 = -1679275.839245 nChanged 91 SP:Iteration 81Q (6949.350928 sec): 3 clusters Score: Raw -1682405.767517 + Penalty 3098.108403 = -1679307.659114 nChanged 84 SP:Iteration 82Q (6949.408078 sec): 3 clusters Score: Raw -1682429.345857 + Penalty 3098.108403 = -1679331.237454 nChanged 75 SP:Iteration 83Q (6949.472884 sec): 3 clusters Score: Raw -1682448.473328 + Penalty 3098.108403 = -1679350.364925 nChanged 58 SP:Iteration 84Q (6949.553061 sec): 3 clusters Score: Raw -1682462.860519 + Penalty 3098.108403 = -1679364.752116 nChanged 56 SP:Iteration 85Q (6949.612191 sec): 3 clusters Score: Raw -1682477.826348 + Penalty 3098.108403 = -1679379.717945 nChanged 52 SP:Iteration 86Q (6949.690313 sec): 3 clusters Score: Raw -1682491.375531 + Penalty 3098.108403 = -1679393.267129 nChanged 42 SP:Iteration 87Q (6949.741472 sec): 3 clusters Score: Raw -1682501.190506 + Penalty 3098.108403 = -1679403.082103 nChanged 39 SP:Iteration 88Q (6949.805529 sec): 3 clusters Score: Raw -1682509.441830 + Penalty 3098.108403 = -1679411.333427 nChanged 35 SP:Iteration 89Q (6949.880921 sec): 3 clusters Score: Raw -1682516.740477 + Penalty 3098.108403 = -1679418.632074 nChanged 39 SP:Iteration 90Q (6949.940940 sec): 3 clusters Score: Raw -1682524.247198 + Penalty 3098.108403 = -1679426.138795 nChanged 37 SP:Iteration 91Q (6950.003983 sec): 3 clusters Score: Raw -1682531.253619 + Penalty 3098.108403 = -1679433.145216 nChanged 23 SP:Iteration 92Q (6950.075554 sec): 3 clusters Score: Raw -1682534.467525 + Penalty 3098.108403 = -1679436.359122 nChanged 22 SP:Iteration 93Q (6950.136757 sec): 3 clusters Score: Raw -1682537.955740 + Penalty 3098.108403 = -1679439.847337 nChanged 18 SP:Iteration 94Q (6950.199854 sec): 3 clusters Score: Raw -1682540.195667 + Penalty 3098.108403 = -1679442.087264 nChanged 14 SP:Iteration 95Q (6950.258831 sec): 3 clusters Score: Raw -1682541.987924 + Penalty 3098.108403 = -1679443.879521 nChanged 10 SP:Iteration 96Q (6950.318393 sec): 3 clusters Score: Raw -1682543.885035 + Penalty 3098.108403 = -1679445.776633 nChanged 11 SP:Iteration 97Q (6950.379161 sec): 3 clusters Score: Raw -1682545.671588 + Penalty 3098.108403 = -1679447.563185 nChanged 11 SP:Iteration 98Q (6950.438958 sec): 3 clusters Score: Raw -1682547.629658 + Penalty 3098.108403 = -1679449.521255 nChanged 13 SP:Iteration 99Q (6950.507836 sec): 3 clusters Score: Raw -1682549.878115 + Penalty 3098.108403 = -1679451.769712 nChanged 16 SP:Iteration 100F (6950.571132 sec): 3 clusters Score: Raw -1682552.761322 + Penalty 3098.108403 = -1679454.652920 nChanged 16 SP:Iteration 101Q (6950.639968 sec): 3 clusters Score: Raw -1682555.282157 + Penalty 3098.108403 = -1679457.173755 nChanged 15 SP:Iteration 102Q (6950.709194 sec): 3 clusters Score: Raw -1682557.045250 + Penalty 3098.108403 = -1679458.936848 nChanged 12 SP:Iteration 103Q (6950.771934 sec): 3 clusters Score: Raw -1682558.877294 + Penalty 3098.108403 = -1679460.768892 nChanged 7 SP:Iteration 104Q (6950.838900 sec): 3 clusters Score: Raw -1682559.834410 + Penalty 3098.108403 = -1679461.726007 nChanged 11 SP:Iteration 105Q (6950.904811 sec): 3 clusters Score: Raw -1682561.450156 + Penalty 3098.108403 = -1679463.341754 nChanged 9 SP:Iteration 106Q (6950.961898 sec): 3 clusters Score: Raw -1682563.231903 + Penalty 3098.108403 = -1679465.123501 nChanged 10 SP:Iteration 107Q (6951.016507 sec): 3 clusters Score: Raw -1682564.548847 + Penalty 3098.108403 = -1679466.440444 nChanged 13 SP:Iteration 108Q (6951.094648 sec): 3 clusters Score: Raw -1682566.415074 + Penalty 3098.108403 = -1679468.306671 nChanged 10 SP:Iteration 109Q (6951.143597 sec): 3 clusters Score: Raw -1682567.329533 + Penalty 3098.108403 = -1679469.221130 nChanged 4 SP:Iteration 110Q (6951.216016 sec): 3 clusters Score: Raw -1682567.572789 + Penalty 3098.108403 = -1679469.464387 nChanged 2 SP:Iteration 111Q (6951.283847 sec): 3 clusters Score: Raw -1682567.954550 + Penalty 3098.108403 = -1679469.846148 nChanged 3 SP:Iteration 112Q (6951.337657 sec): 3 clusters Score: Raw -1682568.369562 + Penalty 3098.108403 = -1679470.261159 nChanged 5 SP:Iteration 113Q (6951.402362 sec): 3 clusters Score: Raw -1682568.831300 + Penalty 3098.108403 = -1679470.722897 nChanged 5 SP:Iteration 114Q (6951.461645 sec): 3 clusters Score: Raw -1682569.555237 + Penalty 3098.108403 = -1679471.446834 nChanged 7 SP:Iteration 115Q (6951.515220 sec): 3 clusters Score: Raw -1682570.415840 + Penalty 3098.108403 = -1679472.307437 nChanged 5 SP:Iteration 116Q (6951.588774 sec): 3 clusters Score: Raw -1682571.036030 + Penalty 3098.108403 = -1679472.927627 nChanged 5 SP:Iteration 117Q (6951.640691 sec): 3 clusters Score: Raw -1682571.601632 + Penalty 3098.108403 = -1679473.493230 nChanged 4 SP:Iteration 118Q (6951.710489 sec): 3 clusters Score: Raw -1682572.070074 + Penalty 3098.108403 = -1679473.961671 nChanged 5 SP:Iteration 119Q (6951.774223 sec): 3 clusters Score: Raw -1682572.847287 + Penalty 3098.108403 = -1679474.738885 nChanged 7 SP:Iteration 120F (6951.835213 sec): 3 clusters Score: Raw -1682574.200000 + Penalty 3098.108403 = -1679476.091597 nChanged 5 SP:Iteration 121Q (6951.899129 sec): 3 clusters Score: Raw -1682575.089118 + Penalty 3098.108403 = -1679476.980715 nChanged 7 SP:Iteration 122Q (6951.965773 sec): 3 clusters Score: Raw -1682576.368475 + Penalty 3098.108403 = -1679478.260073 nChanged 6 SP:Iteration 123Q (6952.029594 sec): 3 clusters Score: Raw -1682577.622989 + Penalty 3098.108403 = -1679479.514587 nChanged 4 SP:Iteration 124Q (6952.088547 sec): 3 clusters Score: Raw -1682577.961613 + Penalty 3098.108403 = -1679479.853210 nChanged 2 SP:Iteration 125Q (6952.149548 sec): 3 clusters Score: Raw -1682578.243523 + Penalty 3098.108403 = -1679480.135121 nChanged 1 SP:Iteration 126Q (6952.212977 sec): 3 clusters Score: Raw -1682578.300477 + Penalty 3098.108403 = -1679480.192075 nChanged 1 SP:Iteration 127Q (6952.283359 sec): 3 clusters Score: Raw -1682578.416477 + Penalty 3098.108403 = -1679480.308074 nChanged 1 SP:Iteration 128Q (6952.344098 sec): 3 clusters Score: Raw -1682578.643144 + Penalty 3098.108403 = -1679480.534741 nChanged 0 SP:Iteration 129F (6952.416137 sec): 3 clusters Score: Raw -1682578.643144 + Penalty 3098.108403 = -1679480.534741 nChanged 0 Trying to split cluster 6 (5129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6952.446681 sec): 2 clusters Score: Raw -554556.837052 + Penalty 1388.183223 = -553168.653829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6952.507258 sec): 3 clusters Score: Raw -551895.622680 + Penalty 2776.366446 = -549119.256235 nChanged 2150 SP:Iteration 1F (6952.558831 sec): 3 clusters Score: Raw -553294.244503 + Penalty 2776.366446 = -550517.878057 nChanged 479 SP:Iteration 2F (6952.605486 sec): 3 clusters Score: Raw -553697.844326 + Penalty 2776.366446 = -550921.477881 nChanged 407 SP:Iteration 3F (6952.657698 sec): 3 clusters Score: Raw -554117.762217 + Penalty 2776.366446 = -551341.395771 nChanged 376 SP:Iteration 4F (6952.704156 sec): 3 clusters Score: Raw -554483.824310 + Penalty 2776.366446 = -551707.457864 nChanged 325 SP:Iteration 5F (6952.760105 sec): 3 clusters Score: Raw -554844.072488 + Penalty 2776.366446 = -552067.706042 nChanged 274 SP:Iteration 6F (6952.802029 sec): 3 clusters Score: Raw -555126.211875 + Penalty 2776.366446 = -552349.845429 nChanged 239 SP:Iteration 7Q (6952.861876 sec): 3 clusters Score: Raw -555404.418519 + Penalty 2776.366446 = -552628.052073 nChanged 246 SP:Iteration 8Q (6952.910187 sec): 3 clusters Score: Raw -555703.011524 + Penalty 2776.366446 = -552926.645078 nChanged 214 SP:Iteration 9Q (6952.958784 sec): 3 clusters Score: Raw -555913.470336 + Penalty 2776.366446 = -553137.103890 nChanged 135 SP:Iteration 10Q (6953.005164 sec): 3 clusters Score: Raw -556035.953559 + Penalty 2776.366446 = -553259.587114 nChanged 116 SP:Iteration 11Q (6953.063284 sec): 3 clusters Score: Raw -556110.351121 + Penalty 2776.366446 = -553333.984675 nChanged 78 SP:Iteration 12Q (6953.106382 sec): 3 clusters Score: Raw -556159.564955 + Penalty 2776.366446 = -553383.198509 nChanged 55 SP:Iteration 13Q (6953.161025 sec): 3 clusters Score: Raw -556188.336079 + Penalty 2776.366446 = -553411.969634 nChanged 43 SP:Iteration 14Q (6953.205591 sec): 3 clusters Score: Raw -556207.424164 + Penalty 2776.366446 = -553431.057718 nChanged 24 SP:Iteration 15Q (6953.259766 sec): 3 clusters Score: Raw -556214.642470 + Penalty 2776.366446 = -553438.276024 nChanged 22 SP:Iteration 16Q (6953.296901 sec): 3 clusters Score: Raw -556221.756013 + Penalty 2776.366446 = -553445.389567 nChanged 14 SP:Iteration 17Q (6953.350754 sec): 3 clusters Score: Raw -556224.862052 + Penalty 2776.366446 = -553448.495606 nChanged 11 SP:Iteration 18Q (6953.407078 sec): 3 clusters Score: Raw -556227.572707 + Penalty 2776.366446 = -553451.206261 nChanged 8 SP:Iteration 19Q (6953.429222 sec): 3 clusters Score: Raw -556230.189936 + Penalty 2776.366446 = -553453.823490 nChanged 6 SP:Iteration 20F (6953.478898 sec): 3 clusters Score: Raw -556231.721392 + Penalty 2776.366446 = -553455.354946 nChanged 3 SP:Iteration 21Q (6953.536624 sec): 3 clusters Score: Raw -556232.107597 + Penalty 2776.366446 = -553455.741151 nChanged 1 SP:Iteration 22Q (6953.591190 sec): 3 clusters Score: Raw -556232.246684 + Penalty 2776.366446 = -553455.880238 nChanged 0 SP:Iteration 23F (6953.631064 sec): 3 clusters Score: Raw -556232.246684 + Penalty 2776.366446 = -553455.880238 nChanged 0 Score: Raw -129508248.407352 + Penalty 76651.823590 = -129431596.583762 Splitting cluster 6 changes total score from -129432160.911050 to -129431596.583762 So it's not getting split. Trying to split cluster 7 (3479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6975.621905 sec): 2 clusters Score: Raw -430180.690953 + Penalty 1325.106278 = -428855.584675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6975.671481 sec): 3 clusters Score: Raw -428560.588944 + Penalty 2650.212557 = -425910.376388 nChanged 1334 SP:Iteration 1F (6975.733055 sec): 3 clusters Score: Raw -429478.759858 + Penalty 2650.212557 = -426828.547301 nChanged 322 SP:Iteration 2F (6975.768462 sec): 3 clusters Score: Raw -429812.721354 + Penalty 2650.212557 = -427162.508797 nChanged 263 SP:Iteration 3F (6975.814207 sec): 3 clusters Score: Raw -430037.820278 + Penalty 2650.212557 = -427387.607721 nChanged 204 SP:Iteration 4F (6975.863609 sec): 3 clusters Score: Raw -430193.127007 + Penalty 2650.212557 = -427542.914450 nChanged 171 SP:Iteration 5Q (6975.913324 sec): 3 clusters Score: Raw -430335.261821 + Penalty 2650.212557 = -427685.049264 nChanged 162 SP:Iteration 6Q (6975.962942 sec): 3 clusters Score: Raw -430456.294657 + Penalty 2650.212557 = -427806.082100 nChanged 145 SP:Iteration 7Q (6976.008210 sec): 3 clusters Score: Raw -430564.951627 + Penalty 2650.212557 = -427914.739070 nChanged 119 SP:Iteration 8Q (6976.053072 sec): 3 clusters Score: Raw -430652.721724 + Penalty 2650.212557 = -428002.509167 nChanged 103 SP:Iteration 9Q (6976.100041 sec): 3 clusters Score: Raw -430733.392808 + Penalty 2650.212557 = -428083.180251 nChanged 82 SP:Iteration 10Q (6976.156226 sec): 3 clusters Score: Raw -430791.257964 + Penalty 2650.212557 = -428141.045407 nChanged 59 SP:Iteration 11Q (6976.196764 sec): 3 clusters Score: Raw -430831.048462 + Penalty 2650.212557 = -428180.835905 nChanged 51 SP:Iteration 12Q (6976.252760 sec): 3 clusters Score: Raw -430864.415528 + Penalty 2650.212557 = -428214.202971 nChanged 41 SP:Iteration 13Q (6976.291614 sec): 3 clusters Score: Raw -430887.628546 + Penalty 2650.212557 = -428237.415989 nChanged 37 SP:Iteration 14Q (6976.337454 sec): 3 clusters Score: Raw -430908.737181 + Penalty 2650.212557 = -428258.524624 nChanged 27 SP:Iteration 15Q (6976.371865 sec): 3 clusters Score: Raw -430926.040999 + Penalty 2650.212557 = -428275.828442 nChanged 28 SP:Iteration 16Q (6976.421524 sec): 3 clusters Score: Raw -430942.768556 + Penalty 2650.212557 = -428292.555999 nChanged 21 SP:Iteration 17Q (6976.461545 sec): 3 clusters Score: Raw -430954.730033 + Penalty 2650.212557 = -428304.517476 nChanged 16 SP:Iteration 18Q (6976.494745 sec): 3 clusters Score: Raw -430963.851850 + Penalty 2650.212557 = -428313.639294 nChanged 6 SP:Iteration 19Q (6976.548440 sec): 3 clusters Score: Raw -430967.971342 + Penalty 2650.212557 = -428317.758786 nChanged 7 SP:Iteration 20F (6976.584732 sec): 3 clusters Score: Raw -430971.496812 + Penalty 2650.212557 = -428321.284255 nChanged 2 SP:Iteration 21Q (6976.643217 sec): 3 clusters Score: Raw -430972.304489 + Penalty 2650.212557 = -428322.091932 nChanged 2 SP:Iteration 22Q (6976.678316 sec): 3 clusters Score: Raw -430973.299141 + Penalty 2650.212557 = -428323.086584 nChanged 4 SP:Iteration 23Q (6976.731603 sec): 3 clusters Score: Raw -430977.651096 + Penalty 2650.212557 = -428327.438540 nChanged 10 SP:Iteration 24Q (6976.782165 sec): 3 clusters Score: Raw -430984.943368 + Penalty 2650.212557 = -428334.730812 nChanged 4 SP:Iteration 25Q (6976.825460 sec): 3 clusters Score: Raw -430988.958184 + Penalty 2650.212557 = -428338.745627 nChanged 8 SP:Iteration 26Q (6976.872040 sec): 3 clusters Score: Raw -430994.362707 + Penalty 2650.212557 = -428344.150150 nChanged 7 SP:Iteration 27Q (6976.935766 sec): 3 clusters Score: Raw -430999.831898 + Penalty 2650.212557 = -428349.619341 nChanged 7 SP:Iteration 28Q (6976.987475 sec): 3 clusters Score: Raw -431004.187572 + Penalty 2650.212557 = -428353.975015 nChanged 4 SP:Iteration 29Q (6977.019368 sec): 3 clusters Score: Raw -431006.110441 + Penalty 2650.212557 = -428355.897884 nChanged 2 SP:Iteration 30Q (6977.081731 sec): 3 clusters Score: Raw -431007.147097 + Penalty 2650.212557 = -428356.934540 nChanged 3 SP:Iteration 31Q (6977.122774 sec): 3 clusters Score: Raw -431009.147172 + Penalty 2650.212557 = -428358.934615 nChanged 1 SP:Iteration 32Q (6977.172855 sec): 3 clusters Score: Raw -431009.504171 + Penalty 2650.212557 = -428359.291614 nChanged 0 SP:Iteration 33F (6977.225559 sec): 3 clusters Score: Raw -431009.504171 + Penalty 2650.212557 = -428359.291614 nChanged 0 Trying to split cluster 8 (15461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6977.272705 sec): 2 clusters Score: Raw -1880152.583728 + Penalty 1567.487351 = -1878585.096378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6977.343381 sec): 3 clusters Score: Raw -1871078.367300 + Penalty 3134.974701 = -1867943.392599 nChanged 6884 SP:Iteration 1F (6977.405022 sec): 3 clusters Score: Raw -1875016.285247 + Penalty 3134.974701 = -1871881.310546 nChanged 1086 SP:Iteration 2F (6977.485650 sec): 3 clusters Score: Raw -1875616.825497 + Penalty 3134.974701 = -1872481.850796 nChanged 1003 SP:Iteration 3F (6977.550943 sec): 3 clusters Score: Raw -1876203.869349 + Penalty 3134.974701 = -1873068.894648 nChanged 908 SP:Iteration 4F (6977.611962 sec): 3 clusters Score: Raw -1876820.974149 + Penalty 3134.974701 = -1873685.999448 nChanged 924 SP:Iteration 5F (6977.676339 sec): 3 clusters Score: Raw -1877449.777952 + Penalty 3134.974701 = -1874314.803251 nChanged 809 SP:Iteration 6F (6977.743087 sec): 3 clusters Score: Raw -1877975.937648 + Penalty 3134.974701 = -1874840.962947 nChanged 698 SP:Iteration 7Q (6977.815564 sec): 3 clusters Score: Raw -1878383.143574 + Penalty 3134.974701 = -1875248.168873 nChanged 612 SP:Iteration 8Q (6977.884136 sec): 3 clusters Score: Raw -1878734.444995 + Penalty 3134.974701 = -1875599.470294 nChanged 511 SP:Iteration 9Q (6977.952180 sec): 3 clusters Score: Raw -1879016.036748 + Penalty 3134.974701 = -1875881.062047 nChanged 465 SP:Iteration 10Q (6978.013171 sec): 3 clusters Score: Raw -1879274.887094 + Penalty 3134.974701 = -1876139.912393 nChanged 419 SP:Iteration 11Q (6978.084397 sec): 3 clusters Score: Raw -1879510.762994 + Penalty 3134.974701 = -1876375.788293 nChanged 378 SP:Iteration 12Q (6978.142074 sec): 3 clusters Score: Raw -1879722.608517 + Penalty 3134.974701 = -1876587.633816 nChanged 343 SP:Iteration 13Q (6978.204743 sec): 3 clusters Score: Raw -1879935.118976 + Penalty 3134.974701 = -1876800.144275 nChanged 303 SP:Iteration 14Q (6978.267941 sec): 3 clusters Score: Raw -1880133.218765 + Penalty 3134.974701 = -1876998.244064 nChanged 245 SP:Iteration 15Q (6978.337758 sec): 3 clusters Score: Raw -1880303.072055 + Penalty 3134.974701 = -1877168.097354 nChanged 168 SP:Iteration 16Q (6978.405842 sec): 3 clusters Score: Raw -1880428.182864 + Penalty 3134.974701 = -1877293.208163 nChanged 129 SP:Iteration 17Q (6978.478314 sec): 3 clusters Score: Raw -1880538.023195 + Penalty 3134.974701 = -1877403.048494 nChanged 115 SP:Iteration 18Q (6978.551080 sec): 3 clusters Score: Raw -1880654.246793 + Penalty 3134.974701 = -1877519.272092 nChanged 87 SP:Iteration 19Q (6978.619646 sec): 3 clusters Score: Raw -1880737.665599 + Penalty 3134.974701 = -1877602.690898 nChanged 61 SP:Iteration 20F (6978.685578 sec): 3 clusters Score: Raw -1880782.394105 + Penalty 3134.974701 = -1877647.419404 nChanged 43 SP:Iteration 21Q (6978.764023 sec): 3 clusters Score: Raw -1880822.711840 + Penalty 3134.974701 = -1877687.737139 nChanged 41 SP:Iteration 22Q (6978.821536 sec): 3 clusters Score: Raw -1880860.956487 + Penalty 3134.974701 = -1877725.981786 nChanged 36 SP:Iteration 23Q (6978.892640 sec): 3 clusters Score: Raw -1880895.118657 + Penalty 3134.974701 = -1877760.143956 nChanged 34 SP:Iteration 24Q (6978.949849 sec): 3 clusters Score: Raw -1880942.150169 + Penalty 3134.974701 = -1877807.175468 nChanged 39 SP:Iteration 25Q (6979.026577 sec): 3 clusters Score: Raw -1880996.836753 + Penalty 3134.974701 = -1877861.862052 nChanged 41 SP:Iteration 26Q (6979.089834 sec): 3 clusters Score: Raw -1881064.196606 + Penalty 3134.974701 = -1877929.221905 nChanged 41 SP:Iteration 27Q (6979.157610 sec): 3 clusters Score: Raw -1881131.045665 + Penalty 3134.974701 = -1877996.070964 nChanged 43 SP:Iteration 28Q (6979.227636 sec): 3 clusters Score: Raw -1881178.778203 + Penalty 3134.974701 = -1878043.803502 nChanged 30 SP:Iteration 29Q (6979.296621 sec): 3 clusters Score: Raw -1881195.572912 + Penalty 3134.974701 = -1878060.598211 nChanged 11 SP:Iteration 30Q (6979.359499 sec): 3 clusters Score: Raw -1881200.813475 + Penalty 3134.974701 = -1878065.838774 nChanged 10 SP:Iteration 31Q (6979.430632 sec): 3 clusters Score: Raw -1881206.711337 + Penalty 3134.974701 = -1878071.736636 nChanged 7 SP:Iteration 32Q (6979.495397 sec): 3 clusters Score: Raw -1881211.439568 + Penalty 3134.974701 = -1878076.464867 nChanged 9 SP:Iteration 33Q (6979.559094 sec): 3 clusters Score: Raw -1881217.331817 + Penalty 3134.974701 = -1878082.357116 nChanged 7 SP:Iteration 34Q (6979.613720 sec): 3 clusters Score: Raw -1881219.493196 + Penalty 3134.974701 = -1878084.518495 nChanged 1 SP:Iteration 35Q (6979.675208 sec): 3 clusters Score: Raw -1881220.628568 + Penalty 3134.974701 = -1878085.653867 nChanged 4 SP:Iteration 36Q (6979.728849 sec): 3 clusters Score: Raw -1881223.634940 + Penalty 3134.974701 = -1878088.660239 nChanged 1 SP:Iteration 37Q (6979.781939 sec): 3 clusters Score: Raw -1881224.028234 + Penalty 3134.974701 = -1878089.053533 nChanged 2 SP:Iteration 38Q (6979.853844 sec): 3 clusters Score: Raw -1881224.737575 + Penalty 3134.974701 = -1878089.762874 nChanged 1 SP:Iteration 39Q (6979.903727 sec): 3 clusters Score: Raw -1881225.521708 + Penalty 3134.974701 = -1878090.547007 nChanged 1 SP:Iteration 40F (6979.970516 sec): 3 clusters Score: Raw -1881225.948333 + Penalty 3134.974701 = -1878090.973632 nChanged 1 SP:Iteration 41Q (6980.038494 sec): 3 clusters Score: Raw -1881226.167614 + Penalty 3134.974701 = -1878091.192913 nChanged 0 SP:Iteration 42F (6980.107853 sec): 3 clusters Score: Raw -1881226.167614 + Penalty 3134.974701 = -1878091.192913 nChanged 0 Trying to split cluster 9 (3412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6980.136865 sec): 2 clusters Score: Raw -413421.934936 + Penalty 1321.946260 = -412099.988676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6980.165899 sec): 3 clusters Score: Raw -411817.257290 + Penalty 2643.892520 = -409173.364769 nChanged 1293 SP:Iteration 1F (6980.227604 sec): 3 clusters Score: Raw -412622.106431 + Penalty 2643.892520 = -409978.213911 nChanged 271 SP:Iteration 2F (6980.275804 sec): 3 clusters Score: Raw -412846.356377 + Penalty 2643.892520 = -410202.463856 nChanged 231 SP:Iteration 3F (6980.320460 sec): 3 clusters Score: Raw -413037.479045 + Penalty 2643.892520 = -410393.586525 nChanged 189 SP:Iteration 4F (6980.367956 sec): 3 clusters Score: Raw -413162.936721 + Penalty 2643.892520 = -410519.044201 nChanged 169 SP:Iteration 5Q (6980.430763 sec): 3 clusters Score: Raw -413286.789715 + Penalty 2643.892520 = -410642.897194 nChanged 142 SP:Iteration 6Q (6980.479594 sec): 3 clusters Score: Raw -413394.192607 + Penalty 2643.892520 = -410750.300087 nChanged 124 SP:Iteration 7Q (6980.522154 sec): 3 clusters Score: Raw -413478.918136 + Penalty 2643.892520 = -410835.025616 nChanged 97 SP:Iteration 8Q (6980.579873 sec): 3 clusters Score: Raw -413539.710177 + Penalty 2643.892520 = -410895.817657 nChanged 82 SP:Iteration 9Q (6980.636283 sec): 3 clusters Score: Raw -413596.634473 + Penalty 2643.892520 = -410952.741953 nChanged 68 SP:Iteration 10Q (6980.665003 sec): 3 clusters Score: Raw -413638.076771 + Penalty 2643.892520 = -410994.184251 nChanged 63 SP:Iteration 11Q (6980.715647 sec): 3 clusters Score: Raw -413676.682114 + Penalty 2643.892520 = -411032.789594 nChanged 43 SP:Iteration 12Q (6980.776478 sec): 3 clusters Score: Raw -413704.370694 + Penalty 2643.892520 = -411060.478173 nChanged 41 SP:Iteration 13Q (6980.818366 sec): 3 clusters Score: Raw -413733.342015 + Penalty 2643.892520 = -411089.449495 nChanged 45 SP:Iteration 14Q (6980.867135 sec): 3 clusters Score: Raw -413763.118469 + Penalty 2643.892520 = -411119.225949 nChanged 36 SP:Iteration 15Q (6980.920376 sec): 3 clusters Score: Raw -413791.015417 + Penalty 2643.892520 = -411147.122897 nChanged 35 SP:Iteration 16Q (6980.972427 sec): 3 clusters Score: Raw -413818.667042 + Penalty 2643.892520 = -411174.774521 nChanged 34 SP:Iteration 17Q (6981.020007 sec): 3 clusters Score: Raw -413850.200068 + Penalty 2643.892520 = -411206.307548 nChanged 31 SP:Iteration 18Q (6981.067976 sec): 3 clusters Score: Raw -413873.026401 + Penalty 2643.892520 = -411229.133881 nChanged 36 SP:Iteration 19Q (6981.119944 sec): 3 clusters Score: Raw -413902.507452 + Penalty 2643.892520 = -411258.614932 nChanged 24 SP:Iteration 20F (6981.168117 sec): 3 clusters Score: Raw -413917.899296 + Penalty 2643.892520 = -411274.006776 nChanged 17 SP:Iteration 21Q (6981.218026 sec): 3 clusters Score: Raw -413928.817468 + Penalty 2643.892520 = -411284.924948 nChanged 12 SP:Iteration 22Q (6981.270463 sec): 3 clusters Score: Raw -413939.602161 + Penalty 2643.892520 = -411295.709641 nChanged 9 SP:Iteration 23Q (6981.316160 sec): 3 clusters Score: Raw -413945.706873 + Penalty 2643.892520 = -411301.814353 nChanged 7 SP:Iteration 24Q (6981.356164 sec): 3 clusters Score: Raw -413952.084785 + Penalty 2643.892520 = -411308.192265 nChanged 7 SP:Iteration 25Q (6981.396370 sec): 3 clusters Score: Raw -413955.631316 + Penalty 2643.892520 = -411311.738796 nChanged 6 SP:Iteration 26Q (6981.448592 sec): 3 clusters Score: Raw -413958.738888 + Penalty 2643.892520 = -411314.846368 nChanged 5 SP:Iteration 27Q (6981.489166 sec): 3 clusters Score: Raw -413962.652226 + Penalty 2643.892520 = -411318.759706 nChanged 3 SP:Iteration 28Q (6981.528698 sec): 3 clusters Score: Raw -413964.087349 + Penalty 2643.892520 = -411320.194829 nChanged 1 SP:Iteration 29Q (6981.577404 sec): 3 clusters Score: Raw -413964.623433 + Penalty 2643.892520 = -411320.730913 nChanged 0 SP:Iteration 30F (6981.622082 sec): 3 clusters Score: Raw -413964.623433 + Penalty 2643.892520 = -411320.730913 nChanged 0 Trying to split cluster 10 (10466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6981.660793 sec): 2 clusters Score: Raw -1286019.556377 + Penalty 1504.081668 = -1284515.474709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6981.720638 sec): 3 clusters Score: Raw -1280070.352223 + Penalty 3008.163336 = -1277062.188887 nChanged 4575 SP:Iteration 1F (6981.779135 sec): 3 clusters Score: Raw -1282818.707590 + Penalty 3008.163336 = -1279810.544254 nChanged 762 SP:Iteration 2F (6981.839026 sec): 3 clusters Score: Raw -1283320.549461 + Penalty 3008.163336 = -1280312.386125 nChanged 764 SP:Iteration 3F (6981.905593 sec): 3 clusters Score: Raw -1283912.615747 + Penalty 3008.163336 = -1280904.452411 nChanged 758 SP:Iteration 4F (6981.965209 sec): 3 clusters Score: Raw -1284566.782118 + Penalty 3008.163336 = -1281558.618782 nChanged 711 SP:Iteration 5F (6982.021433 sec): 3 clusters Score: Raw -1285156.742104 + Penalty 3008.163336 = -1282148.578769 nChanged 594 SP:Iteration 6F (6982.081391 sec): 3 clusters Score: Raw -1285585.873649 + Penalty 3008.163336 = -1282577.710313 nChanged 453 SP:Iteration 7Q (6982.145495 sec): 3 clusters Score: Raw -1285876.510410 + Penalty 3008.163336 = -1282868.347074 nChanged 316 SP:Iteration 8Q (6982.207958 sec): 3 clusters Score: Raw -1286015.976587 + Penalty 3008.163336 = -1283007.813252 nChanged 212 SP:Iteration 9Q (6982.262470 sec): 3 clusters Score: Raw -1286089.530978 + Penalty 3008.163336 = -1283081.367642 nChanged 143 SP:Iteration 10Q (6982.328235 sec): 3 clusters Score: Raw -1286134.741871 + Penalty 3008.163336 = -1283126.578535 nChanged 112 SP:Iteration 11Q (6982.388455 sec): 3 clusters Score: Raw -1286168.250341 + Penalty 3008.163336 = -1283160.087005 nChanged 107 SP:Iteration 12Q (6982.442205 sec): 3 clusters Score: Raw -1286194.393873 + Penalty 3008.163336 = -1283186.230537 nChanged 88 SP:Iteration 13Q (6982.499074 sec): 3 clusters Score: Raw -1286212.739271 + Penalty 3008.163336 = -1283204.575936 nChanged 57 SP:Iteration 14Q (6982.570520 sec): 3 clusters Score: Raw -1286221.781579 + Penalty 3008.163336 = -1283213.618243 nChanged 43 SP:Iteration 15Q (6982.625984 sec): 3 clusters Score: Raw -1286228.158593 + Penalty 3008.163336 = -1283219.995257 nChanged 38 SP:Iteration 16Q (6982.683215 sec): 3 clusters Score: Raw -1286233.329621 + Penalty 3008.163336 = -1283225.166285 nChanged 27 SP:Iteration 17Q (6982.742622 sec): 3 clusters Score: Raw -1286236.456561 + Penalty 3008.163336 = -1283228.293225 nChanged 29 SP:Iteration 18Q (6982.816062 sec): 3 clusters Score: Raw -1286240.734148 + Penalty 3008.163336 = -1283232.570812 nChanged 33 SP:Iteration 19Q (6982.871111 sec): 3 clusters Score: Raw -1286245.047617 + Penalty 3008.163336 = -1283236.884282 nChanged 28 SP:Iteration 20F (6982.948181 sec): 3 clusters Score: Raw -1286248.238288 + Penalty 3008.163336 = -1283240.074952 nChanged 22 SP:Iteration 21Q (6982.998812 sec): 3 clusters Score: Raw -1286250.564725 + Penalty 3008.163336 = -1283242.401389 nChanged 11 SP:Iteration 22Q (6983.058739 sec): 3 clusters Score: Raw -1286251.857931 + Penalty 3008.163336 = -1283243.694595 nChanged 4 SP:Iteration 23Q (6983.120174 sec): 3 clusters Score: Raw -1286252.170326 + Penalty 3008.163336 = -1283244.006990 nChanged 6 SP:Iteration 24Q (6983.176703 sec): 3 clusters Score: Raw -1286252.680609 + Penalty 3008.163336 = -1283244.517273 nChanged 9 SP:Iteration 25Q (6983.240953 sec): 3 clusters Score: Raw -1286253.467626 + Penalty 3008.163336 = -1283245.304290 nChanged 8 SP:Iteration 26Q (6983.300720 sec): 3 clusters Score: Raw -1286254.002144 + Penalty 3008.163336 = -1283245.838808 nChanged 7 SP:Iteration 27Q (6983.345089 sec): 3 clusters Score: Raw -1286254.769658 + Penalty 3008.163336 = -1283246.606323 nChanged 10 SP:Iteration 28Q (6983.414013 sec): 3 clusters Score: Raw -1286256.010609 + Penalty 3008.163336 = -1283247.847273 nChanged 15 SP:Iteration 29Q (6983.476758 sec): 3 clusters Score: Raw -1286257.706143 + Penalty 3008.163336 = -1283249.542807 nChanged 15 SP:Iteration 30Q (6983.527538 sec): 3 clusters Score: Raw -1286260.071895 + Penalty 3008.163336 = -1283251.908559 nChanged 16 SP:Iteration 31Q (6983.584422 sec): 3 clusters Score: Raw -1286262.164838 + Penalty 3008.163336 = -1283254.001502 nChanged 17 SP:Iteration 32Q (6983.643711 sec): 3 clusters Score: Raw -1286264.562093 + Penalty 3008.163336 = -1283256.398757 nChanged 24 SP:Iteration 33Q (6983.705767 sec): 3 clusters Score: Raw -1286267.541928 + Penalty 3008.163336 = -1283259.378593 nChanged 23 SP:Iteration 34Q (6983.760741 sec): 3 clusters Score: Raw -1286270.734386 + Penalty 3008.163336 = -1283262.571050 nChanged 22 SP:Iteration 35Q (6983.825302 sec): 3 clusters Score: Raw -1286273.961667 + Penalty 3008.163336 = -1283265.798331 nChanged 32 SP:Iteration 36Q (6983.885370 sec): 3 clusters Score: Raw -1286280.076516 + Penalty 3008.163336 = -1283271.913180 nChanged 35 SP:Iteration 37Q (6983.951193 sec): 3 clusters Score: Raw -1286287.115391 + Penalty 3008.163336 = -1283278.952055 nChanged 44 SP:Iteration 38Q (6984.016294 sec): 3 clusters Score: Raw -1286296.214564 + Penalty 3008.163336 = -1283288.051228 nChanged 44 SP:Iteration 39Q (6984.060716 sec): 3 clusters Score: Raw -1286305.675573 + Penalty 3008.163336 = -1283297.512237 nChanged 53 SP:Iteration 40F (6984.124449 sec): 3 clusters Score: Raw -1286320.306505 + Penalty 3008.163336 = -1283312.143169 nChanged 66 SP:Iteration 41Q (6984.199292 sec): 3 clusters Score: Raw -1286338.998700 + Penalty 3008.163336 = -1283330.835364 nChanged 78 SP:Iteration 42Q (6984.252728 sec): 3 clusters Score: Raw -1286360.636056 + Penalty 3008.163336 = -1283352.472720 nChanged 75 SP:Iteration 43Q (6984.318665 sec): 3 clusters Score: Raw -1286381.660738 + Penalty 3008.163336 = -1283373.497402 nChanged 78 SP:Iteration 44Q (6984.390935 sec): 3 clusters Score: Raw -1286406.702162 + Penalty 3008.163336 = -1283398.538827 nChanged 96 SP:Iteration 45Q (6984.448549 sec): 3 clusters Score: Raw -1286441.763390 + Penalty 3008.163336 = -1283433.600054 nChanged 117 SP:Iteration 46Q (6984.516600 sec): 3 clusters Score: Raw -1286486.644877 + Penalty 3008.163336 = -1283478.481541 nChanged 126 SP:Iteration 47Q (6984.578254 sec): 3 clusters Score: Raw -1286536.282127 + Penalty 3008.163336 = -1283528.118792 nChanged 126 SP:Iteration 48Q (6984.633521 sec): 3 clusters Score: Raw -1286589.117768 + Penalty 3008.163336 = -1283580.954432 nChanged 128 SP:Iteration 49Q (6984.697752 sec): 3 clusters Score: Raw -1286643.020743 + Penalty 3008.163336 = -1283634.857407 nChanged 131 SP:Iteration 50Q (6984.761756 sec): 3 clusters Score: Raw -1286710.939670 + Penalty 3008.163336 = -1283702.776334 nChanged 129 SP:Iteration 51Q (6984.821101 sec): 3 clusters Score: Raw -1286779.520806 + Penalty 3008.163336 = -1283771.357470 nChanged 157 SP:Iteration 52Q (6984.883047 sec): 3 clusters Score: Raw -1286859.687874 + Penalty 3008.163336 = -1283851.524538 nChanged 152 SP:Iteration 53Q (6984.958683 sec): 3 clusters Score: Raw -1286953.616648 + Penalty 3008.163336 = -1283945.453312 nChanged 159 SP:Iteration 54Q (6985.009319 sec): 3 clusters Score: Raw -1287061.488915 + Penalty 3008.163336 = -1284053.325579 nChanged 167 SP:Iteration 55Q (6985.073838 sec): 3 clusters Score: Raw -1287150.132574 + Penalty 3008.163336 = -1284141.969238 nChanged 119 SP:Iteration 56Q (6985.134610 sec): 3 clusters Score: Raw -1287200.079259 + Penalty 3008.163336 = -1284191.915923 nChanged 103 SP:Iteration 57Q (6985.199282 sec): 3 clusters Score: Raw -1287236.158228 + Penalty 3008.163336 = -1284227.994893 nChanged 76 SP:Iteration 58Q (6985.251712 sec): 3 clusters Score: Raw -1287261.833358 + Penalty 3008.163336 = -1284253.670022 nChanged 65 SP:Iteration 59Q (6985.309679 sec): 3 clusters Score: Raw -1287278.424780 + Penalty 3008.163336 = -1284270.261444 nChanged 63 SP:Iteration 60F (6985.369423 sec): 3 clusters Score: Raw -1287296.841555 + Penalty 3008.163336 = -1284288.678219 nChanged 65 SP:Iteration 61Q (6985.430132 sec): 3 clusters Score: Raw -1287315.107370 + Penalty 3008.163336 = -1284306.944034 nChanged 57 SP:Iteration 62Q (6985.494481 sec): 3 clusters Score: Raw -1287330.819292 + Penalty 3008.163336 = -1284322.655956 nChanged 55 SP:Iteration 63Q (6985.556030 sec): 3 clusters Score: Raw -1287348.816700 + Penalty 3008.163336 = -1284340.653364 nChanged 58 SP:Iteration 64Q (6985.613967 sec): 3 clusters Score: Raw -1287363.617580 + Penalty 3008.163336 = -1284355.454245 nChanged 47 SP:Iteration 65Q (6985.678421 sec): 3 clusters Score: Raw -1287373.013186 + Penalty 3008.163336 = -1284364.849850 nChanged 42 SP:Iteration 66Q (6985.753167 sec): 3 clusters Score: Raw -1287381.942413 + Penalty 3008.163336 = -1284373.779077 nChanged 34 SP:Iteration 67Q (6985.785742 sec): 3 clusters Score: Raw -1287388.719693 + Penalty 3008.163336 = -1284380.556357 nChanged 39 SP:Iteration 68Q (6985.850319 sec): 3 clusters Score: Raw -1287397.474115 + Penalty 3008.163336 = -1284389.310779 nChanged 35 SP:Iteration 69Q (6985.891865 sec): 3 clusters Score: Raw -1287406.439276 + Penalty 3008.163336 = -1284398.275940 nChanged 36 SP:Iteration 70Q (6985.955130 sec): 3 clusters Score: Raw -1287414.094984 + Penalty 3008.163336 = -1284405.931648 nChanged 39 SP:Iteration 71Q (6986.026337 sec): 3 clusters Score: Raw -1287421.552143 + Penalty 3008.163336 = -1284413.388808 nChanged 45 SP:Iteration 72Q (6986.080875 sec): 3 clusters Score: Raw -1287431.909332 + Penalty 3008.163336 = -1284423.745996 nChanged 43 SP:Iteration 73Q (6986.139669 sec): 3 clusters Score: Raw -1287441.089504 + Penalty 3008.163336 = -1284432.926168 nChanged 52 SP:Iteration 74Q (6986.195216 sec): 3 clusters Score: Raw -1287450.504140 + Penalty 3008.163336 = -1284442.340805 nChanged 38 SP:Iteration 75Q (6986.264826 sec): 3 clusters Score: Raw -1287457.472464 + Penalty 3008.163336 = -1284449.309128 nChanged 35 SP:Iteration 76Q (6986.326643 sec): 3 clusters Score: Raw -1287463.452807 + Penalty 3008.163336 = -1284455.289471 nChanged 31 SP:Iteration 77Q (6986.381950 sec): 3 clusters Score: Raw -1287469.997081 + Penalty 3008.163336 = -1284461.833745 nChanged 29 SP:Iteration 78Q (6986.450302 sec): 3 clusters Score: Raw -1287475.570978 + Penalty 3008.163336 = -1284467.407642 nChanged 24 SP:Iteration 79Q (6986.503561 sec): 3 clusters Score: Raw -1287479.342353 + Penalty 3008.163336 = -1284471.179017 nChanged 24 SP:Iteration 80F (6986.575677 sec): 3 clusters Score: Raw -1287482.900473 + Penalty 3008.163336 = -1284474.737137 nChanged 20 SP:Iteration 81Q (6986.635016 sec): 3 clusters Score: Raw -1287486.322790 + Penalty 3008.163336 = -1284478.159454 nChanged 22 SP:Iteration 82Q (6986.687045 sec): 3 clusters Score: Raw -1287489.757432 + Penalty 3008.163336 = -1284481.594097 nChanged 18 SP:Iteration 83Q (6986.761711 sec): 3 clusters Score: Raw -1287492.011299 + Penalty 3008.163336 = -1284483.847964 nChanged 11 SP:Iteration 84Q (6986.811818 sec): 3 clusters Score: Raw -1287493.256434 + Penalty 3008.163336 = -1284485.093099 nChanged 6 SP:Iteration 85Q (6986.868990 sec): 3 clusters Score: Raw -1287494.145394 + Penalty 3008.163336 = -1284485.982058 nChanged 10 SP:Iteration 86Q (6986.933711 sec): 3 clusters Score: Raw -1287495.213643 + Penalty 3008.163336 = -1284487.050308 nChanged 6 SP:Iteration 87Q (6986.994683 sec): 3 clusters Score: Raw -1287495.685172 + Penalty 3008.163336 = -1284487.521836 nChanged 3 SP:Iteration 88Q (6987.059261 sec): 3 clusters Score: Raw -1287495.862184 + Penalty 3008.163336 = -1284487.698848 nChanged 4 SP:Iteration 89Q (6987.108757 sec): 3 clusters Score: Raw -1287496.121023 + Penalty 3008.163336 = -1284487.957687 nChanged 3 SP:Iteration 90Q (6987.170672 sec): 3 clusters Score: Raw -1287496.411983 + Penalty 3008.163336 = -1284488.248648 nChanged 4 SP:Iteration 91Q (6987.226185 sec): 3 clusters Score: Raw -1287496.785690 + Penalty 3008.163336 = -1284488.622354 nChanged 5 SP:Iteration 92Q (6987.290727 sec): 3 clusters Score: Raw -1287497.324763 + Penalty 3008.163336 = -1284489.161427 nChanged 2 SP:Iteration 93Q (6987.356664 sec): 3 clusters Score: Raw -1287497.508820 + Penalty 3008.163336 = -1284489.345484 nChanged 2 SP:Iteration 94Q (6987.412045 sec): 3 clusters Score: Raw -1287497.726695 + Penalty 3008.163336 = -1284489.563359 nChanged 2 SP:Iteration 95Q (6987.470941 sec): 3 clusters Score: Raw -1287497.900177 + Penalty 3008.163336 = -1284489.736841 nChanged 2 SP:Iteration 96Q (6987.529024 sec): 3 clusters Score: Raw -1287498.095525 + Penalty 3008.163336 = -1284489.932189 nChanged 1 SP:Iteration 97Q (6987.586815 sec): 3 clusters Score: Raw -1287498.183701 + Penalty 3008.163336 = -1284490.020366 nChanged 0 SP:Iteration 98F (6987.644043 sec): 3 clusters Score: Raw -1287498.183701 + Penalty 3008.163336 = -1284490.020366 nChanged 0 Trying to split cluster 11 (10774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6987.675773 sec): 2 clusters Score: Raw -1336569.072851 + Penalty 1508.794804 = -1335060.278047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6987.738383 sec): 3 clusters Score: Raw -1330412.284967 + Penalty 3017.589609 = -1327394.695358 nChanged 4624 SP:Iteration 1F (6987.796589 sec): 3 clusters Score: Raw -1332996.954923 + Penalty 3017.589609 = -1329979.365315 nChanged 663 SP:Iteration 2F (6987.859629 sec): 3 clusters Score: Raw -1333297.553012 + Penalty 3017.589609 = -1330279.963404 nChanged 556 SP:Iteration 3F (6987.929959 sec): 3 clusters Score: Raw -1333574.585440 + Penalty 3017.589609 = -1330556.995832 nChanged 525 SP:Iteration 4Q (6987.989278 sec): 3 clusters Score: Raw -1333860.146523 + Penalty 3017.589609 = -1330842.556914 nChanged 509 SP:Iteration 5Q (6988.065253 sec): 3 clusters Score: Raw -1334172.755226 + Penalty 3017.589609 = -1331155.165618 nChanged 555 SP:Iteration 6F (6988.125864 sec): 3 clusters Score: Raw -1334551.489862 + Penalty 3017.589609 = -1331533.900254 nChanged 553 SP:Iteration 7F (6988.190335 sec): 3 clusters Score: Raw -1335021.207205 + Penalty 3017.589609 = -1332003.617596 nChanged 590 SP:Iteration 8F (6988.248377 sec): 3 clusters Score: Raw -1335519.732178 + Penalty 3017.589609 = -1332502.142570 nChanged 477 SP:Iteration 9Q (6988.324149 sec): 3 clusters Score: Raw -1335947.054130 + Penalty 3017.589609 = -1332929.464521 nChanged 378 SP:Iteration 10Q (6988.372064 sec): 3 clusters Score: Raw -1336288.112843 + Penalty 3017.589609 = -1333270.523235 nChanged 281 SP:Iteration 11Q (6988.431880 sec): 3 clusters Score: Raw -1336573.266007 + Penalty 3017.589609 = -1333555.676399 nChanged 230 SP:Iteration 12Q (6988.487136 sec): 3 clusters Score: Raw -1336829.166001 + Penalty 3017.589609 = -1333811.576392 nChanged 172 SP:Iteration 13Q (6988.546608 sec): 3 clusters Score: Raw -1337005.621342 + Penalty 3017.589609 = -1333988.031734 nChanged 145 SP:Iteration 14Q (6988.611389 sec): 3 clusters Score: Raw -1337145.407536 + Penalty 3017.589609 = -1334127.817927 nChanged 120 SP:Iteration 15Q (6988.681594 sec): 3 clusters Score: Raw -1337250.823209 + Penalty 3017.589609 = -1334233.233601 nChanged 87 SP:Iteration 16Q (6988.736280 sec): 3 clusters Score: Raw -1337333.874910 + Penalty 3017.589609 = -1334316.285302 nChanged 79 SP:Iteration 17Q (6988.808466 sec): 3 clusters Score: Raw -1337383.458564 + Penalty 3017.589609 = -1334365.868955 nChanged 58 SP:Iteration 18Q (6988.870680 sec): 3 clusters Score: Raw -1337407.093452 + Penalty 3017.589609 = -1334389.503843 nChanged 34 SP:Iteration 19Q (6988.927989 sec): 3 clusters Score: Raw -1337421.303298 + Penalty 3017.589609 = -1334403.713690 nChanged 31 SP:Iteration 20F (6988.985623 sec): 3 clusters Score: Raw -1337436.309011 + Penalty 3017.589609 = -1334418.719402 nChanged 27 SP:Iteration 21Q (6989.045008 sec): 3 clusters Score: Raw -1337448.641295 + Penalty 3017.589609 = -1334431.051686 nChanged 21 SP:Iteration 22Q (6989.112517 sec): 3 clusters Score: Raw -1337457.293209 + Penalty 3017.589609 = -1334439.703601 nChanged 21 SP:Iteration 23Q (6989.171018 sec): 3 clusters Score: Raw -1337464.354343 + Penalty 3017.589609 = -1334446.764734 nChanged 3 SP:Iteration 24Q (6989.229891 sec): 3 clusters Score: Raw -1337465.214037 + Penalty 3017.589609 = -1334447.624428 nChanged 3 SP:Iteration 25Q (6989.279227 sec): 3 clusters Score: Raw -1337466.271794 + Penalty 3017.589609 = -1334448.682186 nChanged 2 SP:Iteration 26Q (6989.339843 sec): 3 clusters Score: Raw -1337466.593801 + Penalty 3017.589609 = -1334449.004193 nChanged 1 SP:Iteration 27Q (6989.404337 sec): 3 clusters Score: Raw -1337466.677512 + Penalty 3017.589609 = -1334449.087904 nChanged 0 SP:Iteration 28F (6989.450797 sec): 3 clusters Score: Raw -1337466.677512 + Penalty 3017.589609 = -1334449.087904 nChanged 0 Trying to split cluster 12 (364353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6989.969158 sec): 2 clusters Score: Raw -46635789.902429 + Penalty 2080.955249 = -46633708.947180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6990.636754 sec): 3 clusters Score: Raw -46392172.523037 + Penalty 4161.910498 = -46388010.612539 nChanged 177621 SP:Iteration 1F (6991.223469 sec): 3 clusters Score: Raw -46500509.161658 + Penalty 4161.910498 = -46496347.251159 nChanged 13927 SP:Iteration 2Q (6991.895002 sec): 3 clusters Score: Raw -46505401.579318 + Penalty 4161.910498 = -46501239.668819 nChanged 16282 SP:Iteration 3Q (6992.569121 sec): 3 clusters Score: Raw -46512526.675446 + Penalty 4161.910498 = -46508364.764948 nChanged 19089 SP:Iteration 4F (6993.220520 sec): 3 clusters Score: Raw -46522777.362854 + Penalty 4161.910498 = -46518615.452355 nChanged 21819 SP:Iteration 5F (6993.858254 sec): 3 clusters Score: Raw -46535961.893609 + Penalty 4161.910498 = -46531799.983111 nChanged 22889 SP:Iteration 6F (6994.492570 sec): 3 clusters Score: Raw -46550670.886499 + Penalty 4161.910498 = -46546508.976001 nChanged 22207 SP:Iteration 7F (6995.144481 sec): 3 clusters Score: Raw -46564946.286097 + Penalty 4161.910498 = -46560784.375599 nChanged 19902 SP:Iteration 8F (6995.776425 sec): 3 clusters Score: Raw -46577015.706791 + Penalty 4161.910498 = -46572853.796293 nChanged 16957 SP:Iteration 9Q (6996.450831 sec): 3 clusters Score: Raw -46586690.131498 + Penalty 4161.910498 = -46582528.220999 nChanged 14253 SP:Iteration 10Q (6997.062605 sec): 3 clusters Score: Raw -46594617.227375 + Penalty 4161.910498 = -46590455.316877 nChanged 12616 SP:Iteration 11Q (6997.718054 sec): 3 clusters Score: Raw -46601684.570793 + Penalty 4161.910498 = -46597522.660294 nChanged 11266 SP:Iteration 12Q (6998.304992 sec): 3 clusters Score: Raw -46608090.542909 + Penalty 4161.910498 = -46603928.632410 nChanged 9987 SP:Iteration 13Q (6998.929699 sec): 3 clusters Score: Raw -46613985.966527 + Penalty 4161.910498 = -46609824.056029 nChanged 8645 SP:Iteration 14Q (6999.472444 sec): 3 clusters Score: Raw -46619323.723904 + Penalty 4161.910498 = -46615161.813406 nChanged 7162 SP:Iteration 15Q (7000.067181 sec): 3 clusters Score: Raw -46623872.221640 + Penalty 4161.910498 = -46619710.311142 nChanged 5606 SP:Iteration 16Q (7000.661493 sec): 3 clusters Score: Raw -46627451.221239 + Penalty 4161.910498 = -46623289.310741 nChanged 4296 SP:Iteration 17Q (7001.206076 sec): 3 clusters Score: Raw -46630195.604870 + Penalty 4161.910498 = -46626033.694371 nChanged 3109 SP:Iteration 18Q (7001.757008 sec): 3 clusters Score: Raw -46632101.013500 + Penalty 4161.910498 = -46627939.103001 nChanged 2257 SP:Iteration 19Q (7002.281138 sec): 3 clusters Score: Raw -46633407.754240 + Penalty 4161.910498 = -46629245.843742 nChanged 1609 SP:Iteration 20F (7002.918721 sec): 3 clusters Score: Raw -46634280.376714 + Penalty 4161.910498 = -46630118.466215 nChanged 1168 SP:Iteration 21Q (7003.432780 sec): 3 clusters Score: Raw -46634920.028670 + Penalty 4161.910498 = -46630758.118171 nChanged 881 SP:Iteration 22Q (7003.930224 sec): 3 clusters Score: Raw -46635379.826918 + Penalty 4161.910498 = -46631217.916419 nChanged 699 SP:Iteration 23Q (7004.432703 sec): 3 clusters Score: Raw -46635719.466879 + Penalty 4161.910498 = -46631557.556380 nChanged 550 SP:Iteration 24Q (7004.945686 sec): 3 clusters Score: Raw -46635972.530001 + Penalty 4161.910498 = -46631810.619503 nChanged 454 SP:Iteration 25Q (7005.467686 sec): 3 clusters Score: Raw -46636145.896919 + Penalty 4161.910498 = -46631983.986421 nChanged 344 SP:Iteration 26Q (7006.043604 sec): 3 clusters Score: Raw -46636258.717547 + Penalty 4161.910498 = -46632096.807048 nChanged 274 SP:Iteration 27Q (7006.538811 sec): 3 clusters Score: Raw -46636327.644569 + Penalty 4161.910498 = -46632165.734070 nChanged 230 SP:Iteration 28Q (7007.035002 sec): 3 clusters Score: Raw -46636378.701947 + Penalty 4161.910498 = -46632216.791448 nChanged 179 SP:Iteration 29Q (7007.532059 sec): 3 clusters Score: Raw -46636418.613981 + Penalty 4161.910498 = -46632256.703482 nChanged 178 SP:Iteration 30Q (7008.034804 sec): 3 clusters Score: Raw -46636457.064765 + Penalty 4161.910498 = -46632295.154266 nChanged 153 SP:Iteration 31Q (7008.524817 sec): 3 clusters Score: Raw -46636483.660017 + Penalty 4161.910498 = -46632321.749518 nChanged 124 SP:Iteration 32Q (7009.024054 sec): 3 clusters Score: Raw -46636504.943033 + Penalty 4161.910498 = -46632343.032535 nChanged 107 SP:Iteration 33Q (7009.496026 sec): 3 clusters Score: Raw -46636524.542572 + Penalty 4161.910498 = -46632362.632074 nChanged 91 SP:Iteration 34Q (7009.981484 sec): 3 clusters Score: Raw -46636537.950679 + Penalty 4161.910498 = -46632376.040181 nChanged 75 SP:Iteration 35Q (7010.460413 sec): 3 clusters Score: Raw -46636550.448297 + Penalty 4161.910498 = -46632388.537798 nChanged 70 SP:Iteration 36Q (7011.001495 sec): 3 clusters Score: Raw -46636561.640808 + Penalty 4161.910498 = -46632399.730310 nChanged 69 SP:Iteration 37Q (7011.482360 sec): 3 clusters Score: Raw -46636574.530328 + Penalty 4161.910498 = -46632412.619830 nChanged 79 SP:Iteration 38Q (7011.980327 sec): 3 clusters Score: Raw -46636588.701455 + Penalty 4161.910498 = -46632426.790957 nChanged 75 SP:Iteration 39Q (7012.474141 sec): 3 clusters Score: Raw -46636599.649960 + Penalty 4161.910498 = -46632437.739461 nChanged 75 SP:Iteration 40F (7013.136347 sec): 3 clusters Score: Raw -46636610.419871 + Penalty 4161.910498 = -46632448.509372 nChanged 60 SP:Iteration 41Q (7013.620246 sec): 3 clusters Score: Raw -46636618.563451 + Penalty 4161.910498 = -46632456.652952 nChanged 46 SP:Iteration 42Q (7014.133457 sec): 3 clusters Score: Raw -46636625.712213 + Penalty 4161.910498 = -46632463.801715 nChanged 54 SP:Iteration 43Q (7014.630895 sec): 3 clusters Score: Raw -46636632.225579 + Penalty 4161.910498 = -46632470.315081 nChanged 31 SP:Iteration 44Q (7015.110183 sec): 3 clusters Score: Raw -46636636.078249 + Penalty 4161.910498 = -46632474.167750 nChanged 28 SP:Iteration 45Q (7015.612144 sec): 3 clusters Score: Raw -46636639.137583 + Penalty 4161.910498 = -46632477.227084 nChanged 24 SP:Iteration 46Q (7016.095441 sec): 3 clusters Score: Raw -46636641.995467 + Penalty 4161.910498 = -46632480.084968 nChanged 25 SP:Iteration 47Q (7016.601309 sec): 3 clusters Score: Raw -46636645.094211 + Penalty 4161.910498 = -46632483.183712 nChanged 35 SP:Iteration 48Q (7017.129120 sec): 3 clusters Score: Raw -46636648.291572 + Penalty 4161.910498 = -46632486.381074 nChanged 19 SP:Iteration 49Q (7017.624531 sec): 3 clusters Score: Raw -46636650.144313 + Penalty 4161.910498 = -46632488.233815 nChanged 14 SP:Iteration 50Q (7018.125105 sec): 3 clusters Score: Raw -46636651.209075 + Penalty 4161.910498 = -46632489.298576 nChanged 12 SP:Iteration 51Q (7018.638956 sec): 3 clusters Score: Raw -46636652.298444 + Penalty 4161.910498 = -46632490.387945 nChanged 8 SP:Iteration 52Q (7019.147259 sec): 3 clusters Score: Raw -46636652.776556 + Penalty 4161.910498 = -46632490.866058 nChanged 2 SP:Iteration 53Q (7019.623647 sec): 3 clusters Score: Raw -46636652.926423 + Penalty 4161.910498 = -46632491.015924 nChanged 4 SP:Iteration 54Q (7020.104647 sec): 3 clusters Score: Raw -46636653.135119 + Penalty 4161.910498 = -46632491.224621 nChanged 2 SP:Iteration 55Q (7020.589875 sec): 3 clusters Score: Raw -46636653.267568 + Penalty 4161.910498 = -46632491.357069 nChanged 4 SP:Iteration 56Q (7021.124757 sec): 3 clusters Score: Raw -46636653.528748 + Penalty 4161.910498 = -46632491.618249 nChanged 4 SP:Iteration 57Q (7021.617495 sec): 3 clusters Score: Raw -46636653.785425 + Penalty 4161.910498 = -46632491.874926 nChanged 5 SP:Iteration 58Q (7022.100272 sec): 3 clusters Score: Raw -46636654.099694 + Penalty 4161.910498 = -46632492.189195 nChanged 5 SP:Iteration 59Q (7022.555220 sec): 3 clusters Score: Raw -46636654.368677 + Penalty 4161.910498 = -46632492.458179 nChanged 8 SP:Iteration 60F (7023.157231 sec): 3 clusters Score: Raw -46636655.139351 + Penalty 4161.910498 = -46632493.228853 nChanged 10 SP:Iteration 61Q (7023.629978 sec): 3 clusters Score: Raw -46636655.944467 + Penalty 4161.910498 = -46632494.033969 nChanged 7 SP:Iteration 62Q (7024.111690 sec): 3 clusters Score: Raw -46636656.529710 + Penalty 4161.910498 = -46632494.619212 nChanged 7 SP:Iteration 63Q (7024.606007 sec): 3 clusters Score: Raw -46636657.155068 + Penalty 4161.910498 = -46632495.244569 nChanged 7 SP:Iteration 64Q (7025.124452 sec): 3 clusters Score: Raw -46636657.591002 + Penalty 4161.910498 = -46632495.680504 nChanged 3 SP:Iteration 65Q (7025.625206 sec): 3 clusters Score: Raw -46636657.818343 + Penalty 4161.910498 = -46632495.907845 nChanged 8 SP:Iteration 66Q (7026.102301 sec): 3 clusters Score: Raw -46636658.394264 + Penalty 4161.910498 = -46632496.483766 nChanged 10 SP:Iteration 67Q (7026.591127 sec): 3 clusters Score: Raw -46636659.696350 + Penalty 4161.910498 = -46632497.785851 nChanged 11 SP:Iteration 68Q (7027.092179 sec): 3 clusters Score: Raw -46636661.208757 + Penalty 4161.910498 = -46632499.298258 nChanged 15 SP:Iteration 69Q (7027.578163 sec): 3 clusters Score: Raw -46636663.265089 + Penalty 4161.910498 = -46632501.354590 nChanged 17 SP:Iteration 70Q (7028.056657 sec): 3 clusters Score: Raw -46636664.782510 + Penalty 4161.910498 = -46632502.872011 nChanged 8 SP:Iteration 71Q (7028.529135 sec): 3 clusters Score: Raw -46636665.625290 + Penalty 4161.910498 = -46632503.714791 nChanged 8 SP:Iteration 72Q (7029.011996 sec): 3 clusters Score: Raw -46636666.302390 + Penalty 4161.910498 = -46632504.391891 nChanged 10 SP:Iteration 73Q (7029.603192 sec): 3 clusters Score: Raw -46636667.044709 + Penalty 4161.910498 = -46632505.134210 nChanged 5 SP:Iteration 74Q (7030.107044 sec): 3 clusters Score: Raw -46636667.380161 + Penalty 4161.910498 = -46632505.469663 nChanged 3 SP:Iteration 75Q (7030.582321 sec): 3 clusters Score: Raw -46636667.597638 + Penalty 4161.910498 = -46632505.687139 nChanged 3 SP:Iteration 76Q (7031.055386 sec): 3 clusters Score: Raw -46636667.835032 + Penalty 4161.910498 = -46632505.924534 nChanged 6 SP:Iteration 77Q (7031.546029 sec): 3 clusters Score: Raw -46636668.299792 + Penalty 4161.910498 = -46632506.389294 nChanged 5 SP:Iteration 78Q (7032.029394 sec): 3 clusters Score: Raw -46636668.744880 + Penalty 4161.910498 = -46632506.834382 nChanged 0 SP:Iteration 79F (7032.635834 sec): 3 clusters Score: Raw -46636668.744880 + Penalty 4161.910498 = -46632506.834382 nChanged 0 Trying to split cluster 13 (4744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7032.689527 sec): 2 clusters Score: Raw -579880.825282 + Penalty 1375.503340 = -578505.321941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7032.730796 sec): 3 clusters Score: Raw -577397.652865 + Penalty 2751.006681 = -574646.646185 nChanged 1959 SP:Iteration 1F (7032.778760 sec): 3 clusters Score: Raw -578516.761005 + Penalty 2751.006681 = -575765.754324 nChanged 378 SP:Iteration 2F (7032.829481 sec): 3 clusters Score: Raw -578759.771246 + Penalty 2751.006681 = -576008.764565 nChanged 300 SP:Iteration 3F (7032.884132 sec): 3 clusters Score: Raw -578948.307277 + Penalty 2751.006681 = -576197.300596 nChanged 253 SP:Iteration 4F (7032.920405 sec): 3 clusters Score: Raw -579111.765931 + Penalty 2751.006681 = -576360.759251 nChanged 228 SP:Iteration 5Q (7032.963768 sec): 3 clusters Score: Raw -579281.464034 + Penalty 2751.006681 = -576530.457353 nChanged 205 SP:Iteration 6Q (7033.013510 sec): 3 clusters Score: Raw -579428.804892 + Penalty 2751.006681 = -576677.798211 nChanged 189 SP:Iteration 7Q (7033.059377 sec): 3 clusters Score: Raw -579528.854190 + Penalty 2751.006681 = -576777.847509 nChanged 123 SP:Iteration 8Q (7033.115209 sec): 3 clusters Score: Raw -579593.650846 + Penalty 2751.006681 = -576842.644166 nChanged 125 SP:Iteration 9Q (7033.167837 sec): 3 clusters Score: Raw -579668.473754 + Penalty 2751.006681 = -576917.467073 nChanged 136 SP:Iteration 10Q (7033.204554 sec): 3 clusters Score: Raw -579744.284782 + Penalty 2751.006681 = -576993.278101 nChanged 117 SP:Iteration 11Q (7033.250068 sec): 3 clusters Score: Raw -579815.994115 + Penalty 2751.006681 = -577064.987434 nChanged 118 SP:Iteration 12Q (7033.299509 sec): 3 clusters Score: Raw -579882.852328 + Penalty 2751.006681 = -577131.845647 nChanged 106 SP:Iteration 13Q (7033.351267 sec): 3 clusters Score: Raw -579944.521846 + Penalty 2751.006681 = -577193.515165 nChanged 106 SP:Iteration 14Q (7033.411120 sec): 3 clusters Score: Raw -580009.159689 + Penalty 2751.006681 = -577258.153009 nChanged 104 SP:Iteration 15Q (7033.456877 sec): 3 clusters Score: Raw -580072.271020 + Penalty 2751.006681 = -577321.264339 nChanged 100 SP:Iteration 16Q (7033.492198 sec): 3 clusters Score: Raw -580142.808286 + Penalty 2751.006681 = -577391.801606 nChanged 108 SP:Iteration 17Q (7033.541797 sec): 3 clusters Score: Raw -580225.524592 + Penalty 2751.006681 = -577474.517912 nChanged 132 SP:Iteration 18Q (7033.585126 sec): 3 clusters Score: Raw -580312.516900 + Penalty 2751.006681 = -577561.510219 nChanged 122 SP:Iteration 19Q (7033.625591 sec): 3 clusters Score: Raw -580380.222271 + Penalty 2751.006681 = -577629.215590 nChanged 123 SP:Iteration 20F (7033.685380 sec): 3 clusters Score: Raw -580456.994235 + Penalty 2751.006681 = -577705.987554 nChanged 132 SP:Iteration 21Q (7033.730403 sec): 3 clusters Score: Raw -580541.596615 + Penalty 2751.006681 = -577790.589935 nChanged 124 SP:Iteration 22Q (7033.782902 sec): 3 clusters Score: Raw -580621.536707 + Penalty 2751.006681 = -577870.530026 nChanged 132 SP:Iteration 23Q (7033.833472 sec): 3 clusters Score: Raw -580712.232099 + Penalty 2751.006681 = -577961.225419 nChanged 121 SP:Iteration 24Q (7033.882249 sec): 3 clusters Score: Raw -580802.078131 + Penalty 2751.006681 = -578051.071450 nChanged 115 SP:Iteration 25Q (7033.924022 sec): 3 clusters Score: Raw -580865.110038 + Penalty 2751.006681 = -578114.103357 nChanged 92 SP:Iteration 26Q (7033.978603 sec): 3 clusters Score: Raw -580915.779578 + Penalty 2751.006681 = -578164.772897 nChanged 86 SP:Iteration 27Q (7034.018034 sec): 3 clusters Score: Raw -580961.704089 + Penalty 2751.006681 = -578210.697408 nChanged 76 SP:Iteration 28Q (7034.067372 sec): 3 clusters Score: Raw -581001.143045 + Penalty 2751.006681 = -578250.136364 nChanged 67 SP:Iteration 29Q (7034.117788 sec): 3 clusters Score: Raw -581034.911099 + Penalty 2751.006681 = -578283.904418 nChanged 67 SP:Iteration 30Q (7034.171214 sec): 3 clusters Score: Raw -581062.382069 + Penalty 2751.006681 = -578311.375388 nChanged 47 SP:Iteration 31Q (7034.217725 sec): 3 clusters Score: Raw -581081.264697 + Penalty 2751.006681 = -578330.258017 nChanged 39 SP:Iteration 32Q (7034.263209 sec): 3 clusters Score: Raw -581094.668527 + Penalty 2751.006681 = -578343.661846 nChanged 29 SP:Iteration 33Q (7034.306430 sec): 3 clusters Score: Raw -581104.218512 + Penalty 2751.006681 = -578353.211831 nChanged 21 SP:Iteration 34Q (7034.345855 sec): 3 clusters Score: Raw -581111.656519 + Penalty 2751.006681 = -578360.649838 nChanged 24 SP:Iteration 35Q (7034.381893 sec): 3 clusters Score: Raw -581120.131176 + Penalty 2751.006681 = -578369.124496 nChanged 22 SP:Iteration 36Q (7034.424983 sec): 3 clusters Score: Raw -581127.490865 + Penalty 2751.006681 = -578376.484184 nChanged 17 SP:Iteration 37Q (7034.469064 sec): 3 clusters Score: Raw -581135.109613 + Penalty 2751.006681 = -578384.102932 nChanged 19 SP:Iteration 38Q (7034.513506 sec): 3 clusters Score: Raw -581142.210198 + Penalty 2751.006681 = -578391.203517 nChanged 18 SP:Iteration 39Q (7034.552647 sec): 3 clusters Score: Raw -581147.300626 + Penalty 2751.006681 = -578396.293945 nChanged 11 SP:Iteration 40F (7034.601020 sec): 3 clusters Score: Raw -581161.114003 + Penalty 2751.006681 = -578410.107322 nChanged 19 SP:Iteration 41Q (7034.656565 sec): 3 clusters Score: Raw -581174.888096 + Penalty 2751.006681 = -578423.881415 nChanged 28 SP:Iteration 42Q (7034.699083 sec): 3 clusters Score: Raw -581195.465127 + Penalty 2751.006681 = -578444.458447 nChanged 33 SP:Iteration 43Q (7034.747999 sec): 3 clusters Score: Raw -581217.696682 + Penalty 2751.006681 = -578466.690002 nChanged 30 SP:Iteration 44Q (7034.797468 sec): 3 clusters Score: Raw -581236.784043 + Penalty 2751.006681 = -578485.777362 nChanged 31 SP:Iteration 45Q (7034.847477 sec): 3 clusters Score: Raw -581258.913975 + Penalty 2751.006681 = -578507.907294 nChanged 24 SP:Iteration 46Q (7034.902975 sec): 3 clusters Score: Raw -581275.891815 + Penalty 2751.006681 = -578524.885134 nChanged 25 SP:Iteration 47Q (7034.939888 sec): 3 clusters Score: Raw -581287.876909 + Penalty 2751.006681 = -578536.870229 nChanged 24 SP:Iteration 48Q (7034.999914 sec): 3 clusters Score: Raw -581296.628924 + Penalty 2751.006681 = -578545.622243 nChanged 28 SP:Iteration 49Q (7035.049161 sec): 3 clusters Score: Raw -581306.109209 + Penalty 2751.006681 = -578555.102529 nChanged 18 SP:Iteration 50Q (7035.099581 sec): 3 clusters Score: Raw -581313.781903 + Penalty 2751.006681 = -578562.775222 nChanged 16 SP:Iteration 51Q (7035.137192 sec): 3 clusters Score: Raw -581318.202272 + Penalty 2751.006681 = -578567.195591 nChanged 9 SP:Iteration 52Q (7035.191506 sec): 3 clusters Score: Raw -581320.634621 + Penalty 2751.006681 = -578569.627940 nChanged 8 SP:Iteration 53Q (7035.243763 sec): 3 clusters Score: Raw -581322.247617 + Penalty 2751.006681 = -578571.240936 nChanged 7 SP:Iteration 54Q (7035.286580 sec): 3 clusters Score: Raw -581324.443868 + Penalty 2751.006681 = -578573.437187 nChanged 10 SP:Iteration 55Q (7035.330230 sec): 3 clusters Score: Raw -581327.259892 + Penalty 2751.006681 = -578576.253211 nChanged 9 SP:Iteration 56Q (7035.389485 sec): 3 clusters Score: Raw -581328.813992 + Penalty 2751.006681 = -578577.807311 nChanged 8 SP:Iteration 57Q (7035.434533 sec): 3 clusters Score: Raw -581331.170726 + Penalty 2751.006681 = -578580.164046 nChanged 12 SP:Iteration 58Q (7035.478094 sec): 3 clusters Score: Raw -581337.667280 + Penalty 2751.006681 = -578586.660599 nChanged 13 SP:Iteration 59Q (7035.527253 sec): 3 clusters Score: Raw -581344.256784 + Penalty 2751.006681 = -578593.250104 nChanged 15 SP:Iteration 60F (7035.575601 sec): 3 clusters Score: Raw -581348.583003 + Penalty 2751.006681 = -578597.576323 nChanged 11 SP:Iteration 61Q (7035.627392 sec): 3 clusters Score: Raw -581351.228540 + Penalty 2751.006681 = -578600.221859 nChanged 9 SP:Iteration 62Q (7035.677522 sec): 3 clusters Score: Raw -581354.278284 + Penalty 2751.006681 = -578603.271603 nChanged 9 SP:Iteration 63Q (7035.730856 sec): 3 clusters Score: Raw -581356.722481 + Penalty 2751.006681 = -578605.715800 nChanged 13 SP:Iteration 64Q (7035.786910 sec): 3 clusters Score: Raw -581362.143813 + Penalty 2751.006681 = -578611.137133 nChanged 12 SP:Iteration 65Q (7035.826027 sec): 3 clusters Score: Raw -581368.636310 + Penalty 2751.006681 = -578617.629629 nChanged 14 SP:Iteration 66Q (7035.883547 sec): 3 clusters Score: Raw -581375.216359 + Penalty 2751.006681 = -578624.209679 nChanged 13 SP:Iteration 67Q (7035.936937 sec): 3 clusters Score: Raw -581379.603189 + Penalty 2751.006681 = -578628.596509 nChanged 6 SP:Iteration 68Q (7035.980517 sec): 3 clusters Score: Raw -581380.672201 + Penalty 2751.006681 = -578629.665521 nChanged 4 SP:Iteration 69Q (7036.026584 sec): 3 clusters Score: Raw -581381.539901 + Penalty 2751.006681 = -578630.533220 nChanged 4 SP:Iteration 70Q (7036.069727 sec): 3 clusters Score: Raw -581382.476594 + Penalty 2751.006681 = -578631.469914 nChanged 5 SP:Iteration 71Q (7036.111056 sec): 3 clusters Score: Raw -581383.781992 + Penalty 2751.006681 = -578632.775312 nChanged 6 SP:Iteration 72Q (7036.168653 sec): 3 clusters Score: Raw -581385.146560 + Penalty 2751.006681 = -578634.139879 nChanged 4 SP:Iteration 73Q (7036.217116 sec): 3 clusters Score: Raw -581386.146171 + Penalty 2751.006681 = -578635.139490 nChanged 4 SP:Iteration 74Q (7036.271141 sec): 3 clusters Score: Raw -581387.318152 + Penalty 2751.006681 = -578636.311471 nChanged 4 SP:Iteration 75Q (7036.326165 sec): 3 clusters Score: Raw -581388.741850 + Penalty 2751.006681 = -578637.735169 nChanged 3 SP:Iteration 76Q (7036.367395 sec): 3 clusters Score: Raw -581389.155260 + Penalty 2751.006681 = -578638.148579 nChanged 2 SP:Iteration 77Q (7036.407123 sec): 3 clusters Score: Raw -581389.553689 + Penalty 2751.006681 = -578638.547009 nChanged 4 SP:Iteration 78Q (7036.457201 sec): 3 clusters Score: Raw -581390.531147 + Penalty 2751.006681 = -578639.524466 nChanged 3 SP:Iteration 79Q (7036.498336 sec): 3 clusters Score: Raw -581391.288973 + Penalty 2751.006681 = -578640.282293 nChanged 1 SP:Iteration 80F (7036.549338 sec): 3 clusters Score: Raw -581391.357922 + Penalty 2751.006681 = -578640.351241 nChanged 0 Score: Raw -129508083.530360 + Penalty 76651.823590 = -129431431.706770 Splitting cluster 13 changes total score from -129432160.911050 to -129431431.706770 So it's not getting split. Trying to split cluster 14 (56821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7058.355444 sec): 2 clusters Score: Raw -6788113.966128 + Penalty 1778.994954 = -6786334.971174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7058.484062 sec): 3 clusters Score: Raw -6751940.474551 + Penalty 3557.989908 = -6748382.484643 nChanged 26817 SP:Iteration 1F (7058.621667 sec): 3 clusters Score: Raw -6768017.726857 + Penalty 3557.989908 = -6764459.736949 nChanged 3127 SP:Iteration 2F (7058.747149 sec): 3 clusters Score: Raw -6769401.743448 + Penalty 3557.989908 = -6765843.753540 nChanged 3586 SP:Iteration 3F (7058.878744 sec): 3 clusters Score: Raw -6771370.709134 + Penalty 3557.989908 = -6767812.719226 nChanged 4136 SP:Iteration 4F (7059.007846 sec): 3 clusters Score: Raw -6774069.472635 + Penalty 3557.989908 = -6770511.482727 nChanged 4196 SP:Iteration 5F (7059.144121 sec): 3 clusters Score: Raw -6777144.348684 + Penalty 3557.989908 = -6773586.358776 nChanged 3890 SP:Iteration 6F (7059.282027 sec): 3 clusters Score: Raw -6780268.987280 + Penalty 3557.989908 = -6776710.997372 nChanged 3152 SP:Iteration 7F (7059.418473 sec): 3 clusters Score: Raw -6782998.573671 + Penalty 3557.989908 = -6779440.583764 nChanged 2289 SP:Iteration 8Q (7059.558739 sec): 3 clusters Score: Raw -6785071.310440 + Penalty 3557.989908 = -6781513.320532 nChanged 1458 SP:Iteration 9Q (7059.685982 sec): 3 clusters Score: Raw -6786454.921229 + Penalty 3557.989908 = -6782896.931321 nChanged 841 SP:Iteration 10Q (7059.808982 sec): 3 clusters Score: Raw -6787259.034790 + Penalty 3557.989908 = -6783701.044882 nChanged 472 SP:Iteration 11Q (7059.921370 sec): 3 clusters Score: Raw -6787683.298824 + Penalty 3557.989908 = -6784125.308917 nChanged 264 SP:Iteration 12Q (7060.036476 sec): 3 clusters Score: Raw -6787890.482074 + Penalty 3557.989908 = -6784332.492166 nChanged 184 SP:Iteration 13Q (7060.156786 sec): 3 clusters Score: Raw -6788034.454756 + Penalty 3557.989908 = -6784476.464848 nChanged 119 SP:Iteration 14Q (7060.270269 sec): 3 clusters Score: Raw -6788125.689480 + Penalty 3557.989908 = -6784567.699572 nChanged 97 SP:Iteration 15Q (7060.379825 sec): 3 clusters Score: Raw -6788195.159814 + Penalty 3557.989908 = -6784637.169906 nChanged 62 SP:Iteration 16Q (7060.498418 sec): 3 clusters Score: Raw -6788244.790195 + Penalty 3557.989908 = -6784686.800288 nChanged 59 SP:Iteration 17Q (7060.611974 sec): 3 clusters Score: Raw -6788280.753596 + Penalty 3557.989908 = -6784722.763688 nChanged 38 SP:Iteration 18Q (7060.736072 sec): 3 clusters Score: Raw -6788303.836627 + Penalty 3557.989908 = -6784745.846719 nChanged 31 SP:Iteration 19Q (7060.846041 sec): 3 clusters Score: Raw -6788325.687374 + Penalty 3557.989908 = -6784767.697467 nChanged 19 SP:Iteration 20F (7060.978735 sec): 3 clusters Score: Raw -6788338.079716 + Penalty 3557.989908 = -6784780.089809 nChanged 15 SP:Iteration 21Q (7061.077953 sec): 3 clusters Score: Raw -6788347.711240 + Penalty 3557.989908 = -6784789.721332 nChanged 18 SP:Iteration 22Q (7061.191446 sec): 3 clusters Score: Raw -6788357.841534 + Penalty 3557.989908 = -6784799.851626 nChanged 16 SP:Iteration 23Q (7061.302595 sec): 3 clusters Score: Raw -6788366.099742 + Penalty 3557.989908 = -6784808.109835 nChanged 12 SP:Iteration 24Q (7061.420562 sec): 3 clusters Score: Raw -6788376.005203 + Penalty 3557.989908 = -6784818.015295 nChanged 19 SP:Iteration 25Q (7061.530852 sec): 3 clusters Score: Raw -6788391.898986 + Penalty 3557.989908 = -6784833.909078 nChanged 17 SP:Iteration 26Q (7061.647816 sec): 3 clusters Score: Raw -6788403.559951 + Penalty 3557.989908 = -6784845.570043 nChanged 15 SP:Iteration 27Q (7061.766506 sec): 3 clusters Score: Raw -6788415.605155 + Penalty 3557.989908 = -6784857.615247 nChanged 13 SP:Iteration 28Q (7061.873832 sec): 3 clusters Score: Raw -6788424.535209 + Penalty 3557.989908 = -6784866.545301 nChanged 12 SP:Iteration 29Q (7061.984979 sec): 3 clusters Score: Raw -6788434.193496 + Penalty 3557.989908 = -6784876.203589 nChanged 12 SP:Iteration 30Q (7062.094053 sec): 3 clusters Score: Raw -6788445.158371 + Penalty 3557.989908 = -6784887.168463 nChanged 15 SP:Iteration 31Q (7062.203442 sec): 3 clusters Score: Raw -6788455.937338 + Penalty 3557.989908 = -6784897.947430 nChanged 15 SP:Iteration 32Q (7062.313987 sec): 3 clusters Score: Raw -6788468.058718 + Penalty 3557.989908 = -6784910.068811 nChanged 12 SP:Iteration 33Q (7062.414688 sec): 3 clusters Score: Raw -6788476.129136 + Penalty 3557.989908 = -6784918.139228 nChanged 9 SP:Iteration 34Q (7062.524685 sec): 3 clusters Score: Raw -6788479.523331 + Penalty 3557.989908 = -6784921.533423 nChanged 3 SP:Iteration 35Q (7062.639066 sec): 3 clusters Score: Raw -6788481.807528 + Penalty 3557.989908 = -6784923.817620 nChanged 3 SP:Iteration 36Q (7062.761481 sec): 3 clusters Score: Raw -6788483.197607 + Penalty 3557.989908 = -6784925.207700 nChanged 1 SP:Iteration 37Q (7062.866659 sec): 3 clusters Score: Raw -6788483.797205 + Penalty 3557.989908 = -6784925.807297 nChanged 1 SP:Iteration 38Q (7062.986716 sec): 3 clusters Score: Raw -6788484.164120 + Penalty 3557.989908 = -6784926.174212 nChanged 0 SP:Iteration 39F (7063.115755 sec): 3 clusters Score: Raw -6788484.164120 + Penalty 3557.989908 = -6784926.174212 nChanged 0 Trying to split cluster 15 (16880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7063.156744 sec): 2 clusters Score: Raw -2094558.289922 + Penalty 1581.756275 = -2092976.533647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7063.232162 sec): 3 clusters Score: Raw -2084548.278773 + Penalty 3163.512550 = -2081384.766223 nChanged 7584 SP:Iteration 1F (7063.301802 sec): 3 clusters Score: Raw -2088577.922690 + Penalty 3163.512550 = -2085414.410140 nChanged 855 SP:Iteration 2F (7063.368986 sec): 3 clusters Score: Raw -2088867.224962 + Penalty 3163.512550 = -2085703.712412 nChanged 740 SP:Iteration 3Q (7063.441841 sec): 3 clusters Score: Raw -2089121.628579 + Penalty 3163.512550 = -2085958.116029 nChanged 689 SP:Iteration 4Q (7063.515849 sec): 3 clusters Score: Raw -2089365.179360 + Penalty 3163.512550 = -2086201.666810 nChanged 673 SP:Iteration 5Q (7063.596383 sec): 3 clusters Score: Raw -2089615.179776 + Penalty 3163.512550 = -2086451.667226 nChanged 656 SP:Iteration 6Q (7063.659628 sec): 3 clusters Score: Raw -2089870.684811 + Penalty 3163.512550 = -2086707.172262 nChanged 623 SP:Iteration 7Q (7063.743079 sec): 3 clusters Score: Raw -2090135.965754 + Penalty 3163.512550 = -2086972.453204 nChanged 665 SP:Iteration 8Q (7063.810914 sec): 3 clusters Score: Raw -2090481.302042 + Penalty 3163.512550 = -2087317.789492 nChanged 714 SP:Iteration 9Q (7063.891059 sec): 3 clusters Score: Raw -2090910.265099 + Penalty 3163.512550 = -2087746.752549 nChanged 728 SP:Iteration 10Q (7063.952098 sec): 3 clusters Score: Raw -2091419.052187 + Penalty 3163.512550 = -2088255.539637 nChanged 753 SP:Iteration 11Q (7064.024825 sec): 3 clusters Score: Raw -2091968.337807 + Penalty 3163.512550 = -2088804.825257 nChanged 771 SP:Iteration 12Q (7064.089226 sec): 3 clusters Score: Raw -2092434.863294 + Penalty 3163.512550 = -2089271.350744 nChanged 621 SP:Iteration 13Q (7064.157906 sec): 3 clusters Score: Raw -2092733.483613 + Penalty 3163.512550 = -2089569.971063 nChanged 479 SP:Iteration 14Q (7064.223116 sec): 3 clusters Score: Raw -2092924.868340 + Penalty 3163.512550 = -2089761.355790 nChanged 373 SP:Iteration 15Q (7064.294087 sec): 3 clusters Score: Raw -2093057.314202 + Penalty 3163.512550 = -2089893.801653 nChanged 287 SP:Iteration 16Q (7064.360165 sec): 3 clusters Score: Raw -2093150.516665 + Penalty 3163.512550 = -2089987.004115 nChanged 241 SP:Iteration 17Q (7064.431189 sec): 3 clusters Score: Raw -2093224.260175 + Penalty 3163.512550 = -2090060.747625 nChanged 197 SP:Iteration 18Q (7064.490888 sec): 3 clusters Score: Raw -2093278.800537 + Penalty 3163.512550 = -2090115.287988 nChanged 156 SP:Iteration 19Q (7064.545645 sec): 3 clusters Score: Raw -2093317.369527 + Penalty 3163.512550 = -2090153.856978 nChanged 142 SP:Iteration 20F (7064.622712 sec): 3 clusters Score: Raw -2093351.690069 + Penalty 3163.512550 = -2090188.177520 nChanged 149 SP:Iteration 21Q (7064.680822 sec): 3 clusters Score: Raw -2093392.162912 + Penalty 3163.512550 = -2090228.650363 nChanged 150 SP:Iteration 22Q (7064.747108 sec): 3 clusters Score: Raw -2093432.116548 + Penalty 3163.512550 = -2090268.603998 nChanged 159 SP:Iteration 23Q (7064.832393 sec): 3 clusters Score: Raw -2093474.222257 + Penalty 3163.512550 = -2090310.709707 nChanged 142 SP:Iteration 24Q (7064.907713 sec): 3 clusters Score: Raw -2093506.235866 + Penalty 3163.512550 = -2090342.723316 nChanged 130 SP:Iteration 25Q (7064.977691 sec): 3 clusters Score: Raw -2093542.948460 + Penalty 3163.512550 = -2090379.435911 nChanged 151 SP:Iteration 26Q (7065.045374 sec): 3 clusters Score: Raw -2093589.585544 + Penalty 3163.512550 = -2090426.072994 nChanged 177 SP:Iteration 27Q (7065.117976 sec): 3 clusters Score: Raw -2093646.540867 + Penalty 3163.512550 = -2090483.028317 nChanged 174 SP:Iteration 28Q (7065.182181 sec): 3 clusters Score: Raw -2093700.265947 + Penalty 3163.512550 = -2090536.753398 nChanged 172 SP:Iteration 29Q (7065.255601 sec): 3 clusters Score: Raw -2093755.505093 + Penalty 3163.512550 = -2090591.992544 nChanged 165 SP:Iteration 30Q (7065.324147 sec): 3 clusters Score: Raw -2093803.849317 + Penalty 3163.512550 = -2090640.336767 nChanged 151 SP:Iteration 31Q (7065.387610 sec): 3 clusters Score: Raw -2093848.907448 + Penalty 3163.512550 = -2090685.394898 nChanged 161 SP:Iteration 32Q (7065.459410 sec): 3 clusters Score: Raw -2093897.769754 + Penalty 3163.512550 = -2090734.257204 nChanged 158 SP:Iteration 33Q (7065.538291 sec): 3 clusters Score: Raw -2093939.586310 + Penalty 3163.512550 = -2090776.073761 nChanged 139 SP:Iteration 34Q (7065.600530 sec): 3 clusters Score: Raw -2093979.010166 + Penalty 3163.512550 = -2090815.497616 nChanged 140 SP:Iteration 35Q (7065.665395 sec): 3 clusters Score: Raw -2094022.673121 + Penalty 3163.512550 = -2090859.160571 nChanged 159 SP:Iteration 36Q (7065.734838 sec): 3 clusters Score: Raw -2094065.984211 + Penalty 3163.512550 = -2090902.471661 nChanged 141 SP:Iteration 37Q (7065.809532 sec): 3 clusters Score: Raw -2094102.966538 + Penalty 3163.512550 = -2090939.453988 nChanged 132 SP:Iteration 38Q (7065.872322 sec): 3 clusters Score: Raw -2094137.091486 + Penalty 3163.512550 = -2090973.578936 nChanged 133 SP:Iteration 39Q (7065.934701 sec): 3 clusters Score: Raw -2094171.775651 + Penalty 3163.512550 = -2091008.263101 nChanged 119 SP:Iteration 40F (7066.018134 sec): 3 clusters Score: Raw -2094196.774581 + Penalty 3163.512550 = -2091033.262031 nChanged 102 SP:Iteration 41Q (7066.086673 sec): 3 clusters Score: Raw -2094219.808505 + Penalty 3163.512550 = -2091056.295956 nChanged 99 SP:Iteration 42Q (7066.156961 sec): 3 clusters Score: Raw -2094245.441562 + Penalty 3163.512550 = -2091081.929013 nChanged 116 SP:Iteration 43Q (7066.231339 sec): 3 clusters Score: Raw -2094273.021315 + Penalty 3163.512550 = -2091109.508765 nChanged 115 SP:Iteration 44Q (7066.291727 sec): 3 clusters Score: Raw -2094300.574689 + Penalty 3163.512550 = -2091137.062139 nChanged 128 SP:Iteration 45Q (7066.349631 sec): 3 clusters Score: Raw -2094334.705533 + Penalty 3163.512550 = -2091171.192983 nChanged 122 SP:Iteration 46Q (7066.432065 sec): 3 clusters Score: Raw -2094369.920560 + Penalty 3163.512550 = -2091206.408010 nChanged 137 SP:Iteration 47Q (7066.502900 sec): 3 clusters Score: Raw -2094411.966520 + Penalty 3163.512550 = -2091248.453970 nChanged 134 SP:Iteration 48Q (7066.559846 sec): 3 clusters Score: Raw -2094449.970003 + Penalty 3163.512550 = -2091286.457453 nChanged 145 SP:Iteration 49Q (7066.627371 sec): 3 clusters Score: Raw -2094495.356189 + Penalty 3163.512550 = -2091331.843639 nChanged 144 SP:Iteration 50Q (7066.702599 sec): 3 clusters Score: Raw -2094538.346242 + Penalty 3163.512550 = -2091374.833692 nChanged 143 SP:Iteration 51Q (7066.768444 sec): 3 clusters Score: Raw -2094580.452359 + Penalty 3163.512550 = -2091416.939809 nChanged 144 SP:Iteration 52Q (7066.839020 sec): 3 clusters Score: Raw -2094624.592568 + Penalty 3163.512550 = -2091461.080018 nChanged 144 SP:Iteration 53Q (7066.903060 sec): 3 clusters Score: Raw -2094669.487049 + Penalty 3163.512550 = -2091505.974500 nChanged 140 SP:Iteration 54Q (7066.971920 sec): 3 clusters Score: Raw -2094713.555171 + Penalty 3163.512550 = -2091550.042622 nChanged 132 SP:Iteration 55Q (7067.025202 sec): 3 clusters Score: Raw -2094749.974271 + Penalty 3163.512550 = -2091586.461722 nChanged 125 SP:Iteration 56Q (7067.097875 sec): 3 clusters Score: Raw -2094787.516256 + Penalty 3163.512550 = -2091624.003706 nChanged 109 SP:Iteration 57Q (7067.175527 sec): 3 clusters Score: Raw -2094816.490495 + Penalty 3163.512550 = -2091652.977946 nChanged 94 SP:Iteration 58Q (7067.237577 sec): 3 clusters Score: Raw -2094844.159172 + Penalty 3163.512550 = -2091680.646622 nChanged 103 SP:Iteration 59Q (7067.307445 sec): 3 clusters Score: Raw -2094875.064067 + Penalty 3163.512550 = -2091711.551518 nChanged 98 SP:Iteration 60F (7067.364478 sec): 3 clusters Score: Raw -2094905.290822 + Penalty 3163.512550 = -2091741.778273 nChanged 80 SP:Iteration 61Q (7067.428968 sec): 3 clusters Score: Raw -2094922.406019 + Penalty 3163.512550 = -2091758.893470 nChanged 64 SP:Iteration 62Q (7067.492302 sec): 3 clusters Score: Raw -2094937.671167 + Penalty 3163.512550 = -2091774.158617 nChanged 79 SP:Iteration 63Q (7067.561367 sec): 3 clusters Score: Raw -2094956.244888 + Penalty 3163.512550 = -2091792.732338 nChanged 73 SP:Iteration 64Q (7067.626853 sec): 3 clusters Score: Raw -2094974.508891 + Penalty 3163.512550 = -2091810.996342 nChanged 68 SP:Iteration 65Q (7067.695650 sec): 3 clusters Score: Raw -2094992.436466 + Penalty 3163.512550 = -2091828.923916 nChanged 64 SP:Iteration 66Q (7067.773501 sec): 3 clusters Score: Raw -2095010.350650 + Penalty 3163.512550 = -2091846.838100 nChanged 68 SP:Iteration 67Q (7067.836166 sec): 3 clusters Score: Raw -2095028.426243 + Penalty 3163.512550 = -2091864.913693 nChanged 64 SP:Iteration 68Q (7067.897648 sec): 3 clusters Score: Raw -2095047.493996 + Penalty 3163.512550 = -2091883.981446 nChanged 62 SP:Iteration 69Q (7067.963340 sec): 3 clusters Score: Raw -2095064.793839 + Penalty 3163.512550 = -2091901.281290 nChanged 58 SP:Iteration 70Q (7068.029907 sec): 3 clusters Score: Raw -2095085.874765 + Penalty 3163.512550 = -2091922.362215 nChanged 58 SP:Iteration 71Q (7068.108311 sec): 3 clusters Score: Raw -2095102.554822 + Penalty 3163.512550 = -2091939.042272 nChanged 50 SP:Iteration 72Q (7068.164295 sec): 3 clusters Score: Raw -2095117.313744 + Penalty 3163.512550 = -2091953.801194 nChanged 57 SP:Iteration 73Q (7068.235716 sec): 3 clusters Score: Raw -2095133.395445 + Penalty 3163.512550 = -2091969.882896 nChanged 52 SP:Iteration 74Q (7068.303525 sec): 3 clusters Score: Raw -2095147.142304 + Penalty 3163.512550 = -2091983.629754 nChanged 48 SP:Iteration 75Q (7068.365880 sec): 3 clusters Score: Raw -2095159.638765 + Penalty 3163.512550 = -2091996.126215 nChanged 44 SP:Iteration 76Q (7068.438629 sec): 3 clusters Score: Raw -2095171.780432 + Penalty 3163.512550 = -2092008.267882 nChanged 43 SP:Iteration 77Q (7068.500197 sec): 3 clusters Score: Raw -2095182.381405 + Penalty 3163.512550 = -2092018.868855 nChanged 37 SP:Iteration 78Q (7068.577888 sec): 3 clusters Score: Raw -2095192.030818 + Penalty 3163.512550 = -2092028.518268 nChanged 31 SP:Iteration 79Q (7068.648898 sec): 3 clusters Score: Raw -2095200.718438 + Penalty 3163.512550 = -2092037.205888 nChanged 28 SP:Iteration 80F (7068.710851 sec): 3 clusters Score: Raw -2095208.906182 + Penalty 3163.512550 = -2092045.393632 nChanged 34 SP:Iteration 81Q (7068.777280 sec): 3 clusters Score: Raw -2095219.468995 + Penalty 3163.512550 = -2092055.956446 nChanged 28 SP:Iteration 82Q (7068.854170 sec): 3 clusters Score: Raw -2095226.261906 + Penalty 3163.512550 = -2092062.749357 nChanged 21 SP:Iteration 83Q (7068.924857 sec): 3 clusters Score: Raw -2095232.445057 + Penalty 3163.512550 = -2092068.932508 nChanged 23 SP:Iteration 84Q (7068.969768 sec): 3 clusters Score: Raw -2095237.822266 + Penalty 3163.512550 = -2092074.309717 nChanged 15 SP:Iteration 85Q (7069.029960 sec): 3 clusters Score: Raw -2095241.440240 + Penalty 3163.512550 = -2092077.927690 nChanged 16 SP:Iteration 86Q (7069.106128 sec): 3 clusters Score: Raw -2095245.500900 + Penalty 3163.512550 = -2092081.988351 nChanged 15 SP:Iteration 87Q (7069.162119 sec): 3 clusters Score: Raw -2095249.475406 + Penalty 3163.512550 = -2092085.962856 nChanged 12 SP:Iteration 88Q (7069.231870 sec): 3 clusters Score: Raw -2095253.131385 + Penalty 3163.512550 = -2092089.618836 nChanged 15 SP:Iteration 89Q (7069.289167 sec): 3 clusters Score: Raw -2095256.541846 + Penalty 3163.512550 = -2092093.029296 nChanged 9 SP:Iteration 90Q (7069.360793 sec): 3 clusters Score: Raw -2095259.040527 + Penalty 3163.512550 = -2092095.527978 nChanged 11 SP:Iteration 91Q (7069.428593 sec): 3 clusters Score: Raw -2095262.009893 + Penalty 3163.512550 = -2092098.497343 nChanged 11 SP:Iteration 92Q (7069.500765 sec): 3 clusters Score: Raw -2095264.330832 + Penalty 3163.512550 = -2092100.818283 nChanged 9 SP:Iteration 93Q (7069.557207 sec): 3 clusters Score: Raw -2095266.678454 + Penalty 3163.512550 = -2092103.165904 nChanged 6 SP:Iteration 94Q (7069.627274 sec): 3 clusters Score: Raw -2095267.880558 + Penalty 3163.512550 = -2092104.368008 nChanged 4 SP:Iteration 95Q (7069.686650 sec): 3 clusters Score: Raw -2095268.798441 + Penalty 3163.512550 = -2092105.285892 nChanged 4 SP:Iteration 96Q (7069.760348 sec): 3 clusters Score: Raw -2095269.367864 + Penalty 3163.512550 = -2092105.855315 nChanged 1 SP:Iteration 97Q (7069.819650 sec): 3 clusters Score: Raw -2095269.551955 + Penalty 3163.512550 = -2092106.039405 nChanged 2 SP:Iteration 98Q (7069.886035 sec): 3 clusters Score: Raw -2095269.741533 + Penalty 3163.512550 = -2092106.228984 nChanged 3 SP:Iteration 99Q (7069.951345 sec): 3 clusters Score: Raw -2095270.450962 + Penalty 3163.512550 = -2092106.938412 nChanged 0 SP:Iteration 100F (7070.021248 sec): 3 clusters Score: Raw -2095270.450962 + Penalty 3163.512550 = -2092106.938412 nChanged 0 Trying to split cluster 16 (3709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7070.055441 sec): 2 clusters Score: Raw -451322.096691 + Penalty 1335.509106 = -449986.587585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7070.092592 sec): 3 clusters Score: Raw -449542.466845 + Penalty 2671.018213 = -446871.448633 nChanged 1441 SP:Iteration 1F (7070.136616 sec): 3 clusters Score: Raw -450366.727103 + Penalty 2671.018213 = -447695.708890 nChanged 292 SP:Iteration 2F (7070.188974 sec): 3 clusters Score: Raw -450561.383170 + Penalty 2671.018213 = -447890.364958 nChanged 213 SP:Iteration 3F (7070.236174 sec): 3 clusters Score: Raw -450705.382575 + Penalty 2671.018213 = -448034.364362 nChanged 165 SP:Iteration 4Q (7070.282024 sec): 3 clusters Score: Raw -450829.517878 + Penalty 2671.018213 = -448158.499665 nChanged 161 SP:Iteration 5Q (7070.333346 sec): 3 clusters Score: Raw -450947.499786 + Penalty 2671.018213 = -448276.481573 nChanged 152 SP:Iteration 6Q (7070.381949 sec): 3 clusters Score: Raw -451067.801019 + Penalty 2671.018213 = -448396.782806 nChanged 139 SP:Iteration 7Q (7070.428486 sec): 3 clusters Score: Raw -451186.171232 + Penalty 2671.018213 = -448515.153020 nChanged 149 SP:Iteration 8Q (7070.477818 sec): 3 clusters Score: Raw -451312.601474 + Penalty 2671.018213 = -448641.583262 nChanged 152 SP:Iteration 9Q (7070.520157 sec): 3 clusters Score: Raw -451454.257383 + Penalty 2671.018213 = -448783.239170 nChanged 135 SP:Iteration 10Q (7070.580600 sec): 3 clusters Score: Raw -451584.532422 + Penalty 2671.018213 = -448913.514210 nChanged 128 SP:Iteration 11Q (7070.620295 sec): 3 clusters Score: Raw -451708.238550 + Penalty 2671.018213 = -449037.220338 nChanged 136 SP:Iteration 12Q (7070.669428 sec): 3 clusters Score: Raw -451854.682127 + Penalty 2671.018213 = -449183.663915 nChanged 109 SP:Iteration 13Q (7070.711493 sec): 3 clusters Score: Raw -451958.180227 + Penalty 2671.018213 = -449287.162014 nChanged 77 SP:Iteration 14Q (7070.768328 sec): 3 clusters Score: Raw -452030.930025 + Penalty 2671.018213 = -449359.911812 nChanged 61 SP:Iteration 15Q (7070.808722 sec): 3 clusters Score: Raw -452107.567934 + Penalty 2671.018213 = -449436.549721 nChanged 55 SP:Iteration 16Q (7070.853335 sec): 3 clusters Score: Raw -452185.824782 + Penalty 2671.018213 = -449514.806569 nChanged 49 SP:Iteration 17Q (7070.904409 sec): 3 clusters Score: Raw -452241.368009 + Penalty 2671.018213 = -449570.349796 nChanged 37 SP:Iteration 18Q (7070.949560 sec): 3 clusters Score: Raw -452282.431594 + Penalty 2671.018213 = -449611.413381 nChanged 27 SP:Iteration 19Q (7070.984237 sec): 3 clusters Score: Raw -452311.224349 + Penalty 2671.018213 = -449640.206136 nChanged 35 SP:Iteration 20F (7071.032176 sec): 3 clusters Score: Raw -452348.441618 + Penalty 2671.018213 = -449677.423406 nChanged 32 SP:Iteration 21Q (7071.083047 sec): 3 clusters Score: Raw -452379.554296 + Penalty 2671.018213 = -449708.536083 nChanged 19 SP:Iteration 22Q (7071.134945 sec): 3 clusters Score: Raw -452389.901300 + Penalty 2671.018213 = -449718.883087 nChanged 10 SP:Iteration 23Q (7071.172700 sec): 3 clusters Score: Raw -452394.764945 + Penalty 2671.018213 = -449723.746732 nChanged 10 SP:Iteration 24Q (7071.221827 sec): 3 clusters Score: Raw -452398.572851 + Penalty 2671.018213 = -449727.554638 nChanged 4 SP:Iteration 25Q (7071.265184 sec): 3 clusters Score: Raw -452399.243417 + Penalty 2671.018213 = -449728.225205 nChanged 1 SP:Iteration 26Q (7071.302388 sec): 3 clusters Score: Raw -452399.650112 + Penalty 2671.018213 = -449728.631899 nChanged 1 SP:Iteration 27Q (7071.345858 sec): 3 clusters Score: Raw -452399.846544 + Penalty 2671.018213 = -449728.828331 nChanged 1 SP:Iteration 28Q (7071.389877 sec): 3 clusters Score: Raw -452400.259387 + Penalty 2671.018213 = -449729.241174 nChanged 1 SP:Iteration 29Q (7071.448665 sec): 3 clusters Score: Raw -452400.619821 + Penalty 2671.018213 = -449729.601608 nChanged 1 SP:Iteration 30Q (7071.504305 sec): 3 clusters Score: Raw -452400.807484 + Penalty 2671.018213 = -449729.789271 nChanged 1 SP:Iteration 31Q (7071.549945 sec): 3 clusters Score: Raw -452401.202130 + Penalty 2671.018213 = -449730.183917 nChanged 3 SP:Iteration 32Q (7071.587861 sec): 3 clusters Score: Raw -452401.806470 + Penalty 2671.018213 = -449730.788258 nChanged 1 SP:Iteration 33Q (7071.638445 sec): 3 clusters Score: Raw -452402.021294 + Penalty 2671.018213 = -449731.003082 nChanged 0 SP:Iteration 34F (7071.682305 sec): 3 clusters Score: Raw -452402.021294 + Penalty 2671.018213 = -449731.003082 nChanged 0 Trying to split cluster 17 (14530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7071.735197 sec): 2 clusters Score: Raw -1725437.164953 + Penalty 1557.395248 = -1723879.769705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7071.788420 sec): 3 clusters Score: Raw -1716950.947164 + Penalty 3114.790496 = -1713836.156668 nChanged 6388 SP:Iteration 1F (7071.850241 sec): 3 clusters Score: Raw -1721004.063270 + Penalty 3114.790496 = -1717889.272774 nChanged 1232 SP:Iteration 2F (7071.916528 sec): 3 clusters Score: Raw -1722273.283940 + Penalty 3114.790496 = -1719158.493444 nChanged 1318 SP:Iteration 3F (7071.979352 sec): 3 clusters Score: Raw -1723410.615618 + Penalty 3114.790496 = -1720295.825122 nChanged 1196 SP:Iteration 4F (7072.038901 sec): 3 clusters Score: Raw -1724432.237740 + Penalty 3114.790496 = -1721317.447245 nChanged 1062 SP:Iteration 5F (7072.117088 sec): 3 clusters Score: Raw -1725379.266494 + Penalty 3114.790496 = -1722264.475998 nChanged 850 SP:Iteration 6F (7072.173400 sec): 3 clusters Score: Raw -1726184.032365 + Penalty 3114.790496 = -1723069.241870 nChanged 600 SP:Iteration 7Q (7072.204034 sec): 3 clusters Score: Raw -1726725.805538 + Penalty 3114.790496 = -1723611.015043 nChanged 397 SP:Iteration 8Q (7072.263666 sec): 3 clusters Score: Raw -1727093.546750 + Penalty 3114.790496 = -1723978.756254 nChanged 323 SP:Iteration 9Q (7072.331080 sec): 3 clusters Score: Raw -1727407.678940 + Penalty 3114.790496 = -1724292.888444 nChanged 238 SP:Iteration 10Q (7072.403253 sec): 3 clusters Score: Raw -1727615.060085 + Penalty 3114.790496 = -1724500.269589 nChanged 162 SP:Iteration 11Q (7072.468558 sec): 3 clusters Score: Raw -1727749.205829 + Penalty 3114.790496 = -1724634.415333 nChanged 112 SP:Iteration 12Q (7072.521037 sec): 3 clusters Score: Raw -1727845.478131 + Penalty 3114.790496 = -1724730.687635 nChanged 93 SP:Iteration 13Q (7072.582716 sec): 3 clusters Score: Raw -1727919.278625 + Penalty 3114.790496 = -1724804.488129 nChanged 56 SP:Iteration 14Q (7072.652003 sec): 3 clusters Score: Raw -1727961.746886 + Penalty 3114.790496 = -1724846.956390 nChanged 38 SP:Iteration 15Q (7072.713886 sec): 3 clusters Score: Raw -1727986.449648 + Penalty 3114.790496 = -1724871.659152 nChanged 30 SP:Iteration 16Q (7072.773459 sec): 3 clusters Score: Raw -1728009.122560 + Penalty 3114.790496 = -1724894.332064 nChanged 17 SP:Iteration 17Q (7072.842934 sec): 3 clusters Score: Raw -1728019.863854 + Penalty 3114.790496 = -1724905.073358 nChanged 13 SP:Iteration 18Q (7072.896361 sec): 3 clusters Score: Raw -1728023.246779 + Penalty 3114.790496 = -1724908.456284 nChanged 3 SP:Iteration 19Q (7072.961239 sec): 3 clusters Score: Raw -1728023.854325 + Penalty 3114.790496 = -1724909.063829 nChanged 1 SP:Iteration 20F (7073.039997 sec): 3 clusters Score: Raw -1728023.981428 + Penalty 3114.790496 = -1724909.190932 nChanged 0 Score: Raw -129509159.814196 + Penalty 76651.823590 = -129432507.990606 Splitting cluster 17 changes total score from -129432160.911050 to -129432507.990606 So it's getting split into cluster 34. Trying to split cluster 18 (82583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7094.761138 sec): 2 clusters Score: Raw -10365879.163491 + Penalty 1839.753358 = -10364039.410133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7094.946953 sec): 3 clusters Score: Raw -10312537.059023 + Penalty 3679.506716 = -10308857.552307 nChanged 39344 SP:Iteration 1F (7095.125581 sec): 3 clusters Score: Raw -10335326.312213 + Penalty 3679.506716 = -10331646.805497 nChanged 2697 SP:Iteration 2Q (7095.321034 sec): 3 clusters Score: Raw -10335940.531894 + Penalty 3679.506716 = -10332261.025177 nChanged 2697 SP:Iteration 3Q (7095.511982 sec): 3 clusters Score: Raw -10336681.517551 + Penalty 3679.506716 = -10333002.010835 nChanged 2946 SP:Iteration 4Q (7095.701853 sec): 3 clusters Score: Raw -10337638.977309 + Penalty 3679.506716 = -10333959.470593 nChanged 3248 SP:Iteration 5Q (7095.890168 sec): 3 clusters Score: Raw -10338845.349006 + Penalty 3679.506716 = -10335165.842290 nChanged 3613 SP:Iteration 6Q (7096.080270 sec): 3 clusters Score: Raw -10340446.926462 + Penalty 3679.506716 = -10336767.419745 nChanged 3982 SP:Iteration 7Q (7096.275607 sec): 3 clusters Score: Raw -10342551.559237 + Penalty 3679.506716 = -10338872.052520 nChanged 4581 SP:Iteration 8F (7096.461937 sec): 3 clusters Score: Raw -10345426.192312 + Penalty 3679.506716 = -10341746.685596 nChanged 4847 SP:Iteration 9F (7096.646577 sec): 3 clusters Score: Raw -10348774.514781 + Penalty 3679.506716 = -10345095.008065 nChanged 4659 SP:Iteration 10F (7096.823686 sec): 3 clusters Score: Raw -10352019.159472 + Penalty 3679.506716 = -10348339.652756 nChanged 4134 SP:Iteration 11F (7097.007509 sec): 3 clusters Score: Raw -10354638.192118 + Penalty 3679.506716 = -10350958.685402 nChanged 3331 SP:Iteration 12Q (7097.191634 sec): 3 clusters Score: Raw -10356680.176957 + Penalty 3679.506716 = -10353000.670240 nChanged 2917 SP:Iteration 13Q (7097.369960 sec): 3 clusters Score: Raw -10358405.898004 + Penalty 3679.506716 = -10354726.391288 nChanged 2646 SP:Iteration 14Q (7097.541170 sec): 3 clusters Score: Raw -10360028.714910 + Penalty 3679.506716 = -10356349.208194 nChanged 2386 SP:Iteration 15Q (7097.708541 sec): 3 clusters Score: Raw -10361553.130768 + Penalty 3679.506716 = -10357873.624051 nChanged 2089 SP:Iteration 16Q (7097.883029 sec): 3 clusters Score: Raw -10362941.046367 + Penalty 3679.506716 = -10359261.539650 nChanged 1736 SP:Iteration 17Q (7098.045335 sec): 3 clusters Score: Raw -10364075.089964 + Penalty 3679.506716 = -10360395.583247 nChanged 1321 SP:Iteration 18Q (7098.211767 sec): 3 clusters Score: Raw -10364907.028634 + Penalty 3679.506716 = -10361227.521918 nChanged 1008 SP:Iteration 19Q (7098.367293 sec): 3 clusters Score: Raw -10365508.164698 + Penalty 3679.506716 = -10361828.657982 nChanged 738 SP:Iteration 20F (7098.543486 sec): 3 clusters Score: Raw -10365911.215994 + Penalty 3679.506716 = -10362231.709277 nChanged 533 SP:Iteration 21Q (7098.691378 sec): 3 clusters Score: Raw -10366182.348386 + Penalty 3679.506716 = -10362502.841670 nChanged 374 SP:Iteration 22Q (7098.833791 sec): 3 clusters Score: Raw -10366355.708250 + Penalty 3679.506716 = -10362676.201534 nChanged 264 SP:Iteration 23Q (7098.986769 sec): 3 clusters Score: Raw -10366461.834096 + Penalty 3679.506716 = -10362782.327379 nChanged 202 SP:Iteration 24Q (7099.131792 sec): 3 clusters Score: Raw -10366554.668425 + Penalty 3679.506716 = -10362875.161708 nChanged 162 SP:Iteration 25Q (7099.291227 sec): 3 clusters Score: Raw -10366623.743506 + Penalty 3679.506716 = -10362944.236790 nChanged 120 SP:Iteration 26Q (7099.441884 sec): 3 clusters Score: Raw -10366666.794868 + Penalty 3679.506716 = -10362987.288151 nChanged 83 SP:Iteration 27Q (7099.583427 sec): 3 clusters Score: Raw -10366696.466504 + Penalty 3679.506716 = -10363016.959788 nChanged 72 SP:Iteration 28Q (7099.729702 sec): 3 clusters Score: Raw -10366724.638966 + Penalty 3679.506716 = -10363045.132249 nChanged 66 SP:Iteration 29Q (7099.878826 sec): 3 clusters Score: Raw -10366749.085532 + Penalty 3679.506716 = -10363069.578815 nChanged 71 SP:Iteration 30Q (7100.027399 sec): 3 clusters Score: Raw -10366777.711630 + Penalty 3679.506716 = -10363098.204914 nChanged 70 SP:Iteration 31Q (7100.171607 sec): 3 clusters Score: Raw -10366802.650064 + Penalty 3679.506716 = -10363123.143348 nChanged 65 SP:Iteration 32Q (7100.320408 sec): 3 clusters Score: Raw -10366822.723269 + Penalty 3679.506716 = -10363143.216553 nChanged 58 SP:Iteration 33Q (7100.471466 sec): 3 clusters Score: Raw -10366837.633455 + Penalty 3679.506716 = -10363158.126738 nChanged 33 SP:Iteration 34Q (7100.629433 sec): 3 clusters Score: Raw -10366847.737848 + Penalty 3679.506716 = -10363168.231132 nChanged 42 SP:Iteration 35Q (7100.785417 sec): 3 clusters Score: Raw -10366862.258228 + Penalty 3679.506716 = -10363182.751512 nChanged 44 SP:Iteration 36Q (7100.938377 sec): 3 clusters Score: Raw -10366877.572293 + Penalty 3679.506716 = -10363198.065577 nChanged 49 SP:Iteration 37Q (7101.083234 sec): 3 clusters Score: Raw -10366896.307414 + Penalty 3679.506716 = -10363216.800698 nChanged 49 SP:Iteration 38Q (7101.240333 sec): 3 clusters Score: Raw -10366913.596896 + Penalty 3679.506716 = -10363234.090180 nChanged 39 SP:Iteration 39Q (7101.394828 sec): 3 clusters Score: Raw -10366925.804599 + Penalty 3679.506716 = -10363246.297883 nChanged 28 SP:Iteration 40F (7101.578432 sec): 3 clusters Score: Raw -10366942.425880 + Penalty 3679.506716 = -10363262.919164 nChanged 33 SP:Iteration 41Q (7101.711790 sec): 3 clusters Score: Raw -10366952.350850 + Penalty 3679.506716 = -10363272.844134 nChanged 30 SP:Iteration 42Q (7101.864547 sec): 3 clusters Score: Raw -10366962.716965 + Penalty 3679.506716 = -10363283.210249 nChanged 27 SP:Iteration 43Q (7102.022616 sec): 3 clusters Score: Raw -10366972.253173 + Penalty 3679.506716 = -10363292.746457 nChanged 35 SP:Iteration 44Q (7102.181921 sec): 3 clusters Score: Raw -10366985.427638 + Penalty 3679.506716 = -10363305.920921 nChanged 32 SP:Iteration 45Q (7102.331946 sec): 3 clusters Score: Raw -10366996.693792 + Penalty 3679.506716 = -10363317.187076 nChanged 33 SP:Iteration 46Q (7102.487057 sec): 3 clusters Score: Raw -10367008.129565 + Penalty 3679.506716 = -10363328.622849 nChanged 30 SP:Iteration 47Q (7102.627998 sec): 3 clusters Score: Raw -10367017.182506 + Penalty 3679.506716 = -10363337.675790 nChanged 24 SP:Iteration 48Q (7102.779718 sec): 3 clusters Score: Raw -10367023.858613 + Penalty 3679.506716 = -10363344.351897 nChanged 24 SP:Iteration 49Q (7102.929431 sec): 3 clusters Score: Raw -10367029.219974 + Penalty 3679.506716 = -10363349.713258 nChanged 18 SP:Iteration 50Q (7103.088289 sec): 3 clusters Score: Raw -10367034.394570 + Penalty 3679.506716 = -10363354.887854 nChanged 15 SP:Iteration 51Q (7103.231068 sec): 3 clusters Score: Raw -10367037.564285 + Penalty 3679.506716 = -10363358.057568 nChanged 14 SP:Iteration 52Q (7103.393700 sec): 3 clusters Score: Raw -10367041.672786 + Penalty 3679.506716 = -10363362.166070 nChanged 9 SP:Iteration 53Q (7103.547088 sec): 3 clusters Score: Raw -10367044.833511 + Penalty 3679.506716 = -10363365.326795 nChanged 15 SP:Iteration 54Q (7103.695159 sec): 3 clusters Score: Raw -10367048.020519 + Penalty 3679.506716 = -10363368.513803 nChanged 14 SP:Iteration 55Q (7103.841809 sec): 3 clusters Score: Raw -10367050.720122 + Penalty 3679.506716 = -10363371.213405 nChanged 5 SP:Iteration 56Q (7103.991300 sec): 3 clusters Score: Raw -10367052.221341 + Penalty 3679.506716 = -10363372.714624 nChanged 6 SP:Iteration 57Q (7104.145439 sec): 3 clusters Score: Raw -10367053.296904 + Penalty 3679.506716 = -10363373.790188 nChanged 2 SP:Iteration 58Q (7104.297668 sec): 3 clusters Score: Raw -10367054.112758 + Penalty 3679.506716 = -10363374.606042 nChanged 5 SP:Iteration 59Q (7104.447444 sec): 3 clusters Score: Raw -10367055.172557 + Penalty 3679.506716 = -10363375.665840 nChanged 4 SP:Iteration 60F (7104.628536 sec): 3 clusters Score: Raw -10367055.918527 + Penalty 3679.506716 = -10363376.411810 nChanged 3 SP:Iteration 61Q (7104.781543 sec): 3 clusters Score: Raw -10367056.399945 + Penalty 3679.506716 = -10363376.893229 nChanged 7 SP:Iteration 62Q (7104.929487 sec): 3 clusters Score: Raw -10367058.306272 + Penalty 3679.506716 = -10363378.799555 nChanged 4 SP:Iteration 63Q (7105.076745 sec): 3 clusters Score: Raw -10367059.136607 + Penalty 3679.506716 = -10363379.629891 nChanged 7 SP:Iteration 64Q (7105.217427 sec): 3 clusters Score: Raw -10367060.606687 + Penalty 3679.506716 = -10363381.099970 nChanged 5 SP:Iteration 65Q (7105.373157 sec): 3 clusters Score: Raw -10367061.687034 + Penalty 3679.506716 = -10363382.180318 nChanged 4 SP:Iteration 66Q (7105.534882 sec): 3 clusters Score: Raw -10367062.583373 + Penalty 3679.506716 = -10363383.076657 nChanged 2 SP:Iteration 67Q (7105.689148 sec): 3 clusters Score: Raw -10367063.012976 + Penalty 3679.506716 = -10363383.506259 nChanged 5 SP:Iteration 68Q (7105.836718 sec): 3 clusters Score: Raw -10367064.288889 + Penalty 3679.506716 = -10363384.782173 nChanged 1 SP:Iteration 69Q (7105.995223 sec): 3 clusters Score: Raw -10367064.484209 + Penalty 3679.506716 = -10363384.977493 nChanged 0 SP:Iteration 70F (7106.172919 sec): 3 clusters Score: Raw -10367064.484209 + Penalty 3679.506716 = -10363384.977493 nChanged 0 Trying to split cluster 19 (11889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7106.219363 sec): 2 clusters Score: Raw -1395680.212430 + Penalty 1524.797443 = -1394155.414987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7106.268841 sec): 3 clusters Score: Raw -1388784.717842 + Penalty 3049.594887 = -1385735.122956 nChanged 5205 SP:Iteration 1F (7106.324139 sec): 3 clusters Score: Raw -1391940.205711 + Penalty 3049.594887 = -1388890.610825 nChanged 927 SP:Iteration 2F (7106.380669 sec): 3 clusters Score: Raw -1392724.741941 + Penalty 3049.594887 = -1389675.147055 nChanged 1048 SP:Iteration 3F (7106.451321 sec): 3 clusters Score: Raw -1393839.636758 + Penalty 3049.594887 = -1390790.041871 nChanged 1137 SP:Iteration 4F (7106.505409 sec): 3 clusters Score: Raw -1394998.967389 + Penalty 3049.594887 = -1391949.372502 nChanged 991 SP:Iteration 5F (7106.577530 sec): 3 clusters Score: Raw -1395848.261491 + Penalty 3049.594887 = -1392798.666604 nChanged 694 SP:Iteration 6F (7106.631825 sec): 3 clusters Score: Raw -1396329.777499 + Penalty 3049.594887 = -1393280.182612 nChanged 431 SP:Iteration 7Q (7106.703714 sec): 3 clusters Score: Raw -1396555.240293 + Penalty 3049.594887 = -1393505.645406 nChanged 275 SP:Iteration 8Q (7106.757481 sec): 3 clusters Score: Raw -1396669.132399 + Penalty 3049.594887 = -1393619.537513 nChanged 185 SP:Iteration 9Q (7106.820824 sec): 3 clusters Score: Raw -1396747.123021 + Penalty 3049.594887 = -1393697.528135 nChanged 144 SP:Iteration 10Q (7106.888462 sec): 3 clusters Score: Raw -1396813.464837 + Penalty 3049.594887 = -1393763.869950 nChanged 120 SP:Iteration 11Q (7106.957664 sec): 3 clusters Score: Raw -1396859.767968 + Penalty 3049.594887 = -1393810.173082 nChanged 97 SP:Iteration 12Q (7107.012876 sec): 3 clusters Score: Raw -1396892.941364 + Penalty 3049.594887 = -1393843.346478 nChanged 84 SP:Iteration 13Q (7107.085360 sec): 3 clusters Score: Raw -1396921.865251 + Penalty 3049.594887 = -1393872.270365 nChanged 76 SP:Iteration 14Q (7107.155247 sec): 3 clusters Score: Raw -1396944.313025 + Penalty 3049.594887 = -1393894.718139 nChanged 57 SP:Iteration 15Q (7107.198250 sec): 3 clusters Score: Raw -1396960.197965 + Penalty 3049.594887 = -1393910.603079 nChanged 48 SP:Iteration 16Q (7107.261826 sec): 3 clusters Score: Raw -1396971.002995 + Penalty 3049.594887 = -1393921.408109 nChanged 32 SP:Iteration 17Q (7107.321301 sec): 3 clusters Score: Raw -1396978.243297 + Penalty 3049.594887 = -1393928.648411 nChanged 37 SP:Iteration 18Q (7107.383699 sec): 3 clusters Score: Raw -1396985.846992 + Penalty 3049.594887 = -1393936.252105 nChanged 29 SP:Iteration 19Q (7107.444081 sec): 3 clusters Score: Raw -1396991.923149 + Penalty 3049.594887 = -1393942.328262 nChanged 22 SP:Iteration 20F (7107.503242 sec): 3 clusters Score: Raw -1396995.177500 + Penalty 3049.594887 = -1393945.582613 nChanged 18 SP:Iteration 21Q (7107.575406 sec): 3 clusters Score: Raw -1396998.628831 + Penalty 3049.594887 = -1393949.033945 nChanged 13 SP:Iteration 22Q (7107.629297 sec): 3 clusters Score: Raw -1397000.165363 + Penalty 3049.594887 = -1393950.570476 nChanged 9 SP:Iteration 23Q (7107.688449 sec): 3 clusters Score: Raw -1397001.300706 + Penalty 3049.594887 = -1393951.705819 nChanged 8 SP:Iteration 24Q (7107.760718 sec): 3 clusters Score: Raw -1397002.219312 + Penalty 3049.594887 = -1393952.624425 nChanged 7 SP:Iteration 25Q (7107.806063 sec): 3 clusters Score: Raw -1397003.778725 + Penalty 3049.594887 = -1393954.183838 nChanged 9 SP:Iteration 26Q (7107.872009 sec): 3 clusters Score: Raw -1397005.093305 + Penalty 3049.594887 = -1393955.498418 nChanged 10 SP:Iteration 27Q (7107.933209 sec): 3 clusters Score: Raw -1397006.683510 + Penalty 3049.594887 = -1393957.088623 nChanged 9 SP:Iteration 28Q (7107.986695 sec): 3 clusters Score: Raw -1397007.952727 + Penalty 3049.594887 = -1393958.357840 nChanged 6 SP:Iteration 29Q (7108.046153 sec): 3 clusters Score: Raw -1397008.835454 + Penalty 3049.594887 = -1393959.240567 nChanged 6 SP:Iteration 30Q (7108.106150 sec): 3 clusters Score: Raw -1397009.692477 + Penalty 3049.594887 = -1393960.097590 nChanged 7 SP:Iteration 31Q (7108.156405 sec): 3 clusters Score: Raw -1397010.440924 + Penalty 3049.594887 = -1393960.846038 nChanged 1 SP:Iteration 32Q (7108.231207 sec): 3 clusters Score: Raw -1397010.503911 + Penalty 3049.594887 = -1393960.909024 nChanged 1 SP:Iteration 33Q (7108.283852 sec): 3 clusters Score: Raw -1397010.632253 + Penalty 3049.594887 = -1393961.037366 nChanged 1 SP:Iteration 34Q (7108.358428 sec): 3 clusters Score: Raw -1397010.741644 + Penalty 3049.594887 = -1393961.146757 nChanged 1 SP:Iteration 35Q (7108.412261 sec): 3 clusters Score: Raw -1397010.854975 + Penalty 3049.594887 = -1393961.260088 nChanged 1 SP:Iteration 36Q (7108.469507 sec): 3 clusters Score: Raw -1397010.909555 + Penalty 3049.594887 = -1393961.314669 nChanged 0 SP:Iteration 37F (7108.536347 sec): 3 clusters Score: Raw -1397010.909555 + Penalty 3049.594887 = -1393961.314669 nChanged 0 Trying to split cluster 20 (6453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7108.569155 sec): 2 clusters Score: Raw -756598.411773 + Penalty 1425.498818 = -755172.912955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7108.687895 sec): 3 clusters Score: Raw -753121.498680 + Penalty 2850.997636 = -750270.501044 nChanged 2697 SP:Iteration 1F (7108.734376 sec): 3 clusters Score: Raw -754836.561828 + Penalty 2850.997636 = -751985.564192 nChanged 562 SP:Iteration 2F (7108.790197 sec): 3 clusters Score: Raw -755445.962807 + Penalty 2850.997636 = -752594.965171 nChanged 590 SP:Iteration 3F (7108.847021 sec): 3 clusters Score: Raw -756266.991050 + Penalty 2850.997636 = -753415.993414 nChanged 591 SP:Iteration 4F (7108.897141 sec): 3 clusters Score: Raw -757093.609627 + Penalty 2850.997636 = -754242.611992 nChanged 522 SP:Iteration 5F (7108.959000 sec): 3 clusters Score: Raw -757767.826037 + Penalty 2850.997636 = -754916.828401 nChanged 379 SP:Iteration 6F (7109.009361 sec): 3 clusters Score: Raw -758098.134018 + Penalty 2850.997636 = -755247.136383 nChanged 273 SP:Iteration 7Q (7109.061902 sec): 3 clusters Score: Raw -758270.415152 + Penalty 2850.997636 = -755419.417516 nChanged 183 SP:Iteration 8Q (7109.124493 sec): 3 clusters Score: Raw -758362.640472 + Penalty 2850.997636 = -755511.642836 nChanged 127 SP:Iteration 9Q (7109.175777 sec): 3 clusters Score: Raw -758447.692214 + Penalty 2850.997636 = -755596.694578 nChanged 122 SP:Iteration 10Q (7109.234750 sec): 3 clusters Score: Raw -758549.637695 + Penalty 2850.997636 = -755698.640059 nChanged 115 SP:Iteration 11Q (7109.298057 sec): 3 clusters Score: Raw -758640.199369 + Penalty 2850.997636 = -755789.201733 nChanged 78 SP:Iteration 12Q (7109.351728 sec): 3 clusters Score: Raw -758678.095237 + Penalty 2850.997636 = -755827.097602 nChanged 62 SP:Iteration 13Q (7109.409047 sec): 3 clusters Score: Raw -758707.624071 + Penalty 2850.997636 = -755856.626435 nChanged 49 SP:Iteration 14Q (7109.465468 sec): 3 clusters Score: Raw -758723.418590 + Penalty 2850.997636 = -755872.420954 nChanged 39 SP:Iteration 15Q (7109.523385 sec): 3 clusters Score: Raw -758737.661229 + Penalty 2850.997636 = -755886.663593 nChanged 33 SP:Iteration 16Q (7109.581141 sec): 3 clusters Score: Raw -758747.874365 + Penalty 2850.997636 = -755896.876729 nChanged 23 SP:Iteration 17Q (7109.635436 sec): 3 clusters Score: Raw -758754.909021 + Penalty 2850.997636 = -755903.911385 nChanged 22 SP:Iteration 18Q (7109.699292 sec): 3 clusters Score: Raw -758760.090967 + Penalty 2850.997636 = -755909.093331 nChanged 19 SP:Iteration 19Q (7109.752937 sec): 3 clusters Score: Raw -758764.251776 + Penalty 2850.997636 = -755913.254140 nChanged 12 SP:Iteration 20F (7109.812501 sec): 3 clusters Score: Raw -758767.288099 + Penalty 2850.997636 = -755916.290463 nChanged 9 SP:Iteration 21Q (7109.876661 sec): 3 clusters Score: Raw -758769.324139 + Penalty 2850.997636 = -755918.326503 nChanged 5 SP:Iteration 22Q (7109.928274 sec): 3 clusters Score: Raw -758770.570526 + Penalty 2850.997636 = -755919.572890 nChanged 8 SP:Iteration 23Q (7109.988860 sec): 3 clusters Score: Raw -758771.737280 + Penalty 2850.997636 = -755920.739644 nChanged 6 SP:Iteration 24Q (7110.032506 sec): 3 clusters Score: Raw -758772.615495 + Penalty 2850.997636 = -755921.617859 nChanged 8 SP:Iteration 25Q (7110.084371 sec): 3 clusters Score: Raw -758773.887763 + Penalty 2850.997636 = -755922.890127 nChanged 6 SP:Iteration 26Q (7110.148217 sec): 3 clusters Score: Raw -758775.040742 + Penalty 2850.997636 = -755924.043106 nChanged 6 SP:Iteration 27Q (7110.203375 sec): 3 clusters Score: Raw -758776.049891 + Penalty 2850.997636 = -755925.052256 nChanged 4 SP:Iteration 28Q (7110.259629 sec): 3 clusters Score: Raw -758776.477270 + Penalty 2850.997636 = -755925.479634 nChanged 5 SP:Iteration 29Q (7110.311067 sec): 3 clusters Score: Raw -758777.088606 + Penalty 2850.997636 = -755926.090970 nChanged 5 SP:Iteration 30Q (7110.363684 sec): 3 clusters Score: Raw -758778.002949 + Penalty 2850.997636 = -755927.005313 nChanged 3 SP:Iteration 31Q (7110.424218 sec): 3 clusters Score: Raw -758778.653683 + Penalty 2850.997636 = -755927.656047 nChanged 2 SP:Iteration 32Q (7110.478636 sec): 3 clusters Score: Raw -758779.294169 + Penalty 2850.997636 = -755928.296534 nChanged 4 SP:Iteration 33Q (7110.537386 sec): 3 clusters Score: Raw -758779.817579 + Penalty 2850.997636 = -755928.819944 nChanged 3 SP:Iteration 34Q (7110.583667 sec): 3 clusters Score: Raw -758780.303389 + Penalty 2850.997636 = -755929.305753 nChanged 5 SP:Iteration 35Q (7110.646821 sec): 3 clusters Score: Raw -758781.087588 + Penalty 2850.997636 = -755930.089952 nChanged 2 SP:Iteration 36Q (7110.694292 sec): 3 clusters Score: Raw -758781.409613 + Penalty 2850.997636 = -755930.411977 nChanged 3 SP:Iteration 37Q (7110.740464 sec): 3 clusters Score: Raw -758782.144366 + Penalty 2850.997636 = -755931.146730 nChanged 6 SP:Iteration 38Q (7110.801317 sec): 3 clusters Score: Raw -758783.044064 + Penalty 2850.997636 = -755932.046428 nChanged 3 SP:Iteration 39Q (7110.849439 sec): 3 clusters Score: Raw -758784.119179 + Penalty 2850.997636 = -755933.121543 nChanged 7 SP:Iteration 40F (7110.910410 sec): 3 clusters Score: Raw -758785.274231 + Penalty 2850.997636 = -755934.276595 nChanged 6 SP:Iteration 41Q (7110.968861 sec): 3 clusters Score: Raw -758786.098939 + Penalty 2850.997636 = -755935.101303 nChanged 4 SP:Iteration 42Q (7111.008436 sec): 3 clusters Score: Raw -758786.817486 + Penalty 2850.997636 = -755935.819850 nChanged 6 SP:Iteration 43Q (7111.074473 sec): 3 clusters Score: Raw -758787.676912 + Penalty 2850.997636 = -755936.679276 nChanged 5 SP:Iteration 44Q (7111.126489 sec): 3 clusters Score: Raw -758789.121821 + Penalty 2850.997636 = -755938.124185 nChanged 5 SP:Iteration 45Q (7111.176732 sec): 3 clusters Score: Raw -758789.952205 + Penalty 2850.997636 = -755938.954569 nChanged 5 SP:Iteration 46Q (7111.223483 sec): 3 clusters Score: Raw -758791.281102 + Penalty 2850.997636 = -755940.283466 nChanged 5 SP:Iteration 47Q (7111.284867 sec): 3 clusters Score: Raw -758791.804264 + Penalty 2850.997636 = -755940.806628 nChanged 2 SP:Iteration 48Q (7111.337213 sec): 3 clusters Score: Raw -758792.017434 + Penalty 2850.997636 = -755941.019798 nChanged 2 SP:Iteration 49Q (7111.382083 sec): 3 clusters Score: Raw -758792.242699 + Penalty 2850.997636 = -755941.245063 nChanged 1 SP:Iteration 50Q (7111.449638 sec): 3 clusters Score: Raw -758792.352385 + Penalty 2850.997636 = -755941.354749 nChanged 2 SP:Iteration 51Q (7111.493319 sec): 3 clusters Score: Raw -758792.746978 + Penalty 2850.997636 = -755941.749342 nChanged 1 SP:Iteration 52Q (7111.562775 sec): 3 clusters Score: Raw -758792.845821 + Penalty 2850.997636 = -755941.848185 nChanged 0 SP:Iteration 53F (7111.611128 sec): 3 clusters Score: Raw -758792.845821 + Penalty 2850.997636 = -755941.848185 nChanged 0 Score: Raw -129511354.248243 + Penalty 78906.288990 = -129432447.959254 Splitting cluster 20 changes total score from -129432160.911050 to -129432447.959254 So it's getting split into cluster 35. Trying to split cluster 21 (17859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7134.866642 sec): 2 clusters Score: Raw -2242880.773456 + Penalty 1590.917715 = -2241289.855741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7134.931342 sec): 3 clusters Score: Raw -2232265.092966 + Penalty 3181.835430 = -2229083.257536 nChanged 7961 SP:Iteration 1F (7135.005749 sec): 3 clusters Score: Raw -2237065.798220 + Penalty 3181.835430 = -2233883.962790 nChanged 1130 SP:Iteration 2F (7135.079827 sec): 3 clusters Score: Raw -2237642.301791 + Penalty 3181.835430 = -2234460.466361 nChanged 1051 SP:Iteration 3F (7135.160763 sec): 3 clusters Score: Raw -2238245.338077 + Penalty 3181.835430 = -2235063.502647 nChanged 1078 SP:Iteration 4F (7135.242363 sec): 3 clusters Score: Raw -2238877.804730 + Penalty 3181.835430 = -2235695.969300 nChanged 1027 SP:Iteration 5F (7135.321767 sec): 3 clusters Score: Raw -2239471.557102 + Penalty 3181.835430 = -2236289.721672 nChanged 926 SP:Iteration 6F (7135.394323 sec): 3 clusters Score: Raw -2239986.527971 + Penalty 3181.835430 = -2236804.692541 nChanged 758 SP:Iteration 7Q (7135.473579 sec): 3 clusters Score: Raw -2240370.924924 + Penalty 3181.835430 = -2237189.089494 nChanged 637 SP:Iteration 8Q (7135.555043 sec): 3 clusters Score: Raw -2240637.193639 + Penalty 3181.835430 = -2237455.358209 nChanged 508 SP:Iteration 9Q (7135.633030 sec): 3 clusters Score: Raw -2240830.541858 + Penalty 3181.835430 = -2237648.706428 nChanged 402 SP:Iteration 10Q (7135.710508 sec): 3 clusters Score: Raw -2240970.619739 + Penalty 3181.835430 = -2237788.784309 nChanged 355 SP:Iteration 11Q (7135.787222 sec): 3 clusters Score: Raw -2241091.265218 + Penalty 3181.835430 = -2237909.429788 nChanged 324 SP:Iteration 12Q (7135.869052 sec): 3 clusters Score: Raw -2241201.757368 + Penalty 3181.835430 = -2238019.921938 nChanged 331 SP:Iteration 13Q (7135.946156 sec): 3 clusters Score: Raw -2241301.166301 + Penalty 3181.835430 = -2238119.330871 nChanged 251 SP:Iteration 14Q (7136.007185 sec): 3 clusters Score: Raw -2241365.973547 + Penalty 3181.835430 = -2238184.138117 nChanged 236 SP:Iteration 15Q (7136.085501 sec): 3 clusters Score: Raw -2241422.000570 + Penalty 3181.835430 = -2238240.165140 nChanged 202 SP:Iteration 16Q (7136.152793 sec): 3 clusters Score: Raw -2241471.919307 + Penalty 3181.835430 = -2238290.083877 nChanged 201 SP:Iteration 17Q (7136.220612 sec): 3 clusters Score: Raw -2241522.497544 + Penalty 3181.835430 = -2238340.662113 nChanged 168 SP:Iteration 18Q (7136.285500 sec): 3 clusters Score: Raw -2241558.335481 + Penalty 3181.835430 = -2238376.500051 nChanged 146 SP:Iteration 19Q (7136.352009 sec): 3 clusters Score: Raw -2241586.913962 + Penalty 3181.835430 = -2238405.078532 nChanged 134 SP:Iteration 20F (7136.423391 sec): 3 clusters Score: Raw -2241616.517279 + Penalty 3181.835430 = -2238434.681849 nChanged 147 SP:Iteration 21Q (7136.497091 sec): 3 clusters Score: Raw -2241649.373048 + Penalty 3181.835430 = -2238467.537618 nChanged 138 SP:Iteration 22Q (7136.569550 sec): 3 clusters Score: Raw -2241685.300889 + Penalty 3181.835430 = -2238503.465459 nChanged 144 SP:Iteration 23Q (7136.640353 sec): 3 clusters Score: Raw -2241724.590214 + Penalty 3181.835430 = -2238542.754784 nChanged 173 SP:Iteration 24Q (7136.712437 sec): 3 clusters Score: Raw -2241769.855392 + Penalty 3181.835430 = -2238588.019962 nChanged 174 SP:Iteration 25Q (7136.790208 sec): 3 clusters Score: Raw -2241818.056088 + Penalty 3181.835430 = -2238636.220658 nChanged 171 SP:Iteration 26Q (7136.858746 sec): 3 clusters Score: Raw -2241859.397212 + Penalty 3181.835430 = -2238677.561782 nChanged 158 SP:Iteration 27Q (7136.942919 sec): 3 clusters Score: Raw -2241897.989695 + Penalty 3181.835430 = -2238716.154265 nChanged 152 SP:Iteration 28Q (7137.005815 sec): 3 clusters Score: Raw -2241929.594429 + Penalty 3181.835430 = -2238747.758999 nChanged 158 SP:Iteration 29Q (7137.086413 sec): 3 clusters Score: Raw -2241965.915620 + Penalty 3181.835430 = -2238784.080190 nChanged 157 SP:Iteration 30Q (7137.161349 sec): 3 clusters Score: Raw -2242007.508348 + Penalty 3181.835430 = -2238825.672918 nChanged 152 SP:Iteration 31Q (7137.230545 sec): 3 clusters Score: Raw -2242046.747469 + Penalty 3181.835430 = -2238864.912039 nChanged 143 SP:Iteration 32Q (7137.309397 sec): 3 clusters Score: Raw -2242089.558038 + Penalty 3181.835430 = -2238907.722607 nChanged 166 SP:Iteration 33Q (7137.383847 sec): 3 clusters Score: Raw -2242133.169245 + Penalty 3181.835430 = -2238951.333815 nChanged 159 SP:Iteration 34Q (7137.451471 sec): 3 clusters Score: Raw -2242178.493977 + Penalty 3181.835430 = -2238996.658547 nChanged 166 SP:Iteration 35Q (7137.527252 sec): 3 clusters Score: Raw -2242220.331499 + Penalty 3181.835430 = -2239038.496069 nChanged 151 SP:Iteration 36Q (7137.608556 sec): 3 clusters Score: Raw -2242253.588966 + Penalty 3181.835430 = -2239071.753536 nChanged 129 SP:Iteration 37Q (7137.672154 sec): 3 clusters Score: Raw -2242278.674398 + Penalty 3181.835430 = -2239096.838968 nChanged 117 SP:Iteration 38Q (7137.748265 sec): 3 clusters Score: Raw -2242301.039386 + Penalty 3181.835430 = -2239119.203956 nChanged 109 SP:Iteration 39Q (7137.820725 sec): 3 clusters Score: Raw -2242317.367324 + Penalty 3181.835430 = -2239135.531894 nChanged 100 SP:Iteration 40F (7137.907737 sec): 3 clusters Score: Raw -2242335.447214 + Penalty 3181.835430 = -2239153.611784 nChanged 106 SP:Iteration 41Q (7137.973888 sec): 3 clusters Score: Raw -2242354.119868 + Penalty 3181.835430 = -2239172.284438 nChanged 84 SP:Iteration 42Q (7138.045318 sec): 3 clusters Score: Raw -2242367.618701 + Penalty 3181.835430 = -2239185.783271 nChanged 74 SP:Iteration 43Q (7138.119818 sec): 3 clusters Score: Raw -2242378.574870 + Penalty 3181.835430 = -2239196.739440 nChanged 72 SP:Iteration 44Q (7138.197142 sec): 3 clusters Score: Raw -2242387.755096 + Penalty 3181.835430 = -2239205.919666 nChanged 59 SP:Iteration 45Q (7138.265957 sec): 3 clusters Score: Raw -2242395.673244 + Penalty 3181.835430 = -2239213.837814 nChanged 58 SP:Iteration 46Q (7138.346697 sec): 3 clusters Score: Raw -2242402.635435 + Penalty 3181.835430 = -2239220.800005 nChanged 44 SP:Iteration 47Q (7138.409846 sec): 3 clusters Score: Raw -2242407.348375 + Penalty 3181.835430 = -2239225.512944 nChanged 40 SP:Iteration 48Q (7138.466299 sec): 3 clusters Score: Raw -2242410.551116 + Penalty 3181.835430 = -2239228.715686 nChanged 29 SP:Iteration 49Q (7138.539365 sec): 3 clusters Score: Raw -2242412.903595 + Penalty 3181.835430 = -2239231.068165 nChanged 29 SP:Iteration 50Q (7138.597155 sec): 3 clusters Score: Raw -2242415.435822 + Penalty 3181.835430 = -2239233.600392 nChanged 37 SP:Iteration 51Q (7138.676617 sec): 3 clusters Score: Raw -2242419.201712 + Penalty 3181.835430 = -2239237.366282 nChanged 44 SP:Iteration 52Q (7138.758343 sec): 3 clusters Score: Raw -2242423.531872 + Penalty 3181.835430 = -2239241.696442 nChanged 38 SP:Iteration 53Q (7138.833395 sec): 3 clusters Score: Raw -2242427.863577 + Penalty 3181.835430 = -2239246.028147 nChanged 37 SP:Iteration 54Q (7138.913346 sec): 3 clusters Score: Raw -2242431.453775 + Penalty 3181.835430 = -2239249.618345 nChanged 30 SP:Iteration 55Q (7138.976174 sec): 3 clusters Score: Raw -2242434.018421 + Penalty 3181.835430 = -2239252.182991 nChanged 29 SP:Iteration 56Q (7139.054099 sec): 3 clusters Score: Raw -2242436.664340 + Penalty 3181.835430 = -2239254.828910 nChanged 35 SP:Iteration 57Q (7139.136111 sec): 3 clusters Score: Raw -2242440.041035 + Penalty 3181.835430 = -2239258.205605 nChanged 35 SP:Iteration 58Q (7139.215214 sec): 3 clusters Score: Raw -2242444.043358 + Penalty 3181.835430 = -2239262.207928 nChanged 35 SP:Iteration 59Q (7139.293768 sec): 3 clusters Score: Raw -2242448.950095 + Penalty 3181.835430 = -2239267.114665 nChanged 43 SP:Iteration 60F (7139.372668 sec): 3 clusters Score: Raw -2242454.921618 + Penalty 3181.835430 = -2239273.086187 nChanged 48 SP:Iteration 61Q (7139.450562 sec): 3 clusters Score: Raw -2242460.633044 + Penalty 3181.835430 = -2239278.797613 nChanged 59 SP:Iteration 62Q (7139.527499 sec): 3 clusters Score: Raw -2242468.095441 + Penalty 3181.835430 = -2239286.260011 nChanged 57 SP:Iteration 63Q (7139.605593 sec): 3 clusters Score: Raw -2242474.945463 + Penalty 3181.835430 = -2239293.110033 nChanged 43 SP:Iteration 64Q (7139.676938 sec): 3 clusters Score: Raw -2242479.344526 + Penalty 3181.835430 = -2239297.509095 nChanged 44 SP:Iteration 65Q (7139.757160 sec): 3 clusters Score: Raw -2242484.598746 + Penalty 3181.835430 = -2239302.763316 nChanged 60 SP:Iteration 66Q (7139.831679 sec): 3 clusters Score: Raw -2242491.729063 + Penalty 3181.835430 = -2239309.893633 nChanged 50 SP:Iteration 67Q (7139.895081 sec): 3 clusters Score: Raw -2242497.007264 + Penalty 3181.835430 = -2239315.171834 nChanged 47 SP:Iteration 68Q (7139.968352 sec): 3 clusters Score: Raw -2242503.082613 + Penalty 3181.835430 = -2239321.247183 nChanged 53 SP:Iteration 69Q (7140.039422 sec): 3 clusters Score: Raw -2242510.677355 + Penalty 3181.835430 = -2239328.841925 nChanged 62 SP:Iteration 70Q (7140.101477 sec): 3 clusters Score: Raw -2242519.993882 + Penalty 3181.835430 = -2239338.158452 nChanged 63 SP:Iteration 71Q (7140.175251 sec): 3 clusters Score: Raw -2242527.537720 + Penalty 3181.835430 = -2239345.702290 nChanged 62 SP:Iteration 72Q (7140.233909 sec): 3 clusters Score: Raw -2242535.375028 + Penalty 3181.835430 = -2239353.539598 nChanged 56 SP:Iteration 73Q (7140.290272 sec): 3 clusters Score: Raw -2242543.389051 + Penalty 3181.835430 = -2239361.553621 nChanged 55 SP:Iteration 74Q (7140.362102 sec): 3 clusters Score: Raw -2242552.166025 + Penalty 3181.835430 = -2239370.330594 nChanged 64 SP:Iteration 75Q (7140.409836 sec): 3 clusters Score: Raw -2242560.529138 + Penalty 3181.835430 = -2239378.693708 nChanged 59 SP:Iteration 76Q (7140.480845 sec): 3 clusters Score: Raw -2242567.875584 + Penalty 3181.835430 = -2239386.040154 nChanged 59 SP:Iteration 77Q (7140.557976 sec): 3 clusters Score: Raw -2242576.586488 + Penalty 3181.835430 = -2239394.751058 nChanged 65 SP:Iteration 78Q (7140.617997 sec): 3 clusters Score: Raw -2242585.488273 + Penalty 3181.835430 = -2239403.652843 nChanged 59 SP:Iteration 79Q (7140.682615 sec): 3 clusters Score: Raw -2242594.685371 + Penalty 3181.835430 = -2239412.849941 nChanged 59 SP:Iteration 80F (7140.764481 sec): 3 clusters Score: Raw -2242602.024287 + Penalty 3181.835430 = -2239420.188856 nChanged 56 SP:Iteration 81Q (7140.830589 sec): 3 clusters Score: Raw -2242608.201791 + Penalty 3181.835430 = -2239426.366361 nChanged 45 SP:Iteration 82Q (7140.906191 sec): 3 clusters Score: Raw -2242612.622794 + Penalty 3181.835430 = -2239430.787364 nChanged 38 SP:Iteration 83Q (7140.977599 sec): 3 clusters Score: Raw -2242616.136593 + Penalty 3181.835430 = -2239434.301163 nChanged 34 SP:Iteration 84Q (7141.051082 sec): 3 clusters Score: Raw -2242619.152409 + Penalty 3181.835430 = -2239437.316979 nChanged 31 SP:Iteration 85Q (7141.130634 sec): 3 clusters Score: Raw -2242621.924312 + Penalty 3181.835430 = -2239440.088882 nChanged 31 SP:Iteration 86Q (7141.214017 sec): 3 clusters Score: Raw -2242625.004432 + Penalty 3181.835430 = -2239443.169002 nChanged 35 SP:Iteration 87Q (7141.284301 sec): 3 clusters Score: Raw -2242628.509427 + Penalty 3181.835430 = -2239446.673997 nChanged 30 SP:Iteration 88Q (7141.342628 sec): 3 clusters Score: Raw -2242631.364653 + Penalty 3181.835430 = -2239449.529223 nChanged 27 SP:Iteration 89Q (7141.414519 sec): 3 clusters Score: Raw -2242633.646133 + Penalty 3181.835430 = -2239451.810703 nChanged 28 SP:Iteration 90Q (7141.490780 sec): 3 clusters Score: Raw -2242636.506947 + Penalty 3181.835430 = -2239454.671517 nChanged 30 SP:Iteration 91Q (7141.546353 sec): 3 clusters Score: Raw -2242638.931100 + Penalty 3181.835430 = -2239457.095670 nChanged 23 SP:Iteration 92Q (7141.615139 sec): 3 clusters Score: Raw -2242640.703721 + Penalty 3181.835430 = -2239458.868291 nChanged 28 SP:Iteration 93Q (7141.681460 sec): 3 clusters Score: Raw -2242643.143913 + Penalty 3181.835430 = -2239461.308483 nChanged 27 SP:Iteration 94Q (7141.760814 sec): 3 clusters Score: Raw -2242646.585550 + Penalty 3181.835430 = -2239464.750120 nChanged 35 SP:Iteration 95Q (7141.829590 sec): 3 clusters Score: Raw -2242650.756225 + Penalty 3181.835430 = -2239468.920795 nChanged 39 SP:Iteration 96Q (7141.890734 sec): 3 clusters Score: Raw -2242654.380519 + Penalty 3181.835430 = -2239472.545089 nChanged 30 SP:Iteration 97Q (7141.959949 sec): 3 clusters Score: Raw -2242657.596436 + Penalty 3181.835430 = -2239475.761006 nChanged 31 SP:Iteration 98Q (7142.039466 sec): 3 clusters Score: Raw -2242661.107058 + Penalty 3181.835430 = -2239479.271628 nChanged 34 SP:Iteration 99Q (7142.117303 sec): 3 clusters Score: Raw -2242664.427939 + Penalty 3181.835430 = -2239482.592509 nChanged 33 SP:Iteration 100F (7142.192201 sec): 3 clusters Score: Raw -2242667.598497 + Penalty 3181.835430 = -2239485.763067 nChanged 38 SP:Iteration 101Q (7142.269087 sec): 3 clusters Score: Raw -2242671.071339 + Penalty 3181.835430 = -2239489.235909 nChanged 31 SP:Iteration 102Q (7142.343479 sec): 3 clusters Score: Raw -2242673.623791 + Penalty 3181.835430 = -2239491.788361 nChanged 25 SP:Iteration 103Q (7142.419612 sec): 3 clusters Score: Raw -2242675.569257 + Penalty 3181.835430 = -2239493.733827 nChanged 18 SP:Iteration 104Q (7142.496129 sec): 3 clusters Score: Raw -2242677.292091 + Penalty 3181.835430 = -2239495.456661 nChanged 19 SP:Iteration 105Q (7142.554305 sec): 3 clusters Score: Raw -2242678.863905 + Penalty 3181.835430 = -2239497.028475 nChanged 17 SP:Iteration 106Q (7142.624552 sec): 3 clusters Score: Raw -2242680.309454 + Penalty 3181.835430 = -2239498.474024 nChanged 15 SP:Iteration 107Q (7142.698211 sec): 3 clusters Score: Raw -2242681.336934 + Penalty 3181.835430 = -2239499.501504 nChanged 12 SP:Iteration 108Q (7142.763043 sec): 3 clusters Score: Raw -2242682.067038 + Penalty 3181.835430 = -2239500.231608 nChanged 13 SP:Iteration 109Q (7142.821359 sec): 3 clusters Score: Raw -2242683.076182 + Penalty 3181.835430 = -2239501.240752 nChanged 15 SP:Iteration 110Q (7142.885319 sec): 3 clusters Score: Raw -2242684.033918 + Penalty 3181.835430 = -2239502.198488 nChanged 17 SP:Iteration 111Q (7142.952372 sec): 3 clusters Score: Raw -2242685.057374 + Penalty 3181.835430 = -2239503.221944 nChanged 15 SP:Iteration 112Q (7143.022176 sec): 3 clusters Score: Raw -2242686.200474 + Penalty 3181.835430 = -2239504.365044 nChanged 16 SP:Iteration 113Q (7143.087635 sec): 3 clusters Score: Raw -2242687.447307 + Penalty 3181.835430 = -2239505.611877 nChanged 15 SP:Iteration 114Q (7143.148545 sec): 3 clusters Score: Raw -2242688.927125 + Penalty 3181.835430 = -2239507.091695 nChanged 15 SP:Iteration 115Q (7143.205356 sec): 3 clusters Score: Raw -2242690.428528 + Penalty 3181.835430 = -2239508.593098 nChanged 22 SP:Iteration 116Q (7143.279189 sec): 3 clusters Score: Raw -2242692.353311 + Penalty 3181.835430 = -2239510.517881 nChanged 24 SP:Iteration 117Q (7143.355436 sec): 3 clusters Score: Raw -2242694.172829 + Penalty 3181.835430 = -2239512.337398 nChanged 20 SP:Iteration 118Q (7143.422873 sec): 3 clusters Score: Raw -2242696.330805 + Penalty 3181.835430 = -2239514.495375 nChanged 22 SP:Iteration 119Q (7143.490629 sec): 3 clusters Score: Raw -2242698.335102 + Penalty 3181.835430 = -2239516.499672 nChanged 23 SP:Iteration 120F (7143.573923 sec): 3 clusters Score: Raw -2242701.067737 + Penalty 3181.835430 = -2239519.232307 nChanged 27 SP:Iteration 121Q (7143.650927 sec): 3 clusters Score: Raw -2242703.744950 + Penalty 3181.835430 = -2239521.909520 nChanged 24 SP:Iteration 122Q (7143.725509 sec): 3 clusters Score: Raw -2242705.826438 + Penalty 3181.835430 = -2239523.991007 nChanged 20 SP:Iteration 123Q (7143.803061 sec): 3 clusters Score: Raw -2242707.428153 + Penalty 3181.835430 = -2239525.592722 nChanged 13 SP:Iteration 124Q (7143.870012 sec): 3 clusters Score: Raw -2242708.266843 + Penalty 3181.835430 = -2239526.431413 nChanged 18 SP:Iteration 125Q (7143.935864 sec): 3 clusters Score: Raw -2242709.509386 + Penalty 3181.835430 = -2239527.673956 nChanged 17 SP:Iteration 126Q (7144.008203 sec): 3 clusters Score: Raw -2242710.938918 + Penalty 3181.835430 = -2239529.103488 nChanged 19 SP:Iteration 127Q (7144.075729 sec): 3 clusters Score: Raw -2242712.838030 + Penalty 3181.835430 = -2239531.002600 nChanged 26 SP:Iteration 128Q (7144.139198 sec): 3 clusters Score: Raw -2242715.943175 + Penalty 3181.835430 = -2239534.107745 nChanged 32 SP:Iteration 129Q (7144.216496 sec): 3 clusters Score: Raw -2242719.486452 + Penalty 3181.835430 = -2239537.651022 nChanged 25 SP:Iteration 130Q (7144.280131 sec): 3 clusters Score: Raw -2242721.800310 + Penalty 3181.835430 = -2239539.964880 nChanged 23 SP:Iteration 131Q (7144.347450 sec): 3 clusters Score: Raw -2242723.744271 + Penalty 3181.835430 = -2239541.908841 nChanged 17 SP:Iteration 132Q (7144.412937 sec): 3 clusters Score: Raw -2242725.245028 + Penalty 3181.835430 = -2239543.409598 nChanged 20 SP:Iteration 133Q (7144.478611 sec): 3 clusters Score: Raw -2242727.125818 + Penalty 3181.835430 = -2239545.290388 nChanged 27 SP:Iteration 134Q (7144.547129 sec): 3 clusters Score: Raw -2242729.368215 + Penalty 3181.835430 = -2239547.532785 nChanged 19 SP:Iteration 135Q (7144.619858 sec): 3 clusters Score: Raw -2242731.187684 + Penalty 3181.835430 = -2239549.352254 nChanged 20 SP:Iteration 136Q (7144.703516 sec): 3 clusters Score: Raw -2242732.746926 + Penalty 3181.835430 = -2239550.911496 nChanged 13 SP:Iteration 137Q (7144.780330 sec): 3 clusters Score: Raw -2242733.968801 + Penalty 3181.835430 = -2239552.133371 nChanged 13 SP:Iteration 138Q (7144.856334 sec): 3 clusters Score: Raw -2242735.086563 + Penalty 3181.835430 = -2239553.251133 nChanged 12 SP:Iteration 139Q (7144.935021 sec): 3 clusters Score: Raw -2242736.079295 + Penalty 3181.835430 = -2239554.243865 nChanged 15 SP:Iteration 140F (7145.005947 sec): 3 clusters Score: Raw -2242737.577390 + Penalty 3181.835430 = -2239555.741960 nChanged 22 SP:Iteration 141Q (7145.071346 sec): 3 clusters Score: Raw -2242740.019754 + Penalty 3181.835430 = -2239558.184324 nChanged 24 SP:Iteration 142Q (7145.143951 sec): 3 clusters Score: Raw -2242742.673721 + Penalty 3181.835430 = -2239560.838291 nChanged 27 SP:Iteration 143Q (7145.199240 sec): 3 clusters Score: Raw -2242745.175933 + Penalty 3181.835430 = -2239563.340503 nChanged 14 SP:Iteration 144Q (7145.277518 sec): 3 clusters Score: Raw -2242746.514535 + Penalty 3181.835430 = -2239564.679105 nChanged 16 SP:Iteration 145Q (7145.349237 sec): 3 clusters Score: Raw -2242747.827749 + Penalty 3181.835430 = -2239565.992319 nChanged 18 SP:Iteration 146Q (7145.405028 sec): 3 clusters Score: Raw -2242749.451716 + Penalty 3181.835430 = -2239567.616286 nChanged 16 SP:Iteration 147Q (7145.471908 sec): 3 clusters Score: Raw -2242750.616885 + Penalty 3181.835430 = -2239568.781455 nChanged 12 SP:Iteration 148Q (7145.542320 sec): 3 clusters Score: Raw -2242751.545362 + Penalty 3181.835430 = -2239569.709932 nChanged 12 SP:Iteration 149Q (7145.599345 sec): 3 clusters Score: Raw -2242752.254219 + Penalty 3181.835430 = -2239570.418789 nChanged 5 SP:Iteration 150Q (7145.675964 sec): 3 clusters Score: Raw -2242752.514344 + Penalty 3181.835430 = -2239570.678914 nChanged 5 SP:Iteration 151Q (7145.753896 sec): 3 clusters Score: Raw -2242752.793611 + Penalty 3181.835430 = -2239570.958181 nChanged 7 SP:Iteration 152Q (7145.822264 sec): 3 clusters Score: Raw -2242753.177926 + Penalty 3181.835430 = -2239571.342496 nChanged 6 SP:Iteration 153Q (7145.887442 sec): 3 clusters Score: Raw -2242753.556273 + Penalty 3181.835430 = -2239571.720843 nChanged 6 SP:Iteration 154Q (7145.956014 sec): 3 clusters Score: Raw -2242753.900777 + Penalty 3181.835430 = -2239572.065347 nChanged 4 SP:Iteration 155Q (7146.032538 sec): 3 clusters Score: Raw -2242754.155680 + Penalty 3181.835430 = -2239572.320250 nChanged 6 SP:Iteration 156Q (7146.104401 sec): 3 clusters Score: Raw -2242754.438337 + Penalty 3181.835430 = -2239572.602907 nChanged 1 SP:Iteration 157Q (7146.176788 sec): 3 clusters Score: Raw -2242754.524418 + Penalty 3181.835430 = -2239572.688988 nChanged 2 SP:Iteration 158Q (7146.237562 sec): 3 clusters Score: Raw -2242754.595799 + Penalty 3181.835430 = -2239572.760368 nChanged 2 SP:Iteration 159Q (7146.311487 sec): 3 clusters Score: Raw -2242754.749064 + Penalty 3181.835430 = -2239572.913634 nChanged 1 SP:Iteration 160F (7146.386642 sec): 3 clusters Score: Raw -2242754.823492 + Penalty 3181.835430 = -2239572.988062 nChanged 0 Trying to split cluster 22 (61810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7146.480549 sec): 2 clusters Score: Raw -7700624.234428 + Penalty 1792.670822 = -7698831.563606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7146.611473 sec): 3 clusters Score: Raw -7660955.904258 + Penalty 3585.341644 = -7657370.562614 nChanged 29335 SP:Iteration 1F (7146.751655 sec): 3 clusters Score: Raw -7677775.243826 + Penalty 3585.341644 = -7674189.902182 nChanged 2534 SP:Iteration 2Q (7146.902707 sec): 3 clusters Score: Raw -7678655.871902 + Penalty 3585.341644 = -7675070.530258 nChanged 2804 SP:Iteration 3Q (7147.051340 sec): 3 clusters Score: Raw -7679865.468816 + Penalty 3585.341644 = -7676280.127172 nChanged 3257 SP:Iteration 4F (7147.196313 sec): 3 clusters Score: Raw -7681548.376561 + Penalty 3585.341644 = -7677963.034917 nChanged 3640 SP:Iteration 5F (7147.346404 sec): 3 clusters Score: Raw -7683758.723194 + Penalty 3585.341644 = -7680173.381550 nChanged 3965 SP:Iteration 6F (7147.484241 sec): 3 clusters Score: Raw -7686364.415562 + Penalty 3585.341644 = -7682779.073919 nChanged 4039 SP:Iteration 7F (7147.635230 sec): 3 clusters Score: Raw -7689190.557184 + Penalty 3585.341644 = -7685605.215540 nChanged 3714 SP:Iteration 8F (7147.770036 sec): 3 clusters Score: Raw -7691747.342036 + Penalty 3585.341644 = -7688162.000392 nChanged 3090 SP:Iteration 9Q (7147.934402 sec): 3 clusters Score: Raw -7693616.236128 + Penalty 3585.341644 = -7690030.894485 nChanged 2397 SP:Iteration 10Q (7148.078030 sec): 3 clusters Score: Raw -7694769.544521 + Penalty 3585.341644 = -7691184.202877 nChanged 1752 SP:Iteration 11Q (7148.226272 sec): 3 clusters Score: Raw -7695449.147467 + Penalty 3585.341644 = -7691863.805823 nChanged 1305 SP:Iteration 12Q (7148.377417 sec): 3 clusters Score: Raw -7695886.362730 + Penalty 3585.341644 = -7692301.021086 nChanged 1103 SP:Iteration 13Q (7148.529017 sec): 3 clusters Score: Raw -7696230.914990 + Penalty 3585.341644 = -7692645.573346 nChanged 951 SP:Iteration 14Q (7148.680520 sec): 3 clusters Score: Raw -7696527.386855 + Penalty 3585.341644 = -7692942.045211 nChanged 919 SP:Iteration 15Q (7148.831046 sec): 3 clusters Score: Raw -7696827.445084 + Penalty 3585.341644 = -7693242.103440 nChanged 935 SP:Iteration 16Q (7148.971479 sec): 3 clusters Score: Raw -7697143.069836 + Penalty 3585.341644 = -7693557.728192 nChanged 885 SP:Iteration 17Q (7149.109846 sec): 3 clusters Score: Raw -7697441.787982 + Penalty 3585.341644 = -7693856.446339 nChanged 874 SP:Iteration 18Q (7149.246452 sec): 3 clusters Score: Raw -7697739.373267 + Penalty 3585.341644 = -7694154.031623 nChanged 836 SP:Iteration 19Q (7149.394219 sec): 3 clusters Score: Raw -7698019.315328 + Penalty 3585.341644 = -7694433.973684 nChanged 799 SP:Iteration 20F (7149.526408 sec): 3 clusters Score: Raw -7698292.487842 + Penalty 3585.341644 = -7694707.146198 nChanged 754 SP:Iteration 21Q (7149.658078 sec): 3 clusters Score: Raw -7698556.661892 + Penalty 3585.341644 = -7694971.320248 nChanged 697 SP:Iteration 22Q (7149.781306 sec): 3 clusters Score: Raw -7698791.324292 + Penalty 3585.341644 = -7695205.982649 nChanged 709 SP:Iteration 23Q (7149.913899 sec): 3 clusters Score: Raw -7699042.250835 + Penalty 3585.341644 = -7695456.909191 nChanged 664 SP:Iteration 24Q (7150.048992 sec): 3 clusters Score: Raw -7699278.439141 + Penalty 3585.341644 = -7695693.097497 nChanged 594 SP:Iteration 25Q (7150.187947 sec): 3 clusters Score: Raw -7699475.507042 + Penalty 3585.341644 = -7695890.165398 nChanged 527 SP:Iteration 26Q (7150.327496 sec): 3 clusters Score: Raw -7699658.555879 + Penalty 3585.341644 = -7696073.214235 nChanged 507 SP:Iteration 27Q (7150.458414 sec): 3 clusters Score: Raw -7699840.518945 + Penalty 3585.341644 = -7696255.177301 nChanged 476 SP:Iteration 28Q (7150.590984 sec): 3 clusters Score: Raw -7700001.611240 + Penalty 3585.341644 = -7696416.269596 nChanged 435 SP:Iteration 29Q (7150.711245 sec): 3 clusters Score: Raw -7700143.957144 + Penalty 3585.341644 = -7696558.615500 nChanged 372 SP:Iteration 30Q (7150.834900 sec): 3 clusters Score: Raw -7700269.002879 + Penalty 3585.341644 = -7696683.661235 nChanged 339 SP:Iteration 31Q (7150.949019 sec): 3 clusters Score: Raw -7700382.171939 + Penalty 3585.341644 = -7696796.830295 nChanged 313 SP:Iteration 32Q (7151.083622 sec): 3 clusters Score: Raw -7700484.245384 + Penalty 3585.341644 = -7696898.903741 nChanged 253 SP:Iteration 33Q (7151.217736 sec): 3 clusters Score: Raw -7700563.683468 + Penalty 3585.341644 = -7696978.341824 nChanged 222 SP:Iteration 34Q (7151.354373 sec): 3 clusters Score: Raw -7700628.932417 + Penalty 3585.341644 = -7697043.590774 nChanged 193 SP:Iteration 35Q (7151.474905 sec): 3 clusters Score: Raw -7700684.351809 + Penalty 3585.341644 = -7697099.010165 nChanged 193 SP:Iteration 36Q (7151.567857 sec): 3 clusters Score: Raw -7700739.484537 + Penalty 3585.341644 = -7697154.142893 nChanged 170 SP:Iteration 37Q (7151.659956 sec): 3 clusters Score: Raw -7700785.714992 + Penalty 3585.341644 = -7697200.373348 nChanged 146 SP:Iteration 38Q (7151.772969 sec): 3 clusters Score: Raw -7700824.524109 + Penalty 3585.341644 = -7697239.182465 nChanged 151 SP:Iteration 39Q (7151.890614 sec): 3 clusters Score: Raw -7700866.724713 + Penalty 3585.341644 = -7697281.383069 nChanged 127 SP:Iteration 40F (7152.028648 sec): 3 clusters Score: Raw -7700901.059054 + Penalty 3585.341644 = -7697315.717410 nChanged 115 SP:Iteration 41Q (7152.158945 sec): 3 clusters Score: Raw -7700930.993834 + Penalty 3585.341644 = -7697345.652191 nChanged 110 SP:Iteration 42Q (7152.292642 sec): 3 clusters Score: Raw -7700960.267549 + Penalty 3585.341644 = -7697374.925906 nChanged 104 SP:Iteration 43Q (7152.416581 sec): 3 clusters Score: Raw -7700987.748783 + Penalty 3585.341644 = -7697402.407139 nChanged 104 SP:Iteration 44Q (7152.558913 sec): 3 clusters Score: Raw -7701013.287338 + Penalty 3585.341644 = -7697427.945694 nChanged 86 SP:Iteration 45Q (7152.681205 sec): 3 clusters Score: Raw -7701034.134421 + Penalty 3585.341644 = -7697448.792777 nChanged 84 SP:Iteration 46Q (7152.803141 sec): 3 clusters Score: Raw -7701055.831995 + Penalty 3585.341644 = -7697470.490351 nChanged 74 SP:Iteration 47Q (7152.921508 sec): 3 clusters Score: Raw -7701074.823427 + Penalty 3585.341644 = -7697489.481783 nChanged 57 SP:Iteration 48Q (7153.036279 sec): 3 clusters Score: Raw -7701087.304744 + Penalty 3585.341644 = -7697501.963100 nChanged 53 SP:Iteration 49Q (7153.156928 sec): 3 clusters Score: Raw -7701099.189676 + Penalty 3585.341644 = -7697513.848032 nChanged 44 SP:Iteration 50Q (7153.294700 sec): 3 clusters Score: Raw -7701109.462541 + Penalty 3585.341644 = -7697524.120897 nChanged 42 SP:Iteration 51Q (7153.424270 sec): 3 clusters Score: Raw -7701120.192840 + Penalty 3585.341644 = -7697534.851196 nChanged 33 SP:Iteration 52Q (7153.543357 sec): 3 clusters Score: Raw -7701128.964623 + Penalty 3585.341644 = -7697543.622979 nChanged 28 SP:Iteration 53Q (7153.667989 sec): 3 clusters Score: Raw -7701134.229711 + Penalty 3585.341644 = -7697548.888067 nChanged 19 SP:Iteration 54Q (7153.761841 sec): 3 clusters Score: Raw -7701137.375716 + Penalty 3585.341644 = -7697552.034072 nChanged 11 SP:Iteration 55Q (7153.880632 sec): 3 clusters Score: Raw -7701138.935638 + Penalty 3585.341644 = -7697553.593994 nChanged 10 SP:Iteration 56Q (7154.021868 sec): 3 clusters Score: Raw -7701140.298733 + Penalty 3585.341644 = -7697554.957089 nChanged 7 SP:Iteration 57Q (7154.146836 sec): 3 clusters Score: Raw -7701141.089399 + Penalty 3585.341644 = -7697555.747755 nChanged 3 SP:Iteration 58Q (7154.246535 sec): 3 clusters Score: Raw -7701141.298367 + Penalty 3585.341644 = -7697555.956723 nChanged 2 SP:Iteration 59Q (7154.361069 sec): 3 clusters Score: Raw -7701141.460101 + Penalty 3585.341644 = -7697556.118458 nChanged 3 SP:Iteration 60F (7154.509796 sec): 3 clusters Score: Raw -7701141.853463 + Penalty 3585.341644 = -7697556.511819 nChanged 4 SP:Iteration 61Q (7154.628841 sec): 3 clusters Score: Raw -7701142.294358 + Penalty 3585.341644 = -7697556.952714 nChanged 4 SP:Iteration 62Q (7154.743482 sec): 3 clusters Score: Raw -7701142.712058 + Penalty 3585.341644 = -7697557.370414 nChanged 1 SP:Iteration 63Q (7154.869252 sec): 3 clusters Score: Raw -7701142.924024 + Penalty 3585.341644 = -7697557.582380 nChanged 2 SP:Iteration 64Q (7154.968475 sec): 3 clusters Score: Raw -7701143.192328 + Penalty 3585.341644 = -7697557.850685 nChanged 3 SP:Iteration 65Q (7155.092378 sec): 3 clusters Score: Raw -7701143.558531 + Penalty 3585.341644 = -7697558.216887 nChanged 3 SP:Iteration 66Q (7155.213487 sec): 3 clusters Score: Raw -7701144.010934 + Penalty 3585.341644 = -7697558.669290 nChanged 2 SP:Iteration 67Q (7155.337343 sec): 3 clusters Score: Raw -7701144.241045 + Penalty 3585.341644 = -7697558.899402 nChanged 2 SP:Iteration 68Q (7155.460282 sec): 3 clusters Score: Raw -7701144.516834 + Penalty 3585.341644 = -7697559.175191 nChanged 1 SP:Iteration 69Q (7155.586635 sec): 3 clusters Score: Raw -7701144.668394 + Penalty 3585.341644 = -7697559.326750 nChanged 2 SP:Iteration 70Q (7155.699597 sec): 3 clusters Score: Raw -7701144.829712 + Penalty 3585.341644 = -7697559.488069 nChanged 2 SP:Iteration 71Q (7155.829556 sec): 3 clusters Score: Raw -7701145.118271 + Penalty 3585.341644 = -7697559.776627 nChanged 1 SP:Iteration 72Q (7155.933028 sec): 3 clusters Score: Raw -7701145.190544 + Penalty 3585.341644 = -7697559.848900 nChanged 1 SP:Iteration 73Q (7156.056283 sec): 3 clusters Score: Raw -7701145.250516 + Penalty 3585.341644 = -7697559.908872 nChanged 3 SP:Iteration 74Q (7156.182986 sec): 3 clusters Score: Raw -7701145.667962 + Penalty 3585.341644 = -7697560.326318 nChanged 2 SP:Iteration 75Q (7156.299973 sec): 3 clusters Score: Raw -7701145.960770 + Penalty 3585.341644 = -7697560.619126 nChanged 2 SP:Iteration 76Q (7156.418415 sec): 3 clusters Score: Raw -7701146.407906 + Penalty 3585.341644 = -7697561.066263 nChanged 5 SP:Iteration 77Q (7156.538054 sec): 3 clusters Score: Raw -7701147.290642 + Penalty 3585.341644 = -7697561.948999 nChanged 6 SP:Iteration 78Q (7156.666776 sec): 3 clusters Score: Raw -7701148.501703 + Penalty 3585.341644 = -7697563.160059 nChanged 8 SP:Iteration 79Q (7156.781302 sec): 3 clusters Score: Raw -7701150.053153 + Penalty 3585.341644 = -7697564.711509 nChanged 10 SP:Iteration 80F (7156.919584 sec): 3 clusters Score: Raw -7701152.324466 + Penalty 3585.341644 = -7697566.982822 nChanged 9 SP:Iteration 81Q (7157.030934 sec): 3 clusters Score: Raw -7701153.816167 + Penalty 3585.341644 = -7697568.474523 nChanged 9 SP:Iteration 82Q (7157.155061 sec): 3 clusters Score: Raw -7701155.584916 + Penalty 3585.341644 = -7697570.243272 nChanged 8 SP:Iteration 83Q (7157.292959 sec): 3 clusters Score: Raw -7701156.959059 + Penalty 3585.341644 = -7697571.617415 nChanged 5 SP:Iteration 84Q (7157.422201 sec): 3 clusters Score: Raw -7701157.904245 + Penalty 3585.341644 = -7697572.562601 nChanged 3 SP:Iteration 85Q (7157.556714 sec): 3 clusters Score: Raw -7701158.470540 + Penalty 3585.341644 = -7697573.128896 nChanged 4 SP:Iteration 86Q (7157.680618 sec): 3 clusters Score: Raw -7701159.403147 + Penalty 3585.341644 = -7697574.061503 nChanged 7 SP:Iteration 87Q (7157.804887 sec): 3 clusters Score: Raw -7701160.410594 + Penalty 3585.341644 = -7697575.068950 nChanged 7 SP:Iteration 88Q (7157.936555 sec): 3 clusters Score: Raw -7701161.060185 + Penalty 3585.341644 = -7697575.718541 nChanged 4 SP:Iteration 89Q (7158.068934 sec): 3 clusters Score: Raw -7701161.536662 + Penalty 3585.341644 = -7697576.195019 nChanged 2 SP:Iteration 90Q (7158.189685 sec): 3 clusters Score: Raw -7701161.782895 + Penalty 3585.341644 = -7697576.441251 nChanged 3 SP:Iteration 91Q (7158.316203 sec): 3 clusters Score: Raw -7701162.275755 + Penalty 3585.341644 = -7697576.934112 nChanged 2 SP:Iteration 92Q (7158.435462 sec): 3 clusters Score: Raw -7701162.438065 + Penalty 3585.341644 = -7697577.096421 nChanged 1 SP:Iteration 93Q (7158.557267 sec): 3 clusters Score: Raw -7701162.507794 + Penalty 3585.341644 = -7697577.166150 nChanged 1 SP:Iteration 94Q (7158.679485 sec): 3 clusters Score: Raw -7701162.708822 + Penalty 3585.341644 = -7697577.367178 nChanged 0 SP:Iteration 95F (7158.823577 sec): 3 clusters Score: Raw -7701162.708822 + Penalty 3585.341644 = -7697577.367178 nChanged 0 Trying to split cluster 23 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7158.842548 sec): 2 clusters Score: Raw -56686.405851 + Penalty 1028.869051 = -55657.536801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7158.847884 sec): 3 clusters Score: Raw -56806.645392 + Penalty 2057.738101 = -54748.907291 nChanged 170 SP:Iteration 1F (7158.851299 sec): 3 clusters Score: Raw -57268.717397 + Penalty 2057.738101 = -55210.979296 nChanged 67 SP:Iteration 2F (7158.854694 sec): 3 clusters Score: Raw -57456.522529 + Penalty 2057.738101 = -55398.784427 nChanged 35 SP:Iteration 3F (7158.858100 sec): 3 clusters Score: Raw -57566.616679 + Penalty 2057.738101 = -55508.878578 nChanged 28 SP:Iteration 4Q (7158.861372 sec): 3 clusters Score: Raw -57616.785657 + Penalty 2057.738101 = -55559.047556 nChanged 15 SP:Iteration 5Q (7158.864607 sec): 3 clusters Score: Raw -57634.802157 + Penalty 2057.738101 = -55577.064056 nChanged 7 SP:Iteration 6Q (7158.867843 sec): 3 clusters Score: Raw -57646.006716 + Penalty 2057.738101 = -55588.268615 nChanged 4 SP:Iteration 7Q (7158.871092 sec): 3 clusters Score: Raw -57649.322576 + Penalty 2057.738101 = -55591.584475 nChanged 2 SP:Iteration 8Q (7158.874334 sec): 3 clusters Score: Raw -57653.594324 + Penalty 2057.738101 = -55595.856223 nChanged 1 SP:Iteration 9Q (7158.877555 sec): 3 clusters Score: Raw -57655.367071 + Penalty 2057.738101 = -55597.628970 nChanged 0 SP:Iteration 10F (7158.880968 sec): 3 clusters Score: Raw -57655.367071 + Penalty 2057.738101 = -55597.628970 nChanged 0 Trying to split cluster 24 (2461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7158.911012 sec): 2 clusters Score: Raw -299482.803052 + Penalty 1268.852496 = -298213.950556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7158.955082 sec): 3 clusters Score: Raw -298421.266335 + Penalty 2537.704991 = -295883.561344 nChanged 852 SP:Iteration 1F (7159.003348 sec): 3 clusters Score: Raw -298966.707062 + Penalty 2537.704991 = -296429.002071 nChanged 216 SP:Iteration 2F (7159.054055 sec): 3 clusters Score: Raw -299145.795213 + Penalty 2537.704991 = -296608.090222 nChanged 144 SP:Iteration 3F (7159.087278 sec): 3 clusters Score: Raw -299238.913207 + Penalty 2537.704991 = -296701.208216 nChanged 102 SP:Iteration 4Q (7159.133505 sec): 3 clusters Score: Raw -299295.689320 + Penalty 2537.704991 = -296757.984328 nChanged 90 SP:Iteration 5Q (7159.174495 sec): 3 clusters Score: Raw -299366.611745 + Penalty 2537.704991 = -296828.906754 nChanged 84 SP:Iteration 6Q (7159.225109 sec): 3 clusters Score: Raw -299452.919839 + Penalty 2537.704991 = -296915.214848 nChanged 90 SP:Iteration 7Q (7159.274430 sec): 3 clusters Score: Raw -299506.836615 + Penalty 2537.704991 = -296969.131623 nChanged 66 SP:Iteration 8Q (7159.322278 sec): 3 clusters Score: Raw -299555.275640 + Penalty 2537.704991 = -297017.570649 nChanged 57 SP:Iteration 9Q (7159.368457 sec): 3 clusters Score: Raw -299591.331044 + Penalty 2537.704991 = -297053.626053 nChanged 47 SP:Iteration 10Q (7159.409929 sec): 3 clusters Score: Raw -299623.550324 + Penalty 2537.704991 = -297085.845332 nChanged 42 SP:Iteration 11Q (7159.457445 sec): 3 clusters Score: Raw -299640.741919 + Penalty 2537.704991 = -297103.036927 nChanged 27 SP:Iteration 12Q (7159.506254 sec): 3 clusters Score: Raw -299656.157370 + Penalty 2537.704991 = -297118.452379 nChanged 25 SP:Iteration 13Q (7159.545607 sec): 3 clusters Score: Raw -299672.438897 + Penalty 2537.704991 = -297134.733905 nChanged 31 SP:Iteration 14Q (7159.597125 sec): 3 clusters Score: Raw -299690.751570 + Penalty 2537.704991 = -297153.046578 nChanged 27 SP:Iteration 15Q (7159.635311 sec): 3 clusters Score: Raw -299705.080297 + Penalty 2537.704991 = -297167.375306 nChanged 22 SP:Iteration 16Q (7159.675835 sec): 3 clusters Score: Raw -299712.891880 + Penalty 2537.704991 = -297175.186889 nChanged 16 SP:Iteration 17Q (7159.727216 sec): 3 clusters Score: Raw -299720.286858 + Penalty 2537.704991 = -297182.581866 nChanged 16 SP:Iteration 18Q (7159.776816 sec): 3 clusters Score: Raw -299726.290671 + Penalty 2537.704991 = -297188.585679 nChanged 14 SP:Iteration 19Q (7159.818439 sec): 3 clusters Score: Raw -299733.598066 + Penalty 2537.704991 = -297195.893075 nChanged 9 SP:Iteration 20F (7159.870553 sec): 3 clusters Score: Raw -299736.431816 + Penalty 2537.704991 = -297198.726825 nChanged 6 SP:Iteration 21Q (7159.924493 sec): 3 clusters Score: Raw -299738.448892 + Penalty 2537.704991 = -297200.743900 nChanged 9 SP:Iteration 22Q (7159.964716 sec): 3 clusters Score: Raw -299743.685356 + Penalty 2537.704991 = -297205.980365 nChanged 13 SP:Iteration 23Q (7160.026467 sec): 3 clusters Score: Raw -299748.704503 + Penalty 2537.704991 = -297210.999512 nChanged 10 SP:Iteration 24Q (7160.063341 sec): 3 clusters Score: Raw -299752.268863 + Penalty 2537.704991 = -297214.563872 nChanged 7 SP:Iteration 25Q (7160.111107 sec): 3 clusters Score: Raw -299754.732983 + Penalty 2537.704991 = -297217.027992 nChanged 4 SP:Iteration 26Q (7160.157585 sec): 3 clusters Score: Raw -299756.424439 + Penalty 2537.704991 = -297218.719448 nChanged 2 SP:Iteration 27Q (7160.200591 sec): 3 clusters Score: Raw -299757.037227 + Penalty 2537.704991 = -297219.332236 nChanged 2 SP:Iteration 28Q (7160.242115 sec): 3 clusters Score: Raw -299757.656943 + Penalty 2537.704991 = -297219.951952 nChanged 1 SP:Iteration 29Q (7160.283991 sec): 3 clusters Score: Raw -299757.949571 + Penalty 2537.704991 = -297220.244580 nChanged 2 SP:Iteration 30Q (7160.336048 sec): 3 clusters Score: Raw -299759.504016 + Penalty 2537.704991 = -297221.799025 nChanged 3 SP:Iteration 31Q (7160.347172 sec): 3 clusters Score: Raw -299760.849997 + Penalty 2537.704991 = -297223.145005 nChanged 2 SP:Iteration 32Q (7160.401183 sec): 3 clusters Score: Raw -299761.486779 + Penalty 2537.704991 = -297223.781787 nChanged 2 SP:Iteration 33Q (7160.454755 sec): 3 clusters Score: Raw -299762.090574 + Penalty 2537.704991 = -297224.385582 nChanged 3 SP:Iteration 34Q (7160.503167 sec): 3 clusters Score: Raw -299763.342345 + Penalty 2537.704991 = -297225.637354 nChanged 3 SP:Iteration 35Q (7160.549843 sec): 3 clusters Score: Raw -299764.522722 + Penalty 2537.704991 = -297226.817731 nChanged 2 SP:Iteration 36Q (7160.598332 sec): 3 clusters Score: Raw -299764.935514 + Penalty 2537.704991 = -297227.230523 nChanged 1 SP:Iteration 37Q (7160.652285 sec): 3 clusters Score: Raw -299765.223235 + Penalty 2537.704991 = -297227.518244 nChanged 2 SP:Iteration 38Q (7160.698523 sec): 3 clusters Score: Raw -299766.939029 + Penalty 2537.704991 = -297229.234037 nChanged 1 SP:Iteration 39Q (7160.749738 sec): 3 clusters Score: Raw -299767.099277 + Penalty 2537.704991 = -297229.394286 nChanged 1 SP:Iteration 40F (7160.803191 sec): 3 clusters Score: Raw -299767.336204 + Penalty 2537.704991 = -297229.631212 nChanged 1 SP:Iteration 41Q (7160.850226 sec): 3 clusters Score: Raw -299767.791338 + Penalty 2537.704991 = -297230.086347 nChanged 0 SP:Iteration 42F (7160.902311 sec): 3 clusters Score: Raw -299767.791338 + Penalty 2537.704991 = -297230.086347 nChanged 0 Trying to split cluster 25 (15428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7160.945347 sec): 2 clusters Score: Raw -1840755.962044 + Penalty 1567.140139 = -1839188.821904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7161.023793 sec): 3 clusters Score: Raw -1831638.095740 + Penalty 3134.280279 = -1828503.815461 nChanged 6918 SP:Iteration 1F (7161.099083 sec): 3 clusters Score: Raw -1835671.464130 + Penalty 3134.280279 = -1832537.183851 nChanged 1055 SP:Iteration 2F (7161.175021 sec): 3 clusters Score: Raw -1836229.435486 + Penalty 3134.280279 = -1833095.155208 nChanged 1002 SP:Iteration 3F (7161.241463 sec): 3 clusters Score: Raw -1836805.349145 + Penalty 3134.280279 = -1833671.068867 nChanged 944 SP:Iteration 4F (7161.297477 sec): 3 clusters Score: Raw -1837416.706352 + Penalty 3134.280279 = -1834282.426073 nChanged 1008 SP:Iteration 5F (7161.371504 sec): 3 clusters Score: Raw -1838091.287243 + Penalty 3134.280279 = -1834957.006964 nChanged 998 SP:Iteration 6F (7161.442567 sec): 3 clusters Score: Raw -1838763.720523 + Penalty 3134.280279 = -1835629.440244 nChanged 858 SP:Iteration 7F (7161.507416 sec): 3 clusters Score: Raw -1839324.265853 + Penalty 3134.280279 = -1836189.985574 nChanged 676 SP:Iteration 8Q (7161.585851 sec): 3 clusters Score: Raw -1839798.691325 + Penalty 3134.280279 = -1836664.411046 nChanged 582 SP:Iteration 9Q (7161.652948 sec): 3 clusters Score: Raw -1840219.299929 + Penalty 3134.280279 = -1837085.019650 nChanged 468 SP:Iteration 10Q (7161.719187 sec): 3 clusters Score: Raw -1840548.372374 + Penalty 3134.280279 = -1837414.092095 nChanged 392 SP:Iteration 11Q (7161.795230 sec): 3 clusters Score: Raw -1840838.379978 + Penalty 3134.280279 = -1837704.099699 nChanged 303 SP:Iteration 12Q (7161.866625 sec): 3 clusters Score: Raw -1841039.420966 + Penalty 3134.280279 = -1837905.140687 nChanged 260 SP:Iteration 13Q (7161.930233 sec): 3 clusters Score: Raw -1841218.835121 + Penalty 3134.280279 = -1838084.554842 nChanged 212 SP:Iteration 14Q (7161.997696 sec): 3 clusters Score: Raw -1841355.917728 + Penalty 3134.280279 = -1838221.637449 nChanged 164 SP:Iteration 15Q (7162.061529 sec): 3 clusters Score: Raw -1841453.972051 + Penalty 3134.280279 = -1838319.691773 nChanged 139 SP:Iteration 16Q (7162.131004 sec): 3 clusters Score: Raw -1841527.669456 + Penalty 3134.280279 = -1838393.389177 nChanged 108 SP:Iteration 17Q (7162.194673 sec): 3 clusters Score: Raw -1841578.763107 + Penalty 3134.280279 = -1838444.482828 nChanged 90 SP:Iteration 18Q (7162.253227 sec): 3 clusters Score: Raw -1841615.051782 + Penalty 3134.280279 = -1838480.771503 nChanged 69 SP:Iteration 19Q (7162.320454 sec): 3 clusters Score: Raw -1841643.477723 + Penalty 3134.280279 = -1838509.197445 nChanged 54 SP:Iteration 20F (7162.391789 sec): 3 clusters Score: Raw -1841669.339225 + Penalty 3134.280279 = -1838535.058947 nChanged 54 SP:Iteration 21Q (7162.460469 sec): 3 clusters Score: Raw -1841698.506581 + Penalty 3134.280279 = -1838564.226302 nChanged 46 SP:Iteration 22Q (7162.524637 sec): 3 clusters Score: Raw -1841714.671893 + Penalty 3134.280279 = -1838580.391614 nChanged 33 SP:Iteration 23Q (7162.592133 sec): 3 clusters Score: Raw -1841724.744647 + Penalty 3134.280279 = -1838590.464368 nChanged 24 SP:Iteration 24Q (7162.658672 sec): 3 clusters Score: Raw -1841732.334182 + Penalty 3134.280279 = -1838598.053904 nChanged 23 SP:Iteration 25Q (7162.709214 sec): 3 clusters Score: Raw -1841739.730186 + Penalty 3134.280279 = -1838605.449908 nChanged 21 SP:Iteration 26Q (7162.764961 sec): 3 clusters Score: Raw -1841745.948458 + Penalty 3134.280279 = -1838611.668179 nChanged 22 SP:Iteration 27Q (7162.829009 sec): 3 clusters Score: Raw -1841751.618484 + Penalty 3134.280279 = -1838617.338206 nChanged 13 SP:Iteration 28Q (7162.898670 sec): 3 clusters Score: Raw -1841755.942029 + Penalty 3134.280279 = -1838621.661750 nChanged 11 SP:Iteration 29Q (7162.966226 sec): 3 clusters Score: Raw -1841759.108772 + Penalty 3134.280279 = -1838624.828494 nChanged 8 SP:Iteration 30Q (7163.015965 sec): 3 clusters Score: Raw -1841761.345883 + Penalty 3134.280279 = -1838627.065604 nChanged 4 SP:Iteration 31Q (7163.073969 sec): 3 clusters Score: Raw -1841762.008610 + Penalty 3134.280279 = -1838627.728332 nChanged 2 SP:Iteration 32Q (7163.133255 sec): 3 clusters Score: Raw -1841762.516151 + Penalty 3134.280279 = -1838628.235872 nChanged 0 SP:Iteration 33F (7163.206495 sec): 3 clusters Score: Raw -1841762.516151 + Penalty 3134.280279 = -1838628.235872 nChanged 0 Trying to split cluster 26 (4347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7163.226786 sec): 2 clusters Score: Raw -514019.257055 + Penalty 1361.301700 = -512657.955355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7163.276069 sec): 3 clusters Score: Raw -511850.764745 + Penalty 2722.603400 = -509128.161345 nChanged 1704 SP:Iteration 1F (7163.324936 sec): 3 clusters Score: Raw -512942.229547 + Penalty 2722.603400 = -510219.626147 nChanged 432 SP:Iteration 2F (7163.376368 sec): 3 clusters Score: Raw -513328.848987 + Penalty 2722.603400 = -510606.245587 nChanged 376 SP:Iteration 3F (7163.420044 sec): 3 clusters Score: Raw -513732.205751 + Penalty 2722.603400 = -511009.602351 nChanged 340 SP:Iteration 4F (7163.479409 sec): 3 clusters Score: Raw -514129.372303 + Penalty 2722.603400 = -511406.768903 nChanged 283 SP:Iteration 5F (7163.530812 sec): 3 clusters Score: Raw -514381.362142 + Penalty 2722.603400 = -511658.758742 nChanged 192 SP:Iteration 6Q (7163.575705 sec): 3 clusters Score: Raw -514519.259218 + Penalty 2722.603400 = -511796.655818 nChanged 136 SP:Iteration 7Q (7163.626897 sec): 3 clusters Score: Raw -514636.777586 + Penalty 2722.603400 = -511914.174186 nChanged 98 SP:Iteration 8Q (7163.679738 sec): 3 clusters Score: Raw -514722.432873 + Penalty 2722.603400 = -511999.829473 nChanged 94 SP:Iteration 9Q (7163.720922 sec): 3 clusters Score: Raw -514801.575396 + Penalty 2722.603400 = -512078.971996 nChanged 77 SP:Iteration 10Q (7163.767508 sec): 3 clusters Score: Raw -514849.983028 + Penalty 2722.603400 = -512127.379628 nChanged 63 SP:Iteration 11Q (7163.819845 sec): 3 clusters Score: Raw -514883.606393 + Penalty 2722.603400 = -512161.002993 nChanged 42 SP:Iteration 12Q (7163.868019 sec): 3 clusters Score: Raw -514899.416841 + Penalty 2722.603400 = -512176.813441 nChanged 36 SP:Iteration 13Q (7163.911023 sec): 3 clusters Score: Raw -514912.843618 + Penalty 2722.603400 = -512190.240218 nChanged 34 SP:Iteration 14Q (7163.963330 sec): 3 clusters Score: Raw -514923.018046 + Penalty 2722.603400 = -512200.414646 nChanged 22 SP:Iteration 15Q (7164.015242 sec): 3 clusters Score: Raw -514930.562995 + Penalty 2722.603400 = -512207.959595 nChanged 21 SP:Iteration 16Q (7164.061937 sec): 3 clusters Score: Raw -514937.729175 + Penalty 2722.603400 = -512215.125775 nChanged 19 SP:Iteration 17Q (7164.106253 sec): 3 clusters Score: Raw -514941.449256 + Penalty 2722.603400 = -512218.845856 nChanged 8 SP:Iteration 18Q (7164.156884 sec): 3 clusters Score: Raw -514942.777013 + Penalty 2722.603400 = -512220.173613 nChanged 8 SP:Iteration 19Q (7164.209811 sec): 3 clusters Score: Raw -514945.040472 + Penalty 2722.603400 = -512222.437072 nChanged 11 SP:Iteration 20F (7164.257368 sec): 3 clusters Score: Raw -514946.948493 + Penalty 2722.603400 = -512224.345093 nChanged 8 SP:Iteration 21Q (7164.299880 sec): 3 clusters Score: Raw -514948.827257 + Penalty 2722.603400 = -512226.223857 nChanged 8 SP:Iteration 22Q (7164.353309 sec): 3 clusters Score: Raw -514951.752020 + Penalty 2722.603400 = -512229.148620 nChanged 7 SP:Iteration 23Q (7164.393054 sec): 3 clusters Score: Raw -514953.582843 + Penalty 2722.603400 = -512230.979443 nChanged 4 SP:Iteration 24Q (7164.432836 sec): 3 clusters Score: Raw -514954.582487 + Penalty 2722.603400 = -512231.979087 nChanged 3 SP:Iteration 25Q (7164.480108 sec): 3 clusters Score: Raw -514955.136456 + Penalty 2722.603400 = -512232.533056 nChanged 1 SP:Iteration 26Q (7164.528620 sec): 3 clusters Score: Raw -514955.318619 + Penalty 2722.603400 = -512232.715219 nChanged 0 SP:Iteration 27F (7164.579681 sec): 3 clusters Score: Raw -514955.318619 + Penalty 2722.603400 = -512232.715219 nChanged 0 Trying to split cluster 27 (5878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7164.624367 sec): 2 clusters Score: Raw -712436.931966 + Penalty 1410.332925 = -711026.599041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7164.672595 sec): 3 clusters Score: Raw -709293.499829 + Penalty 2820.665850 = -706472.833978 nChanged 2432 SP:Iteration 1F (7164.719891 sec): 3 clusters Score: Raw -710722.521196 + Penalty 2820.665850 = -707901.855346 nChanged 518 SP:Iteration 2F (7164.768031 sec): 3 clusters Score: Raw -711150.969508 + Penalty 2820.665850 = -708330.303658 nChanged 477 SP:Iteration 3F (7164.829056 sec): 3 clusters Score: Raw -711586.999302 + Penalty 2820.665850 = -708766.333452 nChanged 424 SP:Iteration 4F (7164.869580 sec): 3 clusters Score: Raw -712032.358760 + Penalty 2820.665850 = -709211.692910 nChanged 396 SP:Iteration 5F (7164.923749 sec): 3 clusters Score: Raw -712411.041972 + Penalty 2820.665850 = -709590.376122 nChanged 348 SP:Iteration 6F (7164.973634 sec): 3 clusters Score: Raw -712702.576004 + Penalty 2820.665850 = -709881.910154 nChanged 251 SP:Iteration 7Q (7165.019361 sec): 3 clusters Score: Raw -712875.313986 + Penalty 2820.665850 = -710054.648136 nChanged 182 SP:Iteration 8Q (7165.070848 sec): 3 clusters Score: Raw -712969.698686 + Penalty 2820.665850 = -710149.032836 nChanged 122 SP:Iteration 9Q (7165.132768 sec): 3 clusters Score: Raw -713016.433874 + Penalty 2820.665850 = -710195.768024 nChanged 88 SP:Iteration 10Q (7165.183017 sec): 3 clusters Score: Raw -713054.894453 + Penalty 2820.665850 = -710234.228602 nChanged 73 SP:Iteration 11Q (7165.231866 sec): 3 clusters Score: Raw -713079.976262 + Penalty 2820.665850 = -710259.310412 nChanged 59 SP:Iteration 12Q (7165.286342 sec): 3 clusters Score: Raw -713101.385734 + Penalty 2820.665850 = -710280.719884 nChanged 52 SP:Iteration 13Q (7165.330765 sec): 3 clusters Score: Raw -713114.253320 + Penalty 2820.665850 = -710293.587469 nChanged 36 SP:Iteration 14Q (7165.380995 sec): 3 clusters Score: Raw -713124.655983 + Penalty 2820.665850 = -710303.990132 nChanged 36 SP:Iteration 15Q (7165.437681 sec): 3 clusters Score: Raw -713133.765030 + Penalty 2820.665850 = -710313.099180 nChanged 21 SP:Iteration 16Q (7165.475433 sec): 3 clusters Score: Raw -713138.241505 + Penalty 2820.665850 = -710317.575655 nChanged 22 SP:Iteration 17Q (7165.529136 sec): 3 clusters Score: Raw -713142.657414 + Penalty 2820.665850 = -710321.991563 nChanged 19 SP:Iteration 18Q (7165.578777 sec): 3 clusters Score: Raw -713147.345643 + Penalty 2820.665850 = -710326.679792 nChanged 15 SP:Iteration 19Q (7165.622908 sec): 3 clusters Score: Raw -713150.330950 + Penalty 2820.665850 = -710329.665100 nChanged 15 SP:Iteration 20F (7165.674822 sec): 3 clusters Score: Raw -713152.578644 + Penalty 2820.665850 = -710331.912794 nChanged 12 SP:Iteration 21Q (7165.731560 sec): 3 clusters Score: Raw -713155.202896 + Penalty 2820.665850 = -710334.537046 nChanged 11 SP:Iteration 22Q (7165.791512 sec): 3 clusters Score: Raw -713158.490011 + Penalty 2820.665850 = -710337.824161 nChanged 13 SP:Iteration 23Q (7165.836302 sec): 3 clusters Score: Raw -713160.947965 + Penalty 2820.665850 = -710340.282115 nChanged 10 SP:Iteration 24Q (7165.883011 sec): 3 clusters Score: Raw -713163.181916 + Penalty 2820.665850 = -710342.516066 nChanged 12 SP:Iteration 25Q (7165.941183 sec): 3 clusters Score: Raw -713165.342041 + Penalty 2820.665850 = -710344.676191 nChanged 6 SP:Iteration 26Q (7165.990840 sec): 3 clusters Score: Raw -713166.303008 + Penalty 2820.665850 = -710345.637158 nChanged 5 SP:Iteration 27Q (7166.042009 sec): 3 clusters Score: Raw -713167.056605 + Penalty 2820.665850 = -710346.390755 nChanged 3 SP:Iteration 28Q (7166.091117 sec): 3 clusters Score: Raw -713167.606834 + Penalty 2820.665850 = -710346.940984 nChanged 6 SP:Iteration 29Q (7166.140068 sec): 3 clusters Score: Raw -713168.459794 + Penalty 2820.665850 = -710347.793944 nChanged 4 SP:Iteration 30Q (7166.191801 sec): 3 clusters Score: Raw -713168.956676 + Penalty 2820.665850 = -710348.290826 nChanged 7 SP:Iteration 31Q (7166.239323 sec): 3 clusters Score: Raw -713169.703005 + Penalty 2820.665850 = -710349.037155 nChanged 2 SP:Iteration 32Q (7166.295925 sec): 3 clusters Score: Raw -713170.005250 + Penalty 2820.665850 = -710349.339400 nChanged 4 SP:Iteration 33Q (7166.357584 sec): 3 clusters Score: Raw -713170.826651 + Penalty 2820.665850 = -710350.160801 nChanged 5 SP:Iteration 34Q (7166.399235 sec): 3 clusters Score: Raw -713171.624559 + Penalty 2820.665850 = -710350.958709 nChanged 5 SP:Iteration 35Q (7166.454176 sec): 3 clusters Score: Raw -713172.483765 + Penalty 2820.665850 = -710351.817915 nChanged 3 SP:Iteration 36Q (7166.510053 sec): 3 clusters Score: Raw -713172.772952 + Penalty 2820.665850 = -710352.107102 nChanged 2 SP:Iteration 37Q (7166.552647 sec): 3 clusters Score: Raw -713173.228725 + Penalty 2820.665850 = -710352.562875 nChanged 5 SP:Iteration 38Q (7166.608283 sec): 3 clusters Score: Raw -713174.255018 + Penalty 2820.665850 = -710353.589168 nChanged 5 SP:Iteration 39Q (7166.664146 sec): 3 clusters Score: Raw -713175.812118 + Penalty 2820.665850 = -710355.146268 nChanged 5 SP:Iteration 40F (7166.713643 sec): 3 clusters Score: Raw -713176.761048 + Penalty 2820.665850 = -710356.095198 nChanged 4 SP:Iteration 41Q (7166.760089 sec): 3 clusters Score: Raw -713177.681957 + Penalty 2820.665850 = -710357.016107 nChanged 4 SP:Iteration 42Q (7166.799631 sec): 3 clusters Score: Raw -713178.152847 + Penalty 2820.665850 = -710357.486996 nChanged 4 SP:Iteration 43Q (7166.856109 sec): 3 clusters Score: Raw -713178.952088 + Penalty 2820.665850 = -710358.286238 nChanged 6 SP:Iteration 44Q (7166.914375 sec): 3 clusters Score: Raw -713179.603506 + Penalty 2820.665850 = -710358.937656 nChanged 3 SP:Iteration 45Q (7166.955366 sec): 3 clusters Score: Raw -713179.893683 + Penalty 2820.665850 = -710359.227832 nChanged 3 SP:Iteration 46Q (7167.002757 sec): 3 clusters Score: Raw -713180.438555 + Penalty 2820.665850 = -710359.772705 nChanged 1 SP:Iteration 47Q (7167.060739 sec): 3 clusters Score: Raw -713180.806436 + Penalty 2820.665850 = -710360.140586 nChanged 1 SP:Iteration 48Q (7167.117969 sec): 3 clusters Score: Raw -713180.934289 + Penalty 2820.665850 = -710360.268439 nChanged 0 SP:Iteration 49F (7167.158699 sec): 3 clusters Score: Raw -713180.934289 + Penalty 2820.665850 = -710360.268439 nChanged 0 Trying to split cluster 28 (16657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7167.212076 sec): 2 clusters Score: Raw -2098636.016603 + Penalty 1579.595197 = -2097056.421406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7167.283377 sec): 3 clusters Score: Raw -2088846.861524 + Penalty 3159.190394 = -2085687.671130 nChanged 7514 SP:Iteration 1F (7167.358084 sec): 3 clusters Score: Raw -2093198.189880 + Penalty 3159.190394 = -2090038.999486 nChanged 1036 SP:Iteration 2F (7167.424990 sec): 3 clusters Score: Raw -2093748.001478 + Penalty 3159.190394 = -2090588.811084 nChanged 939 SP:Iteration 3F (7167.472409 sec): 3 clusters Score: Raw -2094184.445051 + Penalty 3159.190394 = -2091025.254657 nChanged 806 SP:Iteration 4Q (7167.549019 sec): 3 clusters Score: Raw -2094561.929922 + Penalty 3159.190394 = -2091402.739528 nChanged 757 SP:Iteration 5Q (7167.610888 sec): 3 clusters Score: Raw -2094930.962523 + Penalty 3159.190394 = -2091771.772129 nChanged 731 SP:Iteration 6Q (7167.675080 sec): 3 clusters Score: Raw -2095306.064498 + Penalty 3159.190394 = -2092146.874104 nChanged 728 SP:Iteration 7Q (7167.758844 sec): 3 clusters Score: Raw -2095702.744175 + Penalty 3159.190394 = -2092543.553781 nChanged 732 SP:Iteration 8Q (7167.816635 sec): 3 clusters Score: Raw -2096118.735341 + Penalty 3159.190394 = -2092959.544947 nChanged 718 SP:Iteration 9Q (7167.889450 sec): 3 clusters Score: Raw -2096557.425476 + Penalty 3159.190394 = -2093398.235082 nChanged 703 SP:Iteration 10Q (7167.961528 sec): 3 clusters Score: Raw -2097010.037842 + Penalty 3159.190394 = -2093850.847448 nChanged 647 SP:Iteration 11Q (7168.024138 sec): 3 clusters Score: Raw -2097458.562582 + Penalty 3159.190394 = -2094299.372188 nChanged 561 SP:Iteration 12Q (7168.089888 sec): 3 clusters Score: Raw -2097867.481381 + Penalty 3159.190394 = -2094708.290987 nChanged 448 SP:Iteration 13Q (7168.155642 sec): 3 clusters Score: Raw -2098226.241141 + Penalty 3159.190394 = -2095067.050747 nChanged 327 SP:Iteration 14Q (7168.228553 sec): 3 clusters Score: Raw -2098487.266724 + Penalty 3159.190394 = -2095328.076330 nChanged 191 SP:Iteration 15Q (7168.294657 sec): 3 clusters Score: Raw -2098641.033175 + Penalty 3159.190394 = -2095481.842781 nChanged 113 SP:Iteration 16Q (7168.377276 sec): 3 clusters Score: Raw -2098742.925125 + Penalty 3159.190394 = -2095583.734731 nChanged 72 SP:Iteration 17Q (7168.447797 sec): 3 clusters Score: Raw -2098801.521222 + Penalty 3159.190394 = -2095642.330828 nChanged 38 SP:Iteration 18Q (7168.518447 sec): 3 clusters Score: Raw -2098832.022370 + Penalty 3159.190394 = -2095672.831977 nChanged 37 SP:Iteration 19Q (7168.588119 sec): 3 clusters Score: Raw -2098864.480520 + Penalty 3159.190394 = -2095705.290126 nChanged 26 SP:Iteration 20F (7168.663058 sec): 3 clusters Score: Raw -2098888.440974 + Penalty 3159.190394 = -2095729.250580 nChanged 26 SP:Iteration 21Q (7168.724995 sec): 3 clusters Score: Raw -2098907.017710 + Penalty 3159.190394 = -2095747.827316 nChanged 16 SP:Iteration 22Q (7168.799827 sec): 3 clusters Score: Raw -2098917.791870 + Penalty 3159.190394 = -2095758.601476 nChanged 8 SP:Iteration 23Q (7168.864917 sec): 3 clusters Score: Raw -2098922.796273 + Penalty 3159.190394 = -2095763.605879 nChanged 6 SP:Iteration 24Q (7168.936301 sec): 3 clusters Score: Raw -2098926.478623 + Penalty 3159.190394 = -2095767.288229 nChanged 7 SP:Iteration 25Q (7169.006392 sec): 3 clusters Score: Raw -2098930.002330 + Penalty 3159.190394 = -2095770.811936 nChanged 5 SP:Iteration 26Q (7169.077779 sec): 3 clusters Score: Raw -2098932.737961 + Penalty 3159.190394 = -2095773.547568 nChanged 3 SP:Iteration 27Q (7169.145464 sec): 3 clusters Score: Raw -2098934.788359 + Penalty 3159.190394 = -2095775.597965 nChanged 3 SP:Iteration 28Q (7169.216805 sec): 3 clusters Score: Raw -2098937.491011 + Penalty 3159.190394 = -2095778.300617 nChanged 4 SP:Iteration 29Q (7169.279571 sec): 3 clusters Score: Raw -2098942.229796 + Penalty 3159.190394 = -2095783.039402 nChanged 5 SP:Iteration 30Q (7169.349784 sec): 3 clusters Score: Raw -2098946.911280 + Penalty 3159.190394 = -2095787.720886 nChanged 6 SP:Iteration 31Q (7169.410130 sec): 3 clusters Score: Raw -2098951.168295 + Penalty 3159.190394 = -2095791.977901 nChanged 4 SP:Iteration 32Q (7169.487919 sec): 3 clusters Score: Raw -2098953.940513 + Penalty 3159.190394 = -2095794.750119 nChanged 2 SP:Iteration 33Q (7169.544018 sec): 3 clusters Score: Raw -2098955.896365 + Penalty 3159.190394 = -2095796.705971 nChanged 2 SP:Iteration 34Q (7169.584134 sec): 3 clusters Score: Raw -2098958.213142 + Penalty 3159.190394 = -2095799.022748 nChanged 2 SP:Iteration 35Q (7169.645831 sec): 3 clusters Score: Raw -2098961.105718 + Penalty 3159.190394 = -2095801.915324 nChanged 3 SP:Iteration 36Q (7169.711572 sec): 3 clusters Score: Raw -2098963.687833 + Penalty 3159.190394 = -2095804.497439 nChanged 0 SP:Iteration 37F (7169.770949 sec): 3 clusters Score: Raw -2098963.687833 + Penalty 3159.190394 = -2095804.497439 nChanged 0 Trying to split cluster 29 (4331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7169.795256 sec): 2 clusters Score: Raw -510696.188577 + Penalty 1360.702483 = -509335.486094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7169.844348 sec): 3 clusters Score: Raw -508532.173459 + Penalty 2721.404966 = -505810.768493 nChanged 1656 SP:Iteration 1F (7169.889945 sec): 3 clusters Score: Raw -509469.747653 + Penalty 2721.404966 = -506748.342688 nChanged 296 SP:Iteration 2F (7169.948657 sec): 3 clusters Score: Raw -509652.452087 + Penalty 2721.404966 = -506931.047121 nChanged 243 SP:Iteration 3F (7169.998016 sec): 3 clusters Score: Raw -509819.301587 + Penalty 2721.404966 = -507097.896621 nChanged 245 SP:Iteration 4F (7170.047582 sec): 3 clusters Score: Raw -510013.869349 + Penalty 2721.404966 = -507292.464383 nChanged 257 SP:Iteration 5F (7170.082711 sec): 3 clusters Score: Raw -510244.090706 + Penalty 2721.404966 = -507522.685740 nChanged 281 SP:Iteration 6F (7170.135167 sec): 3 clusters Score: Raw -510506.642785 + Penalty 2721.404966 = -507785.237819 nChanged 256 SP:Iteration 7F (7170.174292 sec): 3 clusters Score: Raw -510763.625436 + Penalty 2721.404966 = -508042.220470 nChanged 203 SP:Iteration 8Q (7170.222991 sec): 3 clusters Score: Raw -510949.145351 + Penalty 2721.404966 = -508227.740386 nChanged 189 SP:Iteration 9Q (7170.266881 sec): 3 clusters Score: Raw -511103.970307 + Penalty 2721.404966 = -508382.565342 nChanged 151 SP:Iteration 10Q (7170.310277 sec): 3 clusters Score: Raw -511221.662248 + Penalty 2721.404966 = -508500.257282 nChanged 117 SP:Iteration 11Q (7170.361226 sec): 3 clusters Score: Raw -511304.521348 + Penalty 2721.404966 = -508583.116383 nChanged 105 SP:Iteration 12Q (7170.404883 sec): 3 clusters Score: Raw -511373.328998 + Penalty 2721.404966 = -508651.924032 nChanged 85 SP:Iteration 13Q (7170.450448 sec): 3 clusters Score: Raw -511430.970838 + Penalty 2721.404966 = -508709.565873 nChanged 85 SP:Iteration 14Q (7170.499481 sec): 3 clusters Score: Raw -511483.872254 + Penalty 2721.404966 = -508762.467288 nChanged 74 SP:Iteration 15Q (7170.544368 sec): 3 clusters Score: Raw -511524.523015 + Penalty 2721.404966 = -508803.118049 nChanged 59 SP:Iteration 16Q (7170.598513 sec): 3 clusters Score: Raw -511559.360205 + Penalty 2721.404966 = -508837.955239 nChanged 50 SP:Iteration 17Q (7170.652394 sec): 3 clusters Score: Raw -511582.149320 + Penalty 2721.404966 = -508860.744354 nChanged 33 SP:Iteration 18Q (7170.692145 sec): 3 clusters Score: Raw -511597.291240 + Penalty 2721.404966 = -508875.886274 nChanged 37 SP:Iteration 19Q (7170.736258 sec): 3 clusters Score: Raw -511614.001132 + Penalty 2721.404966 = -508892.596166 nChanged 36 SP:Iteration 20F (7170.782802 sec): 3 clusters Score: Raw -511626.808966 + Penalty 2721.404966 = -508905.404000 nChanged 23 SP:Iteration 21Q (7170.835902 sec): 3 clusters Score: Raw -511633.472368 + Penalty 2721.404966 = -508912.067402 nChanged 15 SP:Iteration 22Q (7170.878540 sec): 3 clusters Score: Raw -511639.983977 + Penalty 2721.404966 = -508918.579011 nChanged 21 SP:Iteration 23Q (7170.916359 sec): 3 clusters Score: Raw -511648.722417 + Penalty 2721.404966 = -508927.317451 nChanged 15 SP:Iteration 24Q (7170.949786 sec): 3 clusters Score: Raw -511653.003187 + Penalty 2721.404966 = -508931.598222 nChanged 10 SP:Iteration 25Q (7170.998575 sec): 3 clusters Score: Raw -511655.937748 + Penalty 2721.404966 = -508934.532782 nChanged 8 SP:Iteration 26Q (7171.046173 sec): 3 clusters Score: Raw -511658.216674 + Penalty 2721.404966 = -508936.811708 nChanged 6 SP:Iteration 27Q (7171.093815 sec): 3 clusters Score: Raw -511660.277683 + Penalty 2721.404966 = -508938.872718 nChanged 1 SP:Iteration 28Q (7171.128474 sec): 3 clusters Score: Raw -511660.392354 + Penalty 2721.404966 = -508938.987388 nChanged 1 SP:Iteration 29Q (7171.182033 sec): 3 clusters Score: Raw -511660.454935 + Penalty 2721.404966 = -508939.049969 nChanged 0 SP:Iteration 30F (7171.226715 sec): 3 clusters Score: Raw -511660.454935 + Penalty 2721.404966 = -508939.049969 nChanged 0 Trying to split cluster 30 (130572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7171.430643 sec): 2 clusters Score: Raw -16162438.808740 + Penalty 1914.198013 = -16160524.610727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7171.674476 sec): 3 clusters Score: Raw -16077167.609891 + Penalty 3828.396025 = -16073339.213866 nChanged 62629 SP:Iteration 1F (7171.910022 sec): 3 clusters Score: Raw -16115436.854953 + Penalty 3828.396025 = -16111608.458928 nChanged 5810 SP:Iteration 2Q (7172.176342 sec): 3 clusters Score: Raw -16117663.327767 + Penalty 3828.396025 = -16113834.931742 nChanged 6868 SP:Iteration 3F (7172.437351 sec): 3 clusters Score: Raw -16120957.733756 + Penalty 3828.396025 = -16117129.337731 nChanged 8122 SP:Iteration 4F (7172.705489 sec): 3 clusters Score: Raw -16125796.941830 + Penalty 3828.396025 = -16121968.545804 nChanged 9161 SP:Iteration 5F (7172.951024 sec): 3 clusters Score: Raw -16132150.643185 + Penalty 3828.396025 = -16128322.247159 nChanged 9203 SP:Iteration 6F (7173.203289 sec): 3 clusters Score: Raw -16139272.546079 + Penalty 3828.396025 = -16135444.150054 nChanged 8205 SP:Iteration 7F (7173.464164 sec): 3 clusters Score: Raw -16146259.455117 + Penalty 3828.396025 = -16142431.059092 nChanged 6494 SP:Iteration 8Q (7173.717224 sec): 3 clusters Score: Raw -16151852.338482 + Penalty 3828.396025 = -16148023.942456 nChanged 4570 SP:Iteration 9Q (7173.971946 sec): 3 clusters Score: Raw -16155615.503645 + Penalty 3828.396025 = -16151787.107619 nChanged 3108 SP:Iteration 10Q (7174.204016 sec): 3 clusters Score: Raw -16157980.538359 + Penalty 3828.396025 = -16154152.142334 nChanged 2211 SP:Iteration 11Q (7174.428153 sec): 3 clusters Score: Raw -16159443.692453 + Penalty 3828.396025 = -16155615.296427 nChanged 1610 SP:Iteration 12Q (7174.650471 sec): 3 clusters Score: Raw -16160389.616401 + Penalty 3828.396025 = -16156561.220375 nChanged 1253 SP:Iteration 13Q (7174.868282 sec): 3 clusters Score: Raw -16161077.097979 + Penalty 3828.396025 = -16157248.701954 nChanged 980 SP:Iteration 14Q (7175.083737 sec): 3 clusters Score: Raw -16161557.335324 + Penalty 3828.396025 = -16157728.939298 nChanged 755 SP:Iteration 15Q (7175.298448 sec): 3 clusters Score: Raw -16161900.998529 + Penalty 3828.396025 = -16158072.602503 nChanged 598 SP:Iteration 16Q (7175.511036 sec): 3 clusters Score: Raw -16162179.462769 + Penalty 3828.396025 = -16158351.066744 nChanged 503 SP:Iteration 17Q (7175.712916 sec): 3 clusters Score: Raw -16162404.964424 + Penalty 3828.396025 = -16158576.568399 nChanged 386 SP:Iteration 18Q (7175.918828 sec): 3 clusters Score: Raw -16162573.775127 + Penalty 3828.396025 = -16158745.379102 nChanged 289 SP:Iteration 19Q (7176.117119 sec): 3 clusters Score: Raw -16162695.123164 + Penalty 3828.396025 = -16158866.727139 nChanged 218 SP:Iteration 20F (7176.355007 sec): 3 clusters Score: Raw -16162789.546357 + Penalty 3828.396025 = -16158961.150332 nChanged 160 SP:Iteration 21Q (7176.556192 sec): 3 clusters Score: Raw -16162857.451038 + Penalty 3828.396025 = -16159029.055013 nChanged 142 SP:Iteration 22Q (7176.775480 sec): 3 clusters Score: Raw -16162915.221225 + Penalty 3828.396025 = -16159086.825200 nChanged 107 SP:Iteration 23Q (7176.984454 sec): 3 clusters Score: Raw -16162952.702910 + Penalty 3828.396025 = -16159124.306884 nChanged 80 SP:Iteration 24Q (7177.186989 sec): 3 clusters Score: Raw -16162979.587809 + Penalty 3828.396025 = -16159151.191783 nChanged 66 SP:Iteration 25Q (7177.400494 sec): 3 clusters Score: Raw -16163003.531589 + Penalty 3828.396025 = -16159175.135564 nChanged 49 SP:Iteration 26Q (7177.596406 sec): 3 clusters Score: Raw -16163018.850535 + Penalty 3828.396025 = -16159190.454510 nChanged 41 SP:Iteration 27Q (7177.807694 sec): 3 clusters Score: Raw -16163033.443506 + Penalty 3828.396025 = -16159205.047481 nChanged 31 SP:Iteration 28Q (7178.018165 sec): 3 clusters Score: Raw -16163041.907548 + Penalty 3828.396025 = -16159213.511523 nChanged 24 SP:Iteration 29Q (7178.237004 sec): 3 clusters Score: Raw -16163048.509387 + Penalty 3828.396025 = -16159220.113362 nChanged 25 SP:Iteration 30Q (7178.441966 sec): 3 clusters Score: Raw -16163054.326438 + Penalty 3828.396025 = -16159225.930413 nChanged 16 SP:Iteration 31Q (7178.657269 sec): 3 clusters Score: Raw -16163058.506858 + Penalty 3828.396025 = -16159230.110833 nChanged 16 SP:Iteration 32Q (7178.879756 sec): 3 clusters Score: Raw -16163062.424856 + Penalty 3828.396025 = -16159234.028831 nChanged 15 SP:Iteration 33Q (7179.081822 sec): 3 clusters Score: Raw -16163066.111748 + Penalty 3828.396025 = -16159237.715723 nChanged 15 SP:Iteration 34Q (7179.290625 sec): 3 clusters Score: Raw -16163069.576564 + Penalty 3828.396025 = -16159241.180539 nChanged 8 SP:Iteration 35Q (7179.490579 sec): 3 clusters Score: Raw -16163071.505692 + Penalty 3828.396025 = -16159243.109667 nChanged 12 SP:Iteration 36Q (7179.681929 sec): 3 clusters Score: Raw -16163075.458356 + Penalty 3828.396025 = -16159247.062331 nChanged 8 SP:Iteration 37Q (7179.891507 sec): 3 clusters Score: Raw -16163076.878921 + Penalty 3828.396025 = -16159248.482895 nChanged 5 SP:Iteration 38Q (7180.099225 sec): 3 clusters Score: Raw -16163077.684141 + Penalty 3828.396025 = -16159249.288116 nChanged 2 SP:Iteration 39Q (7180.304035 sec): 3 clusters Score: Raw -16163077.985081 + Penalty 3828.396025 = -16159249.589055 nChanged 3 SP:Iteration 40F (7180.538870 sec): 3 clusters Score: Raw -16163078.559150 + Penalty 3828.396025 = -16159250.163125 nChanged 2 SP:Iteration 41Q (7180.754862 sec): 3 clusters Score: Raw -16163078.979954 + Penalty 3828.396025 = -16159250.583929 nChanged 1 SP:Iteration 42Q (7180.942950 sec): 3 clusters Score: Raw -16163079.206776 + Penalty 3828.396025 = -16159250.810751 nChanged 0 SP:Iteration 43F (7181.193960 sec): 3 clusters Score: Raw -16163079.206776 + Penalty 3828.396025 = -16159250.810751 nChanged 0 Trying to split cluster 31 (44828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7181.286395 sec): 2 clusters Score: Raw -5572014.642155 + Penalty 1740.470586 = -5570274.171568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7181.405805 sec): 3 clusters Score: Raw -5543783.914436 + Penalty 3480.941173 = -5540302.973264 nChanged 21001 SP:Iteration 1F (7181.530166 sec): 3 clusters Score: Raw -5556025.709888 + Penalty 3480.941173 = -5552544.768715 nChanged 2199 SP:Iteration 2Q (7181.639903 sec): 3 clusters Score: Raw -5556962.216217 + Penalty 3480.941173 = -5553481.275045 nChanged 2345 SP:Iteration 3F (7181.760861 sec): 3 clusters Score: Raw -5558178.298566 + Penalty 3480.941173 = -5554697.357394 nChanged 2566 SP:Iteration 4F (7181.875563 sec): 3 clusters Score: Raw -5559658.913381 + Penalty 3480.941173 = -5556177.972209 nChanged 2692 SP:Iteration 5F (7182.000136 sec): 3 clusters Score: Raw -5561268.937621 + Penalty 3480.941173 = -5557787.996448 nChanged 2759 SP:Iteration 6F (7182.111467 sec): 3 clusters Score: Raw -5562851.695825 + Penalty 3480.941173 = -5559370.754652 nChanged 2490 SP:Iteration 7F (7182.236401 sec): 3 clusters Score: Raw -5564226.501602 + Penalty 3480.941173 = -5560745.560430 nChanged 2140 SP:Iteration 8Q (7182.361505 sec): 3 clusters Score: Raw -5565404.906831 + Penalty 3480.941173 = -5561923.965658 nChanged 1822 SP:Iteration 9Q (7182.493697 sec): 3 clusters Score: Raw -5566325.846854 + Penalty 3480.941173 = -5562844.905682 nChanged 1434 SP:Iteration 10Q (7182.618201 sec): 3 clusters Score: Raw -5566920.200786 + Penalty 3480.941173 = -5563439.259613 nChanged 1053 SP:Iteration 11Q (7182.737440 sec): 3 clusters Score: Raw -5567290.247146 + Penalty 3480.941173 = -5563809.305973 nChanged 862 SP:Iteration 12Q (7182.856175 sec): 3 clusters Score: Raw -5567567.864462 + Penalty 3480.941173 = -5564086.923289 nChanged 764 SP:Iteration 13Q (7182.962995 sec): 3 clusters Score: Raw -5567833.383381 + Penalty 3480.941173 = -5564352.442209 nChanged 796 SP:Iteration 14Q (7183.081070 sec): 3 clusters Score: Raw -5568145.562660 + Penalty 3480.941173 = -5564664.621488 nChanged 795 SP:Iteration 15Q (7183.165353 sec): 3 clusters Score: Raw -5568486.748322 + Penalty 3480.941173 = -5565005.807149 nChanged 879 SP:Iteration 16Q (7183.244781 sec): 3 clusters Score: Raw -5568873.580924 + Penalty 3480.941173 = -5565392.639751 nChanged 936 SP:Iteration 17Q (7183.345390 sec): 3 clusters Score: Raw -5569315.974913 + Penalty 3480.941173 = -5565835.033740 nChanged 926 SP:Iteration 18Q (7183.426780 sec): 3 clusters Score: Raw -5569771.514161 + Penalty 3480.941173 = -5566290.572988 nChanged 878 SP:Iteration 19Q (7183.525212 sec): 3 clusters Score: Raw -5570224.879777 + Penalty 3480.941173 = -5566743.938604 nChanged 832 SP:Iteration 20F (7183.607982 sec): 3 clusters Score: Raw -5570646.567270 + Penalty 3480.941173 = -5567165.626097 nChanged 729 SP:Iteration 21Q (7183.690381 sec): 3 clusters Score: Raw -5571021.373078 + Penalty 3480.941173 = -5567540.431906 nChanged 697 SP:Iteration 22Q (7183.771130 sec): 3 clusters Score: Raw -5571366.915157 + Penalty 3480.941173 = -5567885.973984 nChanged 593 SP:Iteration 23Q (7183.845447 sec): 3 clusters Score: Raw -5571634.096254 + Penalty 3480.941173 = -5568153.155082 nChanged 506 SP:Iteration 24Q (7183.923201 sec): 3 clusters Score: Raw -5571838.462214 + Penalty 3480.941173 = -5568357.521042 nChanged 435 SP:Iteration 25Q (7184.001674 sec): 3 clusters Score: Raw -5571995.402212 + Penalty 3480.941173 = -5568514.461040 nChanged 350 SP:Iteration 26Q (7184.099483 sec): 3 clusters Score: Raw -5572108.263453 + Penalty 3480.941173 = -5568627.322280 nChanged 311 SP:Iteration 27Q (7184.171984 sec): 3 clusters Score: Raw -5572199.845388 + Penalty 3480.941173 = -5568718.904216 nChanged 236 SP:Iteration 28Q (7184.269883 sec): 3 clusters Score: Raw -5572255.445336 + Penalty 3480.941173 = -5568774.504163 nChanged 188 SP:Iteration 29Q (7184.346191 sec): 3 clusters Score: Raw -5572297.049153 + Penalty 3480.941173 = -5568816.107980 nChanged 158 SP:Iteration 30Q (7184.416244 sec): 3 clusters Score: Raw -5572329.830044 + Penalty 3480.941173 = -5568848.888872 nChanged 156 SP:Iteration 31Q (7184.491299 sec): 3 clusters Score: Raw -5572359.069076 + Penalty 3480.941173 = -5568878.127903 nChanged 140 SP:Iteration 32Q (7184.560929 sec): 3 clusters Score: Raw -5572383.388284 + Penalty 3480.941173 = -5568902.447111 nChanged 126 SP:Iteration 33Q (7184.650622 sec): 3 clusters Score: Raw -5572401.994236 + Penalty 3480.941173 = -5568921.053064 nChanged 119 SP:Iteration 34Q (7184.749586 sec): 3 clusters Score: Raw -5572419.568314 + Penalty 3480.941173 = -5568938.627142 nChanged 102 SP:Iteration 35Q (7184.858231 sec): 3 clusters Score: Raw -5572433.254283 + Penalty 3480.941173 = -5568952.313110 nChanged 100 SP:Iteration 36Q (7184.972402 sec): 3 clusters Score: Raw -5572446.043772 + Penalty 3480.941173 = -5568965.102599 nChanged 84 SP:Iteration 37Q (7185.085664 sec): 3 clusters Score: Raw -5572457.406370 + Penalty 3480.941173 = -5568976.465198 nChanged 89 SP:Iteration 38Q (7185.182024 sec): 3 clusters Score: Raw -5572468.526805 + Penalty 3480.941173 = -5568987.585633 nChanged 81 SP:Iteration 39Q (7185.286046 sec): 3 clusters Score: Raw -5572479.069109 + Penalty 3480.941173 = -5568998.127936 nChanged 80 SP:Iteration 40F (7185.406817 sec): 3 clusters Score: Raw -5572489.859020 + Penalty 3480.941173 = -5569008.917847 nChanged 90 SP:Iteration 41Q (7185.507291 sec): 3 clusters Score: Raw -5572503.833945 + Penalty 3480.941173 = -5569022.892773 nChanged 94 SP:Iteration 42Q (7185.605730 sec): 3 clusters Score: Raw -5572518.866690 + Penalty 3480.941173 = -5569037.925518 nChanged 89 SP:Iteration 43Q (7185.707338 sec): 3 clusters Score: Raw -5572534.830440 + Penalty 3480.941173 = -5569053.889267 nChanged 99 SP:Iteration 44Q (7185.812993 sec): 3 clusters Score: Raw -5572551.040022 + Penalty 3480.941173 = -5569070.098850 nChanged 90 SP:Iteration 45Q (7185.918459 sec): 3 clusters Score: Raw -5572565.068500 + Penalty 3480.941173 = -5569084.127327 nChanged 91 SP:Iteration 46Q (7186.032046 sec): 3 clusters Score: Raw -5572580.989705 + Penalty 3480.941173 = -5569100.048533 nChanged 104 SP:Iteration 47Q (7186.135335 sec): 3 clusters Score: Raw -5572598.055759 + Penalty 3480.941173 = -5569117.114587 nChanged 90 SP:Iteration 48Q (7186.255604 sec): 3 clusters Score: Raw -5572612.058655 + Penalty 3480.941173 = -5569131.117483 nChanged 94 SP:Iteration 49Q (7186.353438 sec): 3 clusters Score: Raw -5572628.879337 + Penalty 3480.941173 = -5569147.938164 nChanged 85 SP:Iteration 50Q (7186.471722 sec): 3 clusters Score: Raw -5572642.787029 + Penalty 3480.941173 = -5569161.845856 nChanged 83 SP:Iteration 51Q (7186.580628 sec): 3 clusters Score: Raw -5572656.841387 + Penalty 3480.941173 = -5569175.900215 nChanged 72 SP:Iteration 52Q (7186.691275 sec): 3 clusters Score: Raw -5572667.364482 + Penalty 3480.941173 = -5569186.423310 nChanged 69 SP:Iteration 53Q (7186.802320 sec): 3 clusters Score: Raw -5572678.189292 + Penalty 3480.941173 = -5569197.248120 nChanged 65 SP:Iteration 54Q (7186.909290 sec): 3 clusters Score: Raw -5572687.956137 + Penalty 3480.941173 = -5569207.014965 nChanged 84 SP:Iteration 55Q (7187.019895 sec): 3 clusters Score: Raw -5572701.704871 + Penalty 3480.941173 = -5569220.763698 nChanged 69 SP:Iteration 56Q (7187.122232 sec): 3 clusters Score: Raw -5572712.662310 + Penalty 3480.941173 = -5569231.721138 nChanged 62 SP:Iteration 57Q (7187.222442 sec): 3 clusters Score: Raw -5572723.571760 + Penalty 3480.941173 = -5569242.630588 nChanged 65 SP:Iteration 58Q (7187.327696 sec): 3 clusters Score: Raw -5572733.294875 + Penalty 3480.941173 = -5569252.353702 nChanged 58 SP:Iteration 59Q (7187.446627 sec): 3 clusters Score: Raw -5572741.261444 + Penalty 3480.941173 = -5569260.320272 nChanged 40 SP:Iteration 60F (7187.556347 sec): 3 clusters Score: Raw -5572747.511389 + Penalty 3480.941173 = -5569266.570216 nChanged 45 SP:Iteration 61Q (7187.661630 sec): 3 clusters Score: Raw -5572753.664469 + Penalty 3480.941173 = -5569272.723296 nChanged 41 SP:Iteration 62Q (7187.772425 sec): 3 clusters Score: Raw -5572758.544250 + Penalty 3480.941173 = -5569277.603077 nChanged 39 SP:Iteration 63Q (7187.867583 sec): 3 clusters Score: Raw -5572764.814858 + Penalty 3480.941173 = -5569283.873685 nChanged 51 SP:Iteration 64Q (7187.963636 sec): 3 clusters Score: Raw -5572772.345237 + Penalty 3480.941173 = -5569291.404064 nChanged 42 SP:Iteration 65Q (7188.068438 sec): 3 clusters Score: Raw -5572777.851230 + Penalty 3480.941173 = -5569296.910057 nChanged 38 SP:Iteration 66Q (7188.173449 sec): 3 clusters Score: Raw -5572782.615297 + Penalty 3480.941173 = -5569301.674124 nChanged 26 SP:Iteration 67Q (7188.261188 sec): 3 clusters Score: Raw -5572785.265804 + Penalty 3480.941173 = -5569304.324632 nChanged 19 SP:Iteration 68Q (7188.360630 sec): 3 clusters Score: Raw -5572787.067229 + Penalty 3480.941173 = -5569306.126057 nChanged 19 SP:Iteration 69Q (7188.459535 sec): 3 clusters Score: Raw -5572789.482686 + Penalty 3480.941173 = -5569308.541514 nChanged 23 SP:Iteration 70Q (7188.557067 sec): 3 clusters Score: Raw -5572792.325990 + Penalty 3480.941173 = -5569311.384818 nChanged 19 SP:Iteration 71Q (7188.660233 sec): 3 clusters Score: Raw -5572794.443369 + Penalty 3480.941173 = -5569313.502196 nChanged 17 SP:Iteration 72Q (7188.766276 sec): 3 clusters Score: Raw -5572796.227774 + Penalty 3480.941173 = -5569315.286601 nChanged 15 SP:Iteration 73Q (7188.865369 sec): 3 clusters Score: Raw -5572797.399168 + Penalty 3480.941173 = -5569316.457995 nChanged 10 SP:Iteration 74Q (7188.964156 sec): 3 clusters Score: Raw -5572798.569516 + Penalty 3480.941173 = -5569317.628344 nChanged 10 SP:Iteration 75Q (7189.063523 sec): 3 clusters Score: Raw -5572799.311206 + Penalty 3480.941173 = -5569318.370033 nChanged 8 SP:Iteration 76Q (7189.169639 sec): 3 clusters Score: Raw -5572800.019765 + Penalty 3480.941173 = -5569319.078593 nChanged 8 SP:Iteration 77Q (7189.268881 sec): 3 clusters Score: Raw -5572800.705920 + Penalty 3480.941173 = -5569319.764748 nChanged 9 SP:Iteration 78Q (7189.375523 sec): 3 clusters Score: Raw -5572801.880497 + Penalty 3480.941173 = -5569320.939325 nChanged 9 SP:Iteration 79Q (7189.475826 sec): 3 clusters Score: Raw -5572802.496815 + Penalty 3480.941173 = -5569321.555642 nChanged 6 SP:Iteration 80F (7189.590744 sec): 3 clusters Score: Raw -5572802.829410 + Penalty 3480.941173 = -5569321.888238 nChanged 4 SP:Iteration 81Q (7189.694535 sec): 3 clusters Score: Raw -5572803.286464 + Penalty 3480.941173 = -5569322.345292 nChanged 11 SP:Iteration 82Q (7189.796293 sec): 3 clusters Score: Raw -5572804.674033 + Penalty 3480.941173 = -5569323.732861 nChanged 13 SP:Iteration 83Q (7189.903368 sec): 3 clusters Score: Raw -5572805.987979 + Penalty 3480.941173 = -5569325.046807 nChanged 10 SP:Iteration 84Q (7190.004011 sec): 3 clusters Score: Raw -5572806.997977 + Penalty 3480.941173 = -5569326.056805 nChanged 12 SP:Iteration 85Q (7190.088736 sec): 3 clusters Score: Raw -5572808.197298 + Penalty 3480.941173 = -5569327.256125 nChanged 9 SP:Iteration 86Q (7190.189783 sec): 3 clusters Score: Raw -5572809.175291 + Penalty 3480.941173 = -5569328.234118 nChanged 15 SP:Iteration 87Q (7190.290433 sec): 3 clusters Score: Raw -5572810.684968 + Penalty 3480.941173 = -5569329.743796 nChanged 9 SP:Iteration 88Q (7190.397207 sec): 3 clusters Score: Raw -5572811.681065 + Penalty 3480.941173 = -5569330.739892 nChanged 11 SP:Iteration 89Q (7190.494445 sec): 3 clusters Score: Raw -5572812.733695 + Penalty 3480.941173 = -5569331.792522 nChanged 7 SP:Iteration 90Q (7190.590999 sec): 3 clusters Score: Raw -5572813.322128 + Penalty 3480.941173 = -5569332.380955 nChanged 3 SP:Iteration 91Q (7190.684888 sec): 3 clusters Score: Raw -5572813.558426 + Penalty 3480.941173 = -5569332.617253 nChanged 3 SP:Iteration 92Q (7190.787699 sec): 3 clusters Score: Raw -5572813.853687 + Penalty 3480.941173 = -5569332.912514 nChanged 4 SP:Iteration 93Q (7190.889590 sec): 3 clusters Score: Raw -5572814.179886 + Penalty 3480.941173 = -5569333.238713 nChanged 4 SP:Iteration 94Q (7190.981610 sec): 3 clusters Score: Raw -5572814.462566 + Penalty 3480.941173 = -5569333.521394 nChanged 3 SP:Iteration 95Q (7191.084890 sec): 3 clusters Score: Raw -5572814.645758 + Penalty 3480.941173 = -5569333.704586 nChanged 0 SP:Iteration 96F (7191.214184 sec): 3 clusters Score: Raw -5572814.645758 + Penalty 3480.941173 = -5569333.704586 nChanged 0 Trying to split cluster 32 (13573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7191.260239 sec): 2 clusters Score: Raw -1728900.660759 + Penalty 1546.323643 = -1727354.337116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7191.324959 sec): 3 clusters Score: Raw -1720925.663646 + Penalty 3092.647286 = -1717833.016359 nChanged 6016 SP:Iteration 1F (7191.394022 sec): 3 clusters Score: Raw -1724272.302196 + Penalty 3092.647286 = -1721179.654909 nChanged 796 SP:Iteration 2F (7191.464536 sec): 3 clusters Score: Raw -1724588.895016 + Penalty 3092.647286 = -1721496.247730 nChanged 678 SP:Iteration 3Q (7191.525016 sec): 3 clusters Score: Raw -1724874.473044 + Penalty 3092.647286 = -1721781.825757 nChanged 662 SP:Iteration 4Q (7191.591570 sec): 3 clusters Score: Raw -1725168.998722 + Penalty 3092.647286 = -1722076.351436 nChanged 638 SP:Iteration 5Q (7191.669605 sec): 3 clusters Score: Raw -1725476.609714 + Penalty 3092.647286 = -1722383.962428 nChanged 669 SP:Iteration 6Q (7191.724308 sec): 3 clusters Score: Raw -1725810.223261 + Penalty 3092.647286 = -1722717.575974 nChanged 650 SP:Iteration 7Q (7191.794815 sec): 3 clusters Score: Raw -1726166.367035 + Penalty 3092.647286 = -1723073.719748 nChanged 628 SP:Iteration 8Q (7191.860508 sec): 3 clusters Score: Raw -1726522.768701 + Penalty 3092.647286 = -1723430.121415 nChanged 620 SP:Iteration 9Q (7191.920846 sec): 3 clusters Score: Raw -1726907.870569 + Penalty 3092.647286 = -1723815.223283 nChanged 533 SP:Iteration 10Q (7191.989662 sec): 3 clusters Score: Raw -1727301.000144 + Penalty 3092.647286 = -1724208.352857 nChanged 485 SP:Iteration 11Q (7192.058024 sec): 3 clusters Score: Raw -1727674.342917 + Penalty 3092.647286 = -1724581.695630 nChanged 409 SP:Iteration 12Q (7192.139534 sec): 3 clusters Score: Raw -1728005.811961 + Penalty 3092.647286 = -1724913.164675 nChanged 329 SP:Iteration 13Q (7192.210132 sec): 3 clusters Score: Raw -1728263.047157 + Penalty 3092.647286 = -1725170.399870 nChanged 266 SP:Iteration 14Q (7192.269678 sec): 3 clusters Score: Raw -1728459.453996 + Penalty 3092.647286 = -1725366.806709 nChanged 214 SP:Iteration 15Q (7192.347765 sec): 3 clusters Score: Raw -1728621.799219 + Penalty 3092.647286 = -1725529.151933 nChanged 172 SP:Iteration 16Q (7192.402214 sec): 3 clusters Score: Raw -1728733.625614 + Penalty 3092.647286 = -1725640.978328 nChanged 143 SP:Iteration 17Q (7192.468192 sec): 3 clusters Score: Raw -1728816.038276 + Penalty 3092.647286 = -1725723.390990 nChanged 115 SP:Iteration 18Q (7192.535360 sec): 3 clusters Score: Raw -1728883.334764 + Penalty 3092.647286 = -1725790.687477 nChanged 113 SP:Iteration 19Q (7192.594736 sec): 3 clusters Score: Raw -1728947.402259 + Penalty 3092.647286 = -1725854.754973 nChanged 86 SP:Iteration 20F (7192.667444 sec): 3 clusters Score: Raw -1728997.978210 + Penalty 3092.647286 = -1725905.330923 nChanged 63 SP:Iteration 21Q (7192.721893 sec): 3 clusters Score: Raw -1729028.011262 + Penalty 3092.647286 = -1725935.363975 nChanged 56 SP:Iteration 22Q (7192.777812 sec): 3 clusters Score: Raw -1729048.870663 + Penalty 3092.647286 = -1725956.223377 nChanged 38 SP:Iteration 23Q (7192.840749 sec): 3 clusters Score: Raw -1729064.757604 + Penalty 3092.647286 = -1725972.110318 nChanged 37 SP:Iteration 24Q (7192.882661 sec): 3 clusters Score: Raw -1729078.394185 + Penalty 3092.647286 = -1725985.746899 nChanged 33 SP:Iteration 25Q (7192.937362 sec): 3 clusters Score: Raw -1729088.843189 + Penalty 3092.647286 = -1725996.195903 nChanged 24 SP:Iteration 26Q (7193.004597 sec): 3 clusters Score: Raw -1729096.373287 + Penalty 3092.647286 = -1726003.726001 nChanged 26 SP:Iteration 27Q (7193.057207 sec): 3 clusters Score: Raw -1729104.768517 + Penalty 3092.647286 = -1726012.121231 nChanged 18 SP:Iteration 28Q (7193.128321 sec): 3 clusters Score: Raw -1729111.348890 + Penalty 3092.647286 = -1726018.701604 nChanged 22 SP:Iteration 29Q (7193.185843 sec): 3 clusters Score: Raw -1729118.508765 + Penalty 3092.647286 = -1726025.861479 nChanged 14 SP:Iteration 30Q (7193.250432 sec): 3 clusters Score: Raw -1729122.012782 + Penalty 3092.647286 = -1726029.365495 nChanged 16 SP:Iteration 31Q (7193.310132 sec): 3 clusters Score: Raw -1729126.500670 + Penalty 3092.647286 = -1726033.853384 nChanged 9 SP:Iteration 32Q (7193.355332 sec): 3 clusters Score: Raw -1729129.100986 + Penalty 3092.647286 = -1726036.453699 nChanged 7 SP:Iteration 33Q (7193.416626 sec): 3 clusters Score: Raw -1729130.691883 + Penalty 3092.647286 = -1726038.044597 nChanged 6 SP:Iteration 34Q (7193.479245 sec): 3 clusters Score: Raw -1729132.065134 + Penalty 3092.647286 = -1726039.417847 nChanged 3 SP:Iteration 35Q (7193.538603 sec): 3 clusters Score: Raw -1729132.886995 + Penalty 3092.647286 = -1726040.239708 nChanged 4 SP:Iteration 36Q (7193.606231 sec): 3 clusters Score: Raw -1729133.694195 + Penalty 3092.647286 = -1726041.046909 nChanged 4 SP:Iteration 37Q (7193.664656 sec): 3 clusters Score: Raw -1729134.323745 + Penalty 3092.647286 = -1726041.676458 nChanged 1 SP:Iteration 38Q (7193.720471 sec): 3 clusters Score: Raw -1729134.625414 + Penalty 3092.647286 = -1726041.978128 nChanged 2 SP:Iteration 39Q (7193.769261 sec): 3 clusters Score: Raw -1729135.397276 + Penalty 3092.647286 = -1726042.749989 nChanged 1 SP:Iteration 40F (7193.839516 sec): 3 clusters Score: Raw -1729136.186002 + Penalty 3092.647286 = -1726043.538715 nChanged 3 SP:Iteration 41Q (7193.902457 sec): 3 clusters Score: Raw -1729137.030696 + Penalty 3092.647286 = -1726044.383409 nChanged 3 SP:Iteration 42Q (7193.951427 sec): 3 clusters Score: Raw -1729137.809509 + Penalty 3092.647286 = -1726045.162222 nChanged 3 SP:Iteration 43Q (7194.004675 sec): 3 clusters Score: Raw -1729138.470017 + Penalty 3092.647286 = -1726045.822731 nChanged 2 SP:Iteration 44Q (7194.063353 sec): 3 clusters Score: Raw -1729138.875054 + Penalty 3092.647286 = -1726046.227767 nChanged 1 SP:Iteration 45Q (7194.123214 sec): 3 clusters Score: Raw -1729139.049652 + Penalty 3092.647286 = -1726046.402366 nChanged 1 SP:Iteration 46Q (7194.185091 sec): 3 clusters Score: Raw -1729139.477598 + Penalty 3092.647286 = -1726046.830311 nChanged 1 SP:Iteration 47Q (7194.250077 sec): 3 clusters Score: Raw -1729139.753224 + Penalty 3092.647286 = -1726047.105938 nChanged 0 SP:Iteration 48F (7194.316371 sec): 3 clusters Score: Raw -1729139.753224 + Penalty 3092.647286 = -1726047.105938 nChanged 0 Trying to split cluster 33 (7203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7194.354107 sec): 2 clusters Score: Raw -846011.809291 + Penalty 1443.366094 = -844568.443197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7194.396266 sec): 3 clusters Score: Raw -842064.585685 + Penalty 2886.732188 = -839177.853497 nChanged 3046 SP:Iteration 1F (7194.452069 sec): 3 clusters Score: Raw -843801.162722 + Penalty 2886.732188 = -840914.430534 nChanged 616 SP:Iteration 2F (7194.500773 sec): 3 clusters Score: Raw -844438.137201 + Penalty 2886.732188 = -841551.405013 nChanged 684 SP:Iteration 3F (7194.550414 sec): 3 clusters Score: Raw -845310.917404 + Penalty 2886.732188 = -842424.185216 nChanged 650 SP:Iteration 4F (7194.601421 sec): 3 clusters Score: Raw -846044.463590 + Penalty 2886.732188 = -843157.731403 nChanged 598 SP:Iteration 5F (7194.658734 sec): 3 clusters Score: Raw -846670.272217 + Penalty 2886.732188 = -843783.540029 nChanged 471 SP:Iteration 6F (7194.701927 sec): 3 clusters Score: Raw -847089.799103 + Penalty 2886.732188 = -844203.066915 nChanged 335 SP:Iteration 7Q (7194.761380 sec): 3 clusters Score: Raw -847322.759623 + Penalty 2886.732188 = -844436.027435 nChanged 235 SP:Iteration 8Q (7194.812800 sec): 3 clusters Score: Raw -847472.773964 + Penalty 2886.732188 = -844586.041777 nChanged 165 SP:Iteration 9Q (7194.872128 sec): 3 clusters Score: Raw -847548.874307 + Penalty 2886.732188 = -844662.142119 nChanged 97 SP:Iteration 10Q (7194.928588 sec): 3 clusters Score: Raw -847596.198026 + Penalty 2886.732188 = -844709.465838 nChanged 88 SP:Iteration 11Q (7194.972742 sec): 3 clusters Score: Raw -847637.228217 + Penalty 2886.732188 = -844750.496030 nChanged 78 SP:Iteration 12Q (7195.025816 sec): 3 clusters Score: Raw -847673.961796 + Penalty 2886.732188 = -844787.229609 nChanged 73 SP:Iteration 13Q (7195.088973 sec): 3 clusters Score: Raw -847710.423083 + Penalty 2886.732188 = -844823.690896 nChanged 65 SP:Iteration 14Q (7195.146818 sec): 3 clusters Score: Raw -847735.506517 + Penalty 2886.732188 = -844848.774329 nChanged 56 SP:Iteration 15Q (7195.199878 sec): 3 clusters Score: Raw -847754.535957 + Penalty 2886.732188 = -844867.803769 nChanged 42 SP:Iteration 16Q (7195.262594 sec): 3 clusters Score: Raw -847771.175326 + Penalty 2886.732188 = -844884.443138 nChanged 42 SP:Iteration 17Q (7195.315882 sec): 3 clusters Score: Raw -847787.191407 + Penalty 2886.732188 = -844900.459220 nChanged 41 SP:Iteration 18Q (7195.380429 sec): 3 clusters Score: Raw -847800.383257 + Penalty 2886.732188 = -844913.651069 nChanged 36 SP:Iteration 19Q (7195.434789 sec): 3 clusters Score: Raw -847812.409527 + Penalty 2886.732188 = -844925.677340 nChanged 32 SP:Iteration 20F (7195.489892 sec): 3 clusters Score: Raw -847821.997724 + Penalty 2886.732188 = -844935.265536 nChanged 26 SP:Iteration 21Q (7195.548771 sec): 3 clusters Score: Raw -847828.990205 + Penalty 2886.732188 = -844942.258017 nChanged 22 SP:Iteration 22Q (7195.589378 sec): 3 clusters Score: Raw -847836.602100 + Penalty 2886.732188 = -844949.869912 nChanged 19 SP:Iteration 23Q (7195.640223 sec): 3 clusters Score: Raw -847842.896021 + Penalty 2886.732188 = -844956.163833 nChanged 18 SP:Iteration 24Q (7195.691908 sec): 3 clusters Score: Raw -847846.226599 + Penalty 2886.732188 = -844959.494412 nChanged 10 SP:Iteration 25Q (7195.745834 sec): 3 clusters Score: Raw -847848.964985 + Penalty 2886.732188 = -844962.232797 nChanged 6 SP:Iteration 26Q (7195.808932 sec): 3 clusters Score: Raw -847849.702101 + Penalty 2886.732188 = -844962.969914 nChanged 5 SP:Iteration 27Q (7195.861566 sec): 3 clusters Score: Raw -847850.138088 + Penalty 2886.732188 = -844963.405900 nChanged 3 SP:Iteration 28Q (7195.909986 sec): 3 clusters Score: Raw -847850.549969 + Penalty 2886.732188 = -844963.817782 nChanged 5 SP:Iteration 29Q (7195.974379 sec): 3 clusters Score: Raw -847851.439948 + Penalty 2886.732188 = -844964.707760 nChanged 9 SP:Iteration 30Q (7196.009058 sec): 3 clusters Score: Raw -847852.866148 + Penalty 2886.732188 = -844966.133960 nChanged 8 SP:Iteration 31Q (7196.067113 sec): 3 clusters Score: Raw -847854.322312 + Penalty 2886.732188 = -844967.590125 nChanged 4 SP:Iteration 32Q (7196.119668 sec): 3 clusters Score: Raw -847855.230243 + Penalty 2886.732188 = -844968.498056 nChanged 4 SP:Iteration 33Q (7196.169133 sec): 3 clusters Score: Raw -847855.893414 + Penalty 2886.732188 = -844969.161226 nChanged 3 SP:Iteration 34Q (7196.221535 sec): 3 clusters Score: Raw -847856.385072 + Penalty 2886.732188 = -844969.652884 nChanged 0 SP:Iteration 35F (7196.287975 sec): 3 clusters Score: Raw -847856.385072 + Penalty 2886.732188 = -844969.652884 nChanged 0 Score: Raw -129513198.824024 + Penalty 81160.754390 = -129432038.069635 Splitting cluster 33 changes total score from -129432160.911050 to -129432038.069635 So it's not getting split. Iteration 59Q (7229.115023 sec): 36 clusters Score: Raw -129512510.522491 + Penalty 78906.288990 = -129433604.233501 nChanged 1967 Iteration 60F (7251.498972 sec): 36 clusters Score: Raw -129513634.044729 + Penalty 78906.288990 = -129434727.755739 nChanged 1952 Iteration 61Q (7261.454574 sec): 36 clusters Score: Raw -129514283.428879 + Penalty 78906.288990 = -129435377.139889 nChanged 1412 Iteration 62Q (7271.355772 sec): 36 clusters Score: Raw -129514636.771493 + Penalty 78906.288990 = -129435730.482503 nChanged 1198 Iteration 63Q (7281.385327 sec): 36 clusters Score: Raw -129514878.233878 + Penalty 78906.288990 = -129435971.944889 nChanged 1087 Iteration 64Q (7290.836554 sec): 36 clusters Score: Raw -129515089.503733 + Penalty 78906.288990 = -129436183.214744 nChanged 999 Iteration 65Q (7299.348569 sec): 36 clusters Score: Raw -129515271.545640 + Penalty 78906.288990 = -129436365.256650 nChanged 909 Iteration 66Q (7308.869877 sec): 36 clusters Score: Raw -129515421.562178 + Penalty 78906.288990 = -129436515.273188 nChanged 833 Iteration 67Q (7318.008977 sec): 36 clusters Score: Raw -129515553.897258 + Penalty 78906.288990 = -129436647.608268 nChanged 796 Iteration 68Q (7327.757322 sec): 36 clusters Score: Raw -129515667.544619 + Penalty 78906.288990 = -129436761.255629 nChanged 740 Iteration 69Q (7337.598056 sec): 36 clusters Score: Raw -129515761.436713 + Penalty 78906.288990 = -129436855.147723 nChanged 656 Iteration 70Q (7347.341132 sec): 36 clusters Score: Raw -129515837.344826 + Penalty 78906.288990 = -129436931.055836 nChanged 579 Iteration 71Q (7356.913574 sec): 36 clusters Score: Raw -129515899.763978 + Penalty 78906.288990 = -129436993.474988 nChanged 552 Iteration 72Q (7366.441464 sec): 36 clusters Score: Raw -129515962.839199 + Penalty 78906.288990 = -129437056.550209 nChanged 491 Iteration 73Q (7376.047864 sec): 36 clusters Score: Raw -129516017.541916 + Penalty 78906.288990 = -129437111.252926 nChanged 493 Iteration 74Q (7385.759094 sec): 36 clusters Score: Raw -129516065.860072 + Penalty 78906.288990 = -129437159.571082 nChanged 418 Iteration 75Q (7395.288696 sec): 36 clusters Score: Raw -129516102.654878 + Penalty 78906.288990 = -129437196.365888 nChanged 378 Iteration 76Q (7405.118226 sec): 36 clusters Score: Raw -129516135.200015 + Penalty 78906.288990 = -129437228.911025 nChanged 326 Iteration 77Q (7414.959652 sec): 36 clusters Score: Raw -129516161.722742 + Penalty 78906.288990 = -129437255.433752 nChanged 351 Iteration 78Q (7424.781071 sec): 36 clusters Score: Raw -129516189.545716 + Penalty 78906.288990 = -129437283.256726 nChanged 354 Iteration 79Q (7434.734900 sec): 36 clusters Score: Raw -129516217.298347 + Penalty 78906.288990 = -129437311.009357 nChanged 322 Iteration 80F (7456.583551 sec): 36 clusters Score: Raw -129516291.095401 + Penalty 78906.288990 = -129437384.806411 nChanged 323 Iteration 81Q (7466.407619 sec): 36 clusters Score: Raw -129516349.062185 + Penalty 78906.288990 = -129437442.773196 nChanged 298 Iteration 82Q (7475.995040 sec): 36 clusters Score: Raw -129516400.833671 + Penalty 78906.288990 = -129437494.544681 nChanged 263 Iteration 83Q (7485.908375 sec): 36 clusters Score: Raw -129516433.611115 + Penalty 78906.288990 = -129437527.322125 nChanged 264 Iteration 84Q (7495.619822 sec): 36 clusters Score: Raw -129516469.693147 + Penalty 78906.288990 = -129437563.404157 nChanged 289 Iteration 85Q (7505.385283 sec): 36 clusters Score: Raw -129516510.287099 + Penalty 78906.288990 = -129437603.998109 nChanged 321 Iteration 86Q (7515.044797 sec): 36 clusters Score: Raw -129516556.979535 + Penalty 78906.288990 = -129437650.690545 nChanged 319 Iteration 87Q (7524.715169 sec): 36 clusters Score: Raw -129516598.303796 + Penalty 78906.288990 = -129437692.014807 nChanged 292 Iteration 88Q (7534.619830 sec): 36 clusters Score: Raw -129516632.026101 + Penalty 78906.288990 = -129437725.737111 nChanged 275 Iteration 89Q (7544.276687 sec): 36 clusters Score: Raw -129516662.096154 + Penalty 78906.288990 = -129437755.807164 nChanged 263 Iteration 90Q (7553.534953 sec): 36 clusters Score: Raw -129516694.764609 + Penalty 78906.288990 = -129437788.475619 nChanged 282 Iteration 91Q (7562.680212 sec): 36 clusters Score: Raw -129516730.458644 + Penalty 78906.288990 = -129437824.169654 nChanged 313 Iteration 92Q (7571.967043 sec): 36 clusters Score: Raw -129516776.752722 + Penalty 78906.288990 = -129437870.463732 nChanged 316 Iteration 93Q (7581.426396 sec): 36 clusters Score: Raw -129516827.675619 + Penalty 78906.288990 = -129437921.386629 nChanged 339 Iteration 94Q (7591.419883 sec): 36 clusters Score: Raw -129516877.016100 + Penalty 78906.288990 = -129437970.727110 nChanged 279 Iteration 95Q (7601.197774 sec): 36 clusters Score: Raw -129516924.935608 + Penalty 78906.288990 = -129438018.646618 nChanged 311 Iteration 96Q (7611.098792 sec): 36 clusters Score: Raw -129517001.748352 + Penalty 78906.288990 = -129438095.459362 nChanged 369 Iteration 97Q (7621.118830 sec): 36 clusters Score: Raw -129517128.626907 + Penalty 78906.288990 = -129438222.337918 nChanged 405 Iteration 98Q (7630.988644 sec): 36 clusters Score: Raw -129517290.838508 + Penalty 78906.288990 = -129438384.549518 nChanged 431 Writing temp clu file Because OldScore, -129438222.337918, is greater than current (better) Score,-129438384.549518 Compute initial score before splitting: Score: Raw -129517290.838508 + Penalty 78906.288990 = -129438384.549518 Trying to split cluster 1 (35401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7631.370051 sec): 2 clusters Score: Raw -4414063.054549 + Penalty 1702.105494 = -4412360.949056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7631.476081 sec): 3 clusters Score: Raw -4392118.651734 + Penalty 3404.210988 = -4388714.440746 nChanged 16348 SP:Iteration 1F (7631.568719 sec): 3 clusters Score: Raw -4401618.457937 + Penalty 3404.210988 = -4398214.246949 nChanged 2036 SP:Iteration 2F (7631.669034 sec): 3 clusters Score: Raw -4402636.975851 + Penalty 3404.210988 = -4399232.764863 nChanged 2225 SP:Iteration 3F (7631.768077 sec): 3 clusters Score: Raw -4403958.329896 + Penalty 3404.210988 = -4400554.118908 nChanged 2327 SP:Iteration 4F (7631.861153 sec): 3 clusters Score: Raw -4405471.660434 + Penalty 3404.210988 = -4402067.449446 nChanged 2360 SP:Iteration 5F (7631.949527 sec): 3 clusters Score: Raw -4407018.668256 + Penalty 3404.210988 = -4403614.457268 nChanged 2156 SP:Iteration 6F (7632.043214 sec): 3 clusters Score: Raw -4408462.823468 + Penalty 3404.210988 = -4405058.612480 nChanged 1912 SP:Iteration 7F (7632.142327 sec): 3 clusters Score: Raw -4409803.070427 + Penalty 3404.210988 = -4406398.859439 nChanged 1779 SP:Iteration 8F (7632.236594 sec): 3 clusters Score: Raw -4411096.148464 + Penalty 3404.210988 = -4407691.937476 nChanged 1604 SP:Iteration 9Q (7632.302642 sec): 3 clusters Score: Raw -4412400.305764 + Penalty 3404.210988 = -4408996.094776 nChanged 1406 SP:Iteration 10Q (7632.376916 sec): 3 clusters Score: Raw -4413410.717559 + Penalty 3404.210988 = -4410006.506571 nChanged 1072 SP:Iteration 11Q (7632.463616 sec): 3 clusters Score: Raw -4413986.375989 + Penalty 3404.210988 = -4410582.165001 nChanged 741 SP:Iteration 12Q (7632.524755 sec): 3 clusters Score: Raw -4414246.388153 + Penalty 3404.210988 = -4410842.177166 nChanged 501 SP:Iteration 13Q (7632.595419 sec): 3 clusters Score: Raw -4414395.836607 + Penalty 3404.210988 = -4410991.625619 nChanged 367 SP:Iteration 14Q (7632.677162 sec): 3 clusters Score: Raw -4414477.368155 + Penalty 3404.210988 = -4411073.157168 nChanged 272 SP:Iteration 15Q (7632.766820 sec): 3 clusters Score: Raw -4414523.748578 + Penalty 3404.210988 = -4411119.537590 nChanged 191 SP:Iteration 16Q (7632.863377 sec): 3 clusters Score: Raw -4414547.211142 + Penalty 3404.210988 = -4411143.000154 nChanged 145 SP:Iteration 17Q (7632.923138 sec): 3 clusters Score: Raw -4414561.331895 + Penalty 3404.210988 = -4411157.120907 nChanged 99 SP:Iteration 18Q (7632.982857 sec): 3 clusters Score: Raw -4414570.641222 + Penalty 3404.210988 = -4411166.430235 nChanged 82 SP:Iteration 19Q (7633.043928 sec): 3 clusters Score: Raw -4414576.481711 + Penalty 3404.210988 = -4411172.270723 nChanged 63 SP:Iteration 20F (7633.108413 sec): 3 clusters Score: Raw -4414580.675914 + Penalty 3404.210988 = -4411176.464926 nChanged 49 SP:Iteration 21Q (7633.168653 sec): 3 clusters Score: Raw -4414583.617658 + Penalty 3404.210988 = -4411179.406670 nChanged 42 SP:Iteration 22Q (7633.261429 sec): 3 clusters Score: Raw -4414586.288291 + Penalty 3404.210988 = -4411182.077303 nChanged 36 SP:Iteration 23Q (7633.345990 sec): 3 clusters Score: Raw -4414588.206645 + Penalty 3404.210988 = -4411183.995657 nChanged 31 SP:Iteration 24Q (7633.440452 sec): 3 clusters Score: Raw -4414589.819280 + Penalty 3404.210988 = -4411185.608292 nChanged 28 SP:Iteration 25Q (7633.504725 sec): 3 clusters Score: Raw -4414591.206114 + Penalty 3404.210988 = -4411186.995126 nChanged 18 SP:Iteration 26Q (7633.580535 sec): 3 clusters Score: Raw -4414591.850210 + Penalty 3404.210988 = -4411187.639222 nChanged 15 SP:Iteration 27Q (7633.642141 sec): 3 clusters Score: Raw -4414592.240368 + Penalty 3404.210988 = -4411188.029381 nChanged 7 SP:Iteration 28Q (7633.711070 sec): 3 clusters Score: Raw -4414592.407823 + Penalty 3404.210988 = -4411188.196835 nChanged 7 SP:Iteration 29Q (7633.772257 sec): 3 clusters Score: Raw -4414592.634103 + Penalty 3404.210988 = -4411188.423115 nChanged 5 SP:Iteration 30Q (7633.865824 sec): 3 clusters Score: Raw -4414592.799129 + Penalty 3404.210988 = -4411188.588141 nChanged 6 SP:Iteration 31Q (7633.933672 sec): 3 clusters Score: Raw -4414592.951925 + Penalty 3404.210988 = -4411188.740937 nChanged 5 SP:Iteration 32Q (7633.998782 sec): 3 clusters Score: Raw -4414593.164890 + Penalty 3404.210988 = -4411188.953902 nChanged 6 SP:Iteration 33Q (7634.059217 sec): 3 clusters Score: Raw -4414593.332420 + Penalty 3404.210988 = -4411189.121432 nChanged 5 SP:Iteration 34Q (7634.151107 sec): 3 clusters Score: Raw -4414593.588242 + Penalty 3404.210988 = -4411189.377255 nChanged 10 SP:Iteration 35Q (7634.243706 sec): 3 clusters Score: Raw -4414593.995366 + Penalty 3404.210988 = -4411189.784378 nChanged 11 SP:Iteration 36Q (7634.304278 sec): 3 clusters Score: Raw -4414594.507569 + Penalty 3404.210988 = -4411190.296581 nChanged 16 SP:Iteration 37Q (7634.374362 sec): 3 clusters Score: Raw -4414595.224825 + Penalty 3404.210988 = -4411191.013837 nChanged 13 SP:Iteration 38Q (7634.442255 sec): 3 clusters Score: Raw -4414595.810660 + Penalty 3404.210988 = -4411191.599672 nChanged 11 SP:Iteration 39Q (7634.502078 sec): 3 clusters Score: Raw -4414596.294786 + Penalty 3404.210988 = -4411192.083798 nChanged 11 SP:Iteration 40F (7634.566372 sec): 3 clusters Score: Raw -4414596.710055 + Penalty 3404.210988 = -4411192.499067 nChanged 11 SP:Iteration 41Q (7634.627217 sec): 3 clusters Score: Raw -4414597.201675 + Penalty 3404.210988 = -4411192.990687 nChanged 16 SP:Iteration 42Q (7634.687207 sec): 3 clusters Score: Raw -4414597.751807 + Penalty 3404.210988 = -4411193.540819 nChanged 17 SP:Iteration 43Q (7634.784651 sec): 3 clusters Score: Raw -4414598.411072 + Penalty 3404.210988 = -4411194.200085 nChanged 12 SP:Iteration 44Q (7634.865934 sec): 3 clusters Score: Raw -4414598.823395 + Penalty 3404.210988 = -4411194.612407 nChanged 14 SP:Iteration 45Q (7634.955972 sec): 3 clusters Score: Raw -4414599.541359 + Penalty 3404.210988 = -4411195.330371 nChanged 22 SP:Iteration 46Q (7635.039236 sec): 3 clusters Score: Raw -4414600.447326 + Penalty 3404.210988 = -4411196.236338 nChanged 20 SP:Iteration 47Q (7635.125167 sec): 3 clusters Score: Raw -4414601.308839 + Penalty 3404.210988 = -4411197.097851 nChanged 18 SP:Iteration 48Q (7635.218612 sec): 3 clusters Score: Raw -4414601.879533 + Penalty 3404.210988 = -4411197.668545 nChanged 13 SP:Iteration 49Q (7635.306857 sec): 3 clusters Score: Raw -4414602.301457 + Penalty 3404.210988 = -4411198.090469 nChanged 8 SP:Iteration 50Q (7635.395677 sec): 3 clusters Score: Raw -4414602.500611 + Penalty 3404.210988 = -4411198.289623 nChanged 9 SP:Iteration 51Q (7635.494104 sec): 3 clusters Score: Raw -4414602.748845 + Penalty 3404.210988 = -4411198.537857 nChanged 10 SP:Iteration 52Q (7635.579537 sec): 3 clusters Score: Raw -4414603.019504 + Penalty 3404.210988 = -4411198.808516 nChanged 5 SP:Iteration 53Q (7635.674702 sec): 3 clusters Score: Raw -4414603.270535 + Penalty 3404.210988 = -4411199.059547 nChanged 14 SP:Iteration 54Q (7635.771602 sec): 3 clusters Score: Raw -4414603.906211 + Penalty 3404.210988 = -4411199.695223 nChanged 16 SP:Iteration 55Q (7635.867629 sec): 3 clusters Score: Raw -4414604.503171 + Penalty 3404.210988 = -4411200.292183 nChanged 12 SP:Iteration 56Q (7635.953299 sec): 3 clusters Score: Raw -4414604.878658 + Penalty 3404.210988 = -4411200.667670 nChanged 10 SP:Iteration 57Q (7636.048743 sec): 3 clusters Score: Raw -4414605.155680 + Penalty 3404.210988 = -4411200.944692 nChanged 3 SP:Iteration 58Q (7636.142155 sec): 3 clusters Score: Raw -4414605.261712 + Penalty 3404.210988 = -4411201.050724 nChanged 5 SP:Iteration 59Q (7636.231219 sec): 3 clusters Score: Raw -4414605.443595 + Penalty 3404.210988 = -4411201.232607 nChanged 4 SP:Iteration 60F (7636.338971 sec): 3 clusters Score: Raw -4414605.614820 + Penalty 3404.210988 = -4411201.403832 nChanged 6 SP:Iteration 61Q (7636.426286 sec): 3 clusters Score: Raw -4414605.886958 + Penalty 3404.210988 = -4411201.675970 nChanged 6 SP:Iteration 62Q (7636.517052 sec): 3 clusters Score: Raw -4414606.242645 + Penalty 3404.210988 = -4411202.031657 nChanged 7 SP:Iteration 63Q (7636.607304 sec): 3 clusters Score: Raw -4414606.501034 + Penalty 3404.210988 = -4411202.290046 nChanged 8 SP:Iteration 64Q (7636.693416 sec): 3 clusters Score: Raw -4414606.794688 + Penalty 3404.210988 = -4411202.583700 nChanged 8 SP:Iteration 65Q (7636.785274 sec): 3 clusters Score: Raw -4414607.169085 + Penalty 3404.210988 = -4411202.958097 nChanged 12 SP:Iteration 66Q (7636.880163 sec): 3 clusters Score: Raw -4414607.850250 + Penalty 3404.210988 = -4411203.639262 nChanged 17 SP:Iteration 67Q (7636.937843 sec): 3 clusters Score: Raw -4414608.810431 + Penalty 3404.210988 = -4411204.599443 nChanged 18 SP:Iteration 68Q (7636.996648 sec): 3 clusters Score: Raw -4414609.644334 + Penalty 3404.210988 = -4411205.433346 nChanged 10 SP:Iteration 69Q (7637.081452 sec): 3 clusters Score: Raw -4414609.903056 + Penalty 3404.210988 = -4411205.692068 nChanged 7 SP:Iteration 70Q (7637.171379 sec): 3 clusters Score: Raw -4414610.160972 + Penalty 3404.210988 = -4411205.949984 nChanged 11 SP:Iteration 71Q (7637.257174 sec): 3 clusters Score: Raw -4414610.454816 + Penalty 3404.210988 = -4411206.243828 nChanged 4 SP:Iteration 72Q (7637.344706 sec): 3 clusters Score: Raw -4414610.557265 + Penalty 3404.210988 = -4411206.346278 nChanged 5 SP:Iteration 73Q (7637.417017 sec): 3 clusters Score: Raw -4414610.725119 + Penalty 3404.210988 = -4411206.514131 nChanged 12 SP:Iteration 74Q (7637.505946 sec): 3 clusters Score: Raw -4414611.013838 + Penalty 3404.210988 = -4411206.802851 nChanged 6 SP:Iteration 75Q (7637.601589 sec): 3 clusters Score: Raw -4414611.250778 + Penalty 3404.210988 = -4411207.039790 nChanged 13 SP:Iteration 76Q (7637.695276 sec): 3 clusters Score: Raw -4414611.787838 + Penalty 3404.210988 = -4411207.576850 nChanged 14 SP:Iteration 77Q (7637.773107 sec): 3 clusters Score: Raw -4414612.206225 + Penalty 3404.210988 = -4411207.995237 nChanged 8 SP:Iteration 78Q (7637.832972 sec): 3 clusters Score: Raw -4414612.430604 + Penalty 3404.210988 = -4411208.219616 nChanged 10 SP:Iteration 79Q (7637.892647 sec): 3 clusters Score: Raw -4414612.889160 + Penalty 3404.210988 = -4411208.678172 nChanged 14 SP:Iteration 80F (7637.960371 sec): 3 clusters Score: Raw -4414613.550190 + Penalty 3404.210988 = -4411209.339202 nChanged 17 SP:Iteration 81Q (7638.057102 sec): 3 clusters Score: Raw -4414614.262133 + Penalty 3404.210988 = -4411210.051145 nChanged 11 SP:Iteration 82Q (7638.117275 sec): 3 clusters Score: Raw -4414614.554742 + Penalty 3404.210988 = -4411210.343755 nChanged 7 SP:Iteration 83Q (7638.176639 sec): 3 clusters Score: Raw -4414614.800085 + Penalty 3404.210988 = -4411210.589098 nChanged 10 SP:Iteration 84Q (7638.248956 sec): 3 clusters Score: Raw -4414615.051697 + Penalty 3404.210988 = -4411210.840709 nChanged 7 SP:Iteration 85Q (7638.308836 sec): 3 clusters Score: Raw -4414615.331562 + Penalty 3404.210988 = -4411211.120574 nChanged 11 SP:Iteration 86Q (7638.401919 sec): 3 clusters Score: Raw -4414615.744760 + Penalty 3404.210988 = -4411211.533772 nChanged 9 SP:Iteration 87Q (7638.461825 sec): 3 clusters Score: Raw -4414616.070207 + Penalty 3404.210988 = -4411211.859219 nChanged 7 SP:Iteration 88Q (7638.524982 sec): 3 clusters Score: Raw -4414616.316484 + Penalty 3404.210988 = -4411212.105496 nChanged 8 SP:Iteration 89Q (7638.618847 sec): 3 clusters Score: Raw -4414616.587885 + Penalty 3404.210988 = -4411212.376897 nChanged 14 SP:Iteration 90Q (7638.714699 sec): 3 clusters Score: Raw -4414617.033487 + Penalty 3404.210988 = -4411212.822500 nChanged 4 SP:Iteration 91Q (7638.804749 sec): 3 clusters Score: Raw -4414617.176167 + Penalty 3404.210988 = -4411212.965179 nChanged 4 SP:Iteration 92Q (7638.869164 sec): 3 clusters Score: Raw -4414617.271693 + Penalty 3404.210988 = -4411213.060705 nChanged 2 SP:Iteration 93Q (7638.931039 sec): 3 clusters Score: Raw -4414617.367917 + Penalty 3404.210988 = -4411213.156929 nChanged 6 SP:Iteration 94Q (7638.994230 sec): 3 clusters Score: Raw -4414617.558763 + Penalty 3404.210988 = -4411213.347775 nChanged 3 SP:Iteration 95Q (7639.085101 sec): 3 clusters Score: Raw -4414617.705232 + Penalty 3404.210988 = -4411213.494244 nChanged 8 SP:Iteration 96Q (7639.145104 sec): 3 clusters Score: Raw -4414617.947794 + Penalty 3404.210988 = -4411213.736806 nChanged 5 SP:Iteration 97Q (7639.218832 sec): 3 clusters Score: Raw -4414618.113059 + Penalty 3404.210988 = -4411213.902071 nChanged 5 SP:Iteration 98Q (7639.279368 sec): 3 clusters Score: Raw -4414618.293617 + Penalty 3404.210988 = -4411214.082629 nChanged 7 SP:Iteration 99Q (7639.339197 sec): 3 clusters Score: Raw -4414618.506136 + Penalty 3404.210988 = -4411214.295148 nChanged 5 SP:Iteration 100F (7639.428477 sec): 3 clusters Score: Raw -4414618.629030 + Penalty 3404.210988 = -4411214.418042 nChanged 5 SP:Iteration 101Q (7639.524764 sec): 3 clusters Score: Raw -4414618.762646 + Penalty 3404.210988 = -4411214.551658 nChanged 7 SP:Iteration 102Q (7639.622750 sec): 3 clusters Score: Raw -4414618.929915 + Penalty 3404.210988 = -4411214.718927 nChanged 4 SP:Iteration 103Q (7639.710052 sec): 3 clusters Score: Raw -4414619.019331 + Penalty 3404.210988 = -4411214.808344 nChanged 7 SP:Iteration 104Q (7639.799090 sec): 3 clusters Score: Raw -4414619.230497 + Penalty 3404.210988 = -4411215.019509 nChanged 7 SP:Iteration 105Q (7639.896242 sec): 3 clusters Score: Raw -4414619.433926 + Penalty 3404.210988 = -4411215.222938 nChanged 8 SP:Iteration 106Q (7639.971947 sec): 3 clusters Score: Raw -4414619.791980 + Penalty 3404.210988 = -4411215.580992 nChanged 7 SP:Iteration 107Q (7640.031697 sec): 3 clusters Score: Raw -4414620.030645 + Penalty 3404.210988 = -4411215.819657 nChanged 7 SP:Iteration 108Q (7640.111538 sec): 3 clusters Score: Raw -4414620.305152 + Penalty 3404.210988 = -4411216.094164 nChanged 12 SP:Iteration 109Q (7640.172432 sec): 3 clusters Score: Raw -4414620.812643 + Penalty 3404.210988 = -4411216.601655 nChanged 9 SP:Iteration 110Q (7640.232069 sec): 3 clusters Score: Raw -4414621.138896 + Penalty 3404.210988 = -4411216.927908 nChanged 10 SP:Iteration 111Q (7640.328259 sec): 3 clusters Score: Raw -4414621.655231 + Penalty 3404.210988 = -4411217.444243 nChanged 11 SP:Iteration 112Q (7640.425976 sec): 3 clusters Score: Raw -4414622.097614 + Penalty 3404.210988 = -4411217.886626 nChanged 14 SP:Iteration 113Q (7640.529473 sec): 3 clusters Score: Raw -4414622.450758 + Penalty 3404.210988 = -4411218.239771 nChanged 9 SP:Iteration 114Q (7640.630054 sec): 3 clusters Score: Raw -4414622.637631 + Penalty 3404.210988 = -4411218.426643 nChanged 7 SP:Iteration 115Q (7640.724259 sec): 3 clusters Score: Raw -4414622.798694 + Penalty 3404.210988 = -4411218.587707 nChanged 4 SP:Iteration 116Q (7640.823331 sec): 3 clusters Score: Raw -4414622.881069 + Penalty 3404.210988 = -4411218.670081 nChanged 5 SP:Iteration 117Q (7640.921116 sec): 3 clusters Score: Raw -4414623.026894 + Penalty 3404.210988 = -4411218.815906 nChanged 3 SP:Iteration 118Q (7641.020253 sec): 3 clusters Score: Raw -4414623.172189 + Penalty 3404.210988 = -4411218.961201 nChanged 3 SP:Iteration 119Q (7641.120292 sec): 3 clusters Score: Raw -4414623.259459 + Penalty 3404.210988 = -4411219.048472 nChanged 4 SP:Iteration 120F (7641.228700 sec): 3 clusters Score: Raw -4414623.371565 + Penalty 3404.210988 = -4411219.160577 nChanged 2 SP:Iteration 121Q (7641.325359 sec): 3 clusters Score: Raw -4414623.409905 + Penalty 3404.210988 = -4411219.198917 nChanged 1 SP:Iteration 122Q (7641.419729 sec): 3 clusters Score: Raw -4414623.423146 + Penalty 3404.210988 = -4411219.212158 nChanged 0 SP:Iteration 123F (7641.515472 sec): 3 clusters Score: Raw -4414623.423146 + Penalty 3404.210988 = -4411219.212158 nChanged 0 Trying to split cluster 2 (1239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7641.550298 sec): 2 clusters Score: Raw -142176.289466 + Penalty 1157.334731 = -141018.954735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7641.573224 sec): 3 clusters Score: Raw -141711.648660 + Penalty 2314.669462 = -139396.979198 nChanged 389 SP:Iteration 1F (7641.624313 sec): 3 clusters Score: Raw -141995.455339 + Penalty 2314.669462 = -139680.785878 nChanged 95 SP:Iteration 2F (7641.673434 sec): 3 clusters Score: Raw -142084.456856 + Penalty 2314.669462 = -139769.787395 nChanged 54 SP:Iteration 3Q (7641.703219 sec): 3 clusters Score: Raw -142132.545816 + Penalty 2314.669462 = -139817.876355 nChanged 30 SP:Iteration 4Q (7641.746944 sec): 3 clusters Score: Raw -142159.494684 + Penalty 2314.669462 = -139844.825222 nChanged 18 SP:Iteration 5Q (7641.789383 sec): 3 clusters Score: Raw -142174.560160 + Penalty 2314.669462 = -139859.890699 nChanged 15 SP:Iteration 6Q (7641.834554 sec): 3 clusters Score: Raw -142188.830389 + Penalty 2314.669462 = -139874.160927 nChanged 12 SP:Iteration 7Q (7641.878637 sec): 3 clusters Score: Raw -142195.656508 + Penalty 2314.669462 = -139880.987046 nChanged 7 SP:Iteration 8Q (7641.921391 sec): 3 clusters Score: Raw -142200.842624 + Penalty 2314.669462 = -139886.173162 nChanged 5 SP:Iteration 9Q (7641.972116 sec): 3 clusters Score: Raw -142206.161531 + Penalty 2314.669462 = -139891.492070 nChanged 9 SP:Iteration 10Q (7642.014849 sec): 3 clusters Score: Raw -142210.670700 + Penalty 2314.669462 = -139896.001239 nChanged 3 SP:Iteration 11Q (7642.047849 sec): 3 clusters Score: Raw -142214.141611 + Penalty 2314.669462 = -139899.472150 nChanged 5 SP:Iteration 12Q (7642.089959 sec): 3 clusters Score: Raw -142218.199430 + Penalty 2314.669462 = -139903.529969 nChanged 4 SP:Iteration 13Q (7642.132734 sec): 3 clusters Score: Raw -142220.570941 + Penalty 2314.669462 = -139905.901480 nChanged 3 SP:Iteration 14Q (7642.179648 sec): 3 clusters Score: Raw -142223.291838 + Penalty 2314.669462 = -139908.622376 nChanged 4 SP:Iteration 15Q (7642.224052 sec): 3 clusters Score: Raw -142225.482085 + Penalty 2314.669462 = -139910.812624 nChanged 2 SP:Iteration 16Q (7642.263430 sec): 3 clusters Score: Raw -142226.700438 + Penalty 2314.669462 = -139912.030976 nChanged 1 SP:Iteration 17Q (7642.312551 sec): 3 clusters Score: Raw -142227.639980 + Penalty 2314.669462 = -139912.970519 nChanged 3 SP:Iteration 18Q (7642.361628 sec): 3 clusters Score: Raw -142230.317252 + Penalty 2314.669462 = -139915.647791 nChanged 2 SP:Iteration 19Q (7642.412566 sec): 3 clusters Score: Raw -142231.199643 + Penalty 2314.669462 = -139916.530182 nChanged 4 SP:Iteration 20F (7642.451800 sec): 3 clusters Score: Raw -142233.677132 + Penalty 2314.669462 = -139919.007671 nChanged 2 SP:Iteration 21Q (7642.503102 sec): 3 clusters Score: Raw -142234.862578 + Penalty 2314.669462 = -139920.193117 nChanged 2 SP:Iteration 22Q (7642.554746 sec): 3 clusters Score: Raw -142235.370522 + Penalty 2314.669462 = -139920.701061 nChanged 1 SP:Iteration 23Q (7642.610248 sec): 3 clusters Score: Raw -142235.689486 + Penalty 2314.669462 = -139921.020025 nChanged 0 SP:Iteration 24F (7642.647113 sec): 3 clusters Score: Raw -142235.689486 + Penalty 2314.669462 = -139921.020025 nChanged 0 Trying to split cluster 3 (12812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7642.687716 sec): 2 clusters Score: Raw -1462948.857341 + Penalty 1536.947345 = -1461411.909996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7642.754487 sec): 3 clusters Score: Raw -1455499.011944 + Penalty 3073.894691 = -1452425.117253 nChanged 5652 SP:Iteration 1F (7642.822174 sec): 3 clusters Score: Raw -1458648.025623 + Penalty 3073.894691 = -1455574.130932 nChanged 832 SP:Iteration 2F (7642.893899 sec): 3 clusters Score: Raw -1459040.607392 + Penalty 3073.894691 = -1455966.712701 nChanged 706 SP:Iteration 3F (7642.964430 sec): 3 clusters Score: Raw -1459340.736758 + Penalty 3073.894691 = -1456266.842067 nChanged 607 SP:Iteration 4Q (7643.021752 sec): 3 clusters Score: Raw -1459625.388281 + Penalty 3073.894691 = -1456551.493590 nChanged 592 SP:Iteration 5Q (7643.086084 sec): 3 clusters Score: Raw -1459896.594120 + Penalty 3073.894691 = -1456822.699429 nChanged 546 SP:Iteration 6Q (7643.138309 sec): 3 clusters Score: Raw -1460157.178664 + Penalty 3073.894691 = -1457083.283973 nChanged 526 SP:Iteration 7Q (7643.191306 sec): 3 clusters Score: Raw -1460449.275553 + Penalty 3073.894691 = -1457375.380862 nChanged 592 SP:Iteration 8Q (7643.245330 sec): 3 clusters Score: Raw -1460836.105395 + Penalty 3073.894691 = -1457762.210704 nChanged 608 SP:Iteration 9Q (7643.308360 sec): 3 clusters Score: Raw -1461211.251601 + Penalty 3073.894691 = -1458137.356910 nChanged 549 SP:Iteration 10Q (7643.345136 sec): 3 clusters Score: Raw -1461540.051843 + Penalty 3073.894691 = -1458466.157152 nChanged 475 SP:Iteration 11Q (7643.411905 sec): 3 clusters Score: Raw -1461775.248095 + Penalty 3073.894691 = -1458701.353404 nChanged 373 SP:Iteration 12Q (7643.444355 sec): 3 clusters Score: Raw -1461906.590746 + Penalty 3073.894691 = -1458832.696055 nChanged 254 SP:Iteration 13Q (7643.515205 sec): 3 clusters Score: Raw -1461987.965903 + Penalty 3073.894691 = -1458914.071212 nChanged 185 SP:Iteration 14Q (7643.542278 sec): 3 clusters Score: Raw -1462039.775527 + Penalty 3073.894691 = -1458965.880836 nChanged 142 SP:Iteration 15Q (7643.574337 sec): 3 clusters Score: Raw -1462074.561637 + Penalty 3073.894691 = -1459000.666946 nChanged 121 SP:Iteration 16Q (7643.606579 sec): 3 clusters Score: Raw -1462097.398136 + Penalty 3073.894691 = -1459023.503445 nChanged 90 SP:Iteration 17Q (7643.638339 sec): 3 clusters Score: Raw -1462113.061511 + Penalty 3073.894691 = -1459039.166820 nChanged 68 SP:Iteration 18Q (7643.675785 sec): 3 clusters Score: Raw -1462124.315728 + Penalty 3073.894691 = -1459050.421037 nChanged 59 SP:Iteration 19Q (7643.719618 sec): 3 clusters Score: Raw -1462134.017876 + Penalty 3073.894691 = -1459060.123185 nChanged 52 SP:Iteration 20F (7643.761611 sec): 3 clusters Score: Raw -1462141.426872 + Penalty 3073.894691 = -1459067.532181 nChanged 38 SP:Iteration 21Q (7643.793292 sec): 3 clusters Score: Raw -1462145.776067 + Penalty 3073.894691 = -1459071.881376 nChanged 26 SP:Iteration 22Q (7643.828500 sec): 3 clusters Score: Raw -1462149.272174 + Penalty 3073.894691 = -1459075.377483 nChanged 34 SP:Iteration 23Q (7643.860365 sec): 3 clusters Score: Raw -1462154.797681 + Penalty 3073.894691 = -1459080.902990 nChanged 42 SP:Iteration 24Q (7643.891884 sec): 3 clusters Score: Raw -1462161.549927 + Penalty 3073.894691 = -1459087.655236 nChanged 47 SP:Iteration 25Q (7643.923466 sec): 3 clusters Score: Raw -1462168.356949 + Penalty 3073.894691 = -1459094.462258 nChanged 50 SP:Iteration 26Q (7643.955033 sec): 3 clusters Score: Raw -1462175.992416 + Penalty 3073.894691 = -1459102.097725 nChanged 44 SP:Iteration 27Q (7643.986606 sec): 3 clusters Score: Raw -1462182.587850 + Penalty 3073.894691 = -1459108.693159 nChanged 53 SP:Iteration 28Q (7644.018171 sec): 3 clusters Score: Raw -1462189.257140 + Penalty 3073.894691 = -1459115.362449 nChanged 44 SP:Iteration 29Q (7644.049711 sec): 3 clusters Score: Raw -1462195.215801 + Penalty 3073.894691 = -1459121.321110 nChanged 42 SP:Iteration 30Q (7644.082318 sec): 3 clusters Score: Raw -1462199.346399 + Penalty 3073.894691 = -1459125.451708 nChanged 36 SP:Iteration 31Q (7644.114045 sec): 3 clusters Score: Raw -1462202.958711 + Penalty 3073.894691 = -1459129.064020 nChanged 27 SP:Iteration 32Q (7644.145819 sec): 3 clusters Score: Raw -1462205.262965 + Penalty 3073.894691 = -1459131.368274 nChanged 24 SP:Iteration 33Q (7644.177267 sec): 3 clusters Score: Raw -1462208.047945 + Penalty 3073.894691 = -1459134.153254 nChanged 25 SP:Iteration 34Q (7644.229151 sec): 3 clusters Score: Raw -1462210.929478 + Penalty 3073.894691 = -1459137.034787 nChanged 31 SP:Iteration 35Q (7644.268568 sec): 3 clusters Score: Raw -1462213.487542 + Penalty 3073.894691 = -1459139.592851 nChanged 17 SP:Iteration 36Q (7644.299909 sec): 3 clusters Score: Raw -1462214.649477 + Penalty 3073.894691 = -1459140.754786 nChanged 11 SP:Iteration 37Q (7644.331520 sec): 3 clusters Score: Raw -1462215.230109 + Penalty 3073.894691 = -1459141.335418 nChanged 15 SP:Iteration 38Q (7644.363025 sec): 3 clusters Score: Raw -1462216.130708 + Penalty 3073.894691 = -1459142.236017 nChanged 9 SP:Iteration 39Q (7644.394506 sec): 3 clusters Score: Raw -1462216.819154 + Penalty 3073.894691 = -1459142.924463 nChanged 17 SP:Iteration 40F (7644.426710 sec): 3 clusters Score: Raw -1462218.316185 + Penalty 3073.894691 = -1459144.421494 nChanged 14 SP:Iteration 41Q (7644.462292 sec): 3 clusters Score: Raw -1462219.313907 + Penalty 3073.894691 = -1459145.419216 nChanged 13 SP:Iteration 42Q (7644.502684 sec): 3 clusters Score: Raw -1462220.407514 + Penalty 3073.894691 = -1459146.512823 nChanged 19 SP:Iteration 43Q (7644.534400 sec): 3 clusters Score: Raw -1462222.038424 + Penalty 3073.894691 = -1459148.143733 nChanged 18 SP:Iteration 44Q (7644.565901 sec): 3 clusters Score: Raw -1462223.367068 + Penalty 3073.894691 = -1459149.472377 nChanged 19 SP:Iteration 45Q (7644.604421 sec): 3 clusters Score: Raw -1462224.898283 + Penalty 3073.894691 = -1459151.003592 nChanged 17 SP:Iteration 46Q (7644.635944 sec): 3 clusters Score: Raw -1462226.465669 + Penalty 3073.894691 = -1459152.570978 nChanged 14 SP:Iteration 47Q (7644.669590 sec): 3 clusters Score: Raw -1462227.450242 + Penalty 3073.894691 = -1459153.555551 nChanged 14 SP:Iteration 48Q (7644.701160 sec): 3 clusters Score: Raw -1462228.782357 + Penalty 3073.894691 = -1459154.887666 nChanged 10 SP:Iteration 49Q (7644.732831 sec): 3 clusters Score: Raw -1462229.515191 + Penalty 3073.894691 = -1459155.620500 nChanged 16 SP:Iteration 50Q (7644.766083 sec): 3 clusters Score: Raw -1462231.186420 + Penalty 3073.894691 = -1459157.291729 nChanged 21 SP:Iteration 51Q (7644.797723 sec): 3 clusters Score: Raw -1462233.488767 + Penalty 3073.894691 = -1459159.594076 nChanged 30 SP:Iteration 52Q (7644.835885 sec): 3 clusters Score: Raw -1462236.572098 + Penalty 3073.894691 = -1459162.677407 nChanged 32 SP:Iteration 53Q (7644.867984 sec): 3 clusters Score: Raw -1462239.551507 + Penalty 3073.894691 = -1459165.656816 nChanged 36 SP:Iteration 54Q (7644.934535 sec): 3 clusters Score: Raw -1462242.906939 + Penalty 3073.894691 = -1459169.012248 nChanged 30 SP:Iteration 55Q (7645.012559 sec): 3 clusters Score: Raw -1462246.205768 + Penalty 3073.894691 = -1459172.311077 nChanged 43 SP:Iteration 56Q (7645.074654 sec): 3 clusters Score: Raw -1462252.733321 + Penalty 3073.894691 = -1459178.838630 nChanged 54 SP:Iteration 57Q (7645.114394 sec): 3 clusters Score: Raw -1462261.489117 + Penalty 3073.894691 = -1459187.594426 nChanged 56 SP:Iteration 58Q (7645.171032 sec): 3 clusters Score: Raw -1462269.379790 + Penalty 3073.894691 = -1459195.485099 nChanged 59 SP:Iteration 59Q (7645.222563 sec): 3 clusters Score: Raw -1462277.321006 + Penalty 3073.894691 = -1459203.426315 nChanged 66 SP:Iteration 60F (7645.256411 sec): 3 clusters Score: Raw -1462285.586054 + Penalty 3073.894691 = -1459211.691363 nChanged 72 SP:Iteration 61Q (7645.288033 sec): 3 clusters Score: Raw -1462296.369161 + Penalty 3073.894691 = -1459222.474470 nChanged 80 SP:Iteration 62Q (7645.319602 sec): 3 clusters Score: Raw -1462309.724996 + Penalty 3073.894691 = -1459235.830305 nChanged 72 SP:Iteration 63Q (7645.350915 sec): 3 clusters Score: Raw -1462319.968575 + Penalty 3073.894691 = -1459246.073884 nChanged 70 SP:Iteration 64Q (7645.401446 sec): 3 clusters Score: Raw -1462332.295126 + Penalty 3073.894691 = -1459258.400435 nChanged 75 SP:Iteration 65Q (7645.432957 sec): 3 clusters Score: Raw -1462346.369084 + Penalty 3073.894691 = -1459272.474393 nChanged 93 SP:Iteration 66Q (7645.464362 sec): 3 clusters Score: Raw -1462365.421045 + Penalty 3073.894691 = -1459291.526354 nChanged 102 SP:Iteration 67Q (7645.495528 sec): 3 clusters Score: Raw -1462387.741004 + Penalty 3073.894691 = -1459313.846313 nChanged 125 SP:Iteration 68Q (7645.526832 sec): 3 clusters Score: Raw -1462419.276363 + Penalty 3073.894691 = -1459345.381672 nChanged 145 SP:Iteration 69Q (7645.557977 sec): 3 clusters Score: Raw -1462460.253966 + Penalty 3073.894691 = -1459386.359275 nChanged 158 SP:Iteration 70Q (7645.589197 sec): 3 clusters Score: Raw -1462507.367821 + Penalty 3073.894691 = -1459433.473130 nChanged 176 SP:Iteration 71Q (7645.620309 sec): 3 clusters Score: Raw -1462561.261608 + Penalty 3073.894691 = -1459487.366917 nChanged 185 SP:Iteration 72Q (7645.657692 sec): 3 clusters Score: Raw -1462619.705623 + Penalty 3073.894691 = -1459545.810932 nChanged 179 SP:Iteration 73Q (7645.688822 sec): 3 clusters Score: Raw -1462680.936844 + Penalty 3073.894691 = -1459607.042153 nChanged 185 SP:Iteration 74Q (7645.719879 sec): 3 clusters Score: Raw -1462743.384226 + Penalty 3073.894691 = -1459669.489535 nChanged 178 SP:Iteration 75Q (7645.766395 sec): 3 clusters Score: Raw -1462811.458338 + Penalty 3073.894691 = -1459737.563647 nChanged 207 SP:Iteration 76Q (7645.801396 sec): 3 clusters Score: Raw -1462888.751515 + Penalty 3073.894691 = -1459814.856824 nChanged 192 SP:Iteration 77Q (7645.832241 sec): 3 clusters Score: Raw -1462965.568202 + Penalty 3073.894691 = -1459891.673511 nChanged 195 SP:Iteration 78Q (7645.862971 sec): 3 clusters Score: Raw -1463060.233549 + Penalty 3073.894691 = -1459986.338858 nChanged 212 SP:Iteration 79Q (7645.893593 sec): 3 clusters Score: Raw -1463161.461122 + Penalty 3073.894691 = -1460087.566431 nChanged 191 SP:Iteration 80F (7645.950660 sec): 3 clusters Score: Raw -1463249.277579 + Penalty 3073.894691 = -1460175.382888 nChanged 189 SP:Iteration 81Q (7646.010502 sec): 3 clusters Score: Raw -1463329.950054 + Penalty 3073.894691 = -1460256.055363 nChanged 172 SP:Iteration 82Q (7646.041153 sec): 3 clusters Score: Raw -1463408.746339 + Penalty 3073.894691 = -1460334.851648 nChanged 160 SP:Iteration 83Q (7646.071700 sec): 3 clusters Score: Raw -1463493.737256 + Penalty 3073.894691 = -1460419.842565 nChanged 174 SP:Iteration 84Q (7646.102459 sec): 3 clusters Score: Raw -1463595.644535 + Penalty 3073.894691 = -1460521.749844 nChanged 151 SP:Iteration 85Q (7646.132954 sec): 3 clusters Score: Raw -1463689.730100 + Penalty 3073.894691 = -1460615.835409 nChanged 139 SP:Iteration 86Q (7646.194615 sec): 3 clusters Score: Raw -1463771.420816 + Penalty 3073.894691 = -1460697.526125 nChanged 124 SP:Iteration 87Q (7646.247531 sec): 3 clusters Score: Raw -1463849.990828 + Penalty 3073.894691 = -1460776.096137 nChanged 108 SP:Iteration 88Q (7646.286914 sec): 3 clusters Score: Raw -1463904.917613 + Penalty 3073.894691 = -1460831.022922 nChanged 75 SP:Iteration 89Q (7646.316600 sec): 3 clusters Score: Raw -1463945.370941 + Penalty 3073.894691 = -1460871.476250 nChanged 71 SP:Iteration 90Q (7646.375341 sec): 3 clusters Score: Raw -1463976.914650 + Penalty 3073.894691 = -1460903.019959 nChanged 51 SP:Iteration 91Q (7646.411809 sec): 3 clusters Score: Raw -1464006.863434 + Penalty 3073.894691 = -1460932.968743 nChanged 47 SP:Iteration 92Q (7646.441123 sec): 3 clusters Score: Raw -1464027.271735 + Penalty 3073.894691 = -1460953.377044 nChanged 27 SP:Iteration 93Q (7646.470271 sec): 3 clusters Score: Raw -1464038.851922 + Penalty 3073.894691 = -1460964.957231 nChanged 26 SP:Iteration 94Q (7646.499258 sec): 3 clusters Score: Raw -1464046.663860 + Penalty 3073.894691 = -1460972.769169 nChanged 21 SP:Iteration 95Q (7646.532609 sec): 3 clusters Score: Raw -1464053.623175 + Penalty 3073.894691 = -1460979.728484 nChanged 17 SP:Iteration 96Q (7646.561597 sec): 3 clusters Score: Raw -1464059.350424 + Penalty 3073.894691 = -1460985.455733 nChanged 16 SP:Iteration 97Q (7646.590836 sec): 3 clusters Score: Raw -1464065.820484 + Penalty 3073.894691 = -1460991.925793 nChanged 24 SP:Iteration 98Q (7646.619545 sec): 3 clusters Score: Raw -1464072.668994 + Penalty 3073.894691 = -1460998.774303 nChanged 12 SP:Iteration 99Q (7646.660770 sec): 3 clusters Score: Raw -1464075.702598 + Penalty 3073.894691 = -1461001.807907 nChanged 10 SP:Iteration 100F (7646.706798 sec): 3 clusters Score: Raw -1464099.378875 + Penalty 3073.894691 = -1461025.484184 nChanged 24 SP:Iteration 101Q (7646.762236 sec): 3 clusters Score: Raw -1464122.609716 + Penalty 3073.894691 = -1461048.715025 nChanged 29 SP:Iteration 102Q (7646.818086 sec): 3 clusters Score: Raw -1464138.002883 + Penalty 3073.894691 = -1461064.108192 nChanged 27 SP:Iteration 103Q (7646.889894 sec): 3 clusters Score: Raw -1464145.903844 + Penalty 3073.894691 = -1461072.009153 nChanged 16 SP:Iteration 104Q (7646.933757 sec): 3 clusters Score: Raw -1464150.431507 + Penalty 3073.894691 = -1461076.536816 nChanged 14 SP:Iteration 105Q (7647.003981 sec): 3 clusters Score: Raw -1464152.919047 + Penalty 3073.894691 = -1461079.024356 nChanged 5 SP:Iteration 106Q (7647.057931 sec): 3 clusters Score: Raw -1464154.240258 + Penalty 3073.894691 = -1461080.345567 nChanged 4 SP:Iteration 107Q (7647.131372 sec): 3 clusters Score: Raw -1464155.422133 + Penalty 3073.894691 = -1461081.527442 nChanged 7 SP:Iteration 108Q (7647.185586 sec): 3 clusters Score: Raw -1464156.931846 + Penalty 3073.894691 = -1461083.037155 nChanged 5 SP:Iteration 109Q (7647.249451 sec): 3 clusters Score: Raw -1464158.284982 + Penalty 3073.894691 = -1461084.390291 nChanged 7 SP:Iteration 110Q (7647.312792 sec): 3 clusters Score: Raw -1464160.381632 + Penalty 3073.894691 = -1461086.486941 nChanged 6 SP:Iteration 111Q (7647.378616 sec): 3 clusters Score: Raw -1464162.451500 + Penalty 3073.894691 = -1461088.556809 nChanged 7 SP:Iteration 112Q (7647.432206 sec): 3 clusters Score: Raw -1464163.576317 + Penalty 3073.894691 = -1461089.681626 nChanged 2 SP:Iteration 113Q (7647.493450 sec): 3 clusters Score: Raw -1464164.089975 + Penalty 3073.894691 = -1461090.195284 nChanged 3 SP:Iteration 114Q (7647.568513 sec): 3 clusters Score: Raw -1464164.965633 + Penalty 3073.894691 = -1461091.070942 nChanged 3 SP:Iteration 115Q (7647.617253 sec): 3 clusters Score: Raw -1464165.694420 + Penalty 3073.894691 = -1461091.799729 nChanged 3 SP:Iteration 116Q (7647.675108 sec): 3 clusters Score: Raw -1464166.798661 + Penalty 3073.894691 = -1461092.903970 nChanged 1 SP:Iteration 117Q (7647.734864 sec): 3 clusters Score: Raw -1464166.915331 + Penalty 3073.894691 = -1461093.020640 nChanged 1 SP:Iteration 118Q (7647.796164 sec): 3 clusters Score: Raw -1464167.004961 + Penalty 3073.894691 = -1461093.110270 nChanged 0 SP:Iteration 119F (7647.857665 sec): 3 clusters Score: Raw -1464167.004961 + Penalty 3073.894691 = -1461093.110270 nChanged 0 Trying to split cluster 4 (60392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7647.958769 sec): 2 clusters Score: Raw -7509544.650144 + Penalty 1788.899438 = -7507755.750706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7648.097984 sec): 3 clusters Score: Raw -7471077.598551 + Penalty 3577.798876 = -7467499.799675 nChanged 28635 SP:Iteration 1F (7648.235267 sec): 3 clusters Score: Raw -7488223.737367 + Penalty 3577.798876 = -7484645.938491 nChanged 3171 SP:Iteration 2F (7648.373111 sec): 3 clusters Score: Raw -7489615.986634 + Penalty 3577.798876 = -7486038.187758 nChanged 3344 SP:Iteration 3F (7648.511851 sec): 3 clusters Score: Raw -7491320.115491 + Penalty 3577.798876 = -7487742.316615 nChanged 3549 SP:Iteration 4F (7648.644078 sec): 3 clusters Score: Raw -7493452.366185 + Penalty 3577.798876 = -7489874.567310 nChanged 3835 SP:Iteration 5F (7648.779135 sec): 3 clusters Score: Raw -7496046.931155 + Penalty 3577.798876 = -7492469.132279 nChanged 3629 SP:Iteration 6F (7648.913494 sec): 3 clusters Score: Raw -7498749.754701 + Penalty 3577.798876 = -7495171.955825 nChanged 3267 SP:Iteration 7F (7649.041799 sec): 3 clusters Score: Raw -7501289.559017 + Penalty 3577.798876 = -7497711.760141 nChanged 2677 SP:Iteration 8Q (7649.173663 sec): 3 clusters Score: Raw -7503300.051082 + Penalty 3577.798876 = -7499722.252207 nChanged 2057 SP:Iteration 9Q (7649.301335 sec): 3 clusters Score: Raw -7504548.181120 + Penalty 3577.798876 = -7500970.382244 nChanged 1507 SP:Iteration 10Q (7649.401737 sec): 3 clusters Score: Raw -7505310.882268 + Penalty 3577.798876 = -7501733.083393 nChanged 1235 SP:Iteration 11Q (7649.523169 sec): 3 clusters Score: Raw -7505891.617698 + Penalty 3577.798876 = -7502313.818823 nChanged 1084 SP:Iteration 12Q (7649.644283 sec): 3 clusters Score: Raw -7506405.791544 + Penalty 3577.798876 = -7502827.992669 nChanged 1083 SP:Iteration 13Q (7649.743674 sec): 3 clusters Score: Raw -7506952.598070 + Penalty 3577.798876 = -7503374.799195 nChanged 989 SP:Iteration 14Q (7649.840890 sec): 3 clusters Score: Raw -7507470.457959 + Penalty 3577.798876 = -7503892.659084 nChanged 877 SP:Iteration 15Q (7649.933214 sec): 3 clusters Score: Raw -7507944.651435 + Penalty 3577.798876 = -7504366.852559 nChanged 752 SP:Iteration 16Q (7650.034030 sec): 3 clusters Score: Raw -7508369.142226 + Penalty 3577.798876 = -7504791.343350 nChanged 687 SP:Iteration 17Q (7650.140740 sec): 3 clusters Score: Raw -7508773.297120 + Penalty 3577.798876 = -7505195.498245 nChanged 559 SP:Iteration 18Q (7650.233904 sec): 3 clusters Score: Raw -7509077.211932 + Penalty 3577.798876 = -7505499.413056 nChanged 470 SP:Iteration 19Q (7650.335702 sec): 3 clusters Score: Raw -7509317.380115 + Penalty 3577.798876 = -7505739.581240 nChanged 378 SP:Iteration 20F (7650.437803 sec): 3 clusters Score: Raw -7509514.106813 + Penalty 3577.798876 = -7505936.307937 nChanged 322 SP:Iteration 21Q (7650.535363 sec): 3 clusters Score: Raw -7509669.598408 + Penalty 3577.798876 = -7506091.799533 nChanged 246 SP:Iteration 22Q (7650.626720 sec): 3 clusters Score: Raw -7509778.236312 + Penalty 3577.798876 = -7506200.437436 nChanged 191 SP:Iteration 23Q (7650.741865 sec): 3 clusters Score: Raw -7509867.334162 + Penalty 3577.798876 = -7506289.535286 nChanged 169 SP:Iteration 24Q (7650.851167 sec): 3 clusters Score: Raw -7509952.630500 + Penalty 3577.798876 = -7506374.831624 nChanged 135 SP:Iteration 25Q (7650.937049 sec): 3 clusters Score: Raw -7510053.849901 + Penalty 3577.798876 = -7506476.051025 nChanged 124 SP:Iteration 26Q (7651.031033 sec): 3 clusters Score: Raw -7510205.337326 + Penalty 3577.798876 = -7506627.538450 nChanged 133 SP:Iteration 27Q (7651.116178 sec): 3 clusters Score: Raw -7510384.891533 + Penalty 3577.798876 = -7506807.092657 nChanged 131 SP:Iteration 28Q (7651.227731 sec): 3 clusters Score: Raw -7510494.711519 + Penalty 3577.798876 = -7506916.912644 nChanged 116 SP:Iteration 29Q (7651.316269 sec): 3 clusters Score: Raw -7510547.518876 + Penalty 3577.798876 = -7506969.720000 nChanged 101 SP:Iteration 30Q (7651.400852 sec): 3 clusters Score: Raw -7510585.340168 + Penalty 3577.798876 = -7507007.541292 nChanged 76 SP:Iteration 31Q (7651.485150 sec): 3 clusters Score: Raw -7510610.791959 + Penalty 3577.798876 = -7507032.993083 nChanged 62 SP:Iteration 32Q (7651.570671 sec): 3 clusters Score: Raw -7510630.177950 + Penalty 3577.798876 = -7507052.379075 nChanged 51 SP:Iteration 33Q (7651.658885 sec): 3 clusters Score: Raw -7510647.679218 + Penalty 3577.798876 = -7507069.880342 nChanged 44 SP:Iteration 34Q (7651.748229 sec): 3 clusters Score: Raw -7510660.177850 + Penalty 3577.798876 = -7507082.378974 nChanged 45 SP:Iteration 35Q (7651.831757 sec): 3 clusters Score: Raw -7510671.625935 + Penalty 3577.798876 = -7507093.827059 nChanged 29 SP:Iteration 36Q (7651.942416 sec): 3 clusters Score: Raw -7510679.037920 + Penalty 3577.798876 = -7507101.239044 nChanged 31 SP:Iteration 37Q (7652.059141 sec): 3 clusters Score: Raw -7510687.530858 + Penalty 3577.798876 = -7507109.731982 nChanged 35 SP:Iteration 38Q (7652.163063 sec): 3 clusters Score: Raw -7510695.427096 + Penalty 3577.798876 = -7507117.628221 nChanged 28 SP:Iteration 39Q (7652.248371 sec): 3 clusters Score: Raw -7510702.182816 + Penalty 3577.798876 = -7507124.383941 nChanged 29 SP:Iteration 40F (7652.351472 sec): 3 clusters Score: Raw -7510731.659861 + Penalty 3577.798876 = -7507153.860986 nChanged 40 SP:Iteration 41Q (7652.441433 sec): 3 clusters Score: Raw -7510756.218062 + Penalty 3577.798876 = -7507178.419186 nChanged 55 SP:Iteration 42Q (7652.526066 sec): 3 clusters Score: Raw -7510781.368858 + Penalty 3577.798876 = -7507203.569983 nChanged 66 SP:Iteration 43Q (7652.613972 sec): 3 clusters Score: Raw -7510808.261212 + Penalty 3577.798876 = -7507230.462337 nChanged 60 SP:Iteration 44Q (7652.744778 sec): 3 clusters Score: Raw -7510826.836331 + Penalty 3577.798876 = -7507249.037456 nChanged 53 SP:Iteration 45Q (7652.873191 sec): 3 clusters Score: Raw -7510843.877929 + Penalty 3577.798876 = -7507266.079053 nChanged 45 SP:Iteration 46Q (7653.007247 sec): 3 clusters Score: Raw -7510855.569499 + Penalty 3577.798876 = -7507277.770623 nChanged 39 SP:Iteration 47Q (7653.122599 sec): 3 clusters Score: Raw -7510865.081523 + Penalty 3577.798876 = -7507287.282648 nChanged 33 SP:Iteration 48Q (7653.238798 sec): 3 clusters Score: Raw -7510871.172477 + Penalty 3577.798876 = -7507293.373601 nChanged 24 SP:Iteration 49Q (7653.359603 sec): 3 clusters Score: Raw -7510876.438192 + Penalty 3577.798876 = -7507298.639316 nChanged 21 SP:Iteration 50Q (7653.482138 sec): 3 clusters Score: Raw -7510881.232468 + Penalty 3577.798876 = -7507303.433592 nChanged 21 SP:Iteration 51Q (7653.602907 sec): 3 clusters Score: Raw -7510885.571006 + Penalty 3577.798876 = -7507307.772130 nChanged 17 SP:Iteration 52Q (7653.712392 sec): 3 clusters Score: Raw -7510889.764286 + Penalty 3577.798876 = -7507311.965410 nChanged 24 SP:Iteration 53Q (7653.825425 sec): 3 clusters Score: Raw -7510894.243883 + Penalty 3577.798876 = -7507316.445007 nChanged 16 SP:Iteration 54Q (7653.945954 sec): 3 clusters Score: Raw -7510897.612446 + Penalty 3577.798876 = -7507319.813570 nChanged 15 SP:Iteration 55Q (7654.065888 sec): 3 clusters Score: Raw -7510899.582602 + Penalty 3577.798876 = -7507321.783726 nChanged 12 SP:Iteration 56Q (7654.182252 sec): 3 clusters Score: Raw -7510901.273191 + Penalty 3577.798876 = -7507323.474316 nChanged 10 SP:Iteration 57Q (7654.298411 sec): 3 clusters Score: Raw -7510902.563538 + Penalty 3577.798876 = -7507324.764662 nChanged 14 SP:Iteration 58Q (7654.386935 sec): 3 clusters Score: Raw -7510904.776124 + Penalty 3577.798876 = -7507326.977249 nChanged 13 SP:Iteration 59Q (7654.504232 sec): 3 clusters Score: Raw -7510906.977749 + Penalty 3577.798876 = -7507329.178873 nChanged 12 SP:Iteration 60F (7654.607641 sec): 3 clusters Score: Raw -7510909.438681 + Penalty 3577.798876 = -7507331.639805 nChanged 9 SP:Iteration 61Q (7654.729433 sec): 3 clusters Score: Raw -7510910.474703 + Penalty 3577.798876 = -7507332.675827 nChanged 6 SP:Iteration 62Q (7654.851547 sec): 3 clusters Score: Raw -7510911.209618 + Penalty 3577.798876 = -7507333.410743 nChanged 3 SP:Iteration 63Q (7654.977733 sec): 3 clusters Score: Raw -7510911.563102 + Penalty 3577.798876 = -7507333.764226 nChanged 2 SP:Iteration 64Q (7655.091186 sec): 3 clusters Score: Raw -7510911.770759 + Penalty 3577.798876 = -7507333.971884 nChanged 1 SP:Iteration 65Q (7655.202219 sec): 3 clusters Score: Raw -7510911.855627 + Penalty 3577.798876 = -7507334.056752 nChanged 1 SP:Iteration 66Q (7655.318445 sec): 3 clusters Score: Raw -7510911.949400 + Penalty 3577.798876 = -7507334.150525 nChanged 0 SP:Iteration 67F (7655.448728 sec): 3 clusters Score: Raw -7510911.949400 + Penalty 3577.798876 = -7507334.150525 nChanged 0 Trying to split cluster 5 (13698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7655.488998 sec): 2 clusters Score: Raw -1668089.931644 + Penalty 1547.813331 = -1666542.118313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7655.567640 sec): 3 clusters Score: Raw -1660113.812397 + Penalty 3095.626663 = -1657018.185734 nChanged 6033 SP:Iteration 1F (7655.622714 sec): 3 clusters Score: Raw -1663701.881510 + Penalty 3095.626663 = -1660606.254848 nChanged 892 SP:Iteration 2F (7655.693752 sec): 3 clusters Score: Raw -1664205.112019 + Penalty 3095.626663 = -1661109.485357 nChanged 825 SP:Iteration 3F (7655.766630 sec): 3 clusters Score: Raw -1664728.624621 + Penalty 3095.626663 = -1661632.997958 nChanged 834 SP:Iteration 4F (7655.837276 sec): 3 clusters Score: Raw -1665310.168933 + Penalty 3095.626663 = -1662214.542270 nChanged 805 SP:Iteration 5F (7655.903354 sec): 3 clusters Score: Raw -1665930.024105 + Penalty 3095.626663 = -1662834.397443 nChanged 726 SP:Iteration 6F (7655.972858 sec): 3 clusters Score: Raw -1666504.203327 + Penalty 3095.626663 = -1663408.576665 nChanged 657 SP:Iteration 7Q (7656.030978 sec): 3 clusters Score: Raw -1666996.711100 + Penalty 3095.626663 = -1663901.084437 nChanged 524 SP:Iteration 8Q (7656.111611 sec): 3 clusters Score: Raw -1667367.381956 + Penalty 3095.626663 = -1664271.755293 nChanged 437 SP:Iteration 9Q (7656.169765 sec): 3 clusters Score: Raw -1667692.446814 + Penalty 3095.626663 = -1664596.820151 nChanged 348 SP:Iteration 10Q (7656.235140 sec): 3 clusters Score: Raw -1667944.437124 + Penalty 3095.626663 = -1664848.810462 nChanged 264 SP:Iteration 11Q (7656.298614 sec): 3 clusters Score: Raw -1668126.583235 + Penalty 3095.626663 = -1665030.956572 nChanged 192 SP:Iteration 12Q (7656.372500 sec): 3 clusters Score: Raw -1668256.802872 + Penalty 3095.626663 = -1665161.176209 nChanged 146 SP:Iteration 13Q (7656.426165 sec): 3 clusters Score: Raw -1668365.050307 + Penalty 3095.626663 = -1665269.423644 nChanged 141 SP:Iteration 14Q (7656.489155 sec): 3 clusters Score: Raw -1668456.238605 + Penalty 3095.626663 = -1665360.611942 nChanged 92 SP:Iteration 15Q (7656.562881 sec): 3 clusters Score: Raw -1668504.512753 + Penalty 3095.626663 = -1665408.886091 nChanged 73 SP:Iteration 16Q (7656.620312 sec): 3 clusters Score: Raw -1668547.601524 + Penalty 3095.626663 = -1665451.974862 nChanged 53 SP:Iteration 17Q (7656.685863 sec): 3 clusters Score: Raw -1668585.551043 + Penalty 3095.626663 = -1665489.924381 nChanged 53 SP:Iteration 18Q (7656.753755 sec): 3 clusters Score: Raw -1668619.696977 + Penalty 3095.626663 = -1665524.070314 nChanged 46 SP:Iteration 19Q (7656.806017 sec): 3 clusters Score: Raw -1668645.794969 + Penalty 3095.626663 = -1665550.168307 nChanged 39 SP:Iteration 20F (7656.872230 sec): 3 clusters Score: Raw -1668663.094727 + Penalty 3095.626663 = -1665567.468065 nChanged 25 SP:Iteration 21Q (7656.930700 sec): 3 clusters Score: Raw -1668677.150230 + Penalty 3095.626663 = -1665581.523568 nChanged 22 SP:Iteration 22Q (7656.998497 sec): 3 clusters Score: Raw -1668690.873861 + Penalty 3095.626663 = -1665595.247199 nChanged 18 SP:Iteration 23Q (7657.049664 sec): 3 clusters Score: Raw -1668700.464074 + Penalty 3095.626663 = -1665604.837411 nChanged 16 SP:Iteration 24Q (7657.105025 sec): 3 clusters Score: Raw -1668707.264369 + Penalty 3095.626663 = -1665611.637707 nChanged 19 SP:Iteration 25Q (7657.177757 sec): 3 clusters Score: Raw -1668716.036258 + Penalty 3095.626663 = -1665620.409595 nChanged 16 SP:Iteration 26Q (7657.231842 sec): 3 clusters Score: Raw -1668722.098640 + Penalty 3095.626663 = -1665626.471978 nChanged 9 SP:Iteration 27Q (7657.292166 sec): 3 clusters Score: Raw -1668724.567906 + Penalty 3095.626663 = -1665628.941243 nChanged 9 SP:Iteration 28Q (7657.362751 sec): 3 clusters Score: Raw -1668726.549136 + Penalty 3095.626663 = -1665630.922473 nChanged 5 SP:Iteration 29Q (7657.413877 sec): 3 clusters Score: Raw -1668728.088201 + Penalty 3095.626663 = -1665632.461538 nChanged 5 SP:Iteration 30Q (7657.464472 sec): 3 clusters Score: Raw -1668730.413340 + Penalty 3095.626663 = -1665634.786677 nChanged 5 SP:Iteration 31Q (7657.533338 sec): 3 clusters Score: Raw -1668731.678023 + Penalty 3095.626663 = -1665636.051361 nChanged 3 SP:Iteration 32Q (7657.585544 sec): 3 clusters Score: Raw -1668732.635941 + Penalty 3095.626663 = -1665637.009279 nChanged 0 SP:Iteration 33F (7657.647342 sec): 3 clusters Score: Raw -1668732.635941 + Penalty 3095.626663 = -1665637.009279 nChanged 0 Trying to split cluster 6 (5024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7657.672941 sec): 2 clusters Score: Raw -543253.536916 + Penalty 1384.822028 = -541868.714889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7657.729572 sec): 3 clusters Score: Raw -540709.231347 + Penalty 2769.644055 = -537939.587292 nChanged 2047 SP:Iteration 1F (7657.777172 sec): 3 clusters Score: Raw -542065.151089 + Penalty 2769.644055 = -539295.507034 nChanged 485 SP:Iteration 2F (7657.817198 sec): 3 clusters Score: Raw -542489.917167 + Penalty 2769.644055 = -539720.273112 nChanged 404 SP:Iteration 3F (7657.866085 sec): 3 clusters Score: Raw -542862.660544 + Penalty 2769.644055 = -540093.016489 nChanged 382 SP:Iteration 4F (7657.913216 sec): 3 clusters Score: Raw -543316.176405 + Penalty 2769.644055 = -540546.532350 nChanged 364 SP:Iteration 5F (7657.962150 sec): 3 clusters Score: Raw -543776.617243 + Penalty 2769.644055 = -541006.973188 nChanged 328 SP:Iteration 6F (7658.012169 sec): 3 clusters Score: Raw -544223.645664 + Penalty 2769.644055 = -541454.001609 nChanged 259 SP:Iteration 7F (7658.062845 sec): 3 clusters Score: Raw -544521.015603 + Penalty 2769.644055 = -541751.371548 nChanged 178 SP:Iteration 8Q (7658.108053 sec): 3 clusters Score: Raw -544683.257567 + Penalty 2769.644055 = -541913.613512 nChanged 130 SP:Iteration 9Q (7658.152621 sec): 3 clusters Score: Raw -544769.861038 + Penalty 2769.644055 = -542000.216983 nChanged 82 SP:Iteration 10Q (7658.199714 sec): 3 clusters Score: Raw -544803.743868 + Penalty 2769.644055 = -542034.099813 nChanged 51 SP:Iteration 11Q (7658.242646 sec): 3 clusters Score: Raw -544823.950292 + Penalty 2769.644055 = -542054.306237 nChanged 38 SP:Iteration 12Q (7658.295805 sec): 3 clusters Score: Raw -544841.923331 + Penalty 2769.644055 = -542072.279275 nChanged 33 SP:Iteration 13Q (7658.346154 sec): 3 clusters Score: Raw -544853.773125 + Penalty 2769.644055 = -542084.129070 nChanged 28 SP:Iteration 14Q (7658.385457 sec): 3 clusters Score: Raw -544865.644665 + Penalty 2769.644055 = -542096.000610 nChanged 22 SP:Iteration 15Q (7658.419181 sec): 3 clusters Score: Raw -544873.135652 + Penalty 2769.644055 = -542103.491597 nChanged 24 SP:Iteration 16Q (7658.469891 sec): 3 clusters Score: Raw -544881.288738 + Penalty 2769.644055 = -542111.644683 nChanged 15 SP:Iteration 17Q (7658.518648 sec): 3 clusters Score: Raw -544887.518903 + Penalty 2769.644055 = -542117.874848 nChanged 24 SP:Iteration 18Q (7658.578713 sec): 3 clusters Score: Raw -544896.154425 + Penalty 2769.644055 = -542126.510370 nChanged 25 SP:Iteration 19Q (7658.609619 sec): 3 clusters Score: Raw -544901.658743 + Penalty 2769.644055 = -542132.014688 nChanged 21 SP:Iteration 20F (7658.649287 sec): 3 clusters Score: Raw -544908.200221 + Penalty 2769.644055 = -542138.556166 nChanged 17 SP:Iteration 21Q (7658.701015 sec): 3 clusters Score: Raw -544913.479971 + Penalty 2769.644055 = -542143.835916 nChanged 16 SP:Iteration 22Q (7658.744488 sec): 3 clusters Score: Raw -544917.096104 + Penalty 2769.644055 = -542147.452049 nChanged 12 SP:Iteration 23Q (7658.793550 sec): 3 clusters Score: Raw -544919.515601 + Penalty 2769.644055 = -542149.871546 nChanged 11 SP:Iteration 24Q (7658.840820 sec): 3 clusters Score: Raw -544921.738611 + Penalty 2769.644055 = -542152.094556 nChanged 8 SP:Iteration 25Q (7658.878328 sec): 3 clusters Score: Raw -544923.258738 + Penalty 2769.644055 = -542153.614683 nChanged 5 SP:Iteration 26Q (7658.928565 sec): 3 clusters Score: Raw -544924.515028 + Penalty 2769.644055 = -542154.870973 nChanged 10 SP:Iteration 27Q (7658.983010 sec): 3 clusters Score: Raw -544927.026557 + Penalty 2769.644055 = -542157.382502 nChanged 12 SP:Iteration 28Q (7659.027575 sec): 3 clusters Score: Raw -544930.828432 + Penalty 2769.644055 = -542161.184377 nChanged 11 SP:Iteration 29Q (7659.077741 sec): 3 clusters Score: Raw -544933.411374 + Penalty 2769.644055 = -542163.767318 nChanged 10 SP:Iteration 30Q (7659.139234 sec): 3 clusters Score: Raw -544934.801477 + Penalty 2769.644055 = -542165.157422 nChanged 4 SP:Iteration 31Q (7659.181983 sec): 3 clusters Score: Raw -544935.337940 + Penalty 2769.644055 = -542165.693884 nChanged 2 SP:Iteration 32Q (7659.234414 sec): 3 clusters Score: Raw -544935.824701 + Penalty 2769.644055 = -542166.180645 nChanged 4 SP:Iteration 33Q (7659.288673 sec): 3 clusters Score: Raw -544936.558237 + Penalty 2769.644055 = -542166.914182 nChanged 2 SP:Iteration 34Q (7659.330926 sec): 3 clusters Score: Raw -544936.841318 + Penalty 2769.644055 = -542167.197263 nChanged 2 SP:Iteration 35Q (7659.387934 sec): 3 clusters Score: Raw -544937.155549 + Penalty 2769.644055 = -542167.511494 nChanged 4 SP:Iteration 36Q (7659.436869 sec): 3 clusters Score: Raw -544937.786225 + Penalty 2769.644055 = -542168.142170 nChanged 1 SP:Iteration 37Q (7659.479187 sec): 3 clusters Score: Raw -544937.848089 + Penalty 2769.644055 = -542168.204034 nChanged 0 SP:Iteration 38F (7659.531351 sec): 3 clusters Score: Raw -544937.848089 + Penalty 2769.644055 = -542168.204034 nChanged 0 Score: Raw -129519057.806664 + Penalty 81160.754390 = -129437897.052274 Splitting cluster 6 changes total score from -129438384.549518 to -129437897.052274 So it's not getting split. Trying to split cluster 7 (3480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7682.857265 sec): 2 clusters Score: Raw -430285.315276 + Penalty 1325.152981 = -428960.162295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7682.899802 sec): 3 clusters Score: Raw -428638.754734 + Penalty 2650.305961 = -425988.448773 nChanged 1344 SP:Iteration 1F (7682.953552 sec): 3 clusters Score: Raw -429558.771155 + Penalty 2650.305961 = -426908.465194 nChanged 316 SP:Iteration 2F (7683.006698 sec): 3 clusters Score: Raw -429816.830164 + Penalty 2650.305961 = -427166.524203 nChanged 241 SP:Iteration 3F (7683.070987 sec): 3 clusters Score: Raw -429979.304447 + Penalty 2650.305961 = -427328.998485 nChanged 189 SP:Iteration 4F (7683.122479 sec): 3 clusters Score: Raw -430110.109551 + Penalty 2650.305961 = -427459.803590 nChanged 174 SP:Iteration 5Q (7683.145592 sec): 3 clusters Score: Raw -430239.082630 + Penalty 2650.305961 = -427588.776669 nChanged 174 SP:Iteration 6Q (7683.183868 sec): 3 clusters Score: Raw -430368.048674 + Penalty 2650.305961 = -427717.742712 nChanged 158 SP:Iteration 7Q (7683.214501 sec): 3 clusters Score: Raw -430493.137329 + Penalty 2650.305961 = -427842.831367 nChanged 155 SP:Iteration 8Q (7683.258912 sec): 3 clusters Score: Raw -430614.831552 + Penalty 2650.305961 = -427964.525591 nChanged 133 SP:Iteration 9Q (7683.308471 sec): 3 clusters Score: Raw -430726.393538 + Penalty 2650.305961 = -428076.087577 nChanged 120 SP:Iteration 10Q (7683.351876 sec): 3 clusters Score: Raw -430834.556841 + Penalty 2650.305961 = -428184.250879 nChanged 90 SP:Iteration 11Q (7683.400246 sec): 3 clusters Score: Raw -430905.777948 + Penalty 2650.305961 = -428255.471987 nChanged 70 SP:Iteration 12Q (7683.436116 sec): 3 clusters Score: Raw -430972.914874 + Penalty 2650.305961 = -428322.608913 nChanged 58 SP:Iteration 13Q (7683.482119 sec): 3 clusters Score: Raw -431017.794862 + Penalty 2650.305961 = -428367.488901 nChanged 39 SP:Iteration 14Q (7683.538830 sec): 3 clusters Score: Raw -431044.894087 + Penalty 2650.305961 = -428394.588126 nChanged 35 SP:Iteration 15Q (7683.570369 sec): 3 clusters Score: Raw -431074.354825 + Penalty 2650.305961 = -428424.048864 nChanged 20 SP:Iteration 16Q (7683.615149 sec): 3 clusters Score: Raw -431091.875585 + Penalty 2650.305961 = -428441.569623 nChanged 22 SP:Iteration 17Q (7683.660187 sec): 3 clusters Score: Raw -431110.519561 + Penalty 2650.305961 = -428460.213600 nChanged 20 SP:Iteration 18Q (7683.701302 sec): 3 clusters Score: Raw -431126.375663 + Penalty 2650.305961 = -428476.069702 nChanged 10 SP:Iteration 19Q (7683.746979 sec): 3 clusters Score: Raw -431131.910086 + Penalty 2650.305961 = -428481.604125 nChanged 4 SP:Iteration 20F (7683.761966 sec): 3 clusters Score: Raw -431134.453486 + Penalty 2650.305961 = -428484.147525 nChanged 6 SP:Iteration 21Q (7683.781434 sec): 3 clusters Score: Raw -431140.095297 + Penalty 2650.305961 = -428489.789336 nChanged 5 SP:Iteration 22Q (7683.821266 sec): 3 clusters Score: Raw -431143.210698 + Penalty 2650.305961 = -428492.904737 nChanged 2 SP:Iteration 23Q (7683.838611 sec): 3 clusters Score: Raw -431144.812466 + Penalty 2650.305961 = -428494.506505 nChanged 1 SP:Iteration 24Q (7683.855084 sec): 3 clusters Score: Raw -431145.096433 + Penalty 2650.305961 = -428494.790472 nChanged 0 SP:Iteration 25F (7683.905510 sec): 3 clusters Score: Raw -431145.096433 + Penalty 2650.305961 = -428494.790472 nChanged 0 Trying to split cluster 8 (14670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7683.936348 sec): 2 clusters Score: Raw -1786657.527371 + Penalty 1558.953479 = -1785098.573892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7684.001348 sec): 3 clusters Score: Raw -1778089.975312 + Penalty 3117.906958 = -1774972.068354 nChanged 6513 SP:Iteration 1F (7684.056419 sec): 3 clusters Score: Raw -1781689.772407 + Penalty 3117.906958 = -1778571.865449 nChanged 968 SP:Iteration 2F (7684.125642 sec): 3 clusters Score: Raw -1782290.140763 + Penalty 3117.906958 = -1779172.233805 nChanged 983 SP:Iteration 3F (7684.189517 sec): 3 clusters Score: Raw -1782912.066728 + Penalty 3117.906958 = -1779794.159770 nChanged 962 SP:Iteration 4F (7684.255872 sec): 3 clusters Score: Raw -1783579.464740 + Penalty 3117.906958 = -1780461.557782 nChanged 910 SP:Iteration 5F (7684.323614 sec): 3 clusters Score: Raw -1784288.674089 + Penalty 3117.906958 = -1781170.767131 nChanged 882 SP:Iteration 6F (7684.360807 sec): 3 clusters Score: Raw -1785026.158992 + Penalty 3117.906958 = -1781908.252033 nChanged 873 SP:Iteration 7F (7684.425476 sec): 3 clusters Score: Raw -1785821.161357 + Penalty 3117.906958 = -1782703.254399 nChanged 710 SP:Iteration 8Q (7684.463940 sec): 3 clusters Score: Raw -1786436.048253 + Penalty 3117.906958 = -1783318.141295 nChanged 513 SP:Iteration 9Q (7684.498486 sec): 3 clusters Score: Raw -1786822.752395 + Penalty 3117.906958 = -1783704.845437 nChanged 386 SP:Iteration 10Q (7684.531232 sec): 3 clusters Score: Raw -1787058.481885 + Penalty 3117.906958 = -1783940.574926 nChanged 278 SP:Iteration 11Q (7684.569336 sec): 3 clusters Score: Raw -1787189.759246 + Penalty 3117.906958 = -1784071.852288 nChanged 212 SP:Iteration 12Q (7684.633198 sec): 3 clusters Score: Raw -1787278.578318 + Penalty 3117.906958 = -1784160.671360 nChanged 163 SP:Iteration 13Q (7684.676768 sec): 3 clusters Score: Raw -1787329.490951 + Penalty 3117.906958 = -1784211.583993 nChanged 131 SP:Iteration 14Q (7684.746178 sec): 3 clusters Score: Raw -1787370.688911 + Penalty 3117.906958 = -1784252.781953 nChanged 111 SP:Iteration 15Q (7684.819065 sec): 3 clusters Score: Raw -1787394.868797 + Penalty 3117.906958 = -1784276.961839 nChanged 66 SP:Iteration 16Q (7684.877279 sec): 3 clusters Score: Raw -1787408.876735 + Penalty 3117.906958 = -1784290.969777 nChanged 51 SP:Iteration 17Q (7684.934874 sec): 3 clusters Score: Raw -1787416.388894 + Penalty 3117.906958 = -1784298.481936 nChanged 39 SP:Iteration 18Q (7684.998795 sec): 3 clusters Score: Raw -1787420.365282 + Penalty 3117.906958 = -1784302.458324 nChanged 23 SP:Iteration 19Q (7685.055607 sec): 3 clusters Score: Raw -1787423.223774 + Penalty 3117.906958 = -1784305.316816 nChanged 22 SP:Iteration 20F (7685.129734 sec): 3 clusters Score: Raw -1787425.402226 + Penalty 3117.906958 = -1784307.495268 nChanged 19 SP:Iteration 21Q (7685.188174 sec): 3 clusters Score: Raw -1787427.378041 + Penalty 3117.906958 = -1784309.471083 nChanged 18 SP:Iteration 22Q (7685.260766 sec): 3 clusters Score: Raw -1787429.186714 + Penalty 3117.906958 = -1784311.279756 nChanged 16 SP:Iteration 23Q (7685.321743 sec): 3 clusters Score: Raw -1787431.159284 + Penalty 3117.906958 = -1784313.252326 nChanged 19 SP:Iteration 24Q (7685.384881 sec): 3 clusters Score: Raw -1787433.372903 + Penalty 3117.906958 = -1784315.465945 nChanged 24 SP:Iteration 25Q (7685.432882 sec): 3 clusters Score: Raw -1787435.916918 + Penalty 3117.906958 = -1784318.009960 nChanged 21 SP:Iteration 26Q (7685.500059 sec): 3 clusters Score: Raw -1787438.213269 + Penalty 3117.906958 = -1784320.306311 nChanged 16 SP:Iteration 27Q (7685.566586 sec): 3 clusters Score: Raw -1787439.897302 + Penalty 3117.906958 = -1784321.990344 nChanged 11 SP:Iteration 28Q (7685.628966 sec): 3 clusters Score: Raw -1787440.654385 + Penalty 3117.906958 = -1784322.747427 nChanged 6 SP:Iteration 29Q (7685.690486 sec): 3 clusters Score: Raw -1787441.079444 + Penalty 3117.906958 = -1784323.172486 nChanged 8 SP:Iteration 30Q (7685.752171 sec): 3 clusters Score: Raw -1787441.822750 + Penalty 3117.906958 = -1784323.915792 nChanged 8 SP:Iteration 31Q (7685.813642 sec): 3 clusters Score: Raw -1787442.535300 + Penalty 3117.906958 = -1784324.628342 nChanged 7 SP:Iteration 32Q (7685.885572 sec): 3 clusters Score: Raw -1787442.897847 + Penalty 3117.906958 = -1784324.990889 nChanged 5 SP:Iteration 33Q (7685.941759 sec): 3 clusters Score: Raw -1787443.235173 + Penalty 3117.906958 = -1784325.328215 nChanged 3 SP:Iteration 34Q (7686.000261 sec): 3 clusters Score: Raw -1787443.377416 + Penalty 3117.906958 = -1784325.470458 nChanged 1 SP:Iteration 35Q (7686.071928 sec): 3 clusters Score: Raw -1787443.499912 + Penalty 3117.906958 = -1784325.592953 nChanged 1 SP:Iteration 36Q (7686.126222 sec): 3 clusters Score: Raw -1787443.568855 + Penalty 3117.906958 = -1784325.661897 nChanged 2 SP:Iteration 37Q (7686.191237 sec): 3 clusters Score: Raw -1787443.787237 + Penalty 3117.906958 = -1784325.880279 nChanged 2 SP:Iteration 38Q (7686.250148 sec): 3 clusters Score: Raw -1787443.897610 + Penalty 3117.906958 = -1784325.990651 nChanged 0 SP:Iteration 39F (7686.309858 sec): 3 clusters Score: Raw -1787443.897610 + Penalty 3117.906958 = -1784325.990651 nChanged 0 Trying to split cluster 9 (3418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7686.338210 sec): 2 clusters Score: Raw -414113.348698 + Penalty 1322.231765 = -412791.116933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7686.388043 sec): 3 clusters Score: Raw -412449.246942 + Penalty 2644.463531 = -409804.783412 nChanged 1288 SP:Iteration 1F (7686.437542 sec): 3 clusters Score: Raw -413271.298504 + Penalty 2644.463531 = -410626.834974 nChanged 313 SP:Iteration 2F (7686.470375 sec): 3 clusters Score: Raw -413579.018527 + Penalty 2644.463531 = -410934.554996 nChanged 277 SP:Iteration 3F (7686.517534 sec): 3 clusters Score: Raw -413849.004673 + Penalty 2644.463531 = -411204.541142 nChanged 213 SP:Iteration 4F (7686.575063 sec): 3 clusters Score: Raw -414017.208595 + Penalty 2644.463531 = -411372.745064 nChanged 168 SP:Iteration 5Q (7686.625323 sec): 3 clusters Score: Raw -414143.600945 + Penalty 2644.463531 = -411499.137415 nChanged 162 SP:Iteration 6Q (7686.660524 sec): 3 clusters Score: Raw -414288.571149 + Penalty 2644.463531 = -411644.107619 nChanged 170 SP:Iteration 7Q (7686.703750 sec): 3 clusters Score: Raw -414442.271380 + Penalty 2644.463531 = -411797.807849 nChanged 159 SP:Iteration 8Q (7686.752711 sec): 3 clusters Score: Raw -414564.651067 + Penalty 2644.463531 = -411920.187536 nChanged 119 SP:Iteration 9Q (7686.798148 sec): 3 clusters Score: Raw -414662.411089 + Penalty 2644.463531 = -412017.947558 nChanged 100 SP:Iteration 10Q (7686.841563 sec): 3 clusters Score: Raw -414739.187266 + Penalty 2644.463531 = -412094.723736 nChanged 87 SP:Iteration 11Q (7686.887253 sec): 3 clusters Score: Raw -414800.290013 + Penalty 2644.463531 = -412155.826482 nChanged 74 SP:Iteration 12Q (7686.935088 sec): 3 clusters Score: Raw -414848.409414 + Penalty 2644.463531 = -412203.945884 nChanged 53 SP:Iteration 13Q (7686.980398 sec): 3 clusters Score: Raw -414876.073830 + Penalty 2644.463531 = -412231.610299 nChanged 33 SP:Iteration 14Q (7687.037431 sec): 3 clusters Score: Raw -414891.982892 + Penalty 2644.463531 = -412247.519361 nChanged 21 SP:Iteration 15Q (7687.075302 sec): 3 clusters Score: Raw -414899.637930 + Penalty 2644.463531 = -412255.174400 nChanged 14 SP:Iteration 16Q (7687.122022 sec): 3 clusters Score: Raw -414904.506536 + Penalty 2644.463531 = -412260.043005 nChanged 10 SP:Iteration 17Q (7687.166973 sec): 3 clusters Score: Raw -414908.154118 + Penalty 2644.463531 = -412263.690587 nChanged 9 SP:Iteration 18Q (7687.217527 sec): 3 clusters Score: Raw -414910.654920 + Penalty 2644.463531 = -412266.191389 nChanged 9 SP:Iteration 19Q (7687.256114 sec): 3 clusters Score: Raw -414912.758874 + Penalty 2644.463531 = -412268.295343 nChanged 4 SP:Iteration 20F (7687.302081 sec): 3 clusters Score: Raw -414914.065471 + Penalty 2644.463531 = -412269.601940 nChanged 4 SP:Iteration 21Q (7687.359806 sec): 3 clusters Score: Raw -414915.674740 + Penalty 2644.463531 = -412271.211210 nChanged 4 SP:Iteration 22Q (7687.399107 sec): 3 clusters Score: Raw -414917.664191 + Penalty 2644.463531 = -412273.200661 nChanged 4 SP:Iteration 23Q (7687.445009 sec): 3 clusters Score: Raw -414918.595229 + Penalty 2644.463531 = -412274.131698 nChanged 4 SP:Iteration 24Q (7687.491041 sec): 3 clusters Score: Raw -414919.672856 + Penalty 2644.463531 = -412275.209325 nChanged 5 SP:Iteration 25Q (7687.542016 sec): 3 clusters Score: Raw -414921.155175 + Penalty 2644.463531 = -412276.691644 nChanged 1 SP:Iteration 26Q (7687.582625 sec): 3 clusters Score: Raw -414921.410553 + Penalty 2644.463531 = -412276.947022 nChanged 1 SP:Iteration 27Q (7687.639959 sec): 3 clusters Score: Raw -414921.574985 + Penalty 2644.463531 = -412277.111454 nChanged 0 SP:Iteration 28F (7687.678482 sec): 3 clusters Score: Raw -414921.574985 + Penalty 2644.463531 = -412277.111454 nChanged 0 Trying to split cluster 10 (9970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7687.724455 sec): 2 clusters Score: Raw -1225634.341106 + Penalty 1496.192078 = -1224138.149029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7687.778110 sec): 3 clusters Score: Raw -1219967.460880 + Penalty 2992.384155 = -1216975.076725 nChanged 4297 SP:Iteration 1F (7687.844263 sec): 3 clusters Score: Raw -1222244.767615 + Penalty 2992.384155 = -1219252.383459 nChanged 672 SP:Iteration 2F (7687.886377 sec): 3 clusters Score: Raw -1222576.419569 + Penalty 2992.384155 = -1219584.035414 nChanged 632 SP:Iteration 3F (7687.954657 sec): 3 clusters Score: Raw -1222956.119300 + Penalty 2992.384155 = -1219963.735145 nChanged 636 SP:Iteration 4F (7688.002845 sec): 3 clusters Score: Raw -1223422.960384 + Penalty 2992.384155 = -1220430.576229 nChanged 668 SP:Iteration 5F (7688.060314 sec): 3 clusters Score: Raw -1224032.235584 + Penalty 2992.384155 = -1221039.851429 nChanged 773 SP:Iteration 6F (7688.091888 sec): 3 clusters Score: Raw -1224844.041335 + Penalty 2992.384155 = -1221851.657180 nChanged 735 SP:Iteration 7F (7688.124425 sec): 3 clusters Score: Raw -1225625.947790 + Penalty 2992.384155 = -1222633.563635 nChanged 583 SP:Iteration 8F (7688.158231 sec): 3 clusters Score: Raw -1226149.054907 + Penalty 2992.384155 = -1223156.670751 nChanged 405 SP:Iteration 9Q (7688.215157 sec): 3 clusters Score: Raw -1226431.325741 + Penalty 2992.384155 = -1223438.941585 nChanged 274 SP:Iteration 10Q (7688.278557 sec): 3 clusters Score: Raw -1226607.377753 + Penalty 2992.384155 = -1223614.993597 nChanged 195 SP:Iteration 11Q (7688.305602 sec): 3 clusters Score: Raw -1226719.474607 + Penalty 2992.384155 = -1223727.090451 nChanged 164 SP:Iteration 12Q (7688.372374 sec): 3 clusters Score: Raw -1226821.208849 + Penalty 2992.384155 = -1223828.824694 nChanged 164 SP:Iteration 13Q (7688.420889 sec): 3 clusters Score: Raw -1226908.954477 + Penalty 2992.384155 = -1223916.570321 nChanged 125 SP:Iteration 14Q (7688.477142 sec): 3 clusters Score: Raw -1226977.017039 + Penalty 2992.384155 = -1223984.632884 nChanged 109 SP:Iteration 15Q (7688.532852 sec): 3 clusters Score: Raw -1227035.875461 + Penalty 2992.384155 = -1224043.491305 nChanged 97 SP:Iteration 16Q (7688.587345 sec): 3 clusters Score: Raw -1227087.207674 + Penalty 2992.384155 = -1224094.823519 nChanged 97 SP:Iteration 17Q (7688.646825 sec): 3 clusters Score: Raw -1227129.245127 + Penalty 2992.384155 = -1224136.860972 nChanged 74 SP:Iteration 18Q (7688.694465 sec): 3 clusters Score: Raw -1227155.627915 + Penalty 2992.384155 = -1224163.243759 nChanged 56 SP:Iteration 19Q (7688.749227 sec): 3 clusters Score: Raw -1227174.741615 + Penalty 2992.384155 = -1224182.357460 nChanged 45 SP:Iteration 20F (7688.810795 sec): 3 clusters Score: Raw -1227186.345170 + Penalty 2992.384155 = -1224193.961014 nChanged 36 SP:Iteration 21Q (7688.879157 sec): 3 clusters Score: Raw -1227196.053955 + Penalty 2992.384155 = -1224203.669800 nChanged 28 SP:Iteration 22Q (7688.924064 sec): 3 clusters Score: Raw -1227202.916024 + Penalty 2992.384155 = -1224210.531868 nChanged 17 SP:Iteration 23Q (7688.979339 sec): 3 clusters Score: Raw -1227206.922451 + Penalty 2992.384155 = -1224214.538295 nChanged 17 SP:Iteration 24Q (7689.031920 sec): 3 clusters Score: Raw -1227210.771532 + Penalty 2992.384155 = -1224218.387377 nChanged 14 SP:Iteration 25Q (7689.087357 sec): 3 clusters Score: Raw -1227213.327977 + Penalty 2992.384155 = -1224220.943822 nChanged 11 SP:Iteration 26Q (7689.147687 sec): 3 clusters Score: Raw -1227215.849608 + Penalty 2992.384155 = -1224223.465453 nChanged 13 SP:Iteration 27Q (7689.198873 sec): 3 clusters Score: Raw -1227218.184860 + Penalty 2992.384155 = -1224225.800705 nChanged 5 SP:Iteration 28Q (7689.254822 sec): 3 clusters Score: Raw -1227219.173110 + Penalty 2992.384155 = -1224226.788955 nChanged 9 SP:Iteration 29Q (7689.299834 sec): 3 clusters Score: Raw -1227220.589431 + Penalty 2992.384155 = -1224228.205275 nChanged 4 SP:Iteration 30Q (7689.351880 sec): 3 clusters Score: Raw -1227221.119044 + Penalty 2992.384155 = -1224228.734889 nChanged 1 SP:Iteration 31Q (7689.400522 sec): 3 clusters Score: Raw -1227221.267892 + Penalty 2992.384155 = -1224228.883737 nChanged 1 SP:Iteration 32Q (7689.459827 sec): 3 clusters Score: Raw -1227221.381428 + Penalty 2992.384155 = -1224228.997273 nChanged 1 SP:Iteration 33Q (7689.514156 sec): 3 clusters Score: Raw -1227221.404631 + Penalty 2992.384155 = -1224229.020475 nChanged 0 SP:Iteration 34F (7689.578329 sec): 3 clusters Score: Raw -1227221.404631 + Penalty 2992.384155 = -1224229.020475 nChanged 0 Score: Raw -129518960.559015 + Penalty 81160.754390 = -129437799.804626 Splitting cluster 10 changes total score from -129438384.549518 to -129437799.804626 So it's not getting split. Trying to split cluster 11 (11507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7712.188857 sec): 2 clusters Score: Raw -1419763.345123 + Penalty 1519.490509 = -1418243.854614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7712.239789 sec): 3 clusters Score: Raw -1413072.084927 + Penalty 3038.981018 = -1410033.103909 nChanged 5062 SP:Iteration 1F (7712.301202 sec): 3 clusters Score: Raw -1415779.380100 + Penalty 3038.981018 = -1412740.399082 nChanged 674 SP:Iteration 2F (7712.364427 sec): 3 clusters Score: Raw -1416067.585065 + Penalty 3038.981018 = -1413028.604047 nChanged 611 SP:Iteration 3F (7712.420170 sec): 3 clusters Score: Raw -1416339.955300 + Penalty 3038.981018 = -1413300.974282 nChanged 575 SP:Iteration 4Q (7712.492786 sec): 3 clusters Score: Raw -1416600.493606 + Penalty 3038.981018 = -1413561.512588 nChanged 543 SP:Iteration 5Q (7712.549478 sec): 3 clusters Score: Raw -1416840.908035 + Penalty 3038.981018 = -1413801.927017 nChanged 533 SP:Iteration 6Q (7712.601766 sec): 3 clusters Score: Raw -1417115.562252 + Penalty 3038.981018 = -1414076.581234 nChanged 543 SP:Iteration 7Q (7712.667814 sec): 3 clusters Score: Raw -1417453.907107 + Penalty 3038.981018 = -1414414.926089 nChanged 607 SP:Iteration 8F (7712.743967 sec): 3 clusters Score: Raw -1417834.530399 + Penalty 3038.981018 = -1414795.549381 nChanged 616 SP:Iteration 9F (7712.797601 sec): 3 clusters Score: Raw -1418237.419688 + Penalty 3038.981018 = -1415198.438670 nChanged 567 SP:Iteration 10Q (7712.868849 sec): 3 clusters Score: Raw -1418604.283465 + Penalty 3038.981018 = -1415565.302447 nChanged 533 SP:Iteration 11Q (7712.924949 sec): 3 clusters Score: Raw -1418939.173929 + Penalty 3038.981018 = -1415900.192911 nChanged 458 SP:Iteration 12Q (7712.995088 sec): 3 clusters Score: Raw -1419222.844305 + Penalty 3038.981018 = -1416183.863287 nChanged 388 SP:Iteration 13Q (7713.053763 sec): 3 clusters Score: Raw -1419481.227492 + Penalty 3038.981018 = -1416442.246474 nChanged 346 SP:Iteration 14Q (7713.118684 sec): 3 clusters Score: Raw -1419714.284180 + Penalty 3038.981018 = -1416675.303162 nChanged 319 SP:Iteration 15Q (7713.180788 sec): 3 clusters Score: Raw -1419920.564817 + Penalty 3038.981018 = -1416881.583799 nChanged 248 SP:Iteration 16Q (7713.238533 sec): 3 clusters Score: Raw -1420064.673354 + Penalty 3038.981018 = -1417025.692336 nChanged 216 SP:Iteration 17Q (7713.315653 sec): 3 clusters Score: Raw -1420189.098269 + Penalty 3038.981018 = -1417150.117251 nChanged 204 SP:Iteration 18Q (7713.375494 sec): 3 clusters Score: Raw -1420297.198069 + Penalty 3038.981018 = -1417258.217051 nChanged 158 SP:Iteration 19Q (7713.442387 sec): 3 clusters Score: Raw -1420371.876595 + Penalty 3038.981018 = -1417332.895577 nChanged 154 SP:Iteration 20F (7713.497534 sec): 3 clusters Score: Raw -1420440.306055 + Penalty 3038.981018 = -1417401.325037 nChanged 138 SP:Iteration 21Q (7713.556733 sec): 3 clusters Score: Raw -1420495.276597 + Penalty 3038.981018 = -1417456.295579 nChanged 104 SP:Iteration 22Q (7713.617733 sec): 3 clusters Score: Raw -1420533.927898 + Penalty 3038.981018 = -1417494.946880 nChanged 87 SP:Iteration 23Q (7713.677626 sec): 3 clusters Score: Raw -1420564.466232 + Penalty 3038.981018 = -1417525.485214 nChanged 86 SP:Iteration 24Q (7713.754793 sec): 3 clusters Score: Raw -1420594.381441 + Penalty 3038.981018 = -1417555.400423 nChanged 92 SP:Iteration 25Q (7713.802283 sec): 3 clusters Score: Raw -1420628.862490 + Penalty 3038.981018 = -1417589.881472 nChanged 71 SP:Iteration 26Q (7713.877404 sec): 3 clusters Score: Raw -1420656.362920 + Penalty 3038.981018 = -1417617.381902 nChanged 89 SP:Iteration 27Q (7713.923970 sec): 3 clusters Score: Raw -1420689.480651 + Penalty 3038.981018 = -1417650.499632 nChanged 83 SP:Iteration 28Q (7713.997054 sec): 3 clusters Score: Raw -1420721.961669 + Penalty 3038.981018 = -1417682.980651 nChanged 92 SP:Iteration 29Q (7714.045205 sec): 3 clusters Score: Raw -1420755.402329 + Penalty 3038.981018 = -1417716.421311 nChanged 80 SP:Iteration 30Q (7714.107293 sec): 3 clusters Score: Raw -1420797.598785 + Penalty 3038.981018 = -1417758.617767 nChanged 103 SP:Iteration 31Q (7714.168851 sec): 3 clusters Score: Raw -1420850.387880 + Penalty 3038.981018 = -1417811.406862 nChanged 108 SP:Iteration 32Q (7714.223220 sec): 3 clusters Score: Raw -1420901.202681 + Penalty 3038.981018 = -1417862.221663 nChanged 105 SP:Iteration 33Q (7714.285702 sec): 3 clusters Score: Raw -1420955.353293 + Penalty 3038.981018 = -1417916.372275 nChanged 101 SP:Iteration 34Q (7714.345430 sec): 3 clusters Score: Raw -1421003.596902 + Penalty 3038.981018 = -1417964.615884 nChanged 100 SP:Iteration 35Q (7714.403431 sec): 3 clusters Score: Raw -1421048.905117 + Penalty 3038.981018 = -1418009.924099 nChanged 93 SP:Iteration 36Q (7714.473112 sec): 3 clusters Score: Raw -1421090.309184 + Penalty 3038.981018 = -1418051.328166 nChanged 91 SP:Iteration 37Q (7714.528129 sec): 3 clusters Score: Raw -1421127.714481 + Penalty 3038.981018 = -1418088.733463 nChanged 91 SP:Iteration 38Q (7714.582405 sec): 3 clusters Score: Raw -1421162.266399 + Penalty 3038.981018 = -1418123.285381 nChanged 66 SP:Iteration 39Q (7714.657383 sec): 3 clusters Score: Raw -1421185.887386 + Penalty 3038.981018 = -1418146.906368 nChanged 55 SP:Iteration 40F (7714.712756 sec): 3 clusters Score: Raw -1421206.189844 + Penalty 3038.981018 = -1418167.208826 nChanged 54 SP:Iteration 41Q (7714.774004 sec): 3 clusters Score: Raw -1421224.223874 + Penalty 3038.981018 = -1418185.242856 nChanged 50 SP:Iteration 42Q (7714.841562 sec): 3 clusters Score: Raw -1421237.103056 + Penalty 3038.981018 = -1418198.122038 nChanged 35 SP:Iteration 43Q (7714.894039 sec): 3 clusters Score: Raw -1421244.802995 + Penalty 3038.981018 = -1418205.821977 nChanged 26 SP:Iteration 44Q (7714.950124 sec): 3 clusters Score: Raw -1421251.313698 + Penalty 3038.981018 = -1418212.332680 nChanged 21 SP:Iteration 45Q (7715.008464 sec): 3 clusters Score: Raw -1421255.087593 + Penalty 3038.981018 = -1418216.106575 nChanged 16 SP:Iteration 46Q (7715.071178 sec): 3 clusters Score: Raw -1421257.622330 + Penalty 3038.981018 = -1418218.641312 nChanged 14 SP:Iteration 47Q (7715.119715 sec): 3 clusters Score: Raw -1421260.102036 + Penalty 3038.981018 = -1418221.121018 nChanged 11 SP:Iteration 48Q (7715.178139 sec): 3 clusters Score: Raw -1421261.279084 + Penalty 3038.981018 = -1418222.298066 nChanged 5 SP:Iteration 49Q (7715.247763 sec): 3 clusters Score: Raw -1421261.725141 + Penalty 3038.981018 = -1418222.744123 nChanged 3 SP:Iteration 50Q (7715.308017 sec): 3 clusters Score: Raw -1421261.953054 + Penalty 3038.981018 = -1418222.972036 nChanged 2 SP:Iteration 51Q (7715.368460 sec): 3 clusters Score: Raw -1421262.244720 + Penalty 3038.981018 = -1418223.263702 nChanged 3 SP:Iteration 52Q (7715.423337 sec): 3 clusters Score: Raw -1421262.568410 + Penalty 3038.981018 = -1418223.587392 nChanged 2 SP:Iteration 53Q (7715.472266 sec): 3 clusters Score: Raw -1421262.754897 + Penalty 3038.981018 = -1418223.773879 nChanged 0 SP:Iteration 54F (7715.536446 sec): 3 clusters Score: Raw -1421262.754897 + Penalty 3038.981018 = -1418223.773879 nChanged 0 Trying to split cluster 12 (363560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7715.997581 sec): 2 clusters Score: Raw -46536512.335121 + Penalty 2080.601189 = -46534431.733932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7716.610924 sec): 3 clusters Score: Raw -46292850.901067 + Penalty 4161.202378 = -46288689.698689 nChanged 177562 SP:Iteration 1F (7717.199534 sec): 3 clusters Score: Raw -46399729.103245 + Penalty 4161.202378 = -46395567.900867 nChanged 10366 SP:Iteration 2Q (7717.811297 sec): 3 clusters Score: Raw -46402139.770821 + Penalty 4161.202378 = -46397978.568443 nChanged 11691 SP:Iteration 3Q (7718.445326 sec): 3 clusters Score: Raw -46405356.119563 + Penalty 4161.202378 = -46401194.917185 nChanged 13274 SP:Iteration 4Q (7719.077548 sec): 3 clusters Score: Raw -46409770.358773 + Penalty 4161.202378 = -46405609.156395 nChanged 15354 SP:Iteration 5Q (7719.671213 sec): 3 clusters Score: Raw -46416113.002714 + Penalty 4161.202378 = -46411951.800337 nChanged 17580 SP:Iteration 6Q (7720.294848 sec): 3 clusters Score: Raw -46424817.493950 + Penalty 4161.202378 = -46420656.291572 nChanged 19649 SP:Iteration 7F (7720.885086 sec): 3 clusters Score: Raw -46436354.369037 + Penalty 4161.202378 = -46432193.166659 nChanged 21074 SP:Iteration 8F (7721.534980 sec): 3 clusters Score: Raw -46449937.139607 + Penalty 4161.202378 = -46445775.937229 nChanged 20867 SP:Iteration 9F (7722.112571 sec): 3 clusters Score: Raw -46463449.524602 + Penalty 4161.202378 = -46459288.322224 nChanged 18885 SP:Iteration 10F (7722.653678 sec): 3 clusters Score: Raw -46474982.452174 + Penalty 4161.202378 = -46470821.249796 nChanged 16314 SP:Iteration 11Q (7723.217817 sec): 3 clusters Score: Raw -46484187.318151 + Penalty 4161.202378 = -46480026.115773 nChanged 13865 SP:Iteration 12Q (7723.772681 sec): 3 clusters Score: Raw -46491660.921575 + Penalty 4161.202378 = -46487499.719197 nChanged 12178 SP:Iteration 13Q (7724.316889 sec): 3 clusters Score: Raw -46498069.388600 + Penalty 4161.202378 = -46493908.186222 nChanged 10993 SP:Iteration 14Q (7724.854124 sec): 3 clusters Score: Raw -46503818.592955 + Penalty 4161.202378 = -46499657.390577 nChanged 10181 SP:Iteration 15Q (7725.385422 sec): 3 clusters Score: Raw -46509229.166448 + Penalty 4161.202378 = -46505067.964070 nChanged 9560 SP:Iteration 16Q (7725.899862 sec): 3 clusters Score: Raw -46514431.505428 + Penalty 4161.202378 = -46510270.303050 nChanged 8835 SP:Iteration 17Q (7726.411744 sec): 3 clusters Score: Raw -46519280.079304 + Penalty 4161.202378 = -46515118.876926 nChanged 7834 SP:Iteration 18Q (7726.934538 sec): 3 clusters Score: Raw -46523586.145246 + Penalty 4161.202378 = -46519424.942869 nChanged 6821 SP:Iteration 19Q (7727.524547 sec): 3 clusters Score: Raw -46527362.951461 + Penalty 4161.202378 = -46523201.749084 nChanged 5648 SP:Iteration 20F (7728.197427 sec): 3 clusters Score: Raw -46530424.985913 + Penalty 4161.202378 = -46526263.783535 nChanged 4355 SP:Iteration 21Q (7728.752724 sec): 3 clusters Score: Raw -46532730.132194 + Penalty 4161.202378 = -46528568.929816 nChanged 3259 SP:Iteration 22Q (7729.216515 sec): 3 clusters Score: Raw -46534371.475583 + Penalty 4161.202378 = -46530210.273205 nChanged 2325 SP:Iteration 23Q (7729.779447 sec): 3 clusters Score: Raw -46535470.789338 + Penalty 4161.202378 = -46531309.586961 nChanged 1627 SP:Iteration 24Q (7730.335608 sec): 3 clusters Score: Raw -46536194.152478 + Penalty 4161.202378 = -46532032.950100 nChanged 1132 SP:Iteration 25Q (7730.812908 sec): 3 clusters Score: Raw -46536661.763422 + Penalty 4161.202378 = -46532500.561044 nChanged 829 SP:Iteration 26Q (7731.283178 sec): 3 clusters Score: Raw -46536995.839595 + Penalty 4161.202378 = -46532834.637217 nChanged 608 SP:Iteration 27Q (7731.759352 sec): 3 clusters Score: Raw -46537224.556329 + Penalty 4161.202378 = -46533063.353951 nChanged 502 SP:Iteration 28Q (7732.213605 sec): 3 clusters Score: Raw -46537417.547411 + Penalty 4161.202378 = -46533256.345033 nChanged 416 SP:Iteration 29Q (7732.688389 sec): 3 clusters Score: Raw -46537588.976275 + Penalty 4161.202378 = -46533427.773897 nChanged 384 SP:Iteration 30Q (7733.158841 sec): 3 clusters Score: Raw -46537752.390944 + Penalty 4161.202378 = -46533591.188566 nChanged 378 SP:Iteration 31Q (7733.618812 sec): 3 clusters Score: Raw -46537905.995937 + Penalty 4161.202378 = -46533744.793559 nChanged 308 SP:Iteration 32Q (7734.085566 sec): 3 clusters Score: Raw -46538025.548053 + Penalty 4161.202378 = -46533864.345675 nChanged 271 SP:Iteration 33Q (7734.548944 sec): 3 clusters Score: Raw -46538126.884382 + Penalty 4161.202378 = -46533965.682004 nChanged 252 SP:Iteration 34Q (7735.013454 sec): 3 clusters Score: Raw -46538227.919318 + Penalty 4161.202378 = -46534066.716940 nChanged 234 SP:Iteration 35Q (7735.478287 sec): 3 clusters Score: Raw -46538330.753750 + Penalty 4161.202378 = -46534169.551372 nChanged 238 SP:Iteration 36Q (7735.943022 sec): 3 clusters Score: Raw -46538423.618514 + Penalty 4161.202378 = -46534262.416136 nChanged 220 SP:Iteration 37Q (7736.385806 sec): 3 clusters Score: Raw -46538507.332955 + Penalty 4161.202378 = -46534346.130577 nChanged 167 SP:Iteration 38Q (7736.854009 sec): 3 clusters Score: Raw -46538560.656333 + Penalty 4161.202378 = -46534399.453956 nChanged 143 SP:Iteration 39Q (7737.310994 sec): 3 clusters Score: Raw -46538601.421907 + Penalty 4161.202378 = -46534440.219530 nChanged 110 SP:Iteration 40F (7737.894724 sec): 3 clusters Score: Raw -46538740.449017 + Penalty 4161.202378 = -46534579.246639 nChanged 191 SP:Iteration 41Q (7738.346040 sec): 3 clusters Score: Raw -46538878.923854 + Penalty 4161.202378 = -46534717.721476 nChanged 240 SP:Iteration 42Q (7738.805364 sec): 3 clusters Score: Raw -46538993.328890 + Penalty 4161.202378 = -46534832.126512 nChanged 222 SP:Iteration 43Q (7739.277184 sec): 3 clusters Score: Raw -46539087.962579 + Penalty 4161.202378 = -46534926.760201 nChanged 202 SP:Iteration 44Q (7739.734504 sec): 3 clusters Score: Raw -46539158.295946 + Penalty 4161.202378 = -46534997.093568 nChanged 171 SP:Iteration 45Q (7740.183595 sec): 3 clusters Score: Raw -46539208.214339 + Penalty 4161.202378 = -46535047.011961 nChanged 142 SP:Iteration 46Q (7740.623089 sec): 3 clusters Score: Raw -46539244.834939 + Penalty 4161.202378 = -46535083.632561 nChanged 103 SP:Iteration 47Q (7741.061703 sec): 3 clusters Score: Raw -46539265.592741 + Penalty 4161.202378 = -46535104.390363 nChanged 84 SP:Iteration 48Q (7741.503069 sec): 3 clusters Score: Raw -46539278.853389 + Penalty 4161.202378 = -46535117.651011 nChanged 54 SP:Iteration 49Q (7741.979089 sec): 3 clusters Score: Raw -46539286.911982 + Penalty 4161.202378 = -46535125.709604 nChanged 46 SP:Iteration 50Q (7742.452288 sec): 3 clusters Score: Raw -46539293.151575 + Penalty 4161.202378 = -46535131.949197 nChanged 39 SP:Iteration 51Q (7742.940693 sec): 3 clusters Score: Raw -46539299.264462 + Penalty 4161.202378 = -46535138.062084 nChanged 37 SP:Iteration 52Q (7743.398640 sec): 3 clusters Score: Raw -46539304.303057 + Penalty 4161.202378 = -46535143.100679 nChanged 29 SP:Iteration 53Q (7743.870920 sec): 3 clusters Score: Raw -46539308.850295 + Penalty 4161.202378 = -46535147.647917 nChanged 26 SP:Iteration 54Q (7744.309469 sec): 3 clusters Score: Raw -46539311.884931 + Penalty 4161.202378 = -46535150.682553 nChanged 26 SP:Iteration 55Q (7744.781038 sec): 3 clusters Score: Raw -46539314.746953 + Penalty 4161.202378 = -46535153.544575 nChanged 21 SP:Iteration 56Q (7745.248860 sec): 3 clusters Score: Raw -46539316.677338 + Penalty 4161.202378 = -46535155.474960 nChanged 16 SP:Iteration 57Q (7745.723838 sec): 3 clusters Score: Raw -46539318.656326 + Penalty 4161.202378 = -46535157.453948 nChanged 11 SP:Iteration 58Q (7746.184252 sec): 3 clusters Score: Raw -46539319.593755 + Penalty 4161.202378 = -46535158.391377 nChanged 9 SP:Iteration 59Q (7746.643882 sec): 3 clusters Score: Raw -46539320.764347 + Penalty 4161.202378 = -46535159.561970 nChanged 9 SP:Iteration 60F (7747.218578 sec): 3 clusters Score: Raw -46539352.423237 + Penalty 4161.202378 = -46535191.220859 nChanged 35 SP:Iteration 61Q (7747.657821 sec): 3 clusters Score: Raw -46539367.771856 + Penalty 4161.202378 = -46535206.569479 nChanged 57 SP:Iteration 62Q (7748.098316 sec): 3 clusters Score: Raw -46539382.498134 + Penalty 4161.202378 = -46535221.295756 nChanged 65 SP:Iteration 63Q (7748.573936 sec): 3 clusters Score: Raw -46539393.282884 + Penalty 4161.202378 = -46535232.080506 nChanged 47 SP:Iteration 64Q (7749.131564 sec): 3 clusters Score: Raw -46539400.397631 + Penalty 4161.202378 = -46535239.195253 nChanged 41 SP:Iteration 65Q (7749.677700 sec): 3 clusters Score: Raw -46539405.817418 + Penalty 4161.202378 = -46535244.615040 nChanged 31 SP:Iteration 66Q (7750.172435 sec): 3 clusters Score: Raw -46539410.531526 + Penalty 4161.202378 = -46535249.329148 nChanged 31 SP:Iteration 67Q (7750.715300 sec): 3 clusters Score: Raw -46539415.506466 + Penalty 4161.202378 = -46535254.304088 nChanged 40 SP:Iteration 68Q (7751.265523 sec): 3 clusters Score: Raw -46539421.726562 + Penalty 4161.202378 = -46535260.524184 nChanged 37 SP:Iteration 69Q (7751.755236 sec): 3 clusters Score: Raw -46539426.041772 + Penalty 4161.202378 = -46535264.839394 nChanged 22 SP:Iteration 70Q (7752.285164 sec): 3 clusters Score: Raw -46539427.915915 + Penalty 4161.202378 = -46535266.713537 nChanged 10 SP:Iteration 71Q (7752.837115 sec): 3 clusters Score: Raw -46539428.904248 + Penalty 4161.202378 = -46535267.701870 nChanged 16 SP:Iteration 72Q (7753.355144 sec): 3 clusters Score: Raw -46539430.182758 + Penalty 4161.202378 = -46535268.980380 nChanged 10 SP:Iteration 73Q (7753.821002 sec): 3 clusters Score: Raw -46539431.009255 + Penalty 4161.202378 = -46535269.806877 nChanged 15 SP:Iteration 74Q (7754.282187 sec): 3 clusters Score: Raw -46539432.128596 + Penalty 4161.202378 = -46535270.926218 nChanged 9 SP:Iteration 75Q (7754.740259 sec): 3 clusters Score: Raw -46539433.040480 + Penalty 4161.202378 = -46535271.838102 nChanged 10 SP:Iteration 76Q (7755.213005 sec): 3 clusters Score: Raw -46539434.192344 + Penalty 4161.202378 = -46535272.989966 nChanged 10 SP:Iteration 77Q (7755.689329 sec): 3 clusters Score: Raw -46539434.967719 + Penalty 4161.202378 = -46535273.765341 nChanged 10 SP:Iteration 78Q (7756.167646 sec): 3 clusters Score: Raw -46539436.001619 + Penalty 4161.202378 = -46535274.799241 nChanged 11 SP:Iteration 79Q (7756.635773 sec): 3 clusters Score: Raw -46539436.837675 + Penalty 4161.202378 = -46535275.635297 nChanged 5 SP:Iteration 80F (7757.201704 sec): 3 clusters Score: Raw -46539437.271185 + Penalty 4161.202378 = -46535276.068807 nChanged 3 SP:Iteration 81Q (7757.642654 sec): 3 clusters Score: Raw -46539437.546818 + Penalty 4161.202378 = -46535276.344440 nChanged 3 SP:Iteration 82Q (7758.111778 sec): 3 clusters Score: Raw -46539437.842396 + Penalty 4161.202378 = -46535276.640018 nChanged 4 SP:Iteration 83Q (7758.585914 sec): 3 clusters Score: Raw -46539438.128219 + Penalty 4161.202378 = -46535276.925841 nChanged 2 SP:Iteration 84Q (7759.051290 sec): 3 clusters Score: Raw -46539438.332679 + Penalty 4161.202378 = -46535277.130301 nChanged 2 SP:Iteration 85Q (7759.527118 sec): 3 clusters Score: Raw -46539438.418180 + Penalty 4161.202378 = -46535277.215802 nChanged 2 SP:Iteration 86Q (7760.015614 sec): 3 clusters Score: Raw -46539438.674241 + Penalty 4161.202378 = -46535277.471863 nChanged 6 SP:Iteration 87Q (7760.492755 sec): 3 clusters Score: Raw -46539439.083861 + Penalty 4161.202378 = -46535277.881483 nChanged 5 SP:Iteration 88Q (7760.968719 sec): 3 clusters Score: Raw -46539439.599977 + Penalty 4161.202378 = -46535278.397599 nChanged 6 SP:Iteration 89Q (7761.438841 sec): 3 clusters Score: Raw -46539440.277307 + Penalty 4161.202378 = -46535279.074929 nChanged 5 SP:Iteration 90Q (7761.909302 sec): 3 clusters Score: Raw -46539440.631672 + Penalty 4161.202378 = -46535279.429294 nChanged 0 SP:Iteration 91F (7762.489007 sec): 3 clusters Score: Raw -46539440.631672 + Penalty 4161.202378 = -46535279.429294 nChanged 0 Score: Raw -129520301.792043 + Penalty 81160.754390 = -129439141.037654 Splitting cluster 12 changes total score from -129438384.549518 to -129439141.037654 So it's getting split into cluster 36. Trying to split cluster 13 (4748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7785.269829 sec): 2 clusters Score: Raw -580350.958751 + Penalty 1375.640298 = -578975.318453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7785.296296 sec): 3 clusters Score: Raw -577938.446343 + Penalty 2751.280596 = -575187.165747 nChanged 1892 SP:Iteration 1F (7785.317069 sec): 3 clusters Score: Raw -579053.344721 + Penalty 2751.280596 = -576302.064126 nChanged 372 SP:Iteration 2F (7785.337845 sec): 3 clusters Score: Raw -579306.307305 + Penalty 2751.280596 = -576555.026710 nChanged 328 SP:Iteration 3F (7785.358635 sec): 3 clusters Score: Raw -579623.405105 + Penalty 2751.280596 = -576872.124510 nChanged 356 SP:Iteration 4F (7785.394944 sec): 3 clusters Score: Raw -580025.297918 + Penalty 2751.280596 = -577274.017322 nChanged 376 SP:Iteration 5F (7785.415634 sec): 3 clusters Score: Raw -580447.536506 + Penalty 2751.280596 = -577696.255911 nChanged 376 SP:Iteration 6F (7785.437392 sec): 3 clusters Score: Raw -580890.538008 + Penalty 2751.280596 = -578139.257412 nChanged 312 SP:Iteration 7F (7785.458078 sec): 3 clusters Score: Raw -581225.988867 + Penalty 2751.280596 = -578474.708271 nChanged 219 SP:Iteration 8Q (7785.478546 sec): 3 clusters Score: Raw -581450.460538 + Penalty 2751.280596 = -578699.179942 nChanged 182 SP:Iteration 9Q (7785.499012 sec): 3 clusters Score: Raw -581604.192646 + Penalty 2751.280596 = -578852.912050 nChanged 134 SP:Iteration 10Q (7785.518848 sec): 3 clusters Score: Raw -581703.109623 + Penalty 2751.280596 = -578951.829028 nChanged 99 SP:Iteration 11Q (7785.539090 sec): 3 clusters Score: Raw -581766.289497 + Penalty 2751.280596 = -579015.008901 nChanged 69 SP:Iteration 12Q (7785.559388 sec): 3 clusters Score: Raw -581799.605438 + Penalty 2751.280596 = -579048.324843 nChanged 48 SP:Iteration 13Q (7785.584168 sec): 3 clusters Score: Raw -581821.272760 + Penalty 2751.280596 = -579069.992164 nChanged 30 SP:Iteration 14Q (7785.604282 sec): 3 clusters Score: Raw -581834.083277 + Penalty 2751.280596 = -579082.802681 nChanged 28 SP:Iteration 15Q (7785.624324 sec): 3 clusters Score: Raw -581845.823031 + Penalty 2751.280596 = -579094.542436 nChanged 19 SP:Iteration 16Q (7785.644338 sec): 3 clusters Score: Raw -581851.912502 + Penalty 2751.280596 = -579100.631907 nChanged 16 SP:Iteration 17Q (7785.687544 sec): 3 clusters Score: Raw -581856.338445 + Penalty 2751.280596 = -579105.057850 nChanged 13 SP:Iteration 18Q (7785.731653 sec): 3 clusters Score: Raw -581859.996650 + Penalty 2751.280596 = -579108.716054 nChanged 15 SP:Iteration 19Q (7785.792186 sec): 3 clusters Score: Raw -581865.674268 + Penalty 2751.280596 = -579114.393673 nChanged 12 SP:Iteration 20F (7785.832040 sec): 3 clusters Score: Raw -581868.890711 + Penalty 2751.280596 = -579117.610115 nChanged 5 SP:Iteration 21Q (7785.886523 sec): 3 clusters Score: Raw -581870.450228 + Penalty 2751.280596 = -579119.169632 nChanged 4 SP:Iteration 22Q (7785.939270 sec): 3 clusters Score: Raw -581872.103692 + Penalty 2751.280596 = -579120.823097 nChanged 3 SP:Iteration 23Q (7785.992301 sec): 3 clusters Score: Raw -581873.375061 + Penalty 2751.280596 = -579122.094466 nChanged 2 SP:Iteration 24Q (7786.046991 sec): 3 clusters Score: Raw -581873.752965 + Penalty 2751.280596 = -579122.472369 nChanged 2 SP:Iteration 25Q (7786.100254 sec): 3 clusters Score: Raw -581874.153956 + Penalty 2751.280596 = -579122.873361 nChanged 1 SP:Iteration 26Q (7786.153076 sec): 3 clusters Score: Raw -581874.395066 + Penalty 2751.280596 = -579123.114471 nChanged 0 SP:Iteration 27F (7786.200254 sec): 3 clusters Score: Raw -581874.395066 + Penalty 2751.280596 = -579123.114471 nChanged 0 Score: Raw -129521825.228359 + Penalty 83415.219789 = -129438410.008570 Splitting cluster 13 changes total score from -129438384.549518 to -129438410.008570 So it's getting split into cluster 37. Trying to split cluster 14 (57216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7809.955683 sec): 2 clusters Score: Raw -6832749.290149 + Penalty 1780.120690 = -6830969.169460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7810.110146 sec): 3 clusters Score: Raw -6796357.291032 + Penalty 3560.241379 = -6792797.049653 nChanged 27025 SP:Iteration 1F (7810.252675 sec): 3 clusters Score: Raw -6812220.722141 + Penalty 3560.241379 = -6808660.480762 nChanged 2950 SP:Iteration 2F (7810.398626 sec): 3 clusters Score: Raw -6813510.459687 + Penalty 3560.241379 = -6809950.218308 nChanged 3076 SP:Iteration 3F (7810.546568 sec): 3 clusters Score: Raw -6815068.800265 + Penalty 3560.241379 = -6811508.558886 nChanged 3290 SP:Iteration 4F (7810.685722 sec): 3 clusters Score: Raw -6816926.566343 + Penalty 3560.241379 = -6813366.324964 nChanged 3295 SP:Iteration 5F (7810.829920 sec): 3 clusters Score: Raw -6818946.530466 + Penalty 3560.241379 = -6815386.289087 nChanged 3296 SP:Iteration 6F (7810.930736 sec): 3 clusters Score: Raw -6821022.423812 + Penalty 3560.241379 = -6817462.182433 nChanged 3201 SP:Iteration 7F (7811.061455 sec): 3 clusters Score: Raw -6823040.375532 + Penalty 3560.241379 = -6819480.134153 nChanged 3009 SP:Iteration 8F (7811.169267 sec): 3 clusters Score: Raw -6824945.007150 + Penalty 3560.241379 = -6821384.765771 nChanged 2884 SP:Iteration 9F (7811.269630 sec): 3 clusters Score: Raw -6826822.467401 + Penalty 3560.241379 = -6823262.226022 nChanged 2729 SP:Iteration 10Q (7811.381061 sec): 3 clusters Score: Raw -6828602.159882 + Penalty 3560.241379 = -6825041.918503 nChanged 2369 SP:Iteration 11Q (7811.484921 sec): 3 clusters Score: Raw -6830152.957312 + Penalty 3560.241379 = -6826592.715933 nChanged 1916 SP:Iteration 12Q (7811.576550 sec): 3 clusters Score: Raw -6831468.720077 + Penalty 3560.241379 = -6827908.478698 nChanged 1503 SP:Iteration 13Q (7811.691080 sec): 3 clusters Score: Raw -6832552.387693 + Penalty 3560.241379 = -6828992.146314 nChanged 1001 SP:Iteration 14Q (7811.779844 sec): 3 clusters Score: Raw -6833289.457837 + Penalty 3560.241379 = -6829729.216458 nChanged 663 SP:Iteration 15Q (7811.902795 sec): 3 clusters Score: Raw -6833748.906641 + Penalty 3560.241379 = -6830188.665262 nChanged 441 SP:Iteration 16Q (7812.017768 sec): 3 clusters Score: Raw -6834008.562481 + Penalty 3560.241379 = -6830448.321102 nChanged 287 SP:Iteration 17Q (7812.105733 sec): 3 clusters Score: Raw -6834127.801425 + Penalty 3560.241379 = -6830567.560046 nChanged 204 SP:Iteration 18Q (7812.190493 sec): 3 clusters Score: Raw -6834190.519082 + Penalty 3560.241379 = -6830630.277703 nChanged 121 SP:Iteration 19Q (7812.302408 sec): 3 clusters Score: Raw -6834219.022669 + Penalty 3560.241379 = -6830658.781290 nChanged 83 SP:Iteration 20F (7812.427711 sec): 3 clusters Score: Raw -6834238.096537 + Penalty 3560.241379 = -6830677.855158 nChanged 63 SP:Iteration 21Q (7812.529934 sec): 3 clusters Score: Raw -6834253.076175 + Penalty 3560.241379 = -6830692.834796 nChanged 56 SP:Iteration 22Q (7812.642350 sec): 3 clusters Score: Raw -6834266.205676 + Penalty 3560.241379 = -6830705.964297 nChanged 45 SP:Iteration 23Q (7812.759018 sec): 3 clusters Score: Raw -6834275.113720 + Penalty 3560.241379 = -6830714.872341 nChanged 30 SP:Iteration 24Q (7812.861158 sec): 3 clusters Score: Raw -6834279.946369 + Penalty 3560.241379 = -6830719.704990 nChanged 24 SP:Iteration 25Q (7812.967828 sec): 3 clusters Score: Raw -6834283.107972 + Penalty 3560.241379 = -6830722.866593 nChanged 14 SP:Iteration 26Q (7813.082137 sec): 3 clusters Score: Raw -6834285.652853 + Penalty 3560.241379 = -6830725.411474 nChanged 9 SP:Iteration 27Q (7813.193255 sec): 3 clusters Score: Raw -6834287.121097 + Penalty 3560.241379 = -6830726.879718 nChanged 8 SP:Iteration 28Q (7813.305702 sec): 3 clusters Score: Raw -6834288.177583 + Penalty 3560.241379 = -6830727.936204 nChanged 5 SP:Iteration 29Q (7813.413507 sec): 3 clusters Score: Raw -6834288.855930 + Penalty 3560.241379 = -6830728.614551 nChanged 3 SP:Iteration 30Q (7813.524831 sec): 3 clusters Score: Raw -6834289.274112 + Penalty 3560.241379 = -6830729.032733 nChanged 5 SP:Iteration 31Q (7813.641854 sec): 3 clusters Score: Raw -6834290.192469 + Penalty 3560.241379 = -6830729.951090 nChanged 4 SP:Iteration 32Q (7813.761314 sec): 3 clusters Score: Raw -6834291.025940 + Penalty 3560.241379 = -6830730.784561 nChanged 5 SP:Iteration 33Q (7813.870567 sec): 3 clusters Score: Raw -6834291.498044 + Penalty 3560.241379 = -6830731.256665 nChanged 5 SP:Iteration 34Q (7813.979396 sec): 3 clusters Score: Raw -6834292.360987 + Penalty 3560.241379 = -6830732.119608 nChanged 1 SP:Iteration 35Q (7814.101700 sec): 3 clusters Score: Raw -6834292.516761 + Penalty 3560.241379 = -6830732.275382 nChanged 1 SP:Iteration 36Q (7814.201646 sec): 3 clusters Score: Raw -6834292.595544 + Penalty 3560.241379 = -6830732.354165 nChanged 1 SP:Iteration 37Q (7814.295960 sec): 3 clusters Score: Raw -6834292.692585 + Penalty 3560.241379 = -6830732.451206 nChanged 1 SP:Iteration 38Q (7814.389673 sec): 3 clusters Score: Raw -6834292.786798 + Penalty 3560.241379 = -6830732.545419 nChanged 1 SP:Iteration 39Q (7814.496200 sec): 3 clusters Score: Raw -6834292.980672 + Penalty 3560.241379 = -6830732.739293 nChanged 1 SP:Iteration 40F (7814.622660 sec): 3 clusters Score: Raw -6834293.057957 + Penalty 3560.241379 = -6830732.816578 nChanged 1 SP:Iteration 41Q (7814.734578 sec): 3 clusters Score: Raw -6834293.130190 + Penalty 3560.241379 = -6830732.888811 nChanged 0 SP:Iteration 42F (7814.856766 sec): 3 clusters Score: Raw -6834293.130190 + Penalty 3560.241379 = -6830732.888811 nChanged 0 Trying to split cluster 15 (16306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7814.893200 sec): 2 clusters Score: Raw -2023068.020906 + Penalty 1576.134368 = -2021491.886538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7814.968008 sec): 3 clusters Score: Raw -2013447.262081 + Penalty 3152.268736 = -2010294.993345 nChanged 7168 SP:Iteration 1F (7815.041253 sec): 3 clusters Score: Raw -2017608.401103 + Penalty 3152.268736 = -2014456.132367 nChanged 1048 SP:Iteration 2F (7815.114986 sec): 3 clusters Score: Raw -2018204.528978 + Penalty 3152.268736 = -2015052.260243 nChanged 1073 SP:Iteration 3F (7815.188825 sec): 3 clusters Score: Raw -2018988.906056 + Penalty 3152.268736 = -2015836.637321 nChanged 1167 SP:Iteration 4F (7815.262447 sec): 3 clusters Score: Raw -2019923.770651 + Penalty 3152.268736 = -2016771.501916 nChanged 1119 SP:Iteration 5F (7815.342231 sec): 3 clusters Score: Raw -2020804.762379 + Penalty 3152.268736 = -2017652.493643 nChanged 1013 SP:Iteration 6F (7815.394562 sec): 3 clusters Score: Raw -2021509.111418 + Penalty 3152.268736 = -2018356.842683 nChanged 818 SP:Iteration 7F (7815.456400 sec): 3 clusters Score: Raw -2021976.994489 + Penalty 3152.268736 = -2018824.725753 nChanged 569 SP:Iteration 8Q (7815.526503 sec): 3 clusters Score: Raw -2022229.761750 + Penalty 3152.268736 = -2019077.493014 nChanged 402 SP:Iteration 9Q (7815.595490 sec): 3 clusters Score: Raw -2022365.032466 + Penalty 3152.268736 = -2019212.763730 nChanged 262 SP:Iteration 10Q (7815.667202 sec): 3 clusters Score: Raw -2022424.664260 + Penalty 3152.268736 = -2019272.395524 nChanged 159 SP:Iteration 11Q (7815.732208 sec): 3 clusters Score: Raw -2022454.871230 + Penalty 3152.268736 = -2019302.602494 nChanged 104 SP:Iteration 12Q (7815.801844 sec): 3 clusters Score: Raw -2022469.812207 + Penalty 3152.268736 = -2019317.543472 nChanged 78 SP:Iteration 13Q (7815.875694 sec): 3 clusters Score: Raw -2022480.015573 + Penalty 3152.268736 = -2019327.746838 nChanged 55 SP:Iteration 14Q (7815.938513 sec): 3 clusters Score: Raw -2022486.676524 + Penalty 3152.268736 = -2019334.407788 nChanged 38 SP:Iteration 15Q (7815.997151 sec): 3 clusters Score: Raw -2022489.969754 + Penalty 3152.268736 = -2019337.701019 nChanged 24 SP:Iteration 16Q (7816.062323 sec): 3 clusters Score: Raw -2022491.973135 + Penalty 3152.268736 = -2019339.704399 nChanged 22 SP:Iteration 17Q (7816.134934 sec): 3 clusters Score: Raw -2022493.853789 + Penalty 3152.268736 = -2019341.585054 nChanged 15 SP:Iteration 18Q (7816.206933 sec): 3 clusters Score: Raw -2022494.948622 + Penalty 3152.268736 = -2019342.679886 nChanged 9 SP:Iteration 19Q (7816.270700 sec): 3 clusters Score: Raw -2022495.694627 + Penalty 3152.268736 = -2019343.425891 nChanged 13 SP:Iteration 20F (7816.328263 sec): 3 clusters Score: Raw -2022496.841817 + Penalty 3152.268736 = -2019344.573081 nChanged 16 SP:Iteration 21Q (7816.400818 sec): 3 clusters Score: Raw -2022498.249029 + Penalty 3152.268736 = -2019345.980294 nChanged 16 SP:Iteration 22Q (7816.478103 sec): 3 clusters Score: Raw -2022499.498783 + Penalty 3152.268736 = -2019347.230047 nChanged 16 SP:Iteration 23Q (7816.517297 sec): 3 clusters Score: Raw -2022501.262569 + Penalty 3152.268736 = -2019348.993834 nChanged 24 SP:Iteration 24Q (7816.588109 sec): 3 clusters Score: Raw -2022503.551860 + Penalty 3152.268736 = -2019351.283124 nChanged 20 SP:Iteration 25Q (7816.653023 sec): 3 clusters Score: Raw -2022504.976016 + Penalty 3152.268736 = -2019352.707281 nChanged 15 SP:Iteration 26Q (7816.720221 sec): 3 clusters Score: Raw -2022506.061877 + Penalty 3152.268736 = -2019353.793141 nChanged 16 SP:Iteration 27Q (7816.786738 sec): 3 clusters Score: Raw -2022507.468477 + Penalty 3152.268736 = -2019355.199741 nChanged 11 SP:Iteration 28Q (7816.856011 sec): 3 clusters Score: Raw -2022508.305767 + Penalty 3152.268736 = -2019356.037031 nChanged 12 SP:Iteration 29Q (7816.931637 sec): 3 clusters Score: Raw -2022509.409567 + Penalty 3152.268736 = -2019357.140832 nChanged 11 SP:Iteration 30Q (7816.981392 sec): 3 clusters Score: Raw -2022510.219589 + Penalty 3152.268736 = -2019357.950853 nChanged 11 SP:Iteration 31Q (7817.051125 sec): 3 clusters Score: Raw -2022511.010431 + Penalty 3152.268736 = -2019358.741695 nChanged 11 SP:Iteration 32Q (7817.113889 sec): 3 clusters Score: Raw -2022511.688669 + Penalty 3152.268736 = -2019359.419933 nChanged 10 SP:Iteration 33Q (7817.186392 sec): 3 clusters Score: Raw -2022512.432227 + Penalty 3152.268736 = -2019360.163492 nChanged 7 SP:Iteration 34Q (7817.261856 sec): 3 clusters Score: Raw -2022513.121099 + Penalty 3152.268736 = -2019360.852363 nChanged 11 SP:Iteration 35Q (7817.304370 sec): 3 clusters Score: Raw -2022514.005883 + Penalty 3152.268736 = -2019361.737148 nChanged 10 SP:Iteration 36Q (7817.343557 sec): 3 clusters Score: Raw -2022515.463536 + Penalty 3152.268736 = -2019363.194800 nChanged 23 SP:Iteration 37Q (7817.400610 sec): 3 clusters Score: Raw -2022517.658400 + Penalty 3152.268736 = -2019365.389665 nChanged 20 SP:Iteration 38Q (7817.471540 sec): 3 clusters Score: Raw -2022519.135755 + Penalty 3152.268736 = -2019366.867019 nChanged 11 SP:Iteration 39Q (7817.540567 sec): 3 clusters Score: Raw -2022519.805366 + Penalty 3152.268736 = -2019367.536631 nChanged 8 SP:Iteration 40F (7817.600939 sec): 3 clusters Score: Raw -2022520.144967 + Penalty 3152.268736 = -2019367.876231 nChanged 6 SP:Iteration 41Q (7817.660392 sec): 3 clusters Score: Raw -2022520.457831 + Penalty 3152.268736 = -2019368.189095 nChanged 6 SP:Iteration 42Q (7817.717223 sec): 3 clusters Score: Raw -2022520.829588 + Penalty 3152.268736 = -2019368.560852 nChanged 6 SP:Iteration 43Q (7817.780131 sec): 3 clusters Score: Raw -2022521.394948 + Penalty 3152.268736 = -2019369.126212 nChanged 12 SP:Iteration 44Q (7817.815188 sec): 3 clusters Score: Raw -2022522.251859 + Penalty 3152.268736 = -2019369.983124 nChanged 5 SP:Iteration 45Q (7817.883578 sec): 3 clusters Score: Raw -2022522.614886 + Penalty 3152.268736 = -2019370.346151 nChanged 10 SP:Iteration 46Q (7817.945629 sec): 3 clusters Score: Raw -2022523.178568 + Penalty 3152.268736 = -2019370.909832 nChanged 8 SP:Iteration 47Q (7818.012077 sec): 3 clusters Score: Raw -2022523.723476 + Penalty 3152.268736 = -2019371.454741 nChanged 8 SP:Iteration 48Q (7818.079119 sec): 3 clusters Score: Raw -2022524.354045 + Penalty 3152.268736 = -2019372.085309 nChanged 7 SP:Iteration 49Q (7818.152179 sec): 3 clusters Score: Raw -2022525.104158 + Penalty 3152.268736 = -2019372.835422 nChanged 11 SP:Iteration 50Q (7818.222074 sec): 3 clusters Score: Raw -2022526.438914 + Penalty 3152.268736 = -2019374.170179 nChanged 15 SP:Iteration 51Q (7818.285930 sec): 3 clusters Score: Raw -2022527.928974 + Penalty 3152.268736 = -2019375.660239 nChanged 14 SP:Iteration 52Q (7818.349198 sec): 3 clusters Score: Raw -2022529.156505 + Penalty 3152.268736 = -2019376.887769 nChanged 13 SP:Iteration 53Q (7818.384227 sec): 3 clusters Score: Raw -2022530.235545 + Penalty 3152.268736 = -2019377.966809 nChanged 12 SP:Iteration 54Q (7818.419528 sec): 3 clusters Score: Raw -2022530.956354 + Penalty 3152.268736 = -2019378.687618 nChanged 9 SP:Iteration 55Q (7818.454515 sec): 3 clusters Score: Raw -2022531.505961 + Penalty 3152.268736 = -2019379.237226 nChanged 6 SP:Iteration 56Q (7818.489661 sec): 3 clusters Score: Raw -2022531.826691 + Penalty 3152.268736 = -2019379.557955 nChanged 9 SP:Iteration 57Q (7818.524807 sec): 3 clusters Score: Raw -2022532.361121 + Penalty 3152.268736 = -2019380.092385 nChanged 11 SP:Iteration 58Q (7818.569936 sec): 3 clusters Score: Raw -2022533.187660 + Penalty 3152.268736 = -2019380.918924 nChanged 8 SP:Iteration 59Q (7818.605015 sec): 3 clusters Score: Raw -2022533.835298 + Penalty 3152.268736 = -2019381.566563 nChanged 6 SP:Iteration 60F (7818.645063 sec): 3 clusters Score: Raw -2022534.332337 + Penalty 3152.268736 = -2019382.063601 nChanged 8 SP:Iteration 61Q (7818.680195 sec): 3 clusters Score: Raw -2022534.960552 + Penalty 3152.268736 = -2019382.691817 nChanged 10 SP:Iteration 62Q (7818.715607 sec): 3 clusters Score: Raw -2022535.917471 + Penalty 3152.268736 = -2019383.648736 nChanged 17 SP:Iteration 63Q (7818.750887 sec): 3 clusters Score: Raw -2022537.311768 + Penalty 3152.268736 = -2019385.043032 nChanged 13 SP:Iteration 64Q (7818.785934 sec): 3 clusters Score: Raw -2022538.131817 + Penalty 3152.268736 = -2019385.863081 nChanged 11 SP:Iteration 65Q (7818.844558 sec): 3 clusters Score: Raw -2022539.055296 + Penalty 3152.268736 = -2019386.786560 nChanged 12 SP:Iteration 66Q (7818.879335 sec): 3 clusters Score: Raw -2022540.032650 + Penalty 3152.268736 = -2019387.763914 nChanged 15 SP:Iteration 67Q (7818.914525 sec): 3 clusters Score: Raw -2022540.918224 + Penalty 3152.268736 = -2019388.649488 nChanged 11 SP:Iteration 68Q (7818.949673 sec): 3 clusters Score: Raw -2022541.677367 + Penalty 3152.268736 = -2019389.408632 nChanged 8 SP:Iteration 69Q (7818.984855 sec): 3 clusters Score: Raw -2022542.395305 + Penalty 3152.268736 = -2019390.126570 nChanged 8 SP:Iteration 70Q (7819.026302 sec): 3 clusters Score: Raw -2022542.986565 + Penalty 3152.268736 = -2019390.717829 nChanged 8 SP:Iteration 71Q (7819.073753 sec): 3 clusters Score: Raw -2022543.731648 + Penalty 3152.268736 = -2019391.462912 nChanged 12 SP:Iteration 72Q (7819.134112 sec): 3 clusters Score: Raw -2022544.688367 + Penalty 3152.268736 = -2019392.419631 nChanged 13 SP:Iteration 73Q (7819.189885 sec): 3 clusters Score: Raw -2022545.784872 + Penalty 3152.268736 = -2019393.516136 nChanged 14 SP:Iteration 74Q (7819.254453 sec): 3 clusters Score: Raw -2022547.149129 + Penalty 3152.268736 = -2019394.880393 nChanged 20 SP:Iteration 75Q (7819.319074 sec): 3 clusters Score: Raw -2022548.823494 + Penalty 3152.268736 = -2019396.554758 nChanged 17 SP:Iteration 76Q (7819.386388 sec): 3 clusters Score: Raw -2022550.166414 + Penalty 3152.268736 = -2019397.897679 nChanged 15 SP:Iteration 77Q (7819.459179 sec): 3 clusters Score: Raw -2022551.178840 + Penalty 3152.268736 = -2019398.910104 nChanged 8 SP:Iteration 78Q (7819.522710 sec): 3 clusters Score: Raw -2022551.748978 + Penalty 3152.268736 = -2019399.480243 nChanged 11 SP:Iteration 79Q (7819.589700 sec): 3 clusters Score: Raw -2022552.583348 + Penalty 3152.268736 = -2019400.314612 nChanged 12 SP:Iteration 80F (7819.664593 sec): 3 clusters Score: Raw -2022553.173054 + Penalty 3152.268736 = -2019400.904318 nChanged 6 SP:Iteration 81Q (7819.736545 sec): 3 clusters Score: Raw -2022553.721919 + Penalty 3152.268736 = -2019401.453183 nChanged 9 SP:Iteration 82Q (7819.798345 sec): 3 clusters Score: Raw -2022554.275248 + Penalty 3152.268736 = -2019402.006512 nChanged 5 SP:Iteration 83Q (7819.870093 sec): 3 clusters Score: Raw -2022554.538995 + Penalty 3152.268736 = -2019402.270259 nChanged 3 SP:Iteration 84Q (7819.942393 sec): 3 clusters Score: Raw -2022554.680065 + Penalty 3152.268736 = -2019402.411329 nChanged 2 SP:Iteration 85Q (7819.989597 sec): 3 clusters Score: Raw -2022554.817985 + Penalty 3152.268736 = -2019402.549250 nChanged 2 SP:Iteration 86Q (7820.054650 sec): 3 clusters Score: Raw -2022554.942183 + Penalty 3152.268736 = -2019402.673447 nChanged 1 SP:Iteration 87Q (7820.109269 sec): 3 clusters Score: Raw -2022554.972937 + Penalty 3152.268736 = -2019402.704202 nChanged 1 SP:Iteration 88Q (7820.173194 sec): 3 clusters Score: Raw -2022554.985354 + Penalty 3152.268736 = -2019402.716618 nChanged 0 SP:Iteration 89F (7820.234279 sec): 3 clusters Score: Raw -2022554.985354 + Penalty 3152.268736 = -2019402.716618 nChanged 0 Trying to split cluster 16 (4581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7820.264974 sec): 2 clusters Score: Raw -555843.519262 + Penalty 1369.821797 = -554473.697466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7820.320487 sec): 3 clusters Score: Raw -553537.097342 + Penalty 2739.643593 = -550797.453749 nChanged 1837 SP:Iteration 1F (7820.371056 sec): 3 clusters Score: Raw -554681.071170 + Penalty 2739.643593 = -551941.427577 nChanged 333 SP:Iteration 2F (7820.427670 sec): 3 clusters Score: Raw -554865.958632 + Penalty 2739.643593 = -552126.315039 nChanged 253 SP:Iteration 3F (7820.484026 sec): 3 clusters Score: Raw -555013.180637 + Penalty 2739.643593 = -552273.537044 nChanged 211 SP:Iteration 4Q (7820.552359 sec): 3 clusters Score: Raw -555140.540831 + Penalty 2739.643593 = -552400.897238 nChanged 188 SP:Iteration 5Q (7820.581788 sec): 3 clusters Score: Raw -555255.653960 + Penalty 2739.643593 = -552516.010367 nChanged 167 SP:Iteration 6Q (7820.632742 sec): 3 clusters Score: Raw -555368.362176 + Penalty 2739.643593 = -552628.718583 nChanged 164 SP:Iteration 7Q (7820.681350 sec): 3 clusters Score: Raw -555482.352303 + Penalty 2739.643593 = -552742.708710 nChanged 160 SP:Iteration 8Q (7820.744071 sec): 3 clusters Score: Raw -555594.481071 + Penalty 2739.643593 = -552854.837478 nChanged 149 SP:Iteration 9Q (7820.777380 sec): 3 clusters Score: Raw -555698.420492 + Penalty 2739.643593 = -552958.776899 nChanged 160 SP:Iteration 10Q (7820.833414 sec): 3 clusters Score: Raw -555814.033120 + Penalty 2739.643593 = -553074.389527 nChanged 163 SP:Iteration 11Q (7820.889279 sec): 3 clusters Score: Raw -555957.897760 + Penalty 2739.643593 = -553218.254167 nChanged 185 SP:Iteration 12Q (7820.934706 sec): 3 clusters Score: Raw -556156.737280 + Penalty 2739.643593 = -553417.093687 nChanged 174 SP:Iteration 13Q (7820.988972 sec): 3 clusters Score: Raw -556423.423421 + Penalty 2739.643593 = -553683.779828 nChanged 176 SP:Iteration 14Q (7821.044143 sec): 3 clusters Score: Raw -556723.879815 + Penalty 2739.643593 = -553984.236222 nChanged 158 SP:Iteration 15Q (7821.098411 sec): 3 clusters Score: Raw -556920.542323 + Penalty 2739.643593 = -554180.898730 nChanged 106 SP:Iteration 16Q (7821.150633 sec): 3 clusters Score: Raw -557021.809152 + Penalty 2739.643593 = -554282.165559 nChanged 55 SP:Iteration 17Q (7821.205288 sec): 3 clusters Score: Raw -557049.921633 + Penalty 2739.643593 = -554310.278040 nChanged 23 SP:Iteration 18Q (7821.258710 sec): 3 clusters Score: Raw -557062.273770 + Penalty 2739.643593 = -554322.630177 nChanged 18 SP:Iteration 19Q (7821.312728 sec): 3 clusters Score: Raw -557067.528068 + Penalty 2739.643593 = -554327.884475 nChanged 11 SP:Iteration 20F (7821.368787 sec): 3 clusters Score: Raw -557071.657914 + Penalty 2739.643593 = -554332.014321 nChanged 15 SP:Iteration 21Q (7821.409279 sec): 3 clusters Score: Raw -557077.308087 + Penalty 2739.643593 = -554337.664494 nChanged 14 SP:Iteration 22Q (7821.450449 sec): 3 clusters Score: Raw -557082.830500 + Penalty 2739.643593 = -554343.186907 nChanged 13 SP:Iteration 23Q (7821.498224 sec): 3 clusters Score: Raw -557089.369901 + Penalty 2739.643593 = -554349.726308 nChanged 13 SP:Iteration 24Q (7821.545704 sec): 3 clusters Score: Raw -557093.949473 + Penalty 2739.643593 = -554354.305880 nChanged 12 SP:Iteration 25Q (7821.604716 sec): 3 clusters Score: Raw -557099.776964 + Penalty 2739.643593 = -554360.133371 nChanged 14 SP:Iteration 26Q (7821.642717 sec): 3 clusters Score: Raw -557105.397363 + Penalty 2739.643593 = -554365.753770 nChanged 14 SP:Iteration 27Q (7821.694490 sec): 3 clusters Score: Raw -557112.729732 + Penalty 2739.643593 = -554373.086139 nChanged 15 SP:Iteration 28Q (7821.749754 sec): 3 clusters Score: Raw -557120.700610 + Penalty 2739.643593 = -554381.057017 nChanged 10 SP:Iteration 29Q (7821.803393 sec): 3 clusters Score: Raw -557124.805119 + Penalty 2739.643593 = -554385.161526 nChanged 7 SP:Iteration 30Q (7821.856461 sec): 3 clusters Score: Raw -557128.466968 + Penalty 2739.643593 = -554388.823375 nChanged 5 SP:Iteration 31Q (7821.910169 sec): 3 clusters Score: Raw -557129.737753 + Penalty 2739.643593 = -554390.094160 nChanged 1 SP:Iteration 32Q (7821.962228 sec): 3 clusters Score: Raw -557129.956153 + Penalty 2739.643593 = -554390.312560 nChanged 2 SP:Iteration 33Q (7822.016206 sec): 3 clusters Score: Raw -557130.611984 + Penalty 2739.643593 = -554390.968391 nChanged 4 SP:Iteration 34Q (7822.069775 sec): 3 clusters Score: Raw -557131.171839 + Penalty 2739.643593 = -554391.528246 nChanged 1 SP:Iteration 35Q (7822.129709 sec): 3 clusters Score: Raw -557131.242316 + Penalty 2739.643593 = -554391.598723 nChanged 0 SP:Iteration 36F (7822.171985 sec): 3 clusters Score: Raw -557131.242316 + Penalty 2739.643593 = -554391.598723 nChanged 0 Trying to split cluster 17 (2598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7822.213903 sec): 2 clusters Score: Raw -315839.447739 + Penalty 1277.655795 = -314561.791945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7822.249442 sec): 3 clusters Score: Raw -314688.023323 + Penalty 2555.311589 = -312132.711734 nChanged 933 SP:Iteration 1F (7822.283793 sec): 3 clusters Score: Raw -315236.384365 + Penalty 2555.311589 = -312681.072776 nChanged 215 SP:Iteration 2F (7822.330870 sec): 3 clusters Score: Raw -315375.693743 + Penalty 2555.311589 = -312820.382154 nChanged 120 SP:Iteration 3Q (7822.382271 sec): 3 clusters Score: Raw -315444.844062 + Penalty 2555.311589 = -312889.532473 nChanged 74 SP:Iteration 4Q (7822.434674 sec): 3 clusters Score: Raw -315490.691065 + Penalty 2555.311589 = -312935.379476 nChanged 72 SP:Iteration 5Q (7822.484149 sec): 3 clusters Score: Raw -315531.336215 + Penalty 2555.311589 = -312976.024626 nChanged 62 SP:Iteration 6Q (7822.541397 sec): 3 clusters Score: Raw -315565.312784 + Penalty 2555.311589 = -313010.001195 nChanged 48 SP:Iteration 7Q (7822.573697 sec): 3 clusters Score: Raw -315595.346937 + Penalty 2555.311589 = -313040.035348 nChanged 47 SP:Iteration 8Q (7822.624564 sec): 3 clusters Score: Raw -315616.537332 + Penalty 2555.311589 = -313061.225743 nChanged 43 SP:Iteration 9Q (7822.668869 sec): 3 clusters Score: Raw -315636.216073 + Penalty 2555.311589 = -313080.904484 nChanged 35 SP:Iteration 10Q (7822.720110 sec): 3 clusters Score: Raw -315656.108952 + Penalty 2555.311589 = -313100.797363 nChanged 32 SP:Iteration 11Q (7822.758755 sec): 3 clusters Score: Raw -315671.646727 + Penalty 2555.311589 = -313116.335138 nChanged 29 SP:Iteration 12Q (7822.803174 sec): 3 clusters Score: Raw -315686.598183 + Penalty 2555.311589 = -313131.286594 nChanged 31 SP:Iteration 13Q (7822.845830 sec): 3 clusters Score: Raw -315701.187287 + Penalty 2555.311589 = -313145.875698 nChanged 24 SP:Iteration 14Q (7822.890613 sec): 3 clusters Score: Raw -315711.617038 + Penalty 2555.311589 = -313156.305448 nChanged 20 SP:Iteration 15Q (7822.935752 sec): 3 clusters Score: Raw -315721.405930 + Penalty 2555.311589 = -313166.094341 nChanged 20 SP:Iteration 16Q (7822.982563 sec): 3 clusters Score: Raw -315728.260500 + Penalty 2555.311589 = -313172.948911 nChanged 10 SP:Iteration 17Q (7823.027472 sec): 3 clusters Score: Raw -315730.696525 + Penalty 2555.311589 = -313175.384936 nChanged 6 SP:Iteration 18Q (7823.072851 sec): 3 clusters Score: Raw -315732.092238 + Penalty 2555.311589 = -313176.780649 nChanged 5 SP:Iteration 19Q (7823.117662 sec): 3 clusters Score: Raw -315733.277029 + Penalty 2555.311589 = -313177.965440 nChanged 5 SP:Iteration 20F (7823.158243 sec): 3 clusters Score: Raw -315735.084695 + Penalty 2555.311589 = -313179.773106 nChanged 4 SP:Iteration 21Q (7823.205011 sec): 3 clusters Score: Raw -315736.331612 + Penalty 2555.311589 = -313181.020023 nChanged 4 SP:Iteration 22Q (7823.246407 sec): 3 clusters Score: Raw -315738.417660 + Penalty 2555.311589 = -313183.106071 nChanged 7 SP:Iteration 23Q (7823.260522 sec): 3 clusters Score: Raw -315741.532589 + Penalty 2555.311589 = -313186.221000 nChanged 7 SP:Iteration 24Q (7823.273478 sec): 3 clusters Score: Raw -315744.733495 + Penalty 2555.311589 = -313189.421906 nChanged 3 SP:Iteration 25Q (7823.286504 sec): 3 clusters Score: Raw -315745.592054 + Penalty 2555.311589 = -313190.280465 nChanged 2 SP:Iteration 26Q (7823.323989 sec): 3 clusters Score: Raw -315746.286305 + Penalty 2555.311589 = -313190.974716 nChanged 2 SP:Iteration 27Q (7823.376020 sec): 3 clusters Score: Raw -315746.985604 + Penalty 2555.311589 = -313191.674014 nChanged 5 SP:Iteration 28Q (7823.425798 sec): 3 clusters Score: Raw -315747.979276 + Penalty 2555.311589 = -313192.667687 nChanged 3 SP:Iteration 29Q (7823.475370 sec): 3 clusters Score: Raw -315749.692926 + Penalty 2555.311589 = -313194.381337 nChanged 6 SP:Iteration 30Q (7823.523161 sec): 3 clusters Score: Raw -315753.009139 + Penalty 2555.311589 = -313197.697550 nChanged 11 SP:Iteration 31Q (7823.571262 sec): 3 clusters Score: Raw -315758.087647 + Penalty 2555.311589 = -313202.776058 nChanged 16 SP:Iteration 32Q (7823.619515 sec): 3 clusters Score: Raw -315766.894039 + Penalty 2555.311589 = -313211.582449 nChanged 14 SP:Iteration 33Q (7823.664844 sec): 3 clusters Score: Raw -315772.075048 + Penalty 2555.311589 = -313216.763459 nChanged 10 SP:Iteration 34Q (7823.708177 sec): 3 clusters Score: Raw -315776.625007 + Penalty 2555.311589 = -313221.313418 nChanged 9 SP:Iteration 35Q (7823.752860 sec): 3 clusters Score: Raw -315780.020504 + Penalty 2555.311589 = -313224.708915 nChanged 9 SP:Iteration 36Q (7823.800969 sec): 3 clusters Score: Raw -315784.032299 + Penalty 2555.311589 = -313228.720710 nChanged 8 SP:Iteration 37Q (7823.845820 sec): 3 clusters Score: Raw -315787.498727 + Penalty 2555.311589 = -313232.187138 nChanged 6 SP:Iteration 38Q (7823.891059 sec): 3 clusters Score: Raw -315789.444760 + Penalty 2555.311589 = -313234.133171 nChanged 6 SP:Iteration 39Q (7823.935755 sec): 3 clusters Score: Raw -315791.866074 + Penalty 2555.311589 = -313236.554485 nChanged 8 SP:Iteration 40F (7823.991611 sec): 3 clusters Score: Raw -315796.104233 + Penalty 2555.311589 = -313240.792644 nChanged 9 SP:Iteration 41Q (7824.025273 sec): 3 clusters Score: Raw -315800.061022 + Penalty 2555.311589 = -313244.749433 nChanged 5 SP:Iteration 42Q (7824.069850 sec): 3 clusters Score: Raw -315801.995890 + Penalty 2555.311589 = -313246.684301 nChanged 4 SP:Iteration 43Q (7824.113283 sec): 3 clusters Score: Raw -315805.241193 + Penalty 2555.311589 = -313249.929604 nChanged 5 SP:Iteration 44Q (7824.158983 sec): 3 clusters Score: Raw -315807.879044 + Penalty 2555.311589 = -313252.567455 nChanged 3 SP:Iteration 45Q (7824.204749 sec): 3 clusters Score: Raw -315808.910090 + Penalty 2555.311589 = -313253.598501 nChanged 5 SP:Iteration 46Q (7824.249592 sec): 3 clusters Score: Raw -315812.047679 + Penalty 2555.311589 = -313256.736090 nChanged 8 SP:Iteration 47Q (7824.299337 sec): 3 clusters Score: Raw -315814.981409 + Penalty 2555.311589 = -313259.669819 nChanged 3 SP:Iteration 48Q (7824.345865 sec): 3 clusters Score: Raw -315816.263942 + Penalty 2555.311589 = -313260.952353 nChanged 2 SP:Iteration 49Q (7824.388550 sec): 3 clusters Score: Raw -315816.513996 + Penalty 2555.311589 = -313261.202407 nChanged 1 SP:Iteration 50Q (7824.432123 sec): 3 clusters Score: Raw -315816.990927 + Penalty 2555.311589 = -313261.679338 nChanged 0 SP:Iteration 51F (7824.476905 sec): 3 clusters Score: Raw -315816.990927 + Penalty 2555.311589 = -313261.679338 nChanged 0 Trying to split cluster 18 (82371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7824.625467 sec): 2 clusters Score: Raw -10339784.610208 + Penalty 1839.335666 = -10337945.274542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7824.803989 sec): 3 clusters Score: Raw -10286772.603740 + Penalty 3678.671331 = -10283093.932409 nChanged 39218 SP:Iteration 1F (7824.986876 sec): 3 clusters Score: Raw -10309271.257055 + Penalty 3678.671331 = -10305592.585724 nChanged 3100 SP:Iteration 2Q (7825.181971 sec): 3 clusters Score: Raw -10310186.591213 + Penalty 3678.671331 = -10306507.919881 nChanged 3565 SP:Iteration 3Q (7825.377096 sec): 3 clusters Score: Raw -10311566.958788 + Penalty 3678.671331 = -10307888.287457 nChanged 4495 SP:Iteration 4F (7825.563641 sec): 3 clusters Score: Raw -10313831.300912 + Penalty 3678.671331 = -10310152.629581 nChanged 5746 SP:Iteration 5F (7825.706121 sec): 3 clusters Score: Raw -10317527.235047 + Penalty 3678.671331 = -10313848.563715 nChanged 6821 SP:Iteration 6F (7825.870672 sec): 3 clusters Score: Raw -10322977.813139 + Penalty 3678.671331 = -10319299.141807 nChanged 6951 SP:Iteration 7F (7826.039817 sec): 3 clusters Score: Raw -10329389.047812 + Penalty 3678.671331 = -10325710.376481 nChanged 5519 SP:Iteration 8F (7826.192323 sec): 3 clusters Score: Raw -10334833.268903 + Penalty 3678.671331 = -10331154.597571 nChanged 3200 SP:Iteration 9Q (7826.336808 sec): 3 clusters Score: Raw -10337986.207319 + Penalty 3678.671331 = -10334307.535987 nChanged 1360 SP:Iteration 10Q (7826.493172 sec): 3 clusters Score: Raw -10339281.974537 + Penalty 3678.671331 = -10335603.303205 nChanged 454 SP:Iteration 11Q (7826.641530 sec): 3 clusters Score: Raw -10339747.628221 + Penalty 3678.671331 = -10336068.956889 nChanged 164 SP:Iteration 12Q (7826.755807 sec): 3 clusters Score: Raw -10339909.479969 + Penalty 3678.671331 = -10336230.808637 nChanged 62 SP:Iteration 13Q (7826.867058 sec): 3 clusters Score: Raw -10339964.584060 + Penalty 3678.671331 = -10336285.912728 nChanged 39 SP:Iteration 14Q (7826.977522 sec): 3 clusters Score: Raw -10340008.245700 + Penalty 3678.671331 = -10336329.574369 nChanged 23 SP:Iteration 15Q (7827.114257 sec): 3 clusters Score: Raw -10340026.979610 + Penalty 3678.671331 = -10336348.308279 nChanged 17 SP:Iteration 16Q (7827.251505 sec): 3 clusters Score: Raw -10340041.326997 + Penalty 3678.671331 = -10336362.655666 nChanged 9 SP:Iteration 17Q (7827.396715 sec): 3 clusters Score: Raw -10340052.315152 + Penalty 3678.671331 = -10336373.643821 nChanged 7 SP:Iteration 18Q (7827.559210 sec): 3 clusters Score: Raw -10340063.356165 + Penalty 3678.671331 = -10336384.684834 nChanged 10 SP:Iteration 19Q (7827.713130 sec): 3 clusters Score: Raw -10340071.775525 + Penalty 3678.671331 = -10336393.104194 nChanged 3 SP:Iteration 20F (7827.890995 sec): 3 clusters Score: Raw -10340073.436886 + Penalty 3678.671331 = -10336394.765554 nChanged 2 SP:Iteration 21Q (7828.045909 sec): 3 clusters Score: Raw -10340076.543484 + Penalty 3678.671331 = -10336397.872153 nChanged 2 SP:Iteration 22Q (7828.202264 sec): 3 clusters Score: Raw -10340077.796082 + Penalty 3678.671331 = -10336399.124750 nChanged 1 SP:Iteration 23Q (7828.362899 sec): 3 clusters Score: Raw -10340078.565852 + Penalty 3678.671331 = -10336399.894521 nChanged 2 SP:Iteration 24Q (7828.516447 sec): 3 clusters Score: Raw -10340079.728736 + Penalty 3678.671331 = -10336401.057405 nChanged 1 SP:Iteration 25Q (7828.674235 sec): 3 clusters Score: Raw -10340080.582493 + Penalty 3678.671331 = -10336401.911161 nChanged 0 SP:Iteration 26F (7828.848104 sec): 3 clusters Score: Raw -10340080.582493 + Penalty 3678.671331 = -10336401.911161 nChanged 0 Trying to split cluster 19 (11746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7828.882890 sec): 2 clusters Score: Raw -1378751.390719 + Penalty 1522.831056 = -1377228.559663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7828.913907 sec): 3 clusters Score: Raw -1371973.936130 + Penalty 3045.662112 = -1368928.274018 nChanged 5191 SP:Iteration 1F (7828.945540 sec): 3 clusters Score: Raw -1374981.905115 + Penalty 3045.662112 = -1371936.243003 nChanged 782 SP:Iteration 2F (7828.976415 sec): 3 clusters Score: Raw -1375384.378164 + Penalty 3045.662112 = -1372338.716053 nChanged 689 SP:Iteration 3F (7829.007852 sec): 3 clusters Score: Raw -1375786.105923 + Penalty 3045.662112 = -1372740.443811 nChanged 671 SP:Iteration 4F (7829.082803 sec): 3 clusters Score: Raw -1376162.313571 + Penalty 3045.662112 = -1373116.651459 nChanged 633 SP:Iteration 5F (7829.152847 sec): 3 clusters Score: Raw -1376530.930558 + Penalty 3045.662112 = -1373485.268447 nChanged 584 SP:Iteration 6Q (7829.229171 sec): 3 clusters Score: Raw -1376852.727641 + Penalty 3045.662112 = -1373807.065530 nChanged 537 SP:Iteration 7Q (7829.302162 sec): 3 clusters Score: Raw -1377165.864942 + Penalty 3045.662112 = -1374120.202831 nChanged 502 SP:Iteration 8Q (7829.360318 sec): 3 clusters Score: Raw -1377466.424140 + Penalty 3045.662112 = -1374420.762029 nChanged 448 SP:Iteration 9Q (7829.443503 sec): 3 clusters Score: Raw -1377744.739877 + Penalty 3045.662112 = -1374699.077765 nChanged 435 SP:Iteration 10Q (7829.515245 sec): 3 clusters Score: Raw -1377960.942242 + Penalty 3045.662112 = -1374915.280130 nChanged 422 SP:Iteration 11Q (7829.577144 sec): 3 clusters Score: Raw -1378165.951383 + Penalty 3045.662112 = -1375120.289271 nChanged 339 SP:Iteration 12Q (7829.633635 sec): 3 clusters Score: Raw -1378308.080528 + Penalty 3045.662112 = -1375262.418417 nChanged 291 SP:Iteration 13Q (7829.699567 sec): 3 clusters Score: Raw -1378422.844823 + Penalty 3045.662112 = -1375377.182711 nChanged 268 SP:Iteration 14Q (7829.765150 sec): 3 clusters Score: Raw -1378528.058759 + Penalty 3045.662112 = -1375482.396647 nChanged 234 SP:Iteration 15Q (7829.818885 sec): 3 clusters Score: Raw -1378632.192898 + Penalty 3045.662112 = -1375586.530786 nChanged 236 SP:Iteration 16Q (7829.881591 sec): 3 clusters Score: Raw -1378744.662718 + Penalty 3045.662112 = -1375699.000607 nChanged 254 SP:Iteration 17Q (7829.948370 sec): 3 clusters Score: Raw -1378875.743329 + Penalty 3045.662112 = -1375830.081217 nChanged 254 SP:Iteration 18Q (7830.017422 sec): 3 clusters Score: Raw -1378991.740202 + Penalty 3045.662112 = -1375946.078090 nChanged 236 SP:Iteration 19Q (7830.076686 sec): 3 clusters Score: Raw -1379092.183883 + Penalty 3045.662112 = -1376046.521772 nChanged 246 SP:Iteration 20F (7830.140650 sec): 3 clusters Score: Raw -1379216.965751 + Penalty 3045.662112 = -1376171.303639 nChanged 257 SP:Iteration 21Q (7830.205516 sec): 3 clusters Score: Raw -1379330.403295 + Penalty 3045.662112 = -1376284.741183 nChanged 235 SP:Iteration 22Q (7830.270495 sec): 3 clusters Score: Raw -1379425.076848 + Penalty 3045.662112 = -1376379.414737 nChanged 227 SP:Iteration 23Q (7830.338006 sec): 3 clusters Score: Raw -1379520.594828 + Penalty 3045.662112 = -1376474.932716 nChanged 215 SP:Iteration 24Q (7830.386537 sec): 3 clusters Score: Raw -1379614.773791 + Penalty 3045.662112 = -1376569.111680 nChanged 201 SP:Iteration 25Q (7830.450770 sec): 3 clusters Score: Raw -1379700.905887 + Penalty 3045.662112 = -1376655.243776 nChanged 187 SP:Iteration 26Q (7830.501418 sec): 3 clusters Score: Raw -1379779.797481 + Penalty 3045.662112 = -1376734.135369 nChanged 159 SP:Iteration 27Q (7830.562753 sec): 3 clusters Score: Raw -1379851.041215 + Penalty 3045.662112 = -1376805.379103 nChanged 137 SP:Iteration 28Q (7830.623939 sec): 3 clusters Score: Raw -1379900.617968 + Penalty 3045.662112 = -1376854.955856 nChanged 108 SP:Iteration 29Q (7830.688779 sec): 3 clusters Score: Raw -1379940.008824 + Penalty 3045.662112 = -1376894.346712 nChanged 109 SP:Iteration 30Q (7830.744386 sec): 3 clusters Score: Raw -1379976.701938 + Penalty 3045.662112 = -1376931.039827 nChanged 71 SP:Iteration 31Q (7830.807213 sec): 3 clusters Score: Raw -1379996.302365 + Penalty 3045.662112 = -1376950.640253 nChanged 49 SP:Iteration 32Q (7830.872100 sec): 3 clusters Score: Raw -1380010.824925 + Penalty 3045.662112 = -1376965.162813 nChanged 42 SP:Iteration 33Q (7830.934531 sec): 3 clusters Score: Raw -1380022.647631 + Penalty 3045.662112 = -1376976.985520 nChanged 34 SP:Iteration 34Q (7830.989985 sec): 3 clusters Score: Raw -1380030.559967 + Penalty 3045.662112 = -1376984.897855 nChanged 30 SP:Iteration 35Q (7831.052640 sec): 3 clusters Score: Raw -1380036.385030 + Penalty 3045.662112 = -1376990.722919 nChanged 20 SP:Iteration 36Q (7831.125232 sec): 3 clusters Score: Raw -1380040.010133 + Penalty 3045.662112 = -1376994.348021 nChanged 16 SP:Iteration 37Q (7831.180223 sec): 3 clusters Score: Raw -1380043.968186 + Penalty 3045.662112 = -1376998.306074 nChanged 10 SP:Iteration 38Q (7831.251913 sec): 3 clusters Score: Raw -1380046.011345 + Penalty 3045.662112 = -1377000.349233 nChanged 7 SP:Iteration 39Q (7831.323348 sec): 3 clusters Score: Raw -1380047.682260 + Penalty 3045.662112 = -1377002.020148 nChanged 11 SP:Iteration 40F (7831.389539 sec): 3 clusters Score: Raw -1380049.546112 + Penalty 3045.662112 = -1377003.884000 nChanged 9 SP:Iteration 41Q (7831.438388 sec): 3 clusters Score: Raw -1380051.548492 + Penalty 3045.662112 = -1377005.886380 nChanged 10 SP:Iteration 42Q (7831.501650 sec): 3 clusters Score: Raw -1380054.368261 + Penalty 3045.662112 = -1377008.706149 nChanged 10 SP:Iteration 43Q (7831.556704 sec): 3 clusters Score: Raw -1380056.811545 + Penalty 3045.662112 = -1377011.149433 nChanged 14 SP:Iteration 44Q (7831.624520 sec): 3 clusters Score: Raw -1380061.191160 + Penalty 3045.662112 = -1377015.529048 nChanged 14 SP:Iteration 45Q (7831.682128 sec): 3 clusters Score: Raw -1380065.020857 + Penalty 3045.662112 = -1377019.358745 nChanged 10 SP:Iteration 46Q (7831.738757 sec): 3 clusters Score: Raw -1380067.038441 + Penalty 3045.662112 = -1377021.376329 nChanged 6 SP:Iteration 47Q (7831.796778 sec): 3 clusters Score: Raw -1380067.855079 + Penalty 3045.662112 = -1377022.192967 nChanged 3 SP:Iteration 48Q (7831.862990 sec): 3 clusters Score: Raw -1380068.209316 + Penalty 3045.662112 = -1377022.547205 nChanged 2 SP:Iteration 49Q (7831.924853 sec): 3 clusters Score: Raw -1380068.739422 + Penalty 3045.662112 = -1377023.077310 nChanged 1 SP:Iteration 50Q (7831.982009 sec): 3 clusters Score: Raw -1380068.881830 + Penalty 3045.662112 = -1377023.219718 nChanged 0 SP:Iteration 51F (7832.046203 sec): 3 clusters Score: Raw -1380068.881830 + Penalty 3045.662112 = -1377023.219718 nChanged 0 Trying to split cluster 20 (4272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7832.087269 sec): 2 clusters Score: Raw -504667.978643 + Penalty 1358.473574 = -503309.505068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7832.143689 sec): 3 clusters Score: Raw -502515.836069 + Penalty 2716.947149 = -499798.888921 nChanged 1757 SP:Iteration 1F (7832.189488 sec): 3 clusters Score: Raw -503675.781461 + Penalty 2716.947149 = -500958.834312 nChanged 383 SP:Iteration 2F (7832.235850 sec): 3 clusters Score: Raw -503993.834610 + Penalty 2716.947149 = -501276.887462 nChanged 282 SP:Iteration 3F (7832.273018 sec): 3 clusters Score: Raw -504220.916312 + Penalty 2716.947149 = -501503.969163 nChanged 262 SP:Iteration 4F (7832.321742 sec): 3 clusters Score: Raw -504445.710205 + Penalty 2716.947149 = -501728.763056 nChanged 245 SP:Iteration 5F (7832.376165 sec): 3 clusters Score: Raw -504679.427475 + Penalty 2716.947149 = -501962.480327 nChanged 232 SP:Iteration 6F (7832.416454 sec): 3 clusters Score: Raw -504905.765399 + Penalty 2716.947149 = -502188.818250 nChanged 210 SP:Iteration 7Q (7832.468652 sec): 3 clusters Score: Raw -505079.948838 + Penalty 2716.947149 = -502363.001689 nChanged 160 SP:Iteration 8Q (7832.512744 sec): 3 clusters Score: Raw -505228.626939 + Penalty 2716.947149 = -502511.679791 nChanged 153 SP:Iteration 9Q (7832.559685 sec): 3 clusters Score: Raw -505435.552100 + Penalty 2716.947149 = -502718.604951 nChanged 154 SP:Iteration 10Q (7832.605746 sec): 3 clusters Score: Raw -505735.817645 + Penalty 2716.947149 = -503018.870497 nChanged 168 SP:Iteration 11Q (7832.655085 sec): 3 clusters Score: Raw -505957.094628 + Penalty 2716.947149 = -503240.147479 nChanged 147 SP:Iteration 12Q (7832.698187 sec): 3 clusters Score: Raw -506110.389680 + Penalty 2716.947149 = -503393.442531 nChanged 87 SP:Iteration 13Q (7832.752345 sec): 3 clusters Score: Raw -506192.532101 + Penalty 2716.947149 = -503475.584952 nChanged 69 SP:Iteration 14Q (7832.791904 sec): 3 clusters Score: Raw -506255.275883 + Penalty 2716.947149 = -503538.328734 nChanged 49 SP:Iteration 15Q (7832.841281 sec): 3 clusters Score: Raw -506288.622375 + Penalty 2716.947149 = -503571.675226 nChanged 45 SP:Iteration 16Q (7832.880139 sec): 3 clusters Score: Raw -506318.864694 + Penalty 2716.947149 = -503601.917545 nChanged 39 SP:Iteration 17Q (7832.923692 sec): 3 clusters Score: Raw -506339.279179 + Penalty 2716.947149 = -503622.332031 nChanged 24 SP:Iteration 18Q (7832.978909 sec): 3 clusters Score: Raw -506349.826577 + Penalty 2716.947149 = -503632.879429 nChanged 17 SP:Iteration 19Q (7833.017909 sec): 3 clusters Score: Raw -506357.596238 + Penalty 2716.947149 = -503640.649089 nChanged 12 SP:Iteration 20F (7833.048629 sec): 3 clusters Score: Raw -506363.184309 + Penalty 2716.947149 = -503646.237160 nChanged 14 SP:Iteration 21Q (7833.095767 sec): 3 clusters Score: Raw -506367.632654 + Penalty 2716.947149 = -503650.685505 nChanged 10 SP:Iteration 22Q (7833.135171 sec): 3 clusters Score: Raw -506370.033730 + Penalty 2716.947149 = -503653.086581 nChanged 7 SP:Iteration 23Q (7833.174568 sec): 3 clusters Score: Raw -506372.534257 + Penalty 2716.947149 = -503655.587108 nChanged 5 SP:Iteration 24Q (7833.221536 sec): 3 clusters Score: Raw -506373.923584 + Penalty 2716.947149 = -503656.976435 nChanged 5 SP:Iteration 25Q (7833.275506 sec): 3 clusters Score: Raw -506374.932657 + Penalty 2716.947149 = -503657.985508 nChanged 5 SP:Iteration 26Q (7833.319724 sec): 3 clusters Score: Raw -506376.021673 + Penalty 2716.947149 = -503659.074524 nChanged 4 SP:Iteration 27Q (7833.369054 sec): 3 clusters Score: Raw -506376.482558 + Penalty 2716.947149 = -503659.535410 nChanged 1 SP:Iteration 28Q (7833.416388 sec): 3 clusters Score: Raw -506376.758490 + Penalty 2716.947149 = -503659.811341 nChanged 3 SP:Iteration 29Q (7833.474234 sec): 3 clusters Score: Raw -506377.269690 + Penalty 2716.947149 = -503660.322541 nChanged 0 SP:Iteration 30F (7833.511741 sec): 3 clusters Score: Raw -506377.269690 + Penalty 2716.947149 = -503660.322541 nChanged 0 Score: Raw -129523534.519406 + Penalty 85669.685189 = -129437864.834217 Splitting cluster 20 changes total score from -129438384.549518 to -129437864.834217 So it's not getting split. Trying to split cluster 21 (17856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7857.756625 sec): 2 clusters Score: Raw -2242205.417106 + Penalty 1590.890416 = -2240614.526691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7857.827634 sec): 3 clusters Score: Raw -2231559.925844 + Penalty 3181.780831 = -2228378.145013 nChanged 7959 SP:Iteration 1F (7857.893907 sec): 3 clusters Score: Raw -2235921.518109 + Penalty 3181.780831 = -2232739.737278 nChanged 1034 SP:Iteration 2F (7857.961188 sec): 3 clusters Score: Raw -2236412.458418 + Penalty 3181.780831 = -2233230.677586 nChanged 1059 SP:Iteration 3F (7858.031864 sec): 3 clusters Score: Raw -2236944.496053 + Penalty 3181.780831 = -2233762.715222 nChanged 942 SP:Iteration 4F (7858.107868 sec): 3 clusters Score: Raw -2237471.159840 + Penalty 3181.780831 = -2234289.379009 nChanged 976 SP:Iteration 5F (7858.169896 sec): 3 clusters Score: Raw -2238060.878274 + Penalty 3181.780831 = -2234879.097443 nChanged 923 SP:Iteration 6F (7858.243963 sec): 3 clusters Score: Raw -2238645.512431 + Penalty 3181.780831 = -2235463.731600 nChanged 868 SP:Iteration 7Q (7858.316219 sec): 3 clusters Score: Raw -2239153.054581 + Penalty 3181.780831 = -2235971.273749 nChanged 746 SP:Iteration 8Q (7858.371126 sec): 3 clusters Score: Raw -2239500.525063 + Penalty 3181.780831 = -2236318.744232 nChanged 600 SP:Iteration 9Q (7858.439378 sec): 3 clusters Score: Raw -2239743.780089 + Penalty 3181.780831 = -2236561.999258 nChanged 514 SP:Iteration 10Q (7858.516400 sec): 3 clusters Score: Raw -2239923.257428 + Penalty 3181.780831 = -2236741.476596 nChanged 399 SP:Iteration 11Q (7858.582911 sec): 3 clusters Score: Raw -2240042.768044 + Penalty 3181.780831 = -2236860.987212 nChanged 279 SP:Iteration 12Q (7858.656427 sec): 3 clusters Score: Raw -2240111.070436 + Penalty 3181.780831 = -2236929.289605 nChanged 218 SP:Iteration 13Q (7858.734685 sec): 3 clusters Score: Raw -2240162.425529 + Penalty 3181.780831 = -2236980.644698 nChanged 206 SP:Iteration 14Q (7858.798763 sec): 3 clusters Score: Raw -2240207.827713 + Penalty 3181.780831 = -2237026.046882 nChanged 183 SP:Iteration 15Q (7858.869962 sec): 3 clusters Score: Raw -2240244.451808 + Penalty 3181.780831 = -2237062.670977 nChanged 175 SP:Iteration 16Q (7858.938439 sec): 3 clusters Score: Raw -2240279.634153 + Penalty 3181.780831 = -2237097.853322 nChanged 152 SP:Iteration 17Q (7859.011990 sec): 3 clusters Score: Raw -2240310.991700 + Penalty 3181.780831 = -2237129.210868 nChanged 164 SP:Iteration 18Q (7859.079244 sec): 3 clusters Score: Raw -2240347.260962 + Penalty 3181.780831 = -2237165.480131 nChanged 171 SP:Iteration 19Q (7859.155817 sec): 3 clusters Score: Raw -2240382.478105 + Penalty 3181.780831 = -2237200.697273 nChanged 171 SP:Iteration 20F (7859.230291 sec): 3 clusters Score: Raw -2240418.468326 + Penalty 3181.780831 = -2237236.687495 nChanged 160 SP:Iteration 21Q (7859.301837 sec): 3 clusters Score: Raw -2240449.043366 + Penalty 3181.780831 = -2237267.262535 nChanged 141 SP:Iteration 22Q (7859.376245 sec): 3 clusters Score: Raw -2240475.345620 + Penalty 3181.780831 = -2237293.564789 nChanged 151 SP:Iteration 23Q (7859.435151 sec): 3 clusters Score: Raw -2240509.984674 + Penalty 3181.780831 = -2237328.203843 nChanged 172 SP:Iteration 24Q (7859.501971 sec): 3 clusters Score: Raw -2240551.673618 + Penalty 3181.780831 = -2237369.892787 nChanged 171 SP:Iteration 25Q (7859.557255 sec): 3 clusters Score: Raw -2240597.986324 + Penalty 3181.780831 = -2237416.205493 nChanged 185 SP:Iteration 26Q (7859.618709 sec): 3 clusters Score: Raw -2240645.665900 + Penalty 3181.780831 = -2237463.885068 nChanged 173 SP:Iteration 27Q (7859.691334 sec): 3 clusters Score: Raw -2240692.096498 + Penalty 3181.780831 = -2237510.315667 nChanged 163 SP:Iteration 28Q (7859.759645 sec): 3 clusters Score: Raw -2240736.136220 + Penalty 3181.780831 = -2237554.355389 nChanged 163 SP:Iteration 29Q (7859.827151 sec): 3 clusters Score: Raw -2240786.295794 + Penalty 3181.780831 = -2237604.514963 nChanged 171 SP:Iteration 30Q (7859.898709 sec): 3 clusters Score: Raw -2240837.254854 + Penalty 3181.780831 = -2237655.474023 nChanged 183 SP:Iteration 31Q (7859.976549 sec): 3 clusters Score: Raw -2240886.704230 + Penalty 3181.780831 = -2237704.923398 nChanged 169 SP:Iteration 32Q (7860.041854 sec): 3 clusters Score: Raw -2240935.171155 + Penalty 3181.780831 = -2237753.390324 nChanged 167 SP:Iteration 33Q (7860.104308 sec): 3 clusters Score: Raw -2240983.273978 + Penalty 3181.780831 = -2237801.493147 nChanged 161 SP:Iteration 34Q (7860.173805 sec): 3 clusters Score: Raw -2241036.110214 + Penalty 3181.780831 = -2237854.329382 nChanged 185 SP:Iteration 35Q (7860.243360 sec): 3 clusters Score: Raw -2241102.796896 + Penalty 3181.780831 = -2237921.016064 nChanged 192 SP:Iteration 36Q (7860.304291 sec): 3 clusters Score: Raw -2241176.327573 + Penalty 3181.780831 = -2237994.546742 nChanged 207 SP:Iteration 37Q (7860.376259 sec): 3 clusters Score: Raw -2241256.142801 + Penalty 3181.780831 = -2238074.361970 nChanged 195 SP:Iteration 38Q (7860.437878 sec): 3 clusters Score: Raw -2241335.867540 + Penalty 3181.780831 = -2238154.086709 nChanged 195 SP:Iteration 39Q (7860.501814 sec): 3 clusters Score: Raw -2241417.474813 + Penalty 3181.780831 = -2238235.693981 nChanged 180 SP:Iteration 40F (7860.572326 sec): 3 clusters Score: Raw -2241495.830260 + Penalty 3181.780831 = -2238314.049429 nChanged 186 SP:Iteration 41Q (7860.637157 sec): 3 clusters Score: Raw -2241570.778154 + Penalty 3181.780831 = -2238388.997323 nChanged 196 SP:Iteration 42Q (7860.707681 sec): 3 clusters Score: Raw -2241651.023681 + Penalty 3181.780831 = -2238469.242850 nChanged 175 SP:Iteration 43Q (7860.770734 sec): 3 clusters Score: Raw -2241720.776124 + Penalty 3181.780831 = -2238538.995293 nChanged 155 SP:Iteration 44Q (7860.837028 sec): 3 clusters Score: Raw -2241781.222579 + Penalty 3181.780831 = -2238599.441748 nChanged 151 SP:Iteration 45Q (7860.911619 sec): 3 clusters Score: Raw -2241845.776385 + Penalty 3181.780831 = -2238663.995554 nChanged 139 SP:Iteration 46Q (7860.967260 sec): 3 clusters Score: Raw -2241907.753496 + Penalty 3181.780831 = -2238725.972665 nChanged 135 SP:Iteration 47Q (7861.028963 sec): 3 clusters Score: Raw -2241970.076662 + Penalty 3181.780831 = -2238788.295831 nChanged 124 SP:Iteration 48Q (7861.091911 sec): 3 clusters Score: Raw -2242024.080153 + Penalty 3181.780831 = -2238842.299322 nChanged 119 SP:Iteration 49Q (7861.162313 sec): 3 clusters Score: Raw -2242081.434015 + Penalty 3181.780831 = -2238899.653184 nChanged 107 SP:Iteration 50Q (7861.221805 sec): 3 clusters Score: Raw -2242133.498158 + Penalty 3181.780831 = -2238951.717327 nChanged 96 SP:Iteration 51Q (7861.296893 sec): 3 clusters Score: Raw -2242178.425765 + Penalty 3181.780831 = -2238996.644934 nChanged 94 SP:Iteration 52Q (7861.360851 sec): 3 clusters Score: Raw -2242224.693257 + Penalty 3181.780831 = -2239042.912426 nChanged 78 SP:Iteration 53Q (7861.426338 sec): 3 clusters Score: Raw -2242265.880792 + Penalty 3181.780831 = -2239084.099961 nChanged 68 SP:Iteration 54Q (7861.472062 sec): 3 clusters Score: Raw -2242302.859922 + Penalty 3181.780831 = -2239121.079091 nChanged 66 SP:Iteration 55Q (7861.547301 sec): 3 clusters Score: Raw -2242339.266958 + Penalty 3181.780831 = -2239157.486126 nChanged 63 SP:Iteration 56Q (7861.621621 sec): 3 clusters Score: Raw -2242369.716102 + Penalty 3181.780831 = -2239187.935270 nChanged 38 SP:Iteration 57Q (7861.696807 sec): 3 clusters Score: Raw -2242388.965220 + Penalty 3181.780831 = -2239207.184389 nChanged 31 SP:Iteration 58Q (7861.758336 sec): 3 clusters Score: Raw -2242400.414601 + Penalty 3181.780831 = -2239218.633770 nChanged 20 SP:Iteration 59Q (7861.824266 sec): 3 clusters Score: Raw -2242407.839614 + Penalty 3181.780831 = -2239226.058783 nChanged 19 SP:Iteration 60F (7861.895830 sec): 3 clusters Score: Raw -2242414.837331 + Penalty 3181.780831 = -2239233.056500 nChanged 17 SP:Iteration 61Q (7861.952029 sec): 3 clusters Score: Raw -2242419.899162 + Penalty 3181.780831 = -2239238.118330 nChanged 10 SP:Iteration 62Q (7862.024295 sec): 3 clusters Score: Raw -2242422.996422 + Penalty 3181.780831 = -2239241.215591 nChanged 9 SP:Iteration 63Q (7862.097127 sec): 3 clusters Score: Raw -2242425.850129 + Penalty 3181.780831 = -2239244.069298 nChanged 8 SP:Iteration 64Q (7862.156007 sec): 3 clusters Score: Raw -2242428.504229 + Penalty 3181.780831 = -2239246.723397 nChanged 7 SP:Iteration 65Q (7862.223365 sec): 3 clusters Score: Raw -2242430.476792 + Penalty 3181.780831 = -2239248.695961 nChanged 4 SP:Iteration 66Q (7862.288016 sec): 3 clusters Score: Raw -2242431.381857 + Penalty 3181.780831 = -2239249.601026 nChanged 5 SP:Iteration 67Q (7862.343175 sec): 3 clusters Score: Raw -2242433.402636 + Penalty 3181.780831 = -2239251.621805 nChanged 4 SP:Iteration 68Q (7862.404760 sec): 3 clusters Score: Raw -2242434.947217 + Penalty 3181.780831 = -2239253.166386 nChanged 4 SP:Iteration 69Q (7862.480514 sec): 3 clusters Score: Raw -2242436.996401 + Penalty 3181.780831 = -2239255.215570 nChanged 10 SP:Iteration 70Q (7862.541237 sec): 3 clusters Score: Raw -2242440.945549 + Penalty 3181.780831 = -2239259.164718 nChanged 7 SP:Iteration 71Q (7862.607342 sec): 3 clusters Score: Raw -2242443.547522 + Penalty 3181.780831 = -2239261.766691 nChanged 6 SP:Iteration 72Q (7862.666078 sec): 3 clusters Score: Raw -2242445.989515 + Penalty 3181.780831 = -2239264.208683 nChanged 5 SP:Iteration 73Q (7862.724861 sec): 3 clusters Score: Raw -2242447.773254 + Penalty 3181.780831 = -2239265.992423 nChanged 9 SP:Iteration 74Q (7862.782425 sec): 3 clusters Score: Raw -2242452.136825 + Penalty 3181.780831 = -2239270.355994 nChanged 14 SP:Iteration 75Q (7862.842147 sec): 3 clusters Score: Raw -2242457.232893 + Penalty 3181.780831 = -2239275.452062 nChanged 11 SP:Iteration 76Q (7862.912016 sec): 3 clusters Score: Raw -2242462.819650 + Penalty 3181.780831 = -2239281.038819 nChanged 14 SP:Iteration 77Q (7862.974485 sec): 3 clusters Score: Raw -2242469.357122 + Penalty 3181.780831 = -2239287.576291 nChanged 11 SP:Iteration 78Q (7863.039190 sec): 3 clusters Score: Raw -2242473.764195 + Penalty 3181.780831 = -2239291.983363 nChanged 6 SP:Iteration 79Q (7863.106246 sec): 3 clusters Score: Raw -2242475.896118 + Penalty 3181.780831 = -2239294.115286 nChanged 4 SP:Iteration 80F (7863.174547 sec): 3 clusters Score: Raw -2242476.655253 + Penalty 3181.780831 = -2239294.874422 nChanged 3 SP:Iteration 81Q (7863.241062 sec): 3 clusters Score: Raw -2242477.342957 + Penalty 3181.780831 = -2239295.562126 nChanged 3 SP:Iteration 82Q (7863.304419 sec): 3 clusters Score: Raw -2242477.922330 + Penalty 3181.780831 = -2239296.141499 nChanged 3 SP:Iteration 83Q (7863.373947 sec): 3 clusters Score: Raw -2242479.197593 + Penalty 3181.780831 = -2239297.416762 nChanged 3 SP:Iteration 84Q (7863.435922 sec): 3 clusters Score: Raw -2242480.228641 + Penalty 3181.780831 = -2239298.447809 nChanged 2 SP:Iteration 85Q (7863.511832 sec): 3 clusters Score: Raw -2242481.278593 + Penalty 3181.780831 = -2239299.497762 nChanged 2 SP:Iteration 86Q (7863.559771 sec): 3 clusters Score: Raw -2242481.686398 + Penalty 3181.780831 = -2239299.905567 nChanged 3 SP:Iteration 87Q (7863.637604 sec): 3 clusters Score: Raw -2242482.778541 + Penalty 3181.780831 = -2239300.997709 nChanged 2 SP:Iteration 88Q (7863.690973 sec): 3 clusters Score: Raw -2242483.896356 + Penalty 3181.780831 = -2239302.115525 nChanged 3 SP:Iteration 89Q (7863.757542 sec): 3 clusters Score: Raw -2242485.149742 + Penalty 3181.780831 = -2239303.368911 nChanged 3 SP:Iteration 90Q (7863.833769 sec): 3 clusters Score: Raw -2242487.280994 + Penalty 3181.780831 = -2239305.500163 nChanged 2 SP:Iteration 91Q (7863.888779 sec): 3 clusters Score: Raw -2242488.024162 + Penalty 3181.780831 = -2239306.243330 nChanged 2 SP:Iteration 92Q (7863.957689 sec): 3 clusters Score: Raw -2242488.754358 + Penalty 3181.780831 = -2239306.973527 nChanged 0 SP:Iteration 93F (7864.031353 sec): 3 clusters Score: Raw -2242488.754358 + Penalty 3181.780831 = -2239306.973527 nChanged 0 Trying to split cluster 22 (62004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7864.139520 sec): 2 clusters Score: Raw -7724233.802636 + Penalty 1793.180054 = -7722440.622582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7864.279346 sec): 3 clusters Score: Raw -7684728.293785 + Penalty 3586.360108 = -7681141.933677 nChanged 29253 SP:Iteration 1F (7864.420125 sec): 3 clusters Score: Raw -7702031.877376 + Penalty 3586.360108 = -7698445.517268 nChanged 3231 SP:Iteration 2F (7864.557229 sec): 3 clusters Score: Raw -7703443.655338 + Penalty 3586.360108 = -7699857.295230 nChanged 3499 SP:Iteration 3F (7864.699982 sec): 3 clusters Score: Raw -7705325.292771 + Penalty 3586.360108 = -7701738.932663 nChanged 3838 SP:Iteration 4F (7864.847629 sec): 3 clusters Score: Raw -7707751.101592 + Penalty 3586.360108 = -7704164.741484 nChanged 4020 SP:Iteration 5F (7864.982934 sec): 3 clusters Score: Raw -7710515.934598 + Penalty 3586.360108 = -7706929.574490 nChanged 3891 SP:Iteration 6F (7865.131671 sec): 3 clusters Score: Raw -7713142.572373 + Penalty 3586.360108 = -7709556.212266 nChanged 3347 SP:Iteration 7F (7865.270557 sec): 3 clusters Score: Raw -7715096.616140 + Penalty 3586.360108 = -7711510.256032 nChanged 2546 SP:Iteration 8Q (7865.420544 sec): 3 clusters Score: Raw -7716253.549074 + Penalty 3586.360108 = -7712667.188966 nChanged 1852 SP:Iteration 9Q (7865.577874 sec): 3 clusters Score: Raw -7716878.475211 + Penalty 3586.360108 = -7713292.115103 nChanged 1265 SP:Iteration 10Q (7865.721711 sec): 3 clusters Score: Raw -7717212.211432 + Penalty 3586.360108 = -7713625.851324 nChanged 929 SP:Iteration 11Q (7865.875325 sec): 3 clusters Score: Raw -7717449.284006 + Penalty 3586.360108 = -7713862.923899 nChanged 796 SP:Iteration 12Q (7866.013338 sec): 3 clusters Score: Raw -7717683.702973 + Penalty 3586.360108 = -7714097.342865 nChanged 845 SP:Iteration 13Q (7866.154904 sec): 3 clusters Score: Raw -7717966.180599 + Penalty 3586.360108 = -7714379.820492 nChanged 886 SP:Iteration 14Q (7866.295265 sec): 3 clusters Score: Raw -7718307.318870 + Penalty 3586.360108 = -7714720.958762 nChanged 989 SP:Iteration 15Q (7866.439257 sec): 3 clusters Score: Raw -7718738.389719 + Penalty 3586.360108 = -7715152.029611 nChanged 1018 SP:Iteration 16Q (7866.579056 sec): 3 clusters Score: Raw -7719213.756334 + Penalty 3586.360108 = -7715627.396226 nChanged 1041 SP:Iteration 17Q (7866.721055 sec): 3 clusters Score: Raw -7719736.253484 + Penalty 3586.360108 = -7716149.893376 nChanged 1055 SP:Iteration 18Q (7866.868076 sec): 3 clusters Score: Raw -7720323.025759 + Penalty 3586.360108 = -7716736.665651 nChanged 1048 SP:Iteration 19Q (7867.006970 sec): 3 clusters Score: Raw -7720934.423308 + Penalty 3586.360108 = -7717348.063200 nChanged 1046 SP:Iteration 20F (7867.146501 sec): 3 clusters Score: Raw -7721557.726899 + Penalty 3586.360108 = -7717971.366792 nChanged 931 SP:Iteration 21Q (7867.289828 sec): 3 clusters Score: Raw -7722063.153617 + Penalty 3586.360108 = -7718476.793509 nChanged 828 SP:Iteration 22Q (7867.400811 sec): 3 clusters Score: Raw -7722472.201349 + Penalty 3586.360108 = -7718885.841241 nChanged 710 SP:Iteration 23Q (7867.538553 sec): 3 clusters Score: Raw -7722778.395945 + Penalty 3586.360108 = -7719192.035837 nChanged 592 SP:Iteration 24Q (7867.648650 sec): 3 clusters Score: Raw -7722987.298019 + Penalty 3586.360108 = -7719400.937911 nChanged 513 SP:Iteration 25Q (7867.784373 sec): 3 clusters Score: Raw -7723136.423315 + Penalty 3586.360108 = -7719550.063207 nChanged 440 SP:Iteration 26Q (7867.916806 sec): 3 clusters Score: Raw -7723255.247946 + Penalty 3586.360108 = -7719668.887838 nChanged 415 SP:Iteration 27Q (7868.054199 sec): 3 clusters Score: Raw -7723360.231403 + Penalty 3586.360108 = -7719773.871295 nChanged 346 SP:Iteration 28Q (7868.175847 sec): 3 clusters Score: Raw -7723438.003405 + Penalty 3586.360108 = -7719851.643297 nChanged 308 SP:Iteration 29Q (7868.307604 sec): 3 clusters Score: Raw -7723497.477554 + Penalty 3586.360108 = -7719911.117446 nChanged 292 SP:Iteration 30Q (7868.436427 sec): 3 clusters Score: Raw -7723552.648736 + Penalty 3586.360108 = -7719966.288628 nChanged 274 SP:Iteration 31Q (7868.561660 sec): 3 clusters Score: Raw -7723602.953204 + Penalty 3586.360108 = -7720016.593097 nChanged 235 SP:Iteration 32Q (7868.693453 sec): 3 clusters Score: Raw -7723642.446778 + Penalty 3586.360108 = -7720056.086670 nChanged 221 SP:Iteration 33Q (7868.823742 sec): 3 clusters Score: Raw -7723676.450663 + Penalty 3586.360108 = -7720090.090555 nChanged 194 SP:Iteration 34Q (7868.946159 sec): 3 clusters Score: Raw -7723704.418888 + Penalty 3586.360108 = -7720118.058780 nChanged 186 SP:Iteration 35Q (7869.065274 sec): 3 clusters Score: Raw -7723729.457406 + Penalty 3586.360108 = -7720143.097298 nChanged 174 SP:Iteration 36Q (7869.175143 sec): 3 clusters Score: Raw -7723754.072326 + Penalty 3586.360108 = -7720167.712219 nChanged 182 SP:Iteration 37Q (7869.298570 sec): 3 clusters Score: Raw -7723779.277084 + Penalty 3586.360108 = -7720192.916976 nChanged 169 SP:Iteration 38Q (7869.426042 sec): 3 clusters Score: Raw -7723800.804905 + Penalty 3586.360108 = -7720214.444797 nChanged 163 SP:Iteration 39Q (7869.560070 sec): 3 clusters Score: Raw -7723822.142218 + Penalty 3586.360108 = -7720235.782110 nChanged 142 SP:Iteration 40F (7869.707926 sec): 3 clusters Score: Raw -7723840.277480 + Penalty 3586.360108 = -7720253.917372 nChanged 137 SP:Iteration 41Q (7869.846440 sec): 3 clusters Score: Raw -7723858.124374 + Penalty 3586.360108 = -7720271.764267 nChanged 141 SP:Iteration 42Q (7869.969261 sec): 3 clusters Score: Raw -7723876.661361 + Penalty 3586.360108 = -7720290.301253 nChanged 143 SP:Iteration 43Q (7870.084389 sec): 3 clusters Score: Raw -7723895.855302 + Penalty 3586.360108 = -7720309.495194 nChanged 137 SP:Iteration 44Q (7870.217426 sec): 3 clusters Score: Raw -7723913.947550 + Penalty 3586.360108 = -7720327.587442 nChanged 111 SP:Iteration 45Q (7870.332075 sec): 3 clusters Score: Raw -7723927.887342 + Penalty 3586.360108 = -7720341.527234 nChanged 103 SP:Iteration 46Q (7870.453601 sec): 3 clusters Score: Raw -7723938.893605 + Penalty 3586.360108 = -7720352.533498 nChanged 92 SP:Iteration 47Q (7870.581966 sec): 3 clusters Score: Raw -7723949.290834 + Penalty 3586.360108 = -7720362.930726 nChanged 98 SP:Iteration 48Q (7870.704627 sec): 3 clusters Score: Raw -7723961.647658 + Penalty 3586.360108 = -7720375.287550 nChanged 107 SP:Iteration 49Q (7870.839548 sec): 3 clusters Score: Raw -7723973.534425 + Penalty 3586.360108 = -7720387.174317 nChanged 93 SP:Iteration 50Q (7870.948310 sec): 3 clusters Score: Raw -7723982.682274 + Penalty 3586.360108 = -7720396.322167 nChanged 94 SP:Iteration 51Q (7871.078512 sec): 3 clusters Score: Raw -7723992.717255 + Penalty 3586.360108 = -7720406.357147 nChanged 83 SP:Iteration 52Q (7871.207993 sec): 3 clusters Score: Raw -7724001.461518 + Penalty 3586.360108 = -7720415.101411 nChanged 78 SP:Iteration 53Q (7871.332000 sec): 3 clusters Score: Raw -7724009.714154 + Penalty 3586.360108 = -7720423.354046 nChanged 82 SP:Iteration 54Q (7871.454756 sec): 3 clusters Score: Raw -7724017.227783 + Penalty 3586.360108 = -7720430.867676 nChanged 79 SP:Iteration 55Q (7871.569248 sec): 3 clusters Score: Raw -7724024.707455 + Penalty 3586.360108 = -7720438.347347 nChanged 90 SP:Iteration 56Q (7871.688732 sec): 3 clusters Score: Raw -7724034.246680 + Penalty 3586.360108 = -7720447.886572 nChanged 93 SP:Iteration 57Q (7871.809890 sec): 3 clusters Score: Raw -7724044.309072 + Penalty 3586.360108 = -7720457.948964 nChanged 88 SP:Iteration 58Q (7871.928035 sec): 3 clusters Score: Raw -7724055.187680 + Penalty 3586.360108 = -7720468.827573 nChanged 103 SP:Iteration 59Q (7872.055303 sec): 3 clusters Score: Raw -7724068.007054 + Penalty 3586.360108 = -7720481.646947 nChanged 97 SP:Iteration 60F (7872.185743 sec): 3 clusters Score: Raw -7724080.851173 + Penalty 3586.360108 = -7720494.491065 nChanged 101 SP:Iteration 61Q (7872.313294 sec): 3 clusters Score: Raw -7724096.840180 + Penalty 3586.360108 = -7720510.480072 nChanged 112 SP:Iteration 62Q (7872.428547 sec): 3 clusters Score: Raw -7724115.504315 + Penalty 3586.360108 = -7720529.144207 nChanged 117 SP:Iteration 63Q (7872.560141 sec): 3 clusters Score: Raw -7724132.570904 + Penalty 3586.360108 = -7720546.210796 nChanged 101 SP:Iteration 64Q (7872.677098 sec): 3 clusters Score: Raw -7724147.610497 + Penalty 3586.360108 = -7720561.250390 nChanged 96 SP:Iteration 65Q (7872.806042 sec): 3 clusters Score: Raw -7724160.761694 + Penalty 3586.360108 = -7720574.401586 nChanged 88 SP:Iteration 66Q (7872.932212 sec): 3 clusters Score: Raw -7724172.363372 + Penalty 3586.360108 = -7720586.003264 nChanged 78 SP:Iteration 67Q (7873.062657 sec): 3 clusters Score: Raw -7724181.743649 + Penalty 3586.360108 = -7720595.383541 nChanged 81 SP:Iteration 68Q (7873.191445 sec): 3 clusters Score: Raw -7724190.690727 + Penalty 3586.360108 = -7720604.330620 nChanged 74 SP:Iteration 69Q (7873.305484 sec): 3 clusters Score: Raw -7724198.895332 + Penalty 3586.360108 = -7720612.535224 nChanged 60 SP:Iteration 70Q (7873.430629 sec): 3 clusters Score: Raw -7724205.112237 + Penalty 3586.360108 = -7720618.752129 nChanged 49 SP:Iteration 71Q (7873.546752 sec): 3 clusters Score: Raw -7724209.483820 + Penalty 3586.360108 = -7720623.123712 nChanged 46 SP:Iteration 72Q (7873.665177 sec): 3 clusters Score: Raw -7724214.096505 + Penalty 3586.360108 = -7720627.736397 nChanged 43 SP:Iteration 73Q (7873.799010 sec): 3 clusters Score: Raw -7724218.443252 + Penalty 3586.360108 = -7720632.083144 nChanged 49 SP:Iteration 74Q (7873.925681 sec): 3 clusters Score: Raw -7724223.584132 + Penalty 3586.360108 = -7720637.224024 nChanged 52 SP:Iteration 75Q (7874.051287 sec): 3 clusters Score: Raw -7724228.689112 + Penalty 3586.360108 = -7720642.329004 nChanged 52 SP:Iteration 76Q (7874.169553 sec): 3 clusters Score: Raw -7724234.197231 + Penalty 3586.360108 = -7720647.837123 nChanged 53 SP:Iteration 77Q (7874.269181 sec): 3 clusters Score: Raw -7724240.524985 + Penalty 3586.360108 = -7720654.164877 nChanged 51 SP:Iteration 78Q (7874.388893 sec): 3 clusters Score: Raw -7724246.949405 + Penalty 3586.360108 = -7720660.589297 nChanged 47 SP:Iteration 79Q (7874.510156 sec): 3 clusters Score: Raw -7724252.063788 + Penalty 3586.360108 = -7720665.703680 nChanged 49 SP:Iteration 80F (7874.656379 sec): 3 clusters Score: Raw -7724258.543904 + Penalty 3586.360108 = -7720672.183796 nChanged 65 SP:Iteration 81Q (7874.773968 sec): 3 clusters Score: Raw -7724267.961570 + Penalty 3586.360108 = -7720681.601462 nChanged 58 SP:Iteration 82Q (7874.888904 sec): 3 clusters Score: Raw -7724276.432060 + Penalty 3586.360108 = -7720690.071952 nChanged 68 SP:Iteration 83Q (7875.019896 sec): 3 clusters Score: Raw -7724287.104983 + Penalty 3586.360108 = -7720700.744875 nChanged 67 SP:Iteration 84Q (7875.142997 sec): 3 clusters Score: Raw -7724296.326932 + Penalty 3586.360108 = -7720709.966824 nChanged 52 SP:Iteration 85Q (7875.268694 sec): 3 clusters Score: Raw -7724303.559571 + Penalty 3586.360108 = -7720717.199463 nChanged 54 SP:Iteration 86Q (7875.385840 sec): 3 clusters Score: Raw -7724310.365119 + Penalty 3586.360108 = -7720724.005011 nChanged 50 SP:Iteration 87Q (7875.504594 sec): 3 clusters Score: Raw -7724316.872012 + Penalty 3586.360108 = -7720730.511904 nChanged 53 SP:Iteration 88Q (7875.634400 sec): 3 clusters Score: Raw -7724323.551874 + Penalty 3586.360108 = -7720737.191766 nChanged 50 SP:Iteration 89Q (7875.757217 sec): 3 clusters Score: Raw -7724330.791401 + Penalty 3586.360108 = -7720744.431293 nChanged 60 SP:Iteration 90Q (7875.877648 sec): 3 clusters Score: Raw -7724339.201515 + Penalty 3586.360108 = -7720752.841408 nChanged 56 SP:Iteration 91Q (7876.006116 sec): 3 clusters Score: Raw -7724345.776045 + Penalty 3586.360108 = -7720759.415937 nChanged 42 SP:Iteration 92Q (7876.133341 sec): 3 clusters Score: Raw -7724349.883053 + Penalty 3586.360108 = -7720763.522945 nChanged 36 SP:Iteration 93Q (7876.239853 sec): 3 clusters Score: Raw -7724353.706348 + Penalty 3586.360108 = -7720767.346240 nChanged 31 SP:Iteration 94Q (7876.360947 sec): 3 clusters Score: Raw -7724356.749818 + Penalty 3586.360108 = -7720770.389710 nChanged 24 SP:Iteration 95Q (7876.477859 sec): 3 clusters Score: Raw -7724359.090604 + Penalty 3586.360108 = -7720772.730496 nChanged 24 SP:Iteration 96Q (7876.594897 sec): 3 clusters Score: Raw -7724361.585826 + Penalty 3586.360108 = -7720775.225718 nChanged 31 SP:Iteration 97Q (7876.727778 sec): 3 clusters Score: Raw -7724364.995642 + Penalty 3586.360108 = -7720778.635535 nChanged 37 SP:Iteration 98Q (7876.851261 sec): 3 clusters Score: Raw -7724368.895808 + Penalty 3586.360108 = -7720782.535701 nChanged 32 SP:Iteration 99Q (7876.975976 sec): 3 clusters Score: Raw -7724372.085477 + Penalty 3586.360108 = -7720785.725369 nChanged 30 SP:Iteration 100F (7877.095012 sec): 3 clusters Score: Raw -7724375.020844 + Penalty 3586.360108 = -7720788.660736 nChanged 25 SP:Iteration 101Q (7877.201609 sec): 3 clusters Score: Raw -7724377.926961 + Penalty 3586.360108 = -7720791.566853 nChanged 28 SP:Iteration 102Q (7877.327118 sec): 3 clusters Score: Raw -7724380.874386 + Penalty 3586.360108 = -7720794.514279 nChanged 36 SP:Iteration 103Q (7877.448859 sec): 3 clusters Score: Raw -7724384.695126 + Penalty 3586.360108 = -7720798.335018 nChanged 37 SP:Iteration 104Q (7877.548538 sec): 3 clusters Score: Raw -7724390.380735 + Penalty 3586.360108 = -7720804.020628 nChanged 45 SP:Iteration 105Q (7877.668030 sec): 3 clusters Score: Raw -7724395.702195 + Penalty 3586.360108 = -7720809.342087 nChanged 41 SP:Iteration 106Q (7877.790374 sec): 3 clusters Score: Raw -7724400.600173 + Penalty 3586.360108 = -7720814.240065 nChanged 42 SP:Iteration 107Q (7877.887671 sec): 3 clusters Score: Raw -7724405.801450 + Penalty 3586.360108 = -7720819.441342 nChanged 36 SP:Iteration 108Q (7877.983395 sec): 3 clusters Score: Raw -7724409.741325 + Penalty 3586.360108 = -7720823.381217 nChanged 31 SP:Iteration 109Q (7878.102015 sec): 3 clusters Score: Raw -7724414.606231 + Penalty 3586.360108 = -7720828.246123 nChanged 33 SP:Iteration 110Q (7878.229247 sec): 3 clusters Score: Raw -7724419.211696 + Penalty 3586.360108 = -7720832.851588 nChanged 36 SP:Iteration 111Q (7878.347682 sec): 3 clusters Score: Raw -7724424.348963 + Penalty 3586.360108 = -7720837.988855 nChanged 40 SP:Iteration 112Q (7878.471960 sec): 3 clusters Score: Raw -7724429.716805 + Penalty 3586.360108 = -7720843.356697 nChanged 40 SP:Iteration 113Q (7878.593427 sec): 3 clusters Score: Raw -7724434.356777 + Penalty 3586.360108 = -7720847.996669 nChanged 34 SP:Iteration 114Q (7878.723723 sec): 3 clusters Score: Raw -7724438.996533 + Penalty 3586.360108 = -7720852.636425 nChanged 38 SP:Iteration 115Q (7878.852454 sec): 3 clusters Score: Raw -7724444.622954 + Penalty 3586.360108 = -7720858.262846 nChanged 39 SP:Iteration 116Q (7878.975219 sec): 3 clusters Score: Raw -7724450.015602 + Penalty 3586.360108 = -7720863.655494 nChanged 33 SP:Iteration 117Q (7879.088523 sec): 3 clusters Score: Raw -7724454.066836 + Penalty 3586.360108 = -7720867.706728 nChanged 28 SP:Iteration 118Q (7879.216347 sec): 3 clusters Score: Raw -7724456.900832 + Penalty 3586.360108 = -7720870.540725 nChanged 20 SP:Iteration 119Q (7879.336523 sec): 3 clusters Score: Raw -7724458.640145 + Penalty 3586.360108 = -7720872.280037 nChanged 11 SP:Iteration 120F (7879.481817 sec): 3 clusters Score: Raw -7724459.333454 + Penalty 3586.360108 = -7720872.973346 nChanged 5 SP:Iteration 121Q (7879.607233 sec): 3 clusters Score: Raw -7724459.813846 + Penalty 3586.360108 = -7720873.453738 nChanged 10 SP:Iteration 122Q (7879.711110 sec): 3 clusters Score: Raw -7724460.501400 + Penalty 3586.360108 = -7720874.141292 nChanged 7 SP:Iteration 123Q (7879.839868 sec): 3 clusters Score: Raw -7724461.074407 + Penalty 3586.360108 = -7720874.714299 nChanged 7 SP:Iteration 124Q (7879.968149 sec): 3 clusters Score: Raw -7724462.093545 + Penalty 3586.360108 = -7720875.733437 nChanged 7 SP:Iteration 125Q (7880.091113 sec): 3 clusters Score: Raw -7724462.822688 + Penalty 3586.360108 = -7720876.462580 nChanged 5 SP:Iteration 126Q (7880.209435 sec): 3 clusters Score: Raw -7724463.174589 + Penalty 3586.360108 = -7720876.814481 nChanged 3 SP:Iteration 127Q (7880.338063 sec): 3 clusters Score: Raw -7724463.414957 + Penalty 3586.360108 = -7720877.054849 nChanged 3 SP:Iteration 128Q (7880.458831 sec): 3 clusters Score: Raw -7724463.725431 + Penalty 3586.360108 = -7720877.365323 nChanged 2 SP:Iteration 129Q (7880.583018 sec): 3 clusters Score: Raw -7724463.955749 + Penalty 3586.360108 = -7720877.595641 nChanged 3 SP:Iteration 130Q (7880.693663 sec): 3 clusters Score: Raw -7724464.064231 + Penalty 3586.360108 = -7720877.704123 nChanged 2 SP:Iteration 131Q (7880.815370 sec): 3 clusters Score: Raw -7724464.223722 + Penalty 3586.360108 = -7720877.863614 nChanged 1 SP:Iteration 132Q (7880.930380 sec): 3 clusters Score: Raw -7724464.262550 + Penalty 3586.360108 = -7720877.902442 nChanged 2 SP:Iteration 133Q (7881.052081 sec): 3 clusters Score: Raw -7724464.493235 + Penalty 3586.360108 = -7720878.133127 nChanged 3 SP:Iteration 134Q (7881.181054 sec): 3 clusters Score: Raw -7724464.800891 + Penalty 3586.360108 = -7720878.440783 nChanged 4 SP:Iteration 135Q (7881.302237 sec): 3 clusters Score: Raw -7724465.038680 + Penalty 3586.360108 = -7720878.678572 nChanged 6 SP:Iteration 136Q (7881.420430 sec): 3 clusters Score: Raw -7724465.349071 + Penalty 3586.360108 = -7720878.988963 nChanged 7 SP:Iteration 137Q (7881.539438 sec): 3 clusters Score: Raw -7724465.789749 + Penalty 3586.360108 = -7720879.429641 nChanged 10 SP:Iteration 138Q (7881.661497 sec): 3 clusters Score: Raw -7724466.636394 + Penalty 3586.360108 = -7720880.276286 nChanged 13 SP:Iteration 139Q (7881.793307 sec): 3 clusters Score: Raw -7724467.994534 + Penalty 3586.360108 = -7720881.634426 nChanged 12 SP:Iteration 140F (7881.932422 sec): 3 clusters Score: Raw -7724469.009010 + Penalty 3586.360108 = -7720882.648902 nChanged 13 SP:Iteration 141Q (7882.055077 sec): 3 clusters Score: Raw -7724470.264306 + Penalty 3586.360108 = -7720883.904198 nChanged 15 SP:Iteration 142Q (7882.172170 sec): 3 clusters Score: Raw -7724471.833730 + Penalty 3586.360108 = -7720885.473622 nChanged 17 SP:Iteration 143Q (7882.271845 sec): 3 clusters Score: Raw -7724473.564892 + Penalty 3586.360108 = -7720887.204784 nChanged 17 SP:Iteration 144Q (7882.369547 sec): 3 clusters Score: Raw -7724475.231989 + Penalty 3586.360108 = -7720888.871881 nChanged 10 SP:Iteration 145Q (7882.491939 sec): 3 clusters Score: Raw -7724476.547481 + Penalty 3586.360108 = -7720890.187373 nChanged 15 SP:Iteration 146Q (7882.615822 sec): 3 clusters Score: Raw -7724477.968969 + Penalty 3586.360108 = -7720891.608861 nChanged 13 SP:Iteration 147Q (7882.735262 sec): 3 clusters Score: Raw -7724479.422923 + Penalty 3586.360108 = -7720893.062815 nChanged 9 SP:Iteration 148Q (7882.854159 sec): 3 clusters Score: Raw -7724480.267122 + Penalty 3586.360108 = -7720893.907014 nChanged 5 SP:Iteration 149Q (7882.948460 sec): 3 clusters Score: Raw -7724480.610324 + Penalty 3586.360108 = -7720894.250216 nChanged 4 SP:Iteration 150Q (7883.072360 sec): 3 clusters Score: Raw -7724480.892603 + Penalty 3586.360108 = -7720894.532495 nChanged 2 SP:Iteration 151Q (7883.193052 sec): 3 clusters Score: Raw -7724481.032324 + Penalty 3586.360108 = -7720894.672216 nChanged 2 SP:Iteration 152Q (7883.309314 sec): 3 clusters Score: Raw -7724481.139262 + Penalty 3586.360108 = -7720894.779154 nChanged 1 SP:Iteration 153Q (7883.431629 sec): 3 clusters Score: Raw -7724481.188141 + Penalty 3586.360108 = -7720894.828033 nChanged 0 SP:Iteration 154F (7883.570114 sec): 3 clusters Score: Raw -7724481.188141 + Penalty 3586.360108 = -7720894.828033 nChanged 0 Trying to split cluster 23 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7883.589278 sec): 2 clusters Score: Raw -54692.888125 + Penalty 1025.361720 = -53667.526405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7883.628751 sec): 3 clusters Score: Raw -54833.312488 + Penalty 2050.723440 = -52782.589048 nChanged 192 SP:Iteration 1F (7883.671309 sec): 3 clusters Score: Raw -55192.199755 + Penalty 2050.723440 = -53141.476314 nChanged 60 SP:Iteration 2F (7883.711981 sec): 3 clusters Score: Raw -55404.420189 + Penalty 2050.723440 = -53353.696749 nChanged 36 SP:Iteration 3F (7883.748127 sec): 3 clusters Score: Raw -55521.194491 + Penalty 2050.723440 = -53470.471050 nChanged 37 SP:Iteration 4F (7883.787349 sec): 3 clusters Score: Raw -55879.042889 + Penalty 2050.723440 = -53828.319449 nChanged 27 SP:Iteration 5Q (7883.800517 sec): 3 clusters Score: Raw -56085.217396 + Penalty 2050.723440 = -54034.493955 nChanged 15 SP:Iteration 6Q (7883.803683 sec): 3 clusters Score: Raw -56134.263111 + Penalty 2050.723440 = -54083.539670 nChanged 5 SP:Iteration 7Q (7883.806684 sec): 3 clusters Score: Raw -56151.068266 + Penalty 2050.723440 = -54100.344826 nChanged 3 SP:Iteration 8Q (7883.809676 sec): 3 clusters Score: Raw -56156.959933 + Penalty 2050.723440 = -54106.236493 nChanged 1 SP:Iteration 9Q (7883.853917 sec): 3 clusters Score: Raw -56159.764268 + Penalty 2050.723440 = -54109.040828 nChanged 1 SP:Iteration 10Q (7883.869047 sec): 3 clusters Score: Raw -56161.899024 + Penalty 2050.723440 = -54111.175584 nChanged 1 SP:Iteration 11Q (7883.903550 sec): 3 clusters Score: Raw -56162.927067 + Penalty 2050.723440 = -54112.203627 nChanged 0 SP:Iteration 12F (7883.944912 sec): 3 clusters Score: Raw -56176.365664 + Penalty 2050.723440 = -54125.642223 nChanged 1 SP:Iteration 13Q (7883.990969 sec): 3 clusters Score: Raw -56252.116322 + Penalty 2050.723440 = -54201.392881 nChanged 3 SP:Iteration 14Q (7884.023813 sec): 3 clusters Score: Raw -56282.487366 + Penalty 2050.723440 = -54231.763925 nChanged 2 SP:Iteration 15Q (7884.062635 sec): 3 clusters Score: Raw -56301.490364 + Penalty 2050.723440 = -54250.766923 nChanged 3 SP:Iteration 16Q (7884.100018 sec): 3 clusters Score: Raw -56319.187566 + Penalty 2050.723440 = -54268.464126 nChanged 2 SP:Iteration 17Q (7884.151244 sec): 3 clusters Score: Raw -56328.542763 + Penalty 2050.723440 = -54277.819322 nChanged 0 SP:Iteration 18F (7884.183882 sec): 3 clusters Score: Raw -56328.542763 + Penalty 2050.723440 = -54277.819322 nChanged 0 Score: Raw -129523460.882997 + Penalty 85669.685189 = -129437791.197808 Splitting cluster 23 changes total score from -129438384.549518 to -129437791.197808 So it's not getting split. Trying to split cluster 24 (2472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7908.163808 sec): 2 clusters Score: Raw -300752.059198 + Penalty 1269.577208 = -299482.481990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7908.176972 sec): 3 clusters Score: Raw -299603.532143 + Penalty 2539.154416 = -297064.377727 nChanged 896 SP:Iteration 1F (7908.189581 sec): 3 clusters Score: Raw -300182.870623 + Penalty 2539.154416 = -297643.716207 nChanged 223 SP:Iteration 2F (7908.206805 sec): 3 clusters Score: Raw -300356.119377 + Penalty 2539.154416 = -297816.964961 nChanged 163 SP:Iteration 3F (7908.219088 sec): 3 clusters Score: Raw -300487.529404 + Penalty 2539.154416 = -297948.374988 nChanged 119 SP:Iteration 4Q (7908.231297 sec): 3 clusters Score: Raw -300576.927115 + Penalty 2539.154416 = -298037.772699 nChanged 111 SP:Iteration 5Q (7908.243620 sec): 3 clusters Score: Raw -300668.925281 + Penalty 2539.154416 = -298129.770865 nChanged 103 SP:Iteration 6Q (7908.255827 sec): 3 clusters Score: Raw -300757.445245 + Penalty 2539.154416 = -298218.290829 nChanged 80 SP:Iteration 7Q (7908.268028 sec): 3 clusters Score: Raw -300817.705190 + Penalty 2539.154416 = -298278.550774 nChanged 66 SP:Iteration 8Q (7908.283022 sec): 3 clusters Score: Raw -300873.329071 + Penalty 2539.154416 = -298334.174655 nChanged 65 SP:Iteration 9Q (7908.295148 sec): 3 clusters Score: Raw -300917.704094 + Penalty 2539.154416 = -298378.549678 nChanged 57 SP:Iteration 10Q (7908.307243 sec): 3 clusters Score: Raw -300959.059223 + Penalty 2539.154416 = -298419.904807 nChanged 46 SP:Iteration 11Q (7908.319488 sec): 3 clusters Score: Raw -300990.026809 + Penalty 2539.154416 = -298450.872393 nChanged 39 SP:Iteration 12Q (7908.331577 sec): 3 clusters Score: Raw -301017.419897 + Penalty 2539.154416 = -298478.265481 nChanged 35 SP:Iteration 13Q (7908.343743 sec): 3 clusters Score: Raw -301035.205799 + Penalty 2539.154416 = -298496.051383 nChanged 23 SP:Iteration 14Q (7908.361481 sec): 3 clusters Score: Raw -301049.416873 + Penalty 2539.154416 = -298510.262456 nChanged 21 SP:Iteration 15Q (7908.373684 sec): 3 clusters Score: Raw -301066.453843 + Penalty 2539.154416 = -298527.299426 nChanged 29 SP:Iteration 16Q (7908.385903 sec): 3 clusters Score: Raw -301091.107708 + Penalty 2539.154416 = -298551.953292 nChanged 22 SP:Iteration 17Q (7908.398058 sec): 3 clusters Score: Raw -301102.272284 + Penalty 2539.154416 = -298563.117868 nChanged 14 SP:Iteration 18Q (7908.410144 sec): 3 clusters Score: Raw -301107.825002 + Penalty 2539.154416 = -298568.670586 nChanged 13 SP:Iteration 19Q (7908.422215 sec): 3 clusters Score: Raw -301114.413781 + Penalty 2539.154416 = -298575.259365 nChanged 14 SP:Iteration 20F (7908.440999 sec): 3 clusters Score: Raw -301118.324822 + Penalty 2539.154416 = -298579.170406 nChanged 7 SP:Iteration 21Q (7908.453160 sec): 3 clusters Score: Raw -301121.320746 + Penalty 2539.154416 = -298582.166330 nChanged 4 SP:Iteration 22Q (7908.465328 sec): 3 clusters Score: Raw -301122.349246 + Penalty 2539.154416 = -298583.194830 nChanged 5 SP:Iteration 23Q (7908.477635 sec): 3 clusters Score: Raw -301123.591765 + Penalty 2539.154416 = -298584.437349 nChanged 3 SP:Iteration 24Q (7908.489844 sec): 3 clusters Score: Raw -301124.668003 + Penalty 2539.154416 = -298585.513587 nChanged 6 SP:Iteration 25Q (7908.501898 sec): 3 clusters Score: Raw -301127.393456 + Penalty 2539.154416 = -298588.239040 nChanged 5 SP:Iteration 26Q (7908.519553 sec): 3 clusters Score: Raw -301129.942654 + Penalty 2539.154416 = -298590.788238 nChanged 1 SP:Iteration 27Q (7908.531725 sec): 3 clusters Score: Raw -301130.234894 + Penalty 2539.154416 = -298591.080478 nChanged 1 SP:Iteration 28Q (7908.543783 sec): 3 clusters Score: Raw -301130.347709 + Penalty 2539.154416 = -298591.193293 nChanged 0 SP:Iteration 29F (7908.555874 sec): 3 clusters Score: Raw -301130.347709 + Penalty 2539.154416 = -298591.193293 nChanged 0 Trying to split cluster 25 (15550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7908.588054 sec): 2 clusters Score: Raw -1855788.896644 + Penalty 1568.420087 = -1854220.476557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7908.624665 sec): 3 clusters Score: Raw -1846683.493680 + Penalty 3136.840173 = -1843546.653507 nChanged 6930 SP:Iteration 1F (7908.660066 sec): 3 clusters Score: Raw -1850850.090249 + Penalty 3136.840173 = -1847713.250076 nChanged 1122 SP:Iteration 2F (7908.700480 sec): 3 clusters Score: Raw -1851621.437580 + Penalty 3136.840173 = -1848484.597407 nChanged 1181 SP:Iteration 3F (7908.741894 sec): 3 clusters Score: Raw -1852461.167029 + Penalty 3136.840173 = -1849324.326856 nChanged 1192 SP:Iteration 4F (7908.778187 sec): 3 clusters Score: Raw -1853269.195285 + Penalty 3136.840173 = -1850132.355112 nChanged 1030 SP:Iteration 5F (7908.814379 sec): 3 clusters Score: Raw -1853927.914448 + Penalty 3136.840173 = -1850791.074275 nChanged 904 SP:Iteration 6F (7908.850684 sec): 3 clusters Score: Raw -1854488.290093 + Penalty 3136.840173 = -1851351.449920 nChanged 768 SP:Iteration 7Q (7908.887113 sec): 3 clusters Score: Raw -1854959.166125 + Penalty 3136.840173 = -1851822.325952 nChanged 671 SP:Iteration 8Q (7908.930783 sec): 3 clusters Score: Raw -1855386.014847 + Penalty 3136.840173 = -1852249.174674 nChanged 525 SP:Iteration 9Q (7908.972409 sec): 3 clusters Score: Raw -1855709.342979 + Penalty 3136.840173 = -1852572.502806 nChanged 426 SP:Iteration 10Q (7909.008971 sec): 3 clusters Score: Raw -1855989.491213 + Penalty 3136.840173 = -1852852.651040 nChanged 321 SP:Iteration 11Q (7909.045332 sec): 3 clusters Score: Raw -1856225.948618 + Penalty 3136.840173 = -1853089.108445 nChanged 257 SP:Iteration 12Q (7909.081675 sec): 3 clusters Score: Raw -1856398.510000 + Penalty 3136.840173 = -1853261.669827 nChanged 173 SP:Iteration 13Q (7909.117399 sec): 3 clusters Score: Raw -1856484.983187 + Penalty 3136.840173 = -1853348.143014 nChanged 105 SP:Iteration 14Q (7909.161815 sec): 3 clusters Score: Raw -1856539.706820 + Penalty 3136.840173 = -1853402.866647 nChanged 89 SP:Iteration 15Q (7909.196519 sec): 3 clusters Score: Raw -1856582.764562 + Penalty 3136.840173 = -1853445.924388 nChanged 74 SP:Iteration 16Q (7909.231006 sec): 3 clusters Score: Raw -1856614.525042 + Penalty 3136.840173 = -1853477.684868 nChanged 61 SP:Iteration 17Q (7909.265380 sec): 3 clusters Score: Raw -1856644.180287 + Penalty 3136.840173 = -1853507.340114 nChanged 69 SP:Iteration 18Q (7909.302851 sec): 3 clusters Score: Raw -1856675.798319 + Penalty 3136.840173 = -1853538.958146 nChanged 62 SP:Iteration 19Q (7909.336380 sec): 3 clusters Score: Raw -1856703.724958 + Penalty 3136.840173 = -1853566.884785 nChanged 60 SP:Iteration 20F (7909.372604 sec): 3 clusters Score: Raw -1856726.077443 + Penalty 3136.840173 = -1853589.237269 nChanged 39 SP:Iteration 21Q (7909.406030 sec): 3 clusters Score: Raw -1856745.767277 + Penalty 3136.840173 = -1853608.927104 nChanged 36 SP:Iteration 22Q (7909.438925 sec): 3 clusters Score: Raw -1856762.513999 + Penalty 3136.840173 = -1853625.673825 nChanged 31 SP:Iteration 23Q (7909.471934 sec): 3 clusters Score: Raw -1856774.198245 + Penalty 3136.840173 = -1853637.358072 nChanged 32 SP:Iteration 24Q (7909.504475 sec): 3 clusters Score: Raw -1856783.325228 + Penalty 3136.840173 = -1853646.485054 nChanged 27 SP:Iteration 25Q (7909.536998 sec): 3 clusters Score: Raw -1856792.482522 + Penalty 3136.840173 = -1853655.642349 nChanged 22 SP:Iteration 26Q (7909.569250 sec): 3 clusters Score: Raw -1856801.182230 + Penalty 3136.840173 = -1853664.342057 nChanged 21 SP:Iteration 27Q (7909.601681 sec): 3 clusters Score: Raw -1856809.698260 + Penalty 3136.840173 = -1853672.858086 nChanged 17 SP:Iteration 28Q (7909.634021 sec): 3 clusters Score: Raw -1856816.640105 + Penalty 3136.840173 = -1853679.799931 nChanged 14 SP:Iteration 29Q (7909.666121 sec): 3 clusters Score: Raw -1856820.618876 + Penalty 3136.840173 = -1853683.778703 nChanged 13 SP:Iteration 30Q (7909.698302 sec): 3 clusters Score: Raw -1856822.810730 + Penalty 3136.840173 = -1853685.970556 nChanged 10 SP:Iteration 31Q (7909.730457 sec): 3 clusters Score: Raw -1856825.246931 + Penalty 3136.840173 = -1853688.406757 nChanged 11 SP:Iteration 32Q (7909.771012 sec): 3 clusters Score: Raw -1856829.164791 + Penalty 3136.840173 = -1853692.324618 nChanged 12 SP:Iteration 33Q (7909.805741 sec): 3 clusters Score: Raw -1856832.084183 + Penalty 3136.840173 = -1853695.244010 nChanged 11 SP:Iteration 34Q (7909.837774 sec): 3 clusters Score: Raw -1856834.216548 + Penalty 3136.840173 = -1853697.376375 nChanged 6 SP:Iteration 35Q (7909.869580 sec): 3 clusters Score: Raw -1856835.337529 + Penalty 3136.840173 = -1853698.497356 nChanged 5 SP:Iteration 36Q (7909.901317 sec): 3 clusters Score: Raw -1856836.496219 + Penalty 3136.840173 = -1853699.656045 nChanged 3 SP:Iteration 37Q (7909.933243 sec): 3 clusters Score: Raw -1856837.256686 + Penalty 3136.840173 = -1853700.416512 nChanged 2 SP:Iteration 38Q (7909.964988 sec): 3 clusters Score: Raw -1856837.853109 + Penalty 3136.840173 = -1853701.012936 nChanged 3 SP:Iteration 39Q (7909.996840 sec): 3 clusters Score: Raw -1856838.506971 + Penalty 3136.840173 = -1853701.666798 nChanged 3 SP:Iteration 40F (7910.032962 sec): 3 clusters Score: Raw -1856839.026472 + Penalty 3136.840173 = -1853702.186299 nChanged 1 SP:Iteration 41Q (7910.065017 sec): 3 clusters Score: Raw -1856839.162490 + Penalty 3136.840173 = -1853702.322317 nChanged 1 SP:Iteration 42Q (7910.097658 sec): 3 clusters Score: Raw -1856839.375595 + Penalty 3136.840173 = -1853702.535422 nChanged 0 SP:Iteration 43F (7910.133789 sec): 3 clusters Score: Raw -1856839.375595 + Penalty 3136.840173 = -1853702.535422 nChanged 0 Trying to split cluster 26 (4144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7910.151749 sec): 2 clusters Score: Raw -490245.480372 + Penalty 1353.530227 = -488891.950144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7910.171675 sec): 3 clusters Score: Raw -488167.519283 + Penalty 2707.060455 = -485460.458828 nChanged 1591 SP:Iteration 1F (7910.191343 sec): 3 clusters Score: Raw -489071.498379 + Penalty 2707.060455 = -486364.437925 nChanged 350 SP:Iteration 2F (7910.209872 sec): 3 clusters Score: Raw -489310.453025 + Penalty 2707.060455 = -486603.392570 nChanged 256 SP:Iteration 3F (7910.229541 sec): 3 clusters Score: Raw -489476.511033 + Penalty 2707.060455 = -486769.450578 nChanged 203 SP:Iteration 4Q (7910.249230 sec): 3 clusters Score: Raw -489616.046777 + Penalty 2707.060455 = -486908.986322 nChanged 183 SP:Iteration 5Q (7910.267804 sec): 3 clusters Score: Raw -489766.133446 + Penalty 2707.060455 = -487059.072991 nChanged 199 SP:Iteration 6Q (7910.287285 sec): 3 clusters Score: Raw -489916.421813 + Penalty 2707.060455 = -487209.361358 nChanged 195 SP:Iteration 7Q (7910.307105 sec): 3 clusters Score: Raw -490054.262963 + Penalty 2707.060455 = -487347.202508 nChanged 181 SP:Iteration 8Q (7910.335440 sec): 3 clusters Score: Raw -490209.161525 + Penalty 2707.060455 = -487502.101070 nChanged 169 SP:Iteration 9Q (7910.354787 sec): 3 clusters Score: Raw -490398.711065 + Penalty 2707.060455 = -487691.650610 nChanged 194 SP:Iteration 10Q (7910.374176 sec): 3 clusters Score: Raw -490694.478453 + Penalty 2707.060455 = -487987.417998 nChanged 207 SP:Iteration 11Q (7910.392397 sec): 3 clusters Score: Raw -491067.094072 + Penalty 2707.060455 = -488360.033617 nChanged 155 SP:Iteration 12Q (7910.411575 sec): 3 clusters Score: Raw -491205.268099 + Penalty 2707.060455 = -488498.207644 nChanged 92 SP:Iteration 13Q (7910.430639 sec): 3 clusters Score: Raw -491260.363982 + Penalty 2707.060455 = -488553.303527 nChanged 59 SP:Iteration 14Q (7910.449419 sec): 3 clusters Score: Raw -491295.758609 + Penalty 2707.060455 = -488588.698154 nChanged 54 SP:Iteration 15Q (7910.468212 sec): 3 clusters Score: Raw -491331.673191 + Penalty 2707.060455 = -488624.612736 nChanged 44 SP:Iteration 16Q (7910.486897 sec): 3 clusters Score: Raw -491357.661901 + Penalty 2707.060455 = -488650.601446 nChanged 23 SP:Iteration 17Q (7910.505682 sec): 3 clusters Score: Raw -491368.512814 + Penalty 2707.060455 = -488661.452360 nChanged 23 SP:Iteration 18Q (7910.524351 sec): 3 clusters Score: Raw -491376.946499 + Penalty 2707.060455 = -488669.886045 nChanged 12 SP:Iteration 19Q (7910.571834 sec): 3 clusters Score: Raw -491381.337710 + Penalty 2707.060455 = -488674.277255 nChanged 14 SP:Iteration 20F (7910.591372 sec): 3 clusters Score: Raw -491385.894339 + Penalty 2707.060455 = -488678.833884 nChanged 10 SP:Iteration 21Q (7910.614107 sec): 3 clusters Score: Raw -491388.052804 + Penalty 2707.060455 = -488680.992349 nChanged 7 SP:Iteration 22Q (7910.632942 sec): 3 clusters Score: Raw -491390.416784 + Penalty 2707.060455 = -488683.356329 nChanged 4 SP:Iteration 23Q (7910.651849 sec): 3 clusters Score: Raw -491391.163304 + Penalty 2707.060455 = -488684.102850 nChanged 1 SP:Iteration 24Q (7910.670375 sec): 3 clusters Score: Raw -491391.271729 + Penalty 2707.060455 = -488684.211275 nChanged 0 SP:Iteration 25F (7910.698380 sec): 3 clusters Score: Raw -491391.271729 + Penalty 2707.060455 = -488684.211275 nChanged 0 Trying to split cluster 27 (5815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7910.719179 sec): 2 clusters Score: Raw -704198.274834 + Penalty 1408.581861 = -702789.692973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7910.747590 sec): 3 clusters Score: Raw -701112.911502 + Penalty 2817.163721 = -698295.747781 nChanged 2374 SP:Iteration 1F (7910.770040 sec): 3 clusters Score: Raw -702550.378688 + Penalty 2817.163721 = -699733.214967 nChanged 545 SP:Iteration 2F (7910.796928 sec): 3 clusters Score: Raw -703134.049324 + Penalty 2817.163721 = -700316.885603 nChanged 514 SP:Iteration 3F (7910.855623 sec): 3 clusters Score: Raw -703607.207944 + Penalty 2817.163721 = -700790.044223 nChanged 442 SP:Iteration 4F (7910.905345 sec): 3 clusters Score: Raw -703963.998285 + Penalty 2817.163721 = -701146.834564 nChanged 356 SP:Iteration 5F (7910.927422 sec): 3 clusters Score: Raw -704253.179755 + Penalty 2817.163721 = -701436.016034 nChanged 303 SP:Iteration 6F (7910.949788 sec): 3 clusters Score: Raw -704493.928268 + Penalty 2817.163721 = -701676.764547 nChanged 255 SP:Iteration 7Q (7910.972081 sec): 3 clusters Score: Raw -704687.827889 + Penalty 2817.163721 = -701870.664168 nChanged 218 SP:Iteration 8Q (7910.993956 sec): 3 clusters Score: Raw -704854.446400 + Penalty 2817.163721 = -702037.282678 nChanged 169 SP:Iteration 9Q (7911.015920 sec): 3 clusters Score: Raw -704968.157695 + Penalty 2817.163721 = -702150.993973 nChanged 138 SP:Iteration 10Q (7911.037969 sec): 3 clusters Score: Raw -705041.647228 + Penalty 2817.163721 = -702224.483507 nChanged 119 SP:Iteration 11Q (7911.059889 sec): 3 clusters Score: Raw -705096.636574 + Penalty 2817.163721 = -702279.472852 nChanged 84 SP:Iteration 12Q (7911.081178 sec): 3 clusters Score: Raw -705143.312420 + Penalty 2817.163721 = -702326.148699 nChanged 81 SP:Iteration 13Q (7911.102848 sec): 3 clusters Score: Raw -705182.048593 + Penalty 2817.163721 = -702364.884872 nChanged 71 SP:Iteration 14Q (7911.134537 sec): 3 clusters Score: Raw -705208.928572 + Penalty 2817.163721 = -702391.764850 nChanged 56 SP:Iteration 15Q (7911.155913 sec): 3 clusters Score: Raw -705240.453632 + Penalty 2817.163721 = -702423.289911 nChanged 62 SP:Iteration 16Q (7911.177469 sec): 3 clusters Score: Raw -705272.647861 + Penalty 2817.163721 = -702455.484140 nChanged 71 SP:Iteration 17Q (7911.198525 sec): 3 clusters Score: Raw -705307.565828 + Penalty 2817.163721 = -702490.402107 nChanged 68 SP:Iteration 18Q (7911.219860 sec): 3 clusters Score: Raw -705339.363876 + Penalty 2817.163721 = -702522.200155 nChanged 75 SP:Iteration 19Q (7911.241403 sec): 3 clusters Score: Raw -705379.725475 + Penalty 2817.163721 = -702562.561754 nChanged 58 SP:Iteration 20F (7911.263796 sec): 3 clusters Score: Raw -705405.123327 + Penalty 2817.163721 = -702587.959606 nChanged 51 SP:Iteration 21Q (7911.291688 sec): 3 clusters Score: Raw -705426.423876 + Penalty 2817.163721 = -702609.260155 nChanged 42 SP:Iteration 22Q (7911.312954 sec): 3 clusters Score: Raw -705443.655030 + Penalty 2817.163721 = -702626.491309 nChanged 43 SP:Iteration 23Q (7911.341702 sec): 3 clusters Score: Raw -705465.987654 + Penalty 2817.163721 = -702648.823933 nChanged 51 SP:Iteration 24Q (7911.363114 sec): 3 clusters Score: Raw -705492.615157 + Penalty 2817.163721 = -702675.451436 nChanged 39 SP:Iteration 25Q (7911.390273 sec): 3 clusters Score: Raw -705508.478914 + Penalty 2817.163721 = -702691.315193 nChanged 37 SP:Iteration 26Q (7911.411093 sec): 3 clusters Score: Raw -705520.497206 + Penalty 2817.163721 = -702703.333484 nChanged 34 SP:Iteration 27Q (7911.432242 sec): 3 clusters Score: Raw -705532.765049 + Penalty 2817.163721 = -702715.601328 nChanged 29 SP:Iteration 28Q (7911.462501 sec): 3 clusters Score: Raw -705540.857759 + Penalty 2817.163721 = -702723.694038 nChanged 22 SP:Iteration 29Q (7911.483697 sec): 3 clusters Score: Raw -705547.188583 + Penalty 2817.163721 = -702730.024862 nChanged 20 SP:Iteration 30Q (7911.504941 sec): 3 clusters Score: Raw -705552.214675 + Penalty 2817.163721 = -702735.050954 nChanged 11 SP:Iteration 31Q (7911.531046 sec): 3 clusters Score: Raw -705554.556808 + Penalty 2817.163721 = -702737.393087 nChanged 13 SP:Iteration 32Q (7911.552403 sec): 3 clusters Score: Raw -705556.728888 + Penalty 2817.163721 = -702739.565167 nChanged 11 SP:Iteration 33Q (7911.573768 sec): 3 clusters Score: Raw -705558.594148 + Penalty 2817.163721 = -702741.430427 nChanged 10 SP:Iteration 34Q (7911.594601 sec): 3 clusters Score: Raw -705560.953680 + Penalty 2817.163721 = -702743.789959 nChanged 10 SP:Iteration 35Q (7911.626009 sec): 3 clusters Score: Raw -705563.327637 + Penalty 2817.163721 = -702746.163916 nChanged 6 SP:Iteration 36Q (7911.674583 sec): 3 clusters Score: Raw -705564.792466 + Penalty 2817.163721 = -702747.628745 nChanged 8 SP:Iteration 37Q (7911.718720 sec): 3 clusters Score: Raw -705566.684743 + Penalty 2817.163721 = -702749.521022 nChanged 3 SP:Iteration 38Q (7911.764506 sec): 3 clusters Score: Raw -705566.973758 + Penalty 2817.163721 = -702749.810036 nChanged 0 SP:Iteration 39F (7911.789673 sec): 3 clusters Score: Raw -705566.973758 + Penalty 2817.163721 = -702749.810036 nChanged 0 Trying to split cluster 28 (16781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7911.822658 sec): 2 clusters Score: Raw -2113864.740276 + Penalty 1580.800418 = -2112283.939858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7911.861398 sec): 3 clusters Score: Raw -2103860.613178 + Penalty 3161.600836 = -2100699.012341 nChanged 7575 SP:Iteration 1F (7911.899577 sec): 3 clusters Score: Raw -2107975.918364 + Penalty 3161.600836 = -2104814.317528 nChanged 821 SP:Iteration 2Q (7911.960019 sec): 3 clusters Score: Raw -2108309.415950 + Penalty 3161.600836 = -2105147.815114 nChanged 827 SP:Iteration 3Q (7911.998142 sec): 3 clusters Score: Raw -2108665.359647 + Penalty 3161.600836 = -2105503.758811 nChanged 814 SP:Iteration 4Q (7912.036240 sec): 3 clusters Score: Raw -2109058.626433 + Penalty 3161.600836 = -2105897.025596 nChanged 797 SP:Iteration 5Q (7912.080179 sec): 3 clusters Score: Raw -2109459.678928 + Penalty 3161.600836 = -2106298.078092 nChanged 774 SP:Iteration 6Q (7912.119720 sec): 3 clusters Score: Raw -2109824.795862 + Penalty 3161.600836 = -2106663.195025 nChanged 729 SP:Iteration 7Q (7912.157828 sec): 3 clusters Score: Raw -2110172.625165 + Penalty 3161.600836 = -2107011.024328 nChanged 684 SP:Iteration 8Q (7912.195594 sec): 3 clusters Score: Raw -2110510.960832 + Penalty 3161.600836 = -2107349.359995 nChanged 668 SP:Iteration 9Q (7912.233122 sec): 3 clusters Score: Raw -2110892.681949 + Penalty 3161.600836 = -2107731.081112 nChanged 642 SP:Iteration 10Q (7912.270750 sec): 3 clusters Score: Raw -2111237.378533 + Penalty 3161.600836 = -2108075.777697 nChanged 595 SP:Iteration 11Q (7912.309692 sec): 3 clusters Score: Raw -2111534.191204 + Penalty 3161.600836 = -2108372.590368 nChanged 543 SP:Iteration 12Q (7912.346698 sec): 3 clusters Score: Raw -2111788.943823 + Penalty 3161.600836 = -2108627.342987 nChanged 521 SP:Iteration 13Q (7912.383294 sec): 3 clusters Score: Raw -2112034.328327 + Penalty 3161.600836 = -2108872.727490 nChanged 505 SP:Iteration 14Q (7912.419652 sec): 3 clusters Score: Raw -2112251.991688 + Penalty 3161.600836 = -2109090.390852 nChanged 453 SP:Iteration 15Q (7912.456117 sec): 3 clusters Score: Raw -2112433.823424 + Penalty 3161.600836 = -2109272.222588 nChanged 412 SP:Iteration 16Q (7912.492398 sec): 3 clusters Score: Raw -2112596.771775 + Penalty 3161.600836 = -2109435.170939 nChanged 381 SP:Iteration 17Q (7912.528388 sec): 3 clusters Score: Raw -2112739.857906 + Penalty 3161.600836 = -2109578.257070 nChanged 400 SP:Iteration 18Q (7912.569046 sec): 3 clusters Score: Raw -2112912.166365 + Penalty 3161.600836 = -2109750.565529 nChanged 390 SP:Iteration 19Q (7912.608110 sec): 3 clusters Score: Raw -2113082.189645 + Penalty 3161.600836 = -2109920.588808 nChanged 376 SP:Iteration 20F (7912.650426 sec): 3 clusters Score: Raw -2113244.496775 + Penalty 3161.600836 = -2110082.895939 nChanged 322 SP:Iteration 21Q (7912.685234 sec): 3 clusters Score: Raw -2113389.481301 + Penalty 3161.600836 = -2110227.880465 nChanged 286 SP:Iteration 22Q (7912.719948 sec): 3 clusters Score: Raw -2113524.736170 + Penalty 3161.600836 = -2110363.135334 nChanged 255 SP:Iteration 23Q (7912.755160 sec): 3 clusters Score: Raw -2113649.089004 + Penalty 3161.600836 = -2110487.488168 nChanged 193 SP:Iteration 24Q (7912.789096 sec): 3 clusters Score: Raw -2113745.084268 + Penalty 3161.600836 = -2110583.483432 nChanged 158 SP:Iteration 25Q (7912.822902 sec): 3 clusters Score: Raw -2113819.436830 + Penalty 3161.600836 = -2110657.835994 nChanged 131 SP:Iteration 26Q (7912.856056 sec): 3 clusters Score: Raw -2113878.165231 + Penalty 3161.600836 = -2110716.564395 nChanged 103 SP:Iteration 27Q (7912.895459 sec): 3 clusters Score: Raw -2113924.866544 + Penalty 3161.600836 = -2110763.265708 nChanged 87 SP:Iteration 28Q (7912.928825 sec): 3 clusters Score: Raw -2113965.342467 + Penalty 3161.600836 = -2110803.741631 nChanged 79 SP:Iteration 29Q (7912.962130 sec): 3 clusters Score: Raw -2114005.099861 + Penalty 3161.600836 = -2110843.499025 nChanged 64 SP:Iteration 30Q (7913.014897 sec): 3 clusters Score: Raw -2114041.399318 + Penalty 3161.600836 = -2110879.798482 nChanged 61 SP:Iteration 31Q (7913.047438 sec): 3 clusters Score: Raw -2114073.004570 + Penalty 3161.600836 = -2110911.403734 nChanged 53 SP:Iteration 32Q (7913.080071 sec): 3 clusters Score: Raw -2114101.756254 + Penalty 3161.600836 = -2110940.155418 nChanged 42 SP:Iteration 33Q (7913.112977 sec): 3 clusters Score: Raw -2114123.932074 + Penalty 3161.600836 = -2110962.331238 nChanged 40 SP:Iteration 34Q (7913.147397 sec): 3 clusters Score: Raw -2114146.326807 + Penalty 3161.600836 = -2110984.725971 nChanged 39 SP:Iteration 35Q (7913.180066 sec): 3 clusters Score: Raw -2114167.444928 + Penalty 3161.600836 = -2111005.844092 nChanged 27 SP:Iteration 36Q (7913.212524 sec): 3 clusters Score: Raw -2114181.286099 + Penalty 3161.600836 = -2111019.685263 nChanged 22 SP:Iteration 37Q (7913.244931 sec): 3 clusters Score: Raw -2114190.243413 + Penalty 3161.600836 = -2111028.642577 nChanged 12 SP:Iteration 38Q (7913.277394 sec): 3 clusters Score: Raw -2114194.987410 + Penalty 3161.600836 = -2111033.386574 nChanged 9 SP:Iteration 39Q (7913.317196 sec): 3 clusters Score: Raw -2114199.350005 + Penalty 3161.600836 = -2111037.749169 nChanged 11 SP:Iteration 40F (7913.356553 sec): 3 clusters Score: Raw -2114205.723589 + Penalty 3161.600836 = -2111044.122753 nChanged 11 SP:Iteration 41Q (7913.389310 sec): 3 clusters Score: Raw -2114211.917970 + Penalty 3161.600836 = -2111050.317134 nChanged 16 SP:Iteration 42Q (7913.421561 sec): 3 clusters Score: Raw -2114219.358790 + Penalty 3161.600836 = -2111057.757953 nChanged 7 SP:Iteration 43Q (7913.453816 sec): 3 clusters Score: Raw -2114221.623757 + Penalty 3161.600836 = -2111060.022921 nChanged 2 SP:Iteration 44Q (7913.486000 sec): 3 clusters Score: Raw -2114222.426784 + Penalty 3161.600836 = -2111060.825948 nChanged 2 SP:Iteration 45Q (7913.518369 sec): 3 clusters Score: Raw -2114223.117164 + Penalty 3161.600836 = -2111061.516327 nChanged 3 SP:Iteration 46Q (7913.574354 sec): 3 clusters Score: Raw -2114224.496164 + Penalty 3161.600836 = -2111062.895328 nChanged 4 SP:Iteration 47Q (7913.606478 sec): 3 clusters Score: Raw -2114225.803670 + Penalty 3161.600836 = -2111064.202833 nChanged 3 SP:Iteration 48Q (7913.643895 sec): 3 clusters Score: Raw -2114226.990286 + Penalty 3161.600836 = -2111065.389450 nChanged 0 SP:Iteration 49F (7913.681044 sec): 3 clusters Score: Raw -2114226.990286 + Penalty 3161.600836 = -2111065.389450 nChanged 0 Trying to split cluster 29 (3916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7913.698881 sec): 2 clusters Score: Raw -459129.270144 + Penalty 1344.334226 = -457784.935918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7913.719271 sec): 3 clusters Score: Raw -457173.251600 + Penalty 2688.668451 = -454484.583149 nChanged 1565 SP:Iteration 1F (7913.748645 sec): 3 clusters Score: Raw -458093.658153 + Penalty 2688.668451 = -455404.989702 nChanged 315 SP:Iteration 2F (7913.767774 sec): 3 clusters Score: Raw -458335.697138 + Penalty 2688.668451 = -455647.028687 nChanged 249 SP:Iteration 3F (7913.786722 sec): 3 clusters Score: Raw -458535.410830 + Penalty 2688.668451 = -455846.742379 nChanged 224 SP:Iteration 4F (7913.804300 sec): 3 clusters Score: Raw -458724.169475 + Penalty 2688.668451 = -456035.501024 nChanged 223 SP:Iteration 5F (7913.823180 sec): 3 clusters Score: Raw -458921.663850 + Penalty 2688.668451 = -456232.995399 nChanged 202 SP:Iteration 6F (7913.848244 sec): 3 clusters Score: Raw -459101.546256 + Penalty 2688.668451 = -456412.877805 nChanged 177 SP:Iteration 7Q (7913.866705 sec): 3 clusters Score: Raw -459262.866840 + Penalty 2688.668451 = -456574.198389 nChanged 164 SP:Iteration 8Q (7913.885292 sec): 3 clusters Score: Raw -459398.866418 + Penalty 2688.668451 = -456710.197967 nChanged 130 SP:Iteration 9Q (7913.907263 sec): 3 clusters Score: Raw -459476.550165 + Penalty 2688.668451 = -456787.881713 nChanged 106 SP:Iteration 10Q (7913.955456 sec): 3 clusters Score: Raw -459534.446878 + Penalty 2688.668451 = -456845.778427 nChanged 77 SP:Iteration 11Q (7913.995157 sec): 3 clusters Score: Raw -459575.925009 + Penalty 2688.668451 = -456887.256557 nChanged 60 SP:Iteration 12Q (7914.046899 sec): 3 clusters Score: Raw -459602.223543 + Penalty 2688.668451 = -456913.555091 nChanged 58 SP:Iteration 13Q (7914.087683 sec): 3 clusters Score: Raw -459622.020956 + Penalty 2688.668451 = -456933.352505 nChanged 36 SP:Iteration 14Q (7914.138851 sec): 3 clusters Score: Raw -459634.959186 + Penalty 2688.668451 = -456946.290735 nChanged 26 SP:Iteration 15Q (7914.171461 sec): 3 clusters Score: Raw -459643.185650 + Penalty 2688.668451 = -456954.517199 nChanged 20 SP:Iteration 16Q (7914.190139 sec): 3 clusters Score: Raw -459649.235701 + Penalty 2688.668451 = -456960.567250 nChanged 15 SP:Iteration 17Q (7914.214397 sec): 3 clusters Score: Raw -459654.439995 + Penalty 2688.668451 = -456965.771544 nChanged 18 SP:Iteration 18Q (7914.232655 sec): 3 clusters Score: Raw -459659.273194 + Penalty 2688.668451 = -456970.604743 nChanged 17 SP:Iteration 19Q (7914.251101 sec): 3 clusters Score: Raw -459664.144377 + Penalty 2688.668451 = -456975.475926 nChanged 14 SP:Iteration 20F (7914.270213 sec): 3 clusters Score: Raw -459667.563783 + Penalty 2688.668451 = -456978.895332 nChanged 19 SP:Iteration 21Q (7914.292836 sec): 3 clusters Score: Raw -459673.204997 + Penalty 2688.668451 = -456984.536546 nChanged 20 SP:Iteration 22Q (7914.311257 sec): 3 clusters Score: Raw -459678.897934 + Penalty 2688.668451 = -456990.229483 nChanged 15 SP:Iteration 23Q (7914.329749 sec): 3 clusters Score: Raw -459683.661792 + Penalty 2688.668451 = -456994.993341 nChanged 20 SP:Iteration 24Q (7914.348380 sec): 3 clusters Score: Raw -459692.095539 + Penalty 2688.668451 = -457003.427088 nChanged 29 SP:Iteration 25Q (7914.365732 sec): 3 clusters Score: Raw -459704.387878 + Penalty 2688.668451 = -457015.719426 nChanged 32 SP:Iteration 26Q (7914.384266 sec): 3 clusters Score: Raw -459721.214103 + Penalty 2688.668451 = -457032.545652 nChanged 35 SP:Iteration 27Q (7914.402724 sec): 3 clusters Score: Raw -459738.993498 + Penalty 2688.668451 = -457050.325047 nChanged 38 SP:Iteration 28Q (7914.420955 sec): 3 clusters Score: Raw -459759.099051 + Penalty 2688.668451 = -457070.430599 nChanged 46 SP:Iteration 29Q (7914.474445 sec): 3 clusters Score: Raw -459794.878288 + Penalty 2688.668451 = -457106.209837 nChanged 61 SP:Iteration 30Q (7914.513822 sec): 3 clusters Score: Raw -459849.396829 + Penalty 2688.668451 = -457160.728378 nChanged 65 SP:Iteration 31Q (7914.540592 sec): 3 clusters Score: Raw -459905.023261 + Penalty 2688.668451 = -457216.354809 nChanged 59 SP:Iteration 32Q (7914.558900 sec): 3 clusters Score: Raw -459947.210189 + Penalty 2688.668451 = -457258.541738 nChanged 52 SP:Iteration 33Q (7914.577159 sec): 3 clusters Score: Raw -459987.760282 + Penalty 2688.668451 = -457299.091830 nChanged 47 SP:Iteration 34Q (7914.595414 sec): 3 clusters Score: Raw -460024.753896 + Penalty 2688.668451 = -457336.085445 nChanged 41 SP:Iteration 35Q (7914.613988 sec): 3 clusters Score: Raw -460067.364632 + Penalty 2688.668451 = -457378.696181 nChanged 41 SP:Iteration 36Q (7914.632062 sec): 3 clusters Score: Raw -460096.843461 + Penalty 2688.668451 = -457408.175010 nChanged 37 SP:Iteration 37Q (7914.650183 sec): 3 clusters Score: Raw -460127.794028 + Penalty 2688.668451 = -457439.125576 nChanged 41 SP:Iteration 38Q (7914.668159 sec): 3 clusters Score: Raw -460156.835007 + Penalty 2688.668451 = -457468.166556 nChanged 37 SP:Iteration 39Q (7914.687042 sec): 3 clusters Score: Raw -460181.156872 + Penalty 2688.668451 = -457492.488421 nChanged 27 SP:Iteration 40F (7914.705953 sec): 3 clusters Score: Raw -460195.671858 + Penalty 2688.668451 = -457507.003407 nChanged 24 SP:Iteration 41Q (7914.723902 sec): 3 clusters Score: Raw -460209.742670 + Penalty 2688.668451 = -457521.074219 nChanged 26 SP:Iteration 42Q (7914.741659 sec): 3 clusters Score: Raw -460226.448324 + Penalty 2688.668451 = -457537.779873 nChanged 17 SP:Iteration 43Q (7914.760285 sec): 3 clusters Score: Raw -460233.751549 + Penalty 2688.668451 = -457545.083098 nChanged 9 SP:Iteration 44Q (7914.778052 sec): 3 clusters Score: Raw -460238.724547 + Penalty 2688.668451 = -457550.056096 nChanged 5 SP:Iteration 45Q (7914.795892 sec): 3 clusters Score: Raw -460240.661217 + Penalty 2688.668451 = -457551.992765 nChanged 2 SP:Iteration 46Q (7914.813713 sec): 3 clusters Score: Raw -460241.590047 + Penalty 2688.668451 = -457552.921596 nChanged 3 SP:Iteration 47Q (7914.833405 sec): 3 clusters Score: Raw -460242.580778 + Penalty 2688.668451 = -457553.912327 nChanged 0 SP:Iteration 48F (7914.852312 sec): 3 clusters Score: Raw -460242.580778 + Penalty 2688.668451 = -457553.912327 nChanged 0 Trying to split cluster 30 (131069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7915.016645 sec): 2 clusters Score: Raw -16223505.772498 + Penalty 1914.815367 = -16221590.957131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7915.224734 sec): 3 clusters Score: Raw -16137525.319572 + Penalty 3829.630734 = -16133695.688838 nChanged 62978 SP:Iteration 1F (7915.435302 sec): 3 clusters Score: Raw -16175834.510622 + Penalty 3829.630734 = -16172004.879888 nChanged 5838 SP:Iteration 2Q (7915.655833 sec): 3 clusters Score: Raw -16178418.021875 + Penalty 3829.630734 = -16174588.391141 nChanged 7161 SP:Iteration 3F (7915.861149 sec): 3 clusters Score: Raw -16182574.233057 + Penalty 3829.630734 = -16178744.602323 nChanged 8702 SP:Iteration 4F (7916.069419 sec): 3 clusters Score: Raw -16188698.937324 + Penalty 3829.630734 = -16184869.306590 nChanged 9536 SP:Iteration 5F (7916.272436 sec): 3 clusters Score: Raw -16196307.270421 + Penalty 3829.630734 = -16192477.639687 nChanged 9117 SP:Iteration 6F (7916.473763 sec): 3 clusters Score: Raw -16204123.261637 + Penalty 3829.630734 = -16200293.630903 nChanged 7605 SP:Iteration 7F (7916.680871 sec): 3 clusters Score: Raw -16210091.788938 + Penalty 3829.630734 = -16206262.158204 nChanged 5586 SP:Iteration 8Q (7916.892793 sec): 3 clusters Score: Raw -16213467.220528 + Penalty 3829.630734 = -16209637.589794 nChanged 3923 SP:Iteration 9Q (7917.106532 sec): 3 clusters Score: Raw -16215384.337285 + Penalty 3829.630734 = -16211554.706551 nChanged 2925 SP:Iteration 10Q (7917.307542 sec): 3 clusters Score: Raw -16216628.574752 + Penalty 3829.630734 = -16212798.944018 nChanged 2524 SP:Iteration 11Q (7917.507483 sec): 3 clusters Score: Raw -16217619.350618 + Penalty 3829.630734 = -16213789.719884 nChanged 2202 SP:Iteration 12Q (7917.702803 sec): 3 clusters Score: Raw -16218464.217589 + Penalty 3829.630734 = -16214634.586855 nChanged 2005 SP:Iteration 13Q (7917.896795 sec): 3 clusters Score: Raw -16219236.494960 + Penalty 3829.630734 = -16215406.864227 nChanged 1884 SP:Iteration 14Q (7918.088190 sec): 3 clusters Score: Raw -16219990.702565 + Penalty 3829.630734 = -16216161.071832 nChanged 1732 SP:Iteration 15Q (7918.277796 sec): 3 clusters Score: Raw -16220744.137576 + Penalty 3829.630734 = -16216914.506842 nChanged 1681 SP:Iteration 16Q (7918.485305 sec): 3 clusters Score: Raw -16221550.667989 + Penalty 3829.630734 = -16217721.037255 nChanged 1397 SP:Iteration 17Q (7918.672432 sec): 3 clusters Score: Raw -16222229.946969 + Penalty 3829.630734 = -16218400.316235 nChanged 1229 SP:Iteration 18Q (7918.856444 sec): 3 clusters Score: Raw -16222811.741149 + Penalty 3829.630734 = -16218982.110415 nChanged 1057 SP:Iteration 19Q (7919.039347 sec): 3 clusters Score: Raw -16223334.578776 + Penalty 3829.630734 = -16219504.948043 nChanged 916 SP:Iteration 20F (7919.242951 sec): 3 clusters Score: Raw -16223801.712064 + Penalty 3829.630734 = -16219972.081330 nChanged 765 SP:Iteration 21Q (7919.422513 sec): 3 clusters Score: Raw -16224134.545934 + Penalty 3829.630734 = -16220304.915200 nChanged 642 SP:Iteration 22Q (7919.606519 sec): 3 clusters Score: Raw -16224373.554746 + Penalty 3829.630734 = -16220543.924012 nChanged 548 SP:Iteration 23Q (7919.782802 sec): 3 clusters Score: Raw -16224551.995502 + Penalty 3829.630734 = -16220722.364768 nChanged 425 SP:Iteration 24Q (7919.961123 sec): 3 clusters Score: Raw -16224670.935678 + Penalty 3829.630734 = -16220841.304944 nChanged 371 SP:Iteration 25Q (7920.142498 sec): 3 clusters Score: Raw -16224760.896741 + Penalty 3829.630734 = -16220931.266007 nChanged 284 SP:Iteration 26Q (7920.320849 sec): 3 clusters Score: Raw -16224816.760402 + Penalty 3829.630734 = -16220987.129668 nChanged 247 SP:Iteration 27Q (7920.495809 sec): 3 clusters Score: Raw -16224858.297044 + Penalty 3829.630734 = -16221028.666310 nChanged 223 SP:Iteration 28Q (7920.696105 sec): 3 clusters Score: Raw -16224889.059956 + Penalty 3829.630734 = -16221059.429222 nChanged 146 SP:Iteration 29Q (7920.910576 sec): 3 clusters Score: Raw -16224908.864754 + Penalty 3829.630734 = -16221079.234021 nChanged 131 SP:Iteration 30Q (7921.108663 sec): 3 clusters Score: Raw -16224924.940080 + Penalty 3829.630734 = -16221095.309346 nChanged 123 SP:Iteration 31Q (7921.337340 sec): 3 clusters Score: Raw -16224939.649816 + Penalty 3829.630734 = -16221110.019083 nChanged 110 SP:Iteration 32Q (7921.535474 sec): 3 clusters Score: Raw -16224953.341858 + Penalty 3829.630734 = -16221123.711125 nChanged 108 SP:Iteration 33Q (7921.759786 sec): 3 clusters Score: Raw -16224967.107977 + Penalty 3829.630734 = -16221137.477243 nChanged 101 SP:Iteration 34Q (7921.969664 sec): 3 clusters Score: Raw -16224978.566996 + Penalty 3829.630734 = -16221148.936262 nChanged 81 SP:Iteration 35Q (7922.183586 sec): 3 clusters Score: Raw -16224987.269488 + Penalty 3829.630734 = -16221157.638754 nChanged 68 SP:Iteration 36Q (7922.400453 sec): 3 clusters Score: Raw -16224992.996573 + Penalty 3829.630734 = -16221163.365840 nChanged 51 SP:Iteration 37Q (7922.621284 sec): 3 clusters Score: Raw -16224997.255002 + Penalty 3829.630734 = -16221167.624268 nChanged 43 SP:Iteration 38Q (7922.837562 sec): 3 clusters Score: Raw -16225000.858403 + Penalty 3829.630734 = -16221171.227669 nChanged 45 SP:Iteration 39Q (7923.049007 sec): 3 clusters Score: Raw -16225004.312901 + Penalty 3829.630734 = -16221174.682167 nChanged 30 SP:Iteration 40F (7923.301828 sec): 3 clusters Score: Raw -16225006.642304 + Penalty 3829.630734 = -16221177.011570 nChanged 32 SP:Iteration 41Q (7923.525021 sec): 3 clusters Score: Raw -16225009.251290 + Penalty 3829.630734 = -16221179.620557 nChanged 32 SP:Iteration 42Q (7923.737914 sec): 3 clusters Score: Raw -16225012.218840 + Penalty 3829.630734 = -16221182.588106 nChanged 37 SP:Iteration 43Q (7923.940547 sec): 3 clusters Score: Raw -16225015.760477 + Penalty 3829.630734 = -16221186.129743 nChanged 43 SP:Iteration 44Q (7924.151035 sec): 3 clusters Score: Raw -16225018.937652 + Penalty 3829.630734 = -16221189.306918 nChanged 38 SP:Iteration 45Q (7924.362867 sec): 3 clusters Score: Raw -16225021.557178 + Penalty 3829.630734 = -16221191.926445 nChanged 38 SP:Iteration 46Q (7924.583374 sec): 3 clusters Score: Raw -16225024.138694 + Penalty 3829.630734 = -16221194.507961 nChanged 38 SP:Iteration 47Q (7924.802257 sec): 3 clusters Score: Raw -16225027.109182 + Penalty 3829.630734 = -16221197.478448 nChanged 24 SP:Iteration 48Q (7925.009404 sec): 3 clusters Score: Raw -16225028.971409 + Penalty 3829.630734 = -16221199.340675 nChanged 26 SP:Iteration 49Q (7925.233712 sec): 3 clusters Score: Raw -16225031.016248 + Penalty 3829.630734 = -16221201.385514 nChanged 28 SP:Iteration 50Q (7925.459790 sec): 3 clusters Score: Raw -16225032.926949 + Penalty 3829.630734 = -16221203.296215 nChanged 23 SP:Iteration 51Q (7925.676506 sec): 3 clusters Score: Raw -16225034.705891 + Penalty 3829.630734 = -16221205.075157 nChanged 24 SP:Iteration 52Q (7925.892764 sec): 3 clusters Score: Raw -16225036.345238 + Penalty 3829.630734 = -16221206.714504 nChanged 21 SP:Iteration 53Q (7926.114701 sec): 3 clusters Score: Raw -16225037.629589 + Penalty 3829.630734 = -16221207.998855 nChanged 18 SP:Iteration 54Q (7926.327539 sec): 3 clusters Score: Raw -16225038.671435 + Penalty 3829.630734 = -16221209.040701 nChanged 13 SP:Iteration 55Q (7926.526814 sec): 3 clusters Score: Raw -16225039.463529 + Penalty 3829.630734 = -16221209.832795 nChanged 9 SP:Iteration 56Q (7926.724330 sec): 3 clusters Score: Raw -16225040.021471 + Penalty 3829.630734 = -16221210.390737 nChanged 12 SP:Iteration 57Q (7926.935949 sec): 3 clusters Score: Raw -16225040.855252 + Penalty 3829.630734 = -16221211.224518 nChanged 13 SP:Iteration 58Q (7927.155950 sec): 3 clusters Score: Raw -16225041.737187 + Penalty 3829.630734 = -16221212.106453 nChanged 11 SP:Iteration 59Q (7927.369861 sec): 3 clusters Score: Raw -16225042.341809 + Penalty 3829.630734 = -16221212.711076 nChanged 10 SP:Iteration 60F (7927.632223 sec): 3 clusters Score: Raw -16225042.709905 + Penalty 3829.630734 = -16221213.079171 nChanged 6 SP:Iteration 61Q (7927.837758 sec): 3 clusters Score: Raw -16225042.970933 + Penalty 3829.630734 = -16221213.340199 nChanged 7 SP:Iteration 62Q (7928.039040 sec): 3 clusters Score: Raw -16225043.475640 + Penalty 3829.630734 = -16221213.844906 nChanged 9 SP:Iteration 63Q (7928.265158 sec): 3 clusters Score: Raw -16225043.991589 + Penalty 3829.630734 = -16221214.360855 nChanged 8 SP:Iteration 64Q (7928.478389 sec): 3 clusters Score: Raw -16225044.499478 + Penalty 3829.630734 = -16221214.868744 nChanged 7 SP:Iteration 65Q (7928.700861 sec): 3 clusters Score: Raw -16225044.731263 + Penalty 3829.630734 = -16221215.100529 nChanged 5 SP:Iteration 66Q (7928.926597 sec): 3 clusters Score: Raw -16225044.901323 + Penalty 3829.630734 = -16221215.270590 nChanged 3 SP:Iteration 67Q (7929.149715 sec): 3 clusters Score: Raw -16225045.037327 + Penalty 3829.630734 = -16221215.406593 nChanged 4 SP:Iteration 68Q (7929.362763 sec): 3 clusters Score: Raw -16225045.334270 + Penalty 3829.630734 = -16221215.703536 nChanged 5 SP:Iteration 69Q (7929.584324 sec): 3 clusters Score: Raw -16225045.523885 + Penalty 3829.630734 = -16221215.893151 nChanged 3 SP:Iteration 70Q (7929.798617 sec): 3 clusters Score: Raw -16225045.658977 + Penalty 3829.630734 = -16221216.028243 nChanged 2 SP:Iteration 71Q (7930.022536 sec): 3 clusters Score: Raw -16225045.702538 + Penalty 3829.630734 = -16221216.071804 nChanged 0 SP:Iteration 72F (7930.281673 sec): 3 clusters Score: Raw -16225045.702538 + Penalty 3829.630734 = -16221216.071804 nChanged 0 Trying to split cluster 31 (46040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7930.375547 sec): 2 clusters Score: Raw -5722165.158955 + Penalty 1744.805703 = -5720420.353253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7930.493642 sec): 3 clusters Score: Raw -5693311.476754 + Penalty 3489.611405 = -5689821.865349 nChanged 21416 SP:Iteration 1F (7930.616630 sec): 3 clusters Score: Raw -5706233.231026 + Penalty 3489.611405 = -5702743.619621 nChanged 2706 SP:Iteration 2F (7930.734046 sec): 3 clusters Score: Raw -5707823.438010 + Penalty 3489.611405 = -5704333.826605 nChanged 3262 SP:Iteration 3F (7930.859568 sec): 3 clusters Score: Raw -5710294.928510 + Penalty 3489.611405 = -5706805.317105 nChanged 3623 SP:Iteration 4F (7930.975815 sec): 3 clusters Score: Raw -5713348.216895 + Penalty 3489.611405 = -5709858.605490 nChanged 3407 SP:Iteration 5F (7931.093085 sec): 3 clusters Score: Raw -5716077.266276 + Penalty 3489.611405 = -5712587.654871 nChanged 2673 SP:Iteration 6F (7931.213335 sec): 3 clusters Score: Raw -5717781.475650 + Penalty 3489.611405 = -5714291.864245 nChanged 1843 SP:Iteration 7Q (7931.336013 sec): 3 clusters Score: Raw -5718677.047772 + Penalty 3489.611405 = -5715187.436367 nChanged 1193 SP:Iteration 8Q (7931.467290 sec): 3 clusters Score: Raw -5719099.957551 + Penalty 3489.611405 = -5715610.346146 nChanged 797 SP:Iteration 9Q (7931.588781 sec): 3 clusters Score: Raw -5719389.972871 + Penalty 3489.611405 = -5715900.361466 nChanged 668 SP:Iteration 10Q (7931.707683 sec): 3 clusters Score: Raw -5719630.553888 + Penalty 3489.611405 = -5716140.942482 nChanged 597 SP:Iteration 11Q (7931.833420 sec): 3 clusters Score: Raw -5719849.370159 + Penalty 3489.611405 = -5716359.758753 nChanged 580 SP:Iteration 12Q (7931.959420 sec): 3 clusters Score: Raw -5720065.617553 + Penalty 3489.611405 = -5716576.006148 nChanged 605 SP:Iteration 13Q (7932.072176 sec): 3 clusters Score: Raw -5720293.320155 + Penalty 3489.611405 = -5716803.708749 nChanged 581 SP:Iteration 14Q (7932.183006 sec): 3 clusters Score: Raw -5720509.605010 + Penalty 3489.611405 = -5717019.993605 nChanged 527 SP:Iteration 15Q (7932.298907 sec): 3 clusters Score: Raw -5720701.303677 + Penalty 3489.611405 = -5717211.692272 nChanged 500 SP:Iteration 16Q (7932.399347 sec): 3 clusters Score: Raw -5720882.613974 + Penalty 3489.611405 = -5717393.002568 nChanged 473 SP:Iteration 17Q (7932.502204 sec): 3 clusters Score: Raw -5721040.512954 + Penalty 3489.611405 = -5717550.901549 nChanged 424 SP:Iteration 18Q (7932.610520 sec): 3 clusters Score: Raw -5721166.487537 + Penalty 3489.611405 = -5717676.876132 nChanged 385 SP:Iteration 19Q (7932.720579 sec): 3 clusters Score: Raw -5721266.172059 + Penalty 3489.611405 = -5717776.560654 nChanged 339 SP:Iteration 20F (7932.852946 sec): 3 clusters Score: Raw -5721344.965252 + Penalty 3489.611405 = -5717855.353846 nChanged 293 SP:Iteration 21Q (7932.961052 sec): 3 clusters Score: Raw -5721410.150368 + Penalty 3489.611405 = -5717920.538962 nChanged 268 SP:Iteration 22Q (7933.083316 sec): 3 clusters Score: Raw -5721469.709173 + Penalty 3489.611405 = -5717980.097767 nChanged 282 SP:Iteration 23Q (7933.196941 sec): 3 clusters Score: Raw -5721530.972218 + Penalty 3489.611405 = -5718041.360813 nChanged 248 SP:Iteration 24Q (7933.304820 sec): 3 clusters Score: Raw -5721578.582511 + Penalty 3489.611405 = -5718088.971106 nChanged 217 SP:Iteration 25Q (7933.424149 sec): 3 clusters Score: Raw -5721617.011465 + Penalty 3489.611405 = -5718127.400060 nChanged 199 SP:Iteration 26Q (7933.544797 sec): 3 clusters Score: Raw -5721652.199081 + Penalty 3489.611405 = -5718162.587676 nChanged 196 SP:Iteration 27Q (7933.649393 sec): 3 clusters Score: Raw -5721685.265360 + Penalty 3489.611405 = -5718195.653955 nChanged 199 SP:Iteration 28Q (7933.752499 sec): 3 clusters Score: Raw -5721717.354953 + Penalty 3489.611405 = -5718227.743547 nChanged 194 SP:Iteration 29Q (7933.858803 sec): 3 clusters Score: Raw -5721748.293709 + Penalty 3489.611405 = -5718258.682304 nChanged 192 SP:Iteration 30Q (7933.958223 sec): 3 clusters Score: Raw -5721776.713792 + Penalty 3489.611405 = -5718287.102387 nChanged 164 SP:Iteration 31Q (7934.084176 sec): 3 clusters Score: Raw -5721800.380297 + Penalty 3489.611405 = -5718310.768892 nChanged 146 SP:Iteration 32Q (7934.188213 sec): 3 clusters Score: Raw -5721821.531428 + Penalty 3489.611405 = -5718331.920023 nChanged 134 SP:Iteration 33Q (7934.307393 sec): 3 clusters Score: Raw -5721840.598028 + Penalty 3489.611405 = -5718350.986623 nChanged 108 SP:Iteration 34Q (7934.418513 sec): 3 clusters Score: Raw -5721853.903735 + Penalty 3489.611405 = -5718364.292330 nChanged 97 SP:Iteration 35Q (7934.531281 sec): 3 clusters Score: Raw -5721864.713816 + Penalty 3489.611405 = -5718375.102410 nChanged 91 SP:Iteration 36Q (7934.642443 sec): 3 clusters Score: Raw -5721875.131884 + Penalty 3489.611405 = -5718385.520478 nChanged 99 SP:Iteration 37Q (7934.756340 sec): 3 clusters Score: Raw -5721885.633030 + Penalty 3489.611405 = -5718396.021624 nChanged 79 SP:Iteration 38Q (7934.873865 sec): 3 clusters Score: Raw -5721893.483791 + Penalty 3489.611405 = -5718403.872386 nChanged 74 SP:Iteration 39Q (7934.990621 sec): 3 clusters Score: Raw -5721900.929212 + Penalty 3489.611405 = -5718411.317807 nChanged 76 SP:Iteration 40F (7935.104362 sec): 3 clusters Score: Raw -5721909.038497 + Penalty 3489.611405 = -5718419.427091 nChanged 84 SP:Iteration 41Q (7935.209446 sec): 3 clusters Score: Raw -5721916.956074 + Penalty 3489.611405 = -5718427.344668 nChanged 64 SP:Iteration 42Q (7935.318092 sec): 3 clusters Score: Raw -5721923.097914 + Penalty 3489.611405 = -5718433.486509 nChanged 66 SP:Iteration 43Q (7935.430466 sec): 3 clusters Score: Raw -5721930.787580 + Penalty 3489.611405 = -5718441.176175 nChanged 68 SP:Iteration 44Q (7935.532376 sec): 3 clusters Score: Raw -5721938.359613 + Penalty 3489.611405 = -5718448.748207 nChanged 55 SP:Iteration 45Q (7935.646987 sec): 3 clusters Score: Raw -5721943.280545 + Penalty 3489.611405 = -5718453.669140 nChanged 51 SP:Iteration 46Q (7935.749014 sec): 3 clusters Score: Raw -5721947.878687 + Penalty 3489.611405 = -5718458.267282 nChanged 52 SP:Iteration 47Q (7935.853756 sec): 3 clusters Score: Raw -5721953.780749 + Penalty 3489.611405 = -5718464.169344 nChanged 59 SP:Iteration 48Q (7935.963721 sec): 3 clusters Score: Raw -5721960.678314 + Penalty 3489.611405 = -5718471.066909 nChanged 68 SP:Iteration 49Q (7936.069184 sec): 3 clusters Score: Raw -5721967.704379 + Penalty 3489.611405 = -5718478.092973 nChanged 66 SP:Iteration 50Q (7936.186966 sec): 3 clusters Score: Raw -5721974.383864 + Penalty 3489.611405 = -5718484.772459 nChanged 58 SP:Iteration 51Q (7936.289622 sec): 3 clusters Score: Raw -5721981.166476 + Penalty 3489.611405 = -5718491.555070 nChanged 61 SP:Iteration 52Q (7936.389395 sec): 3 clusters Score: Raw -5721988.395965 + Penalty 3489.611405 = -5718498.784559 nChanged 65 SP:Iteration 53Q (7936.482822 sec): 3 clusters Score: Raw -5721996.007631 + Penalty 3489.611405 = -5718506.396225 nChanged 67 SP:Iteration 54Q (7936.578434 sec): 3 clusters Score: Raw -5722002.745035 + Penalty 3489.611405 = -5718513.133629 nChanged 61 SP:Iteration 55Q (7936.689926 sec): 3 clusters Score: Raw -5722010.441448 + Penalty 3489.611405 = -5718520.830043 nChanged 69 SP:Iteration 56Q (7936.799341 sec): 3 clusters Score: Raw -5722019.472559 + Penalty 3489.611405 = -5718529.861154 nChanged 66 SP:Iteration 57Q (7936.925678 sec): 3 clusters Score: Raw -5722027.964737 + Penalty 3489.611405 = -5718538.353332 nChanged 64 SP:Iteration 58Q (7937.038168 sec): 3 clusters Score: Raw -5722035.904787 + Penalty 3489.611405 = -5718546.293381 nChanged 79 SP:Iteration 59Q (7937.156282 sec): 3 clusters Score: Raw -5722046.162548 + Penalty 3489.611405 = -5718556.551143 nChanged 77 SP:Iteration 60F (7937.259353 sec): 3 clusters Score: Raw -5722055.403453 + Penalty 3489.611405 = -5718565.792048 nChanged 64 SP:Iteration 61Q (7937.368909 sec): 3 clusters Score: Raw -5722062.557242 + Penalty 3489.611405 = -5718572.945837 nChanged 64 SP:Iteration 62Q (7937.477503 sec): 3 clusters Score: Raw -5722069.211004 + Penalty 3489.611405 = -5718579.599598 nChanged 55 SP:Iteration 63Q (7937.584502 sec): 3 clusters Score: Raw -5722075.859156 + Penalty 3489.611405 = -5718586.247750 nChanged 53 SP:Iteration 64Q (7937.697579 sec): 3 clusters Score: Raw -5722081.489398 + Penalty 3489.611405 = -5718591.877992 nChanged 38 SP:Iteration 65Q (7937.806081 sec): 3 clusters Score: Raw -5722085.693320 + Penalty 3489.611405 = -5718596.081915 nChanged 35 SP:Iteration 66Q (7937.904863 sec): 3 clusters Score: Raw -5722088.765478 + Penalty 3489.611405 = -5718599.154072 nChanged 27 SP:Iteration 67Q (7938.000054 sec): 3 clusters Score: Raw -5722091.562318 + Penalty 3489.611405 = -5718601.950912 nChanged 32 SP:Iteration 68Q (7938.103373 sec): 3 clusters Score: Raw -5722094.597422 + Penalty 3489.611405 = -5718604.986016 nChanged 33 SP:Iteration 69Q (7938.224734 sec): 3 clusters Score: Raw -5722097.273415 + Penalty 3489.611405 = -5718607.662010 nChanged 31 SP:Iteration 70Q (7938.335098 sec): 3 clusters Score: Raw -5722099.883906 + Penalty 3489.611405 = -5718610.272501 nChanged 31 SP:Iteration 71Q (7938.440792 sec): 3 clusters Score: Raw -5722102.881462 + Penalty 3489.611405 = -5718613.270056 nChanged 30 SP:Iteration 72Q (7938.545931 sec): 3 clusters Score: Raw -5722105.222258 + Penalty 3489.611405 = -5718615.610853 nChanged 30 SP:Iteration 73Q (7938.647284 sec): 3 clusters Score: Raw -5722108.282575 + Penalty 3489.611405 = -5718618.671169 nChanged 34 SP:Iteration 74Q (7938.757482 sec): 3 clusters Score: Raw -5722111.469830 + Penalty 3489.611405 = -5718621.858424 nChanged 27 SP:Iteration 75Q (7938.858521 sec): 3 clusters Score: Raw -5722113.765720 + Penalty 3489.611405 = -5718624.154314 nChanged 20 SP:Iteration 76Q (7938.954285 sec): 3 clusters Score: Raw -5722115.176059 + Penalty 3489.611405 = -5718625.564653 nChanged 18 SP:Iteration 77Q (7939.071633 sec): 3 clusters Score: Raw -5722116.769877 + Penalty 3489.611405 = -5718627.158472 nChanged 14 SP:Iteration 78Q (7939.188942 sec): 3 clusters Score: Raw -5722117.858553 + Penalty 3489.611405 = -5718628.247148 nChanged 15 SP:Iteration 79Q (7939.297122 sec): 3 clusters Score: Raw -5722119.477000 + Penalty 3489.611405 = -5718629.865595 nChanged 22 SP:Iteration 80F (7939.408333 sec): 3 clusters Score: Raw -5722122.022385 + Penalty 3489.611405 = -5718632.410979 nChanged 25 SP:Iteration 81Q (7939.517921 sec): 3 clusters Score: Raw -5722124.636375 + Penalty 3489.611405 = -5718635.024970 nChanged 30 SP:Iteration 82Q (7939.617618 sec): 3 clusters Score: Raw -5722127.921994 + Penalty 3489.611405 = -5718638.310588 nChanged 27 SP:Iteration 83Q (7939.722468 sec): 3 clusters Score: Raw -5722129.985288 + Penalty 3489.611405 = -5718640.373882 nChanged 23 SP:Iteration 84Q (7939.828787 sec): 3 clusters Score: Raw -5722132.031488 + Penalty 3489.611405 = -5718642.420083 nChanged 24 SP:Iteration 85Q (7939.938425 sec): 3 clusters Score: Raw -5722134.367228 + Penalty 3489.611405 = -5718644.755823 nChanged 21 SP:Iteration 86Q (7940.031482 sec): 3 clusters Score: Raw -5722136.192204 + Penalty 3489.611405 = -5718646.580799 nChanged 15 SP:Iteration 87Q (7940.137612 sec): 3 clusters Score: Raw -5722138.384667 + Penalty 3489.611405 = -5718648.773262 nChanged 25 SP:Iteration 88Q (7940.223850 sec): 3 clusters Score: Raw -5722140.518080 + Penalty 3489.611405 = -5718650.906674 nChanged 18 SP:Iteration 89Q (7940.324868 sec): 3 clusters Score: Raw -5722141.641507 + Penalty 3489.611405 = -5718652.030102 nChanged 16 SP:Iteration 90Q (7940.444941 sec): 3 clusters Score: Raw -5722142.906361 + Penalty 3489.611405 = -5718653.294956 nChanged 18 SP:Iteration 91Q (7940.559903 sec): 3 clusters Score: Raw -5722144.687540 + Penalty 3489.611405 = -5718655.076134 nChanged 23 SP:Iteration 92Q (7940.674497 sec): 3 clusters Score: Raw -5722146.776735 + Penalty 3489.611405 = -5718657.165330 nChanged 23 SP:Iteration 93Q (7940.781329 sec): 3 clusters Score: Raw -5722149.512530 + Penalty 3489.611405 = -5718659.901124 nChanged 20 SP:Iteration 94Q (7940.886541 sec): 3 clusters Score: Raw -5722151.704189 + Penalty 3489.611405 = -5718662.092784 nChanged 18 SP:Iteration 95Q (7940.997146 sec): 3 clusters Score: Raw -5722153.586806 + Penalty 3489.611405 = -5718663.975400 nChanged 19 SP:Iteration 96Q (7941.091772 sec): 3 clusters Score: Raw -5722155.311821 + Penalty 3489.611405 = -5718665.700416 nChanged 28 SP:Iteration 97Q (7941.205643 sec): 3 clusters Score: Raw -5722157.608350 + Penalty 3489.611405 = -5718667.996945 nChanged 22 SP:Iteration 98Q (7941.320919 sec): 3 clusters Score: Raw -5722159.533474 + Penalty 3489.611405 = -5718669.922069 nChanged 23 SP:Iteration 99Q (7941.400072 sec): 3 clusters Score: Raw -5722161.134677 + Penalty 3489.611405 = -5718671.523272 nChanged 16 SP:Iteration 100F (7941.522056 sec): 3 clusters Score: Raw -5722162.255281 + Penalty 3489.611405 = -5718672.643876 nChanged 14 SP:Iteration 101Q (7941.626694 sec): 3 clusters Score: Raw -5722163.668815 + Penalty 3489.611405 = -5718674.057410 nChanged 18 SP:Iteration 102Q (7941.708898 sec): 3 clusters Score: Raw -5722165.437798 + Penalty 3489.611405 = -5718675.826392 nChanged 17 SP:Iteration 103Q (7941.814031 sec): 3 clusters Score: Raw -5722167.505696 + Penalty 3489.611405 = -5718677.894290 nChanged 23 SP:Iteration 104Q (7941.911092 sec): 3 clusters Score: Raw -5722170.195530 + Penalty 3489.611405 = -5718680.584125 nChanged 27 SP:Iteration 105Q (7942.018179 sec): 3 clusters Score: Raw -5722172.863277 + Penalty 3489.611405 = -5718683.251872 nChanged 22 SP:Iteration 106Q (7942.117540 sec): 3 clusters Score: Raw -5722174.831874 + Penalty 3489.611405 = -5718685.220469 nChanged 21 SP:Iteration 107Q (7942.222717 sec): 3 clusters Score: Raw -5722177.221961 + Penalty 3489.611405 = -5718687.610556 nChanged 24 SP:Iteration 108Q (7942.340322 sec): 3 clusters Score: Raw -5722179.634212 + Penalty 3489.611405 = -5718690.022806 nChanged 24 SP:Iteration 109Q (7942.454376 sec): 3 clusters Score: Raw -5722181.795756 + Penalty 3489.611405 = -5718692.184351 nChanged 16 SP:Iteration 110Q (7942.528889 sec): 3 clusters Score: Raw -5722183.161399 + Penalty 3489.611405 = -5718693.549994 nChanged 16 SP:Iteration 111Q (7942.635355 sec): 3 clusters Score: Raw -5722184.849092 + Penalty 3489.611405 = -5718695.237686 nChanged 18 SP:Iteration 112Q (7942.732899 sec): 3 clusters Score: Raw -5722186.286510 + Penalty 3489.611405 = -5718696.675104 nChanged 16 SP:Iteration 113Q (7942.839041 sec): 3 clusters Score: Raw -5722187.750312 + Penalty 3489.611405 = -5718698.138907 nChanged 14 SP:Iteration 114Q (7942.934308 sec): 3 clusters Score: Raw -5722188.808507 + Penalty 3489.611405 = -5718699.197101 nChanged 7 SP:Iteration 115Q (7943.038904 sec): 3 clusters Score: Raw -5722189.407625 + Penalty 3489.611405 = -5718699.796220 nChanged 8 SP:Iteration 116Q (7943.147374 sec): 3 clusters Score: Raw -5722189.952065 + Penalty 3489.611405 = -5718700.340660 nChanged 6 SP:Iteration 117Q (7943.240987 sec): 3 clusters Score: Raw -5722190.634886 + Penalty 3489.611405 = -5718701.023480 nChanged 10 SP:Iteration 118Q (7943.340119 sec): 3 clusters Score: Raw -5722191.374528 + Penalty 3489.611405 = -5718701.763123 nChanged 10 SP:Iteration 119Q (7943.428212 sec): 3 clusters Score: Raw -5722192.293670 + Penalty 3489.611405 = -5718702.682264 nChanged 10 SP:Iteration 120F (7943.543472 sec): 3 clusters Score: Raw -5722193.078060 + Penalty 3489.611405 = -5718703.466654 nChanged 12 SP:Iteration 121Q (7943.644189 sec): 3 clusters Score: Raw -5722194.225230 + Penalty 3489.611405 = -5718704.613824 nChanged 11 SP:Iteration 122Q (7943.738361 sec): 3 clusters Score: Raw -5722195.353403 + Penalty 3489.611405 = -5718705.741998 nChanged 12 SP:Iteration 123Q (7943.832364 sec): 3 clusters Score: Raw -5722196.121330 + Penalty 3489.611405 = -5718706.509925 nChanged 8 SP:Iteration 124Q (7943.937196 sec): 3 clusters Score: Raw -5722196.731922 + Penalty 3489.611405 = -5718707.120517 nChanged 7 SP:Iteration 125Q (7944.045889 sec): 3 clusters Score: Raw -5722197.492395 + Penalty 3489.611405 = -5718707.880990 nChanged 6 SP:Iteration 126Q (7944.161509 sec): 3 clusters Score: Raw -5722197.887829 + Penalty 3489.611405 = -5718708.276423 nChanged 5 SP:Iteration 127Q (7944.278780 sec): 3 clusters Score: Raw -5722198.254394 + Penalty 3489.611405 = -5718708.642989 nChanged 3 SP:Iteration 128Q (7944.392302 sec): 3 clusters Score: Raw -5722198.503774 + Penalty 3489.611405 = -5718708.892368 nChanged 3 SP:Iteration 129Q (7944.493155 sec): 3 clusters Score: Raw -5722198.915146 + Penalty 3489.611405 = -5718709.303741 nChanged 2 SP:Iteration 130Q (7944.608893 sec): 3 clusters Score: Raw -5722199.044144 + Penalty 3489.611405 = -5718709.432739 nChanged 1 SP:Iteration 131Q (7944.719682 sec): 3 clusters Score: Raw -5722199.091650 + Penalty 3489.611405 = -5718709.480244 nChanged 1 SP:Iteration 132Q (7944.798380 sec): 3 clusters Score: Raw -5722199.195943 + Penalty 3489.611405 = -5718709.584537 nChanged 2 SP:Iteration 133Q (7944.896890 sec): 3 clusters Score: Raw -5722199.297779 + Penalty 3489.611405 = -5718709.686374 nChanged 1 SP:Iteration 134Q (7945.008418 sec): 3 clusters Score: Raw -5722199.345660 + Penalty 3489.611405 = -5718709.734255 nChanged 1 SP:Iteration 135Q (7945.087692 sec): 3 clusters Score: Raw -5722199.372389 + Penalty 3489.611405 = -5718709.760983 nChanged 0 SP:Iteration 136F (7945.177902 sec): 3 clusters Score: Raw -5722199.372389 + Penalty 3489.611405 = -5718709.760983 nChanged 0 Trying to split cluster 32 (13714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7945.219448 sec): 2 clusters Score: Raw -1746616.460386 + Penalty 1548.003029 = -1745068.457356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7945.274622 sec): 3 clusters Score: Raw -1738768.086191 + Penalty 3096.006059 = -1735672.080132 nChanged 5997 SP:Iteration 1F (7945.345387 sec): 3 clusters Score: Raw -1742054.709756 + Penalty 3096.006059 = -1738958.703698 nChanged 713 SP:Iteration 2F (7945.407729 sec): 3 clusters Score: Raw -1742319.836585 + Penalty 3096.006059 = -1739223.830527 nChanged 582 SP:Iteration 3Q (7945.463730 sec): 3 clusters Score: Raw -1742524.066264 + Penalty 3096.006059 = -1739428.060205 nChanged 530 SP:Iteration 4Q (7945.527393 sec): 3 clusters Score: Raw -1742718.667894 + Penalty 3096.006059 = -1739622.661836 nChanged 477 SP:Iteration 5Q (7945.590753 sec): 3 clusters Score: Raw -1742891.482012 + Penalty 3096.006059 = -1739795.475953 nChanged 482 SP:Iteration 6Q (7945.650855 sec): 3 clusters Score: Raw -1743078.222418 + Penalty 3096.006059 = -1739982.216359 nChanged 494 SP:Iteration 7Q (7945.697324 sec): 3 clusters Score: Raw -1743300.671039 + Penalty 3096.006059 = -1740204.664980 nChanged 560 SP:Iteration 8Q (7945.766765 sec): 3 clusters Score: Raw -1743583.124358 + Penalty 3096.006059 = -1740487.118300 nChanged 611 SP:Iteration 9Q (7945.835424 sec): 3 clusters Score: Raw -1743922.925416 + Penalty 3096.006059 = -1740826.919357 nChanged 663 SP:Iteration 10Q (7945.903631 sec): 3 clusters Score: Raw -1744334.642273 + Penalty 3096.006059 = -1741238.636214 nChanged 638 SP:Iteration 11Q (7945.962499 sec): 3 clusters Score: Raw -1744777.492088 + Penalty 3096.006059 = -1741681.486029 nChanged 596 SP:Iteration 12Q (7946.018869 sec): 3 clusters Score: Raw -1745159.274621 + Penalty 3096.006059 = -1742063.268562 nChanged 477 SP:Iteration 13Q (7946.079677 sec): 3 clusters Score: Raw -1745459.376869 + Penalty 3096.006059 = -1742363.370810 nChanged 398 SP:Iteration 14Q (7946.131966 sec): 3 clusters Score: Raw -1745658.134813 + Penalty 3096.006059 = -1742562.128755 nChanged 272 SP:Iteration 15Q (7946.193765 sec): 3 clusters Score: Raw -1745777.416494 + Penalty 3096.006059 = -1742681.410436 nChanged 203 SP:Iteration 16Q (7946.252848 sec): 3 clusters Score: Raw -1745858.790309 + Penalty 3096.006059 = -1742762.784251 nChanged 179 SP:Iteration 17Q (7946.315199 sec): 3 clusters Score: Raw -1745929.286138 + Penalty 3096.006059 = -1742833.280079 nChanged 159 SP:Iteration 18Q (7946.386015 sec): 3 clusters Score: Raw -1745984.224642 + Penalty 3096.006059 = -1742888.218583 nChanged 148 SP:Iteration 19Q (7946.450546 sec): 3 clusters Score: Raw -1746042.440002 + Penalty 3096.006059 = -1742946.433944 nChanged 142 SP:Iteration 20F (7946.504858 sec): 3 clusters Score: Raw -1746092.111556 + Penalty 3096.006059 = -1742996.105497 nChanged 140 SP:Iteration 21Q (7946.581458 sec): 3 clusters Score: Raw -1746134.624972 + Penalty 3096.006059 = -1743038.618914 nChanged 128 SP:Iteration 22Q (7946.645297 sec): 3 clusters Score: Raw -1746175.527709 + Penalty 3096.006059 = -1743079.521650 nChanged 128 SP:Iteration 23Q (7946.710062 sec): 3 clusters Score: Raw -1746225.460821 + Penalty 3096.006059 = -1743129.454763 nChanged 137 SP:Iteration 24Q (7946.774550 sec): 3 clusters Score: Raw -1746281.118878 + Penalty 3096.006059 = -1743185.112819 nChanged 143 SP:Iteration 25Q (7946.835178 sec): 3 clusters Score: Raw -1746337.924611 + Penalty 3096.006059 = -1743241.918553 nChanged 122 SP:Iteration 26Q (7946.893070 sec): 3 clusters Score: Raw -1746385.217288 + Penalty 3096.006059 = -1743289.211229 nChanged 111 SP:Iteration 27Q (7946.955264 sec): 3 clusters Score: Raw -1746427.993732 + Penalty 3096.006059 = -1743331.987673 nChanged 112 SP:Iteration 28Q (7947.019015 sec): 3 clusters Score: Raw -1746470.646666 + Penalty 3096.006059 = -1743374.640608 nChanged 92 SP:Iteration 29Q (7947.076322 sec): 3 clusters Score: Raw -1746498.852056 + Penalty 3096.006059 = -1743402.845998 nChanged 73 SP:Iteration 30Q (7947.139895 sec): 3 clusters Score: Raw -1746521.834931 + Penalty 3096.006059 = -1743425.828872 nChanged 70 SP:Iteration 31Q (7947.188297 sec): 3 clusters Score: Raw -1746543.199927 + Penalty 3096.006059 = -1743447.193869 nChanged 61 SP:Iteration 32Q (7947.254257 sec): 3 clusters Score: Raw -1746564.981892 + Penalty 3096.006059 = -1743468.975833 nChanged 75 SP:Iteration 33Q (7947.306211 sec): 3 clusters Score: Raw -1746592.241286 + Penalty 3096.006059 = -1743496.235228 nChanged 63 SP:Iteration 34Q (7947.368251 sec): 3 clusters Score: Raw -1746615.960244 + Penalty 3096.006059 = -1743519.954185 nChanged 54 SP:Iteration 35Q (7947.430045 sec): 3 clusters Score: Raw -1746633.835680 + Penalty 3096.006059 = -1743537.829622 nChanged 55 SP:Iteration 36Q (7947.481314 sec): 3 clusters Score: Raw -1746653.612215 + Penalty 3096.006059 = -1743557.606156 nChanged 62 SP:Iteration 37Q (7947.543690 sec): 3 clusters Score: Raw -1746677.398605 + Penalty 3096.006059 = -1743581.392546 nChanged 49 SP:Iteration 38Q (7947.615038 sec): 3 clusters Score: Raw -1746695.293881 + Penalty 3096.006059 = -1743599.287822 nChanged 52 SP:Iteration 39Q (7947.663677 sec): 3 clusters Score: Raw -1746713.642918 + Penalty 3096.006059 = -1743617.636859 nChanged 50 SP:Iteration 40F (7947.730937 sec): 3 clusters Score: Raw -1746730.511840 + Penalty 3096.006059 = -1743634.505781 nChanged 45 SP:Iteration 41Q (7947.794594 sec): 3 clusters Score: Raw -1746745.091022 + Penalty 3096.006059 = -1743649.084963 nChanged 34 SP:Iteration 42Q (7947.856996 sec): 3 clusters Score: Raw -1746755.250709 + Penalty 3096.006059 = -1743659.244651 nChanged 26 SP:Iteration 43Q (7947.918187 sec): 3 clusters Score: Raw -1746763.755370 + Penalty 3096.006059 = -1743667.749311 nChanged 28 SP:Iteration 44Q (7947.975690 sec): 3 clusters Score: Raw -1746772.578005 + Penalty 3096.006059 = -1743676.571947 nChanged 24 SP:Iteration 45Q (7948.035267 sec): 3 clusters Score: Raw -1746782.352526 + Penalty 3096.006059 = -1743686.346467 nChanged 22 SP:Iteration 46Q (7948.093271 sec): 3 clusters Score: Raw -1746789.766013 + Penalty 3096.006059 = -1743693.759955 nChanged 23 SP:Iteration 47Q (7948.162947 sec): 3 clusters Score: Raw -1746797.538906 + Penalty 3096.006059 = -1743701.532848 nChanged 18 SP:Iteration 48Q (7948.215979 sec): 3 clusters Score: Raw -1746804.340099 + Penalty 3096.006059 = -1743708.334041 nChanged 22 SP:Iteration 49Q (7948.285567 sec): 3 clusters Score: Raw -1746812.440773 + Penalty 3096.006059 = -1743716.434715 nChanged 25 SP:Iteration 50Q (7948.350064 sec): 3 clusters Score: Raw -1746819.426795 + Penalty 3096.006059 = -1743723.420737 nChanged 18 SP:Iteration 51Q (7948.411543 sec): 3 clusters Score: Raw -1746825.137914 + Penalty 3096.006059 = -1743729.131855 nChanged 14 SP:Iteration 52Q (7948.461463 sec): 3 clusters Score: Raw -1746828.858337 + Penalty 3096.006059 = -1743732.852279 nChanged 11 SP:Iteration 53Q (7948.519827 sec): 3 clusters Score: Raw -1746831.691845 + Penalty 3096.006059 = -1743735.685786 nChanged 10 SP:Iteration 54Q (7948.594215 sec): 3 clusters Score: Raw -1746834.146321 + Penalty 3096.006059 = -1743738.140262 nChanged 9 SP:Iteration 55Q (7948.642637 sec): 3 clusters Score: Raw -1746837.245391 + Penalty 3096.006059 = -1743741.239333 nChanged 13 SP:Iteration 56Q (7948.713609 sec): 3 clusters Score: Raw -1746841.762187 + Penalty 3096.006059 = -1743745.756129 nChanged 11 SP:Iteration 57Q (7948.770602 sec): 3 clusters Score: Raw -1746844.020216 + Penalty 3096.006059 = -1743748.014157 nChanged 6 SP:Iteration 58Q (7948.832725 sec): 3 clusters Score: Raw -1746845.763731 + Penalty 3096.006059 = -1743749.757673 nChanged 3 SP:Iteration 59Q (7948.888747 sec): 3 clusters Score: Raw -1746846.619275 + Penalty 3096.006059 = -1743750.613216 nChanged 7 SP:Iteration 60F (7948.953363 sec): 3 clusters Score: Raw -1746848.638605 + Penalty 3096.006059 = -1743752.632547 nChanged 9 SP:Iteration 61Q (7949.020280 sec): 3 clusters Score: Raw -1746851.677955 + Penalty 3096.006059 = -1743755.671896 nChanged 10 SP:Iteration 62Q (7949.070457 sec): 3 clusters Score: Raw -1746854.614253 + Penalty 3096.006059 = -1743758.608195 nChanged 11 SP:Iteration 63Q (7949.124101 sec): 3 clusters Score: Raw -1746858.169729 + Penalty 3096.006059 = -1743762.163671 nChanged 16 SP:Iteration 64Q (7949.192120 sec): 3 clusters Score: Raw -1746863.110042 + Penalty 3096.006059 = -1743767.103983 nChanged 15 SP:Iteration 65Q (7949.241898 sec): 3 clusters Score: Raw -1746867.528034 + Penalty 3096.006059 = -1743771.521975 nChanged 6 SP:Iteration 66Q (7949.294716 sec): 3 clusters Score: Raw -1746868.796290 + Penalty 3096.006059 = -1743772.790232 nChanged 2 SP:Iteration 67Q (7949.351574 sec): 3 clusters Score: Raw -1746869.125887 + Penalty 3096.006059 = -1743773.119828 nChanged 1 SP:Iteration 68Q (7949.413362 sec): 3 clusters Score: Raw -1746869.365142 + Penalty 3096.006059 = -1743773.359083 nChanged 0 SP:Iteration 69F (7949.474985 sec): 3 clusters Score: Raw -1746869.365142 + Penalty 3096.006059 = -1743773.359083 nChanged 0 Trying to split cluster 33 (4867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7949.513069 sec): 2 clusters Score: Raw -574422.026561 + Penalty 1379.662864 = -573042.363697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7949.561170 sec): 3 clusters Score: Raw -571884.402089 + Penalty 2759.325728 = -569125.076361 nChanged 1999 SP:Iteration 1F (7949.599502 sec): 3 clusters Score: Raw -573022.241721 + Penalty 2759.325728 = -570262.915993 nChanged 388 SP:Iteration 2F (7949.652510 sec): 3 clusters Score: Raw -573274.073132 + Penalty 2759.325728 = -570514.747404 nChanged 334 SP:Iteration 3F (7949.702320 sec): 3 clusters Score: Raw -573496.414349 + Penalty 2759.325728 = -570737.088621 nChanged 275 SP:Iteration 4F (7949.745827 sec): 3 clusters Score: Raw -573683.834403 + Penalty 2759.325728 = -570924.508675 nChanged 238 SP:Iteration 5Q (7949.796089 sec): 3 clusters Score: Raw -573852.925959 + Penalty 2759.325728 = -571093.600231 nChanged 210 SP:Iteration 6Q (7949.844729 sec): 3 clusters Score: Raw -573988.428798 + Penalty 2759.325728 = -571229.103069 nChanged 185 SP:Iteration 7Q (7949.886742 sec): 3 clusters Score: Raw -574114.981986 + Penalty 2759.325728 = -571355.656258 nChanged 192 SP:Iteration 8Q (7949.945831 sec): 3 clusters Score: Raw -574241.222196 + Penalty 2759.325728 = -571481.896468 nChanged 162 SP:Iteration 9Q (7949.979783 sec): 3 clusters Score: Raw -574330.317173 + Penalty 2759.325728 = -571570.991445 nChanged 133 SP:Iteration 10Q (7950.035419 sec): 3 clusters Score: Raw -574393.158940 + Penalty 2759.325728 = -571633.833212 nChanged 109 SP:Iteration 11Q (7950.083351 sec): 3 clusters Score: Raw -574440.394522 + Penalty 2759.325728 = -571681.068794 nChanged 92 SP:Iteration 12Q (7950.121245 sec): 3 clusters Score: Raw -574488.522385 + Penalty 2759.325728 = -571729.196656 nChanged 90 SP:Iteration 13Q (7950.173773 sec): 3 clusters Score: Raw -574543.911115 + Penalty 2759.325728 = -571784.585387 nChanged 82 SP:Iteration 14Q (7950.213633 sec): 3 clusters Score: Raw -574585.900209 + Penalty 2759.325728 = -571826.574481 nChanged 84 SP:Iteration 15Q (7950.268704 sec): 3 clusters Score: Raw -574621.595408 + Penalty 2759.325728 = -571862.269679 nChanged 61 SP:Iteration 16Q (7950.328911 sec): 3 clusters Score: Raw -574650.622489 + Penalty 2759.325728 = -571891.296761 nChanged 67 SP:Iteration 17Q (7950.369859 sec): 3 clusters Score: Raw -574679.619754 + Penalty 2759.325728 = -571920.294026 nChanged 53 SP:Iteration 18Q (7950.424096 sec): 3 clusters Score: Raw -574701.686433 + Penalty 2759.325728 = -571942.360704 nChanged 51 SP:Iteration 19Q (7950.470578 sec): 3 clusters Score: Raw -574727.849882 + Penalty 2759.325728 = -571968.524154 nChanged 52 SP:Iteration 20F (7950.508605 sec): 3 clusters Score: Raw -574743.794389 + Penalty 2759.325728 = -571984.468660 nChanged 35 SP:Iteration 21Q (7950.555239 sec): 3 clusters Score: Raw -574755.159128 + Penalty 2759.325728 = -571995.833400 nChanged 34 SP:Iteration 22Q (7950.601662 sec): 3 clusters Score: Raw -574764.818709 + Penalty 2759.325728 = -572005.492981 nChanged 30 SP:Iteration 23Q (7950.668720 sec): 3 clusters Score: Raw -574773.468272 + Penalty 2759.325728 = -572014.142544 nChanged 25 SP:Iteration 24Q (7950.712207 sec): 3 clusters Score: Raw -574781.861099 + Penalty 2759.325728 = -572022.535371 nChanged 28 SP:Iteration 25Q (7950.750050 sec): 3 clusters Score: Raw -574789.830832 + Penalty 2759.325728 = -572030.505104 nChanged 28 SP:Iteration 26Q (7950.794353 sec): 3 clusters Score: Raw -574795.909156 + Penalty 2759.325728 = -572036.583428 nChanged 20 SP:Iteration 27Q (7950.845761 sec): 3 clusters Score: Raw -574800.937650 + Penalty 2759.325728 = -572041.611922 nChanged 15 SP:Iteration 28Q (7950.889045 sec): 3 clusters Score: Raw -574803.955956 + Penalty 2759.325728 = -572044.630228 nChanged 12 SP:Iteration 29Q (7950.943225 sec): 3 clusters Score: Raw -574807.359266 + Penalty 2759.325728 = -572048.033538 nChanged 17 SP:Iteration 30Q (7950.983668 sec): 3 clusters Score: Raw -574811.972913 + Penalty 2759.325728 = -572052.647185 nChanged 14 SP:Iteration 31Q (7951.026736 sec): 3 clusters Score: Raw -574815.753429 + Penalty 2759.325728 = -572056.427701 nChanged 20 SP:Iteration 32Q (7951.077051 sec): 3 clusters Score: Raw -574820.547001 + Penalty 2759.325728 = -572061.221273 nChanged 16 SP:Iteration 33Q (7951.112380 sec): 3 clusters Score: Raw -574825.346451 + Penalty 2759.325728 = -572066.020723 nChanged 22 SP:Iteration 34Q (7951.159651 sec): 3 clusters Score: Raw -574829.578145 + Penalty 2759.325728 = -572070.252417 nChanged 20 SP:Iteration 35Q (7951.209383 sec): 3 clusters Score: Raw -574833.441457 + Penalty 2759.325728 = -572074.115729 nChanged 11 SP:Iteration 36Q (7951.256480 sec): 3 clusters Score: Raw -574835.612937 + Penalty 2759.325728 = -572076.287209 nChanged 7 SP:Iteration 37Q (7951.315471 sec): 3 clusters Score: Raw -574837.160857 + Penalty 2759.325728 = -572077.835128 nChanged 4 SP:Iteration 38Q (7951.352188 sec): 3 clusters Score: Raw -574838.019626 + Penalty 2759.325728 = -572078.693897 nChanged 3 SP:Iteration 39Q (7951.414533 sec): 3 clusters Score: Raw -574838.799699 + Penalty 2759.325728 = -572079.473971 nChanged 3 SP:Iteration 40F (7951.462566 sec): 3 clusters Score: Raw -574839.391553 + Penalty 2759.325728 = -572080.065825 nChanged 3 SP:Iteration 41Q (7951.504903 sec): 3 clusters Score: Raw -574840.155815 + Penalty 2759.325728 = -572080.830087 nChanged 2 SP:Iteration 42Q (7951.564198 sec): 3 clusters Score: Raw -574840.418426 + Penalty 2759.325728 = -572081.092697 nChanged 3 SP:Iteration 43Q (7951.609013 sec): 3 clusters Score: Raw -574840.692852 + Penalty 2759.325728 = -572081.367124 nChanged 2 SP:Iteration 44Q (7951.651024 sec): 3 clusters Score: Raw -574841.257376 + Penalty 2759.325728 = -572081.931648 nChanged 3 SP:Iteration 45Q (7951.705770 sec): 3 clusters Score: Raw -574841.597845 + Penalty 2759.325728 = -572082.272117 nChanged 5 SP:Iteration 46Q (7951.752726 sec): 3 clusters Score: Raw -574842.460289 + Penalty 2759.325728 = -572083.134561 nChanged 4 SP:Iteration 47Q (7951.807912 sec): 3 clusters Score: Raw -574843.683617 + Penalty 2759.325728 = -572084.357889 nChanged 8 SP:Iteration 48Q (7951.853942 sec): 3 clusters Score: Raw -574845.264550 + Penalty 2759.325728 = -572085.938822 nChanged 3 SP:Iteration 49Q (7951.908108 sec): 3 clusters Score: Raw -574845.726174 + Penalty 2759.325728 = -572086.400446 nChanged 2 SP:Iteration 50Q (7951.952317 sec): 3 clusters Score: Raw -574846.179028 + Penalty 2759.325728 = -572086.853300 nChanged 2 SP:Iteration 51Q (7952.002368 sec): 3 clusters Score: Raw -574846.634943 + Penalty 2759.325728 = -572087.309215 nChanged 0 SP:Iteration 52F (7952.045688 sec): 3 clusters Score: Raw -574846.634943 + Penalty 2759.325728 = -572087.309215 nChanged 0 Trying to split cluster 34 (13179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7952.088906 sec): 2 clusters Score: Raw -1569114.011088 + Penalty 1541.536739 = -1567572.474349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7952.160272 sec): 3 clusters Score: Raw -1561448.954182 + Penalty 3083.073478 = -1558365.880704 nChanged 5770 SP:Iteration 1F (7952.214853 sec): 3 clusters Score: Raw -1564778.021315 + Penalty 3083.073478 = -1561694.947836 nChanged 836 SP:Iteration 2F (7952.268198 sec): 3 clusters Score: Raw -1565203.050528 + Penalty 3083.073478 = -1562119.977050 nChanged 782 SP:Iteration 3F (7952.320709 sec): 3 clusters Score: Raw -1565689.040137 + Penalty 3083.073478 = -1562605.966659 nChanged 870 SP:Iteration 4F (7952.393708 sec): 3 clusters Score: Raw -1566315.399476 + Penalty 3083.073478 = -1563232.325998 nChanged 870 SP:Iteration 5F (7952.414569 sec): 3 clusters Score: Raw -1567025.997929 + Penalty 3083.073478 = -1563942.924451 nChanged 874 SP:Iteration 6F (7952.481028 sec): 3 clusters Score: Raw -1567787.138604 + Penalty 3083.073478 = -1564704.065126 nChanged 728 SP:Iteration 7F (7952.552233 sec): 3 clusters Score: Raw -1568395.718862 + Penalty 3083.073478 = -1565312.645384 nChanged 507 SP:Iteration 8Q (7952.608586 sec): 3 clusters Score: Raw -1568836.566877 + Penalty 3083.073478 = -1565753.493399 nChanged 362 SP:Iteration 9Q (7952.675656 sec): 3 clusters Score: Raw -1569129.202002 + Penalty 3083.073478 = -1566046.128524 nChanged 245 SP:Iteration 10Q (7952.724652 sec): 3 clusters Score: Raw -1569337.129264 + Penalty 3083.073478 = -1566254.055786 nChanged 193 SP:Iteration 11Q (7952.786015 sec): 3 clusters Score: Raw -1569481.673326 + Penalty 3083.073478 = -1566398.599848 nChanged 127 SP:Iteration 12Q (7952.857574 sec): 3 clusters Score: Raw -1569573.051356 + Penalty 3083.073478 = -1566489.977878 nChanged 79 SP:Iteration 13Q (7952.911807 sec): 3 clusters Score: Raw -1569643.748446 + Penalty 3083.073478 = -1566560.674968 nChanged 69 SP:Iteration 14Q (7952.957868 sec): 3 clusters Score: Raw -1569702.214836 + Penalty 3083.073478 = -1566619.141358 nChanged 54 SP:Iteration 15Q (7953.019782 sec): 3 clusters Score: Raw -1569729.670376 + Penalty 3083.073478 = -1566646.596898 nChanged 41 SP:Iteration 16Q (7953.074963 sec): 3 clusters Score: Raw -1569754.645211 + Penalty 3083.073478 = -1566671.571733 nChanged 33 SP:Iteration 17Q (7953.132263 sec): 3 clusters Score: Raw -1569770.780062 + Penalty 3083.073478 = -1566687.706584 nChanged 21 SP:Iteration 18Q (7953.190097 sec): 3 clusters Score: Raw -1569780.003743 + Penalty 3083.073478 = -1566696.930265 nChanged 18 SP:Iteration 19Q (7953.247503 sec): 3 clusters Score: Raw -1569790.003010 + Penalty 3083.073478 = -1566706.929531 nChanged 19 SP:Iteration 20F (7953.306857 sec): 3 clusters Score: Raw -1569801.379991 + Penalty 3083.073478 = -1566718.306513 nChanged 14 SP:Iteration 21Q (7953.370464 sec): 3 clusters Score: Raw -1569810.632150 + Penalty 3083.073478 = -1566727.558672 nChanged 17 SP:Iteration 22Q (7953.425425 sec): 3 clusters Score: Raw -1569818.221771 + Penalty 3083.073478 = -1566735.148293 nChanged 8 SP:Iteration 23Q (7953.483791 sec): 3 clusters Score: Raw -1569822.835029 + Penalty 3083.073478 = -1566739.761550 nChanged 8 SP:Iteration 24Q (7953.542028 sec): 3 clusters Score: Raw -1569826.893101 + Penalty 3083.073478 = -1566743.819623 nChanged 2 SP:Iteration 25Q (7953.601993 sec): 3 clusters Score: Raw -1569828.081165 + Penalty 3083.073478 = -1566745.007687 nChanged 3 SP:Iteration 26Q (7953.669259 sec): 3 clusters Score: Raw -1569829.515069 + Penalty 3083.073478 = -1566746.441591 nChanged 1 SP:Iteration 27Q (7953.720237 sec): 3 clusters Score: Raw -1569829.647928 + Penalty 3083.073478 = -1566746.574450 nChanged 1 SP:Iteration 28Q (7953.779773 sec): 3 clusters Score: Raw -1569829.822553 + Penalty 3083.073478 = -1566746.749075 nChanged 2 SP:Iteration 29Q (7953.842298 sec): 3 clusters Score: Raw -1569830.606679 + Penalty 3083.073478 = -1566747.533201 nChanged 2 SP:Iteration 30Q (7953.889536 sec): 3 clusters Score: Raw -1569831.582637 + Penalty 3083.073478 = -1566748.509159 nChanged 5 SP:Iteration 31Q (7953.949062 sec): 3 clusters Score: Raw -1569833.972941 + Penalty 3083.073478 = -1566750.899463 nChanged 4 SP:Iteration 32Q (7954.004719 sec): 3 clusters Score: Raw -1569835.622646 + Penalty 3083.073478 = -1566752.549167 nChanged 0 SP:Iteration 33F (7954.067825 sec): 3 clusters Score: Raw -1569835.622646 + Penalty 3083.073478 = -1566752.549167 nChanged 0 Trying to split cluster 35 (2808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7954.094666 sec): 2 clusters Score: Raw -332891.507191 + Penalty 1290.287012 = -331601.220179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7954.137070 sec): 3 clusters Score: Raw -331650.590492 + Penalty 2580.574024 = -329070.016468 nChanged 1051 SP:Iteration 1F (7954.186795 sec): 3 clusters Score: Raw -332303.332862 + Penalty 2580.574024 = -329722.758838 nChanged 218 SP:Iteration 2F (7954.228542 sec): 3 clusters Score: Raw -332492.200076 + Penalty 2580.574024 = -329911.626052 nChanged 161 SP:Iteration 3F (7954.272469 sec): 3 clusters Score: Raw -332618.725355 + Penalty 2580.574024 = -330038.151332 nChanged 125 SP:Iteration 4Q (7954.319059 sec): 3 clusters Score: Raw -332758.180445 + Penalty 2580.574024 = -330177.606422 nChanged 126 SP:Iteration 5Q (7954.362027 sec): 3 clusters Score: Raw -332898.884261 + Penalty 2580.574024 = -330318.310237 nChanged 124 SP:Iteration 6Q (7954.398354 sec): 3 clusters Score: Raw -333022.355949 + Penalty 2580.574024 = -330441.781925 nChanged 111 SP:Iteration 7Q (7954.449288 sec): 3 clusters Score: Raw -333126.906669 + Penalty 2580.574024 = -330546.332645 nChanged 97 SP:Iteration 8Q (7954.494926 sec): 3 clusters Score: Raw -333219.166460 + Penalty 2580.574024 = -330638.592436 nChanged 103 SP:Iteration 9Q (7954.547121 sec): 3 clusters Score: Raw -333324.083525 + Penalty 2580.574024 = -330743.509501 nChanged 95 SP:Iteration 10Q (7954.593368 sec): 3 clusters Score: Raw -333408.812717 + Penalty 2580.574024 = -330828.238694 nChanged 97 SP:Iteration 11Q (7954.640510 sec): 3 clusters Score: Raw -333490.602322 + Penalty 2580.574024 = -330910.028298 nChanged 87 SP:Iteration 12Q (7954.692938 sec): 3 clusters Score: Raw -333567.479186 + Penalty 2580.574024 = -330986.905162 nChanged 73 SP:Iteration 13Q (7954.728301 sec): 3 clusters Score: Raw -333638.596250 + Penalty 2580.574024 = -331058.022226 nChanged 75 SP:Iteration 14Q (7954.773628 sec): 3 clusters Score: Raw -333702.242474 + Penalty 2580.574024 = -331121.668450 nChanged 61 SP:Iteration 15Q (7954.810273 sec): 3 clusters Score: Raw -333744.877980 + Penalty 2580.574024 = -331164.303956 nChanged 62 SP:Iteration 16Q (7954.845324 sec): 3 clusters Score: Raw -333803.358096 + Penalty 2580.574024 = -331222.784073 nChanged 64 SP:Iteration 17Q (7954.889184 sec): 3 clusters Score: Raw -333862.787908 + Penalty 2580.574024 = -331282.213884 nChanged 58 SP:Iteration 18Q (7954.933314 sec): 3 clusters Score: Raw -333928.891585 + Penalty 2580.574024 = -331348.317561 nChanged 50 SP:Iteration 19Q (7954.982679 sec): 3 clusters Score: Raw -333973.395780 + Penalty 2580.574024 = -331392.821756 nChanged 43 SP:Iteration 20F (7955.024625 sec): 3 clusters Score: Raw -334016.997320 + Penalty 2580.574024 = -331436.423296 nChanged 33 SP:Iteration 21Q (7955.074308 sec): 3 clusters Score: Raw -334054.989198 + Penalty 2580.574024 = -331474.415175 nChanged 39 SP:Iteration 22Q (7955.131582 sec): 3 clusters Score: Raw -334090.326029 + Penalty 2580.574024 = -331509.752006 nChanged 28 SP:Iteration 23Q (7955.171101 sec): 3 clusters Score: Raw -334108.635973 + Penalty 2580.574024 = -331528.061950 nChanged 25 SP:Iteration 24Q (7955.218462 sec): 3 clusters Score: Raw -334120.703950 + Penalty 2580.574024 = -331540.129926 nChanged 13 SP:Iteration 25Q (7955.259448 sec): 3 clusters Score: Raw -334128.232189 + Penalty 2580.574024 = -331547.658166 nChanged 6 SP:Iteration 26Q (7955.308986 sec): 3 clusters Score: Raw -334131.204368 + Penalty 2580.574024 = -331550.630344 nChanged 8 SP:Iteration 27Q (7955.349763 sec): 3 clusters Score: Raw -334135.726763 + Penalty 2580.574024 = -331555.152739 nChanged 11 SP:Iteration 28Q (7955.405792 sec): 3 clusters Score: Raw -334141.345285 + Penalty 2580.574024 = -331560.771261 nChanged 11 SP:Iteration 29Q (7955.443072 sec): 3 clusters Score: Raw -334144.693598 + Penalty 2580.574024 = -331564.119575 nChanged 3 SP:Iteration 30Q (7955.498960 sec): 3 clusters Score: Raw -334146.488745 + Penalty 2580.574024 = -331565.914721 nChanged 2 SP:Iteration 31Q (7955.536511 sec): 3 clusters Score: Raw -334146.953794 + Penalty 2580.574024 = -331566.379770 nChanged 1 SP:Iteration 32Q (7955.575408 sec): 3 clusters Score: Raw -334147.173146 + Penalty 2580.574024 = -331566.599122 nChanged 1 SP:Iteration 33Q (7955.621881 sec): 3 clusters Score: Raw -334147.396236 + Penalty 2580.574024 = -331566.822212 nChanged 1 SP:Iteration 34Q (7955.669975 sec): 3 clusters Score: Raw -334147.549966 + Penalty 2580.574024 = -331566.975943 nChanged 1 SP:Iteration 35Q (7955.721772 sec): 3 clusters Score: Raw -334147.651676 + Penalty 2580.574024 = -331567.077653 nChanged 0 SP:Iteration 36F (7955.765152 sec): 3 clusters Score: Raw -334147.651676 + Penalty 2580.574024 = -331567.077653 nChanged 0 Iteration 99Q (7965.998024 sec): 38 clusters Score: Raw -129522197.510325 + Penalty 83415.219789 = -129438782.290536 nChanged 1360 Iteration 100F (7989.585433 sec): 38 clusters Score: Raw -129522638.861474 + Penalty 83415.219789 = -129439223.641684 nChanged 1073 Iteration 101Q (7999.968481 sec): 38 clusters Score: Raw -129522872.107191 + Penalty 83415.219789 = -129439456.887402 nChanged 773 Iteration 102Q (8010.279786 sec): 38 clusters Score: Raw -129523039.591536 + Penalty 83415.219789 = -129439624.371747 nChanged 699 Iteration 103Q (8020.565671 sec): 38 clusters Score: Raw -129523180.993823 + Penalty 83415.219789 = -129439765.774033 nChanged 641 Iteration 104Q (8030.386612 sec): 38 clusters Score: Raw -129523315.292829 + Penalty 83415.219789 = -129439900.073039 nChanged 551 Iteration 105Q (8040.838474 sec): 38 clusters Score: Raw -129523426.585157 + Penalty 83415.219789 = -129440011.365368 nChanged 483 Iteration 106Q (8051.292033 sec): 38 clusters Score: Raw -129523522.922621 + Penalty 83415.219789 = -129440107.702831 nChanged 422 Iteration 107Q (8061.722214 sec): 38 clusters Score: Raw -129523595.185495 + Penalty 83415.219789 = -129440179.965706 nChanged 410 Iteration 108Q (8072.174143 sec): 38 clusters Score: Raw -129523656.364497 + Penalty 83415.219789 = -129440241.144708 nChanged 357 Iteration 109Q (8082.609985 sec): 38 clusters Score: Raw -129523707.742476 + Penalty 83415.219789 = -129440292.522687 nChanged 350 Iteration 110Q (8093.048495 sec): 38 clusters Score: Raw -129523757.206399 + Penalty 83415.219789 = -129440341.986610 nChanged 318 Iteration 111Q (8103.459536 sec): 38 clusters Score: Raw -129523804.191175 + Penalty 83415.219789 = -129440388.971385 nChanged 293 Iteration 112Q (8113.250380 sec): 38 clusters Score: Raw -129523839.769173 + Penalty 83415.219789 = -129440424.549384 nChanged 257 Iteration 113Q (8123.471828 sec): 38 clusters Score: Raw -129523868.206751 + Penalty 83415.219789 = -129440452.986962 nChanged 209 Iteration 114Q (8133.657593 sec): 38 clusters Score: Raw -129523889.850756 + Penalty 83415.219789 = -129440474.630967 nChanged 198 Iteration 115Q (8144.069394 sec): 38 clusters Score: Raw -129523910.488371 + Penalty 83415.219789 = -129440495.268582 nChanged 178 Iteration 116Q (8154.489145 sec): 38 clusters Score: Raw -129523928.352709 + Penalty 83415.219789 = -129440513.132920 nChanged 153 Iteration 117Q (8164.870348 sec): 38 clusters Score: Raw -129523959.316918 + Penalty 83415.219789 = -129440544.097129 nChanged 142 Iteration 118Q (8174.852574 sec): 38 clusters Score: Raw -129523972.170086 + Penalty 83415.219789 = -129440556.950297 nChanged 143 Iteration 119Q (8185.301006 sec): 38 clusters Score: Raw -129523982.293639 + Penalty 83415.219789 = -129440567.073850 nChanged 112 Iteration 120F (8208.891249 sec): 38 clusters Score: Raw -129523991.812386 + Penalty 83415.219789 = -129440576.592597 nChanged 103 Iteration 121Q (8219.201545 sec): 38 clusters Score: Raw -129524000.917848 + Penalty 83415.219789 = -129440585.698059 nChanged 113 Iteration 122Q (8229.253285 sec): 38 clusters Score: Raw -129524010.460887 + Penalty 83415.219789 = -129440595.241097 nChanged 118 Iteration 123Q (8239.693170 sec): 38 clusters Score: Raw -129524018.355605 + Penalty 83415.219789 = -129440603.135816 nChanged 106 Iteration 124Q (8249.741708 sec): 38 clusters Score: Raw -129524025.970548 + Penalty 83415.219789 = -129440610.750758 nChanged 105 Iteration 125Q (8259.699182 sec): 38 clusters Score: Raw -129524032.271450 + Penalty 83415.219789 = -129440617.051661 nChanged 111 Iteration 126Q (8269.764376 sec): 38 clusters Score: Raw -129524040.388578 + Penalty 83415.219789 = -129440625.168789 nChanged 104 Iteration 127Q (8279.896018 sec): 38 clusters Score: Raw -129524047.050622 + Penalty 83415.219789 = -129440631.830833 nChanged 99 Iteration 128Q (8290.036435 sec): 38 clusters Score: Raw -129524054.654288 + Penalty 83415.219789 = -129440639.434499 nChanged 91 Iteration 129Q (8300.361967 sec): 38 clusters Score: Raw -129524062.841519 + Penalty 83415.219789 = -129440647.621730 nChanged 93 Iteration 130Q (8310.258757 sec): 38 clusters Score: Raw -129524069.331638 + Penalty 83415.219789 = -129440654.111848 nChanged 79 Iteration 131Q (8320.685444 sec): 38 clusters Score: Raw -129524075.791546 + Penalty 83415.219789 = -129440660.571757 nChanged 78 Iteration 132Q (8331.118067 sec): 38 clusters Score: Raw -129524087.003928 + Penalty 83415.219789 = -129440671.784139 nChanged 70 Iteration 133Q (8341.545826 sec): 38 clusters Score: Raw -129524090.567563 + Penalty 83415.219789 = -129440675.347773 nChanged 72 Iteration 134Q (8351.978148 sec): 38 clusters Score: Raw -129524094.594059 + Penalty 83415.219789 = -129440679.374270 nChanged 69 Iteration 135Q (8362.400049 sec): 38 clusters Score: Raw -129524099.010310 + Penalty 83415.219789 = -129440683.790521 nChanged 92 Iteration 136Q (8372.837936 sec): 38 clusters Score: Raw -129524105.432552 + Penalty 83415.219789 = -129440690.212763 nChanged 78 Iteration 137Q (8382.772291 sec): 38 clusters Score: Raw -129524110.266208 + Penalty 83415.219789 = -129440695.046419 nChanged 60 Iteration 138Q (8392.876155 sec): 38 clusters Score: Raw -129524112.787938 + Penalty 83415.219789 = -129440697.568149 nChanged 49 Writing temp clu file Because OldScore, -129440695.046419, is greater than current (better) Score,-129440697.568149 Compute initial score before splitting: Score: Raw -129524112.787938 + Penalty 83415.219789 = -129440697.568149 Trying to split cluster 1 (35287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8393.209798 sec): 2 clusters Score: Raw -4400659.205101 + Penalty 1701.581359 = -4398957.623741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8393.312287 sec): 3 clusters Score: Raw -4378553.431705 + Penalty 3403.162719 = -4375150.268986 nChanged 16458 SP:Iteration 1F (8393.418825 sec): 3 clusters Score: Raw -4387961.583543 + Penalty 3403.162719 = -4384558.420824 nChanged 1629 SP:Iteration 2Q (8393.526981 sec): 3 clusters Score: Raw -4388587.068438 + Penalty 3403.162719 = -4385183.905719 nChanged 1675 SP:Iteration 3Q (8393.620879 sec): 3 clusters Score: Raw -4389299.915079 + Penalty 3403.162719 = -4385896.752360 nChanged 1810 SP:Iteration 4F (8393.716965 sec): 3 clusters Score: Raw -4390184.355718 + Penalty 3403.162719 = -4386781.193000 nChanged 2000 SP:Iteration 5F (8393.806973 sec): 3 clusters Score: Raw -4391280.134116 + Penalty 3403.162719 = -4387876.971397 nChanged 2134 SP:Iteration 6F (8393.898728 sec): 3 clusters Score: Raw -4392561.128679 + Penalty 3403.162719 = -4389157.965961 nChanged 2115 SP:Iteration 7F (8394.002013 sec): 3 clusters Score: Raw -4393908.680008 + Penalty 3403.162719 = -4390505.517289 nChanged 2019 SP:Iteration 8F (8394.092464 sec): 3 clusters Score: Raw -4395316.206690 + Penalty 3403.162719 = -4391913.043972 nChanged 1903 SP:Iteration 9F (8394.183482 sec): 3 clusters Score: Raw -4396735.895905 + Penalty 3403.162719 = -4393332.733186 nChanged 1743 SP:Iteration 10Q (8394.287404 sec): 3 clusters Score: Raw -4397973.643581 + Penalty 3403.162719 = -4394570.480862 nChanged 1416 SP:Iteration 11Q (8394.386912 sec): 3 clusters Score: Raw -4398787.478010 + Penalty 3403.162719 = -4395384.315291 nChanged 1042 SP:Iteration 12Q (8394.476745 sec): 3 clusters Score: Raw -4399279.211720 + Penalty 3403.162719 = -4395876.049002 nChanged 823 SP:Iteration 13Q (8394.582391 sec): 3 clusters Score: Raw -4399600.056980 + Penalty 3403.162719 = -4396196.894262 nChanged 681 SP:Iteration 14Q (8394.679191 sec): 3 clusters Score: Raw -4399858.288200 + Penalty 3403.162719 = -4396455.125482 nChanged 597 SP:Iteration 15Q (8394.778117 sec): 3 clusters Score: Raw -4400057.702305 + Penalty 3403.162719 = -4396654.539587 nChanged 497 SP:Iteration 16Q (8394.863174 sec): 3 clusters Score: Raw -4400211.397413 + Penalty 3403.162719 = -4396808.234694 nChanged 424 SP:Iteration 17Q (8394.951590 sec): 3 clusters Score: Raw -4400339.473742 + Penalty 3403.162719 = -4396936.311024 nChanged 418 SP:Iteration 18Q (8395.050088 sec): 3 clusters Score: Raw -4400461.108678 + Penalty 3403.162719 = -4397057.945959 nChanged 421 SP:Iteration 19Q (8395.145067 sec): 3 clusters Score: Raw -4400588.420842 + Penalty 3403.162719 = -4397185.258123 nChanged 417 SP:Iteration 20F (8395.248198 sec): 3 clusters Score: Raw -4400700.427339 + Penalty 3403.162719 = -4397297.264620 nChanged 366 SP:Iteration 21Q (8395.339866 sec): 3 clusters Score: Raw -4400792.784472 + Penalty 3403.162719 = -4397389.621754 nChanged 320 SP:Iteration 22Q (8395.435519 sec): 3 clusters Score: Raw -4400874.109189 + Penalty 3403.162719 = -4397470.946470 nChanged 293 SP:Iteration 23Q (8395.533861 sec): 3 clusters Score: Raw -4400938.912073 + Penalty 3403.162719 = -4397535.749355 nChanged 246 SP:Iteration 24Q (8395.631971 sec): 3 clusters Score: Raw -4400991.388444 + Penalty 3403.162719 = -4397588.225726 nChanged 246 SP:Iteration 25Q (8395.722485 sec): 3 clusters Score: Raw -4401048.440167 + Penalty 3403.162719 = -4397645.277449 nChanged 234 SP:Iteration 26Q (8395.819430 sec): 3 clusters Score: Raw -4401099.499319 + Penalty 3403.162719 = -4397696.336601 nChanged 240 SP:Iteration 27Q (8395.912027 sec): 3 clusters Score: Raw -4401150.133631 + Penalty 3403.162719 = -4397746.970912 nChanged 232 SP:Iteration 28Q (8396.007457 sec): 3 clusters Score: Raw -4401196.798620 + Penalty 3403.162719 = -4397793.635901 nChanged 195 SP:Iteration 29Q (8396.104545 sec): 3 clusters Score: Raw -4401230.360588 + Penalty 3403.162719 = -4397827.197869 nChanged 183 SP:Iteration 30Q (8396.207608 sec): 3 clusters Score: Raw -4401259.415723 + Penalty 3403.162719 = -4397856.253004 nChanged 165 SP:Iteration 31Q (8396.287981 sec): 3 clusters Score: Raw -4401284.956047 + Penalty 3403.162719 = -4397881.793329 nChanged 156 SP:Iteration 32Q (8396.377687 sec): 3 clusters Score: Raw -4401306.423269 + Penalty 3403.162719 = -4397903.260551 nChanged 130 SP:Iteration 33Q (8396.457916 sec): 3 clusters Score: Raw -4401325.211007 + Penalty 3403.162719 = -4397922.048289 nChanged 129 SP:Iteration 34Q (8396.557642 sec): 3 clusters Score: Raw -4401342.399620 + Penalty 3403.162719 = -4397939.236901 nChanged 114 SP:Iteration 35Q (8396.645881 sec): 3 clusters Score: Raw -4401356.490276 + Penalty 3403.162719 = -4397953.327558 nChanged 114 SP:Iteration 36Q (8396.746311 sec): 3 clusters Score: Raw -4401369.672347 + Penalty 3403.162719 = -4397966.509629 nChanged 106 SP:Iteration 37Q (8396.828292 sec): 3 clusters Score: Raw -4401380.827185 + Penalty 3403.162719 = -4397977.664466 nChanged 91 SP:Iteration 38Q (8396.925722 sec): 3 clusters Score: Raw -4401389.136702 + Penalty 3403.162719 = -4397985.973983 nChanged 80 SP:Iteration 39Q (8397.018244 sec): 3 clusters Score: Raw -4401396.065142 + Penalty 3403.162719 = -4397992.902424 nChanged 73 SP:Iteration 40F (8397.119633 sec): 3 clusters Score: Raw -4401402.135734 + Penalty 3403.162719 = -4397998.973016 nChanged 59 SP:Iteration 41Q (8397.217516 sec): 3 clusters Score: Raw -4401406.760300 + Penalty 3403.162719 = -4398003.597582 nChanged 46 SP:Iteration 42Q (8397.316609 sec): 3 clusters Score: Raw -4401410.255340 + Penalty 3403.162719 = -4398007.092621 nChanged 47 SP:Iteration 43Q (8397.409140 sec): 3 clusters Score: Raw -4401414.209894 + Penalty 3403.162719 = -4398011.047175 nChanged 50 SP:Iteration 44Q (8397.488119 sec): 3 clusters Score: Raw -4401418.028913 + Penalty 3403.162719 = -4398014.866195 nChanged 42 SP:Iteration 45Q (8397.585944 sec): 3 clusters Score: Raw -4401420.855264 + Penalty 3403.162719 = -4398017.692545 nChanged 36 SP:Iteration 46Q (8397.675791 sec): 3 clusters Score: Raw -4401423.033709 + Penalty 3403.162719 = -4398019.870990 nChanged 42 SP:Iteration 47Q (8397.762344 sec): 3 clusters Score: Raw -4401426.226074 + Penalty 3403.162719 = -4398023.063356 nChanged 45 SP:Iteration 48Q (8397.865664 sec): 3 clusters Score: Raw -4401429.030747 + Penalty 3403.162719 = -4398025.868028 nChanged 44 SP:Iteration 49Q (8397.964293 sec): 3 clusters Score: Raw -4401431.452738 + Penalty 3403.162719 = -4398028.290020 nChanged 38 SP:Iteration 50Q (8398.057270 sec): 3 clusters Score: Raw -4401433.623542 + Penalty 3403.162719 = -4398030.460824 nChanged 43 SP:Iteration 51Q (8398.146476 sec): 3 clusters Score: Raw -4401435.607654 + Penalty 3403.162719 = -4398032.444936 nChanged 33 SP:Iteration 52Q (8398.244191 sec): 3 clusters Score: Raw -4401437.002222 + Penalty 3403.162719 = -4398033.839504 nChanged 27 SP:Iteration 53Q (8398.331359 sec): 3 clusters Score: Raw -4401438.262373 + Penalty 3403.162719 = -4398035.099654 nChanged 25 SP:Iteration 54Q (8398.430055 sec): 3 clusters Score: Raw -4401439.238054 + Penalty 3403.162719 = -4398036.075335 nChanged 15 SP:Iteration 55Q (8398.527299 sec): 3 clusters Score: Raw -4401439.843661 + Penalty 3403.162719 = -4398036.680943 nChanged 16 SP:Iteration 56Q (8398.631015 sec): 3 clusters Score: Raw -4401440.516703 + Penalty 3403.162719 = -4398037.353985 nChanged 18 SP:Iteration 57Q (8398.725992 sec): 3 clusters Score: Raw -4401441.079928 + Penalty 3403.162719 = -4398037.917209 nChanged 17 SP:Iteration 58Q (8398.826602 sec): 3 clusters Score: Raw -4401441.882276 + Penalty 3403.162719 = -4398038.719558 nChanged 17 SP:Iteration 59Q (8398.920711 sec): 3 clusters Score: Raw -4401442.687159 + Penalty 3403.162719 = -4398039.524441 nChanged 18 SP:Iteration 60F (8399.006572 sec): 3 clusters Score: Raw -4401443.211427 + Penalty 3403.162719 = -4398040.048709 nChanged 12 SP:Iteration 61Q (8399.098551 sec): 3 clusters Score: Raw -4401443.659977 + Penalty 3403.162719 = -4398040.497258 nChanged 15 SP:Iteration 62Q (8399.191841 sec): 3 clusters Score: Raw -4401444.257154 + Penalty 3403.162719 = -4398041.094436 nChanged 19 SP:Iteration 63Q (8399.285312 sec): 3 clusters Score: Raw -4401445.027840 + Penalty 3403.162719 = -4398041.865121 nChanged 23 SP:Iteration 64Q (8399.358945 sec): 3 clusters Score: Raw -4401446.113925 + Penalty 3403.162719 = -4398042.951206 nChanged 29 SP:Iteration 65Q (8399.424029 sec): 3 clusters Score: Raw -4401447.629049 + Penalty 3403.162719 = -4398044.466330 nChanged 23 SP:Iteration 66Q (8399.524979 sec): 3 clusters Score: Raw -4401448.762744 + Penalty 3403.162719 = -4398045.600026 nChanged 20 SP:Iteration 67Q (8399.618519 sec): 3 clusters Score: Raw -4401449.773537 + Penalty 3403.162719 = -4398046.610819 nChanged 22 SP:Iteration 68Q (8399.695479 sec): 3 clusters Score: Raw -4401450.476755 + Penalty 3403.162719 = -4398047.314037 nChanged 22 SP:Iteration 69Q (8399.797258 sec): 3 clusters Score: Raw -4401451.483170 + Penalty 3403.162719 = -4398048.320452 nChanged 22 SP:Iteration 70Q (8399.888557 sec): 3 clusters Score: Raw -4401452.430385 + Penalty 3403.162719 = -4398049.267666 nChanged 19 SP:Iteration 71Q (8399.979275 sec): 3 clusters Score: Raw -4401453.057670 + Penalty 3403.162719 = -4398049.894952 nChanged 18 SP:Iteration 72Q (8400.068506 sec): 3 clusters Score: Raw -4401453.687867 + Penalty 3403.162719 = -4398050.525149 nChanged 12 SP:Iteration 73Q (8400.168573 sec): 3 clusters Score: Raw -4401454.023064 + Penalty 3403.162719 = -4398050.860346 nChanged 13 SP:Iteration 74Q (8400.258937 sec): 3 clusters Score: Raw -4401454.543714 + Penalty 3403.162719 = -4398051.380995 nChanged 21 SP:Iteration 75Q (8400.319902 sec): 3 clusters Score: Raw -4401455.802005 + Penalty 3403.162719 = -4398052.639286 nChanged 27 SP:Iteration 76Q (8400.419286 sec): 3 clusters Score: Raw -4401457.526831 + Penalty 3403.162719 = -4398054.364113 nChanged 27 SP:Iteration 77Q (8400.507780 sec): 3 clusters Score: Raw -4401458.878120 + Penalty 3403.162719 = -4398055.715401 nChanged 25 SP:Iteration 78Q (8400.595452 sec): 3 clusters Score: Raw -4401460.133099 + Penalty 3403.162719 = -4398056.970380 nChanged 17 SP:Iteration 79Q (8400.698381 sec): 3 clusters Score: Raw -4401460.874435 + Penalty 3403.162719 = -4398057.711717 nChanged 27 SP:Iteration 80F (8400.795334 sec): 3 clusters Score: Raw -4401462.646854 + Penalty 3403.162719 = -4398059.484136 nChanged 30 SP:Iteration 81Q (8400.897158 sec): 3 clusters Score: Raw -4401464.312902 + Penalty 3403.162719 = -4398061.150183 nChanged 29 SP:Iteration 82Q (8400.968423 sec): 3 clusters Score: Raw -4401465.813540 + Penalty 3403.162719 = -4398062.650821 nChanged 30 SP:Iteration 83Q (8401.066866 sec): 3 clusters Score: Raw -4401467.203670 + Penalty 3403.162719 = -4398064.040951 nChanged 28 SP:Iteration 84Q (8401.166540 sec): 3 clusters Score: Raw -4401468.440650 + Penalty 3403.162719 = -4398065.277931 nChanged 21 SP:Iteration 85Q (8401.254621 sec): 3 clusters Score: Raw -4401469.392926 + Penalty 3403.162719 = -4398066.230208 nChanged 23 SP:Iteration 86Q (8401.324404 sec): 3 clusters Score: Raw -4401470.278571 + Penalty 3403.162719 = -4398067.115852 nChanged 19 SP:Iteration 87Q (8401.423629 sec): 3 clusters Score: Raw -4401471.076589 + Penalty 3403.162719 = -4398067.913871 nChanged 24 SP:Iteration 88Q (8401.513075 sec): 3 clusters Score: Raw -4401472.032106 + Penalty 3403.162719 = -4398068.869388 nChanged 17 SP:Iteration 89Q (8401.607603 sec): 3 clusters Score: Raw -4401472.608100 + Penalty 3403.162719 = -4398069.445382 nChanged 16 SP:Iteration 90Q (8401.703230 sec): 3 clusters Score: Raw -4401473.160177 + Penalty 3403.162719 = -4398069.997459 nChanged 15 SP:Iteration 91Q (8401.808268 sec): 3 clusters Score: Raw -4401473.619465 + Penalty 3403.162719 = -4398070.456747 nChanged 11 SP:Iteration 92Q (8401.908126 sec): 3 clusters Score: Raw -4401473.924602 + Penalty 3403.162719 = -4398070.761883 nChanged 6 SP:Iteration 93Q (8402.005948 sec): 3 clusters Score: Raw -4401474.087929 + Penalty 3403.162719 = -4398070.925210 nChanged 5 SP:Iteration 94Q (8402.087584 sec): 3 clusters Score: Raw -4401474.257238 + Penalty 3403.162719 = -4398071.094520 nChanged 5 SP:Iteration 95Q (8402.187689 sec): 3 clusters Score: Raw -4401474.440076 + Penalty 3403.162719 = -4398071.277357 nChanged 5 SP:Iteration 96Q (8402.277341 sec): 3 clusters Score: Raw -4401474.585080 + Penalty 3403.162719 = -4398071.422361 nChanged 4 SP:Iteration 97Q (8402.379806 sec): 3 clusters Score: Raw -4401474.706720 + Penalty 3403.162719 = -4398071.544001 nChanged 5 SP:Iteration 98Q (8402.486174 sec): 3 clusters Score: Raw -4401474.797054 + Penalty 3403.162719 = -4398071.634335 nChanged 2 SP:Iteration 99Q (8402.578522 sec): 3 clusters Score: Raw -4401474.847112 + Penalty 3403.162719 = -4398071.684394 nChanged 4 SP:Iteration 100F (8402.671916 sec): 3 clusters Score: Raw -4401474.932957 + Penalty 3403.162719 = -4398071.770239 nChanged 2 SP:Iteration 101Q (8402.771136 sec): 3 clusters Score: Raw -4401474.979731 + Penalty 3403.162719 = -4398071.817013 nChanged 1 SP:Iteration 102Q (8402.856988 sec): 3 clusters Score: Raw -4401475.010954 + Penalty 3403.162719 = -4398071.848235 nChanged 0 SP:Iteration 103F (8402.953642 sec): 3 clusters Score: Raw -4401475.010954 + Penalty 3403.162719 = -4398071.848235 nChanged 0 Trying to split cluster 2 (1224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8402.987837 sec): 2 clusters Score: Raw -140274.231914 + Penalty 1155.355413 = -139118.876501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8403.025875 sec): 3 clusters Score: Raw -139804.120146 + Penalty 2310.710825 = -137493.409321 nChanged 405 SP:Iteration 1F (8403.063882 sec): 3 clusters Score: Raw -140097.652599 + Penalty 2310.710825 = -137786.941773 nChanged 100 SP:Iteration 2F (8403.095748 sec): 3 clusters Score: Raw -140190.297066 + Penalty 2310.710825 = -137879.586240 nChanged 58 SP:Iteration 3Q (8403.148698 sec): 3 clusters Score: Raw -140242.865415 + Penalty 2310.710825 = -137932.154589 nChanged 43 SP:Iteration 4Q (8403.185485 sec): 3 clusters Score: Raw -140275.420297 + Penalty 2310.710825 = -137964.709472 nChanged 22 SP:Iteration 5Q (8403.236368 sec): 3 clusters Score: Raw -140292.614948 + Penalty 2310.710825 = -137981.904122 nChanged 17 SP:Iteration 6Q (8403.267071 sec): 3 clusters Score: Raw -140305.972264 + Penalty 2310.710825 = -137995.261439 nChanged 14 SP:Iteration 7Q (8403.302246 sec): 3 clusters Score: Raw -140316.219722 + Penalty 2310.710825 = -138005.508896 nChanged 12 SP:Iteration 8Q (8403.350916 sec): 3 clusters Score: Raw -140322.890139 + Penalty 2310.710825 = -138012.179313 nChanged 6 SP:Iteration 9Q (8403.380496 sec): 3 clusters Score: Raw -140327.661517 + Penalty 2310.710825 = -138016.950691 nChanged 3 SP:Iteration 10Q (8403.412779 sec): 3 clusters Score: Raw -140330.990995 + Penalty 2310.710825 = -138020.280170 nChanged 1 SP:Iteration 11Q (8403.457312 sec): 3 clusters Score: Raw -140331.378361 + Penalty 2310.710825 = -138020.667536 nChanged 2 SP:Iteration 12Q (8403.497080 sec): 3 clusters Score: Raw -140332.903665 + Penalty 2310.710825 = -138022.192840 nChanged 2 SP:Iteration 13Q (8403.532686 sec): 3 clusters Score: Raw -140333.641096 + Penalty 2310.710825 = -138022.930271 nChanged 0 SP:Iteration 14F (8403.561786 sec): 3 clusters Score: Raw -140333.641096 + Penalty 2310.710825 = -138022.930271 nChanged 0 Trying to split cluster 3 (12807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8403.601520 sec): 2 clusters Score: Raw -1463844.373533 + Penalty 1536.883916 = -1462307.489617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8403.674826 sec): 3 clusters Score: Raw -1456393.659496 + Penalty 3073.767832 = -1453319.891664 nChanged 5593 SP:Iteration 1F (8403.729156 sec): 3 clusters Score: Raw -1459385.204722 + Penalty 3073.767832 = -1456311.436890 nChanged 841 SP:Iteration 2F (8403.787232 sec): 3 clusters Score: Raw -1459808.685919 + Penalty 3073.767832 = -1456734.918087 nChanged 783 SP:Iteration 3F (8403.864213 sec): 3 clusters Score: Raw -1460173.232720 + Penalty 3073.767832 = -1457099.464888 nChanged 687 SP:Iteration 4F (8403.922352 sec): 3 clusters Score: Raw -1460486.392744 + Penalty 3073.767832 = -1457412.624912 nChanged 656 SP:Iteration 5F (8403.970604 sec): 3 clusters Score: Raw -1460815.148148 + Penalty 3073.767832 = -1457741.380316 nChanged 681 SP:Iteration 6F (8404.030058 sec): 3 clusters Score: Raw -1461199.644039 + Penalty 3073.767832 = -1458125.876207 nChanged 664 SP:Iteration 7F (8404.097102 sec): 3 clusters Score: Raw -1461622.324912 + Penalty 3073.767832 = -1458548.557080 nChanged 736 SP:Iteration 8F (8404.156463 sec): 3 clusters Score: Raw -1462164.608865 + Penalty 3073.767832 = -1459090.841033 nChanged 770 SP:Iteration 9F (8404.215126 sec): 3 clusters Score: Raw -1462795.185209 + Penalty 3073.767832 = -1459721.417377 nChanged 700 SP:Iteration 10F (8404.276437 sec): 3 clusters Score: Raw -1463367.543275 + Penalty 3073.767832 = -1460293.775443 nChanged 565 SP:Iteration 11Q (8404.327540 sec): 3 clusters Score: Raw -1463813.956649 + Penalty 3073.767832 = -1460740.188817 nChanged 434 SP:Iteration 12Q (8404.391508 sec): 3 clusters Score: Raw -1464118.487322 + Penalty 3073.767832 = -1461044.719490 nChanged 309 SP:Iteration 13Q (8404.463201 sec): 3 clusters Score: Raw -1464314.209431 + Penalty 3073.767832 = -1461240.441599 nChanged 214 SP:Iteration 14Q (8404.513270 sec): 3 clusters Score: Raw -1464435.021396 + Penalty 3073.767832 = -1461361.253564 nChanged 143 SP:Iteration 15Q (8404.576308 sec): 3 clusters Score: Raw -1464505.015833 + Penalty 3073.767832 = -1461431.248001 nChanged 106 SP:Iteration 16Q (8404.634071 sec): 3 clusters Score: Raw -1464563.060728 + Penalty 3073.767832 = -1461489.292896 nChanged 84 SP:Iteration 17Q (8404.698174 sec): 3 clusters Score: Raw -1464614.945390 + Penalty 3073.767832 = -1461541.177558 nChanged 82 SP:Iteration 18Q (8404.770356 sec): 3 clusters Score: Raw -1464663.187726 + Penalty 3073.767832 = -1461589.419894 nChanged 76 SP:Iteration 19Q (8404.822702 sec): 3 clusters Score: Raw -1464705.582100 + Penalty 3073.767832 = -1461631.814267 nChanged 56 SP:Iteration 20F (8404.894422 sec): 3 clusters Score: Raw -1464751.853841 + Penalty 3073.767832 = -1461678.086009 nChanged 45 SP:Iteration 21Q (8404.947483 sec): 3 clusters Score: Raw -1464777.476588 + Penalty 3073.767832 = -1461703.708756 nChanged 38 SP:Iteration 22Q (8405.004433 sec): 3 clusters Score: Raw -1464795.376141 + Penalty 3073.767832 = -1461721.608309 nChanged 41 SP:Iteration 23Q (8405.066637 sec): 3 clusters Score: Raw -1464811.244777 + Penalty 3073.767832 = -1461737.476945 nChanged 24 SP:Iteration 24Q (8405.121317 sec): 3 clusters Score: Raw -1464818.861488 + Penalty 3073.767832 = -1461745.093656 nChanged 32 SP:Iteration 25Q (8405.165764 sec): 3 clusters Score: Raw -1464829.204559 + Penalty 3073.767832 = -1461755.436727 nChanged 17 SP:Iteration 26Q (8405.229056 sec): 3 clusters Score: Raw -1464835.840065 + Penalty 3073.767832 = -1461762.072233 nChanged 21 SP:Iteration 27Q (8405.288997 sec): 3 clusters Score: Raw -1464841.166374 + Penalty 3073.767832 = -1461767.398542 nChanged 15 SP:Iteration 28Q (8405.344940 sec): 3 clusters Score: Raw -1464844.842208 + Penalty 3073.767832 = -1461771.074376 nChanged 5 SP:Iteration 29Q (8405.410215 sec): 3 clusters Score: Raw -1464846.256732 + Penalty 3073.767832 = -1461772.488900 nChanged 4 SP:Iteration 30Q (8405.471084 sec): 3 clusters Score: Raw -1464847.440430 + Penalty 3073.767832 = -1461773.672598 nChanged 6 SP:Iteration 31Q (8405.531507 sec): 3 clusters Score: Raw -1464848.450394 + Penalty 3073.767832 = -1461774.682562 nChanged 2 SP:Iteration 32Q (8405.591513 sec): 3 clusters Score: Raw -1464848.670796 + Penalty 3073.767832 = -1461774.902964 nChanged 0 SP:Iteration 33F (8405.644052 sec): 3 clusters Score: Raw -1464848.670796 + Penalty 3073.767832 = -1461774.902964 nChanged 0 Trying to split cluster 4 (59320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8405.748813 sec): 2 clusters Score: Raw -7375596.410072 + Penalty 1785.989042 = -7373810.421030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8405.871896 sec): 3 clusters Score: Raw -7337835.669003 + Penalty 3571.978084 = -7334263.690919 nChanged 27860 SP:Iteration 1F (8406.013586 sec): 3 clusters Score: Raw -7354141.730496 + Penalty 3571.978084 = -7350569.752413 nChanged 2698 SP:Iteration 2Q (8406.159269 sec): 3 clusters Score: Raw -7355123.353037 + Penalty 3571.978084 = -7351551.374953 nChanged 2788 SP:Iteration 3Q (8406.289713 sec): 3 clusters Score: Raw -7356301.763402 + Penalty 3571.978084 = -7352729.785318 nChanged 3017 SP:Iteration 4F (8406.429332 sec): 3 clusters Score: Raw -7357765.526302 + Penalty 3571.978084 = -7354193.548218 nChanged 3196 SP:Iteration 5F (8406.565777 sec): 3 clusters Score: Raw -7359546.002170 + Penalty 3571.978084 = -7355974.024086 nChanged 3404 SP:Iteration 6F (8406.707146 sec): 3 clusters Score: Raw -7361660.296910 + Penalty 3571.978084 = -7358088.318826 nChanged 3552 SP:Iteration 7F (8406.837082 sec): 3 clusters Score: Raw -7364138.250578 + Penalty 3571.978084 = -7360566.272494 nChanged 3485 SP:Iteration 8F (8406.966933 sec): 3 clusters Score: Raw -7366591.232540 + Penalty 3571.978084 = -7363019.254456 nChanged 3085 SP:Iteration 9F (8407.095752 sec): 3 clusters Score: Raw -7368510.103268 + Penalty 3571.978084 = -7364938.125184 nChanged 2501 SP:Iteration 10Q (8407.243137 sec): 3 clusters Score: Raw -7369828.972130 + Penalty 3571.978084 = -7366256.994046 nChanged 1939 SP:Iteration 11Q (8407.358576 sec): 3 clusters Score: Raw -7370777.420874 + Penalty 3571.978084 = -7367205.442790 nChanged 1616 SP:Iteration 12Q (8407.492503 sec): 3 clusters Score: Raw -7371530.787188 + Penalty 3571.978084 = -7367958.809104 nChanged 1408 SP:Iteration 13Q (8407.623666 sec): 3 clusters Score: Raw -7372216.570011 + Penalty 3571.978084 = -7368644.591927 nChanged 1327 SP:Iteration 14Q (8407.756233 sec): 3 clusters Score: Raw -7372872.160169 + Penalty 3571.978084 = -7369300.182085 nChanged 1210 SP:Iteration 15Q (8407.885213 sec): 3 clusters Score: Raw -7373459.358519 + Penalty 3571.978084 = -7369887.380435 nChanged 1071 SP:Iteration 16Q (8408.010453 sec): 3 clusters Score: Raw -7373944.860412 + Penalty 3571.978084 = -7370372.882329 nChanged 951 SP:Iteration 17Q (8408.143972 sec): 3 clusters Score: Raw -7374316.446127 + Penalty 3571.978084 = -7370744.468043 nChanged 789 SP:Iteration 18Q (8408.270541 sec): 3 clusters Score: Raw -7374581.440168 + Penalty 3571.978084 = -7371009.462084 nChanged 635 SP:Iteration 19Q (8408.400329 sec): 3 clusters Score: Raw -7374781.688091 + Penalty 3571.978084 = -7371209.710008 nChanged 557 SP:Iteration 20F (8408.535046 sec): 3 clusters Score: Raw -7374945.705774 + Penalty 3571.978084 = -7371373.727690 nChanged 501 SP:Iteration 21Q (8408.660719 sec): 3 clusters Score: Raw -7375073.206446 + Penalty 3571.978084 = -7371501.228362 nChanged 441 SP:Iteration 22Q (8408.769321 sec): 3 clusters Score: Raw -7375166.590816 + Penalty 3571.978084 = -7371594.612732 nChanged 351 SP:Iteration 23Q (8408.902268 sec): 3 clusters Score: Raw -7375234.688777 + Penalty 3571.978084 = -7371662.710693 nChanged 296 SP:Iteration 24Q (8409.024577 sec): 3 clusters Score: Raw -7375284.682978 + Penalty 3571.978084 = -7371712.704894 nChanged 257 SP:Iteration 25Q (8409.147073 sec): 3 clusters Score: Raw -7375320.988789 + Penalty 3571.978084 = -7371749.010705 nChanged 247 SP:Iteration 26Q (8409.264230 sec): 3 clusters Score: Raw -7375352.133765 + Penalty 3571.978084 = -7371780.155681 nChanged 219 SP:Iteration 27Q (8409.388012 sec): 3 clusters Score: Raw -7375379.045237 + Penalty 3571.978084 = -7371807.067153 nChanged 183 SP:Iteration 28Q (8409.509327 sec): 3 clusters Score: Raw -7375399.233610 + Penalty 3571.978084 = -7371827.255526 nChanged 145 SP:Iteration 29Q (8409.638025 sec): 3 clusters Score: Raw -7375412.879643 + Penalty 3571.978084 = -7371840.901559 nChanged 134 SP:Iteration 30Q (8409.757872 sec): 3 clusters Score: Raw -7375425.522106 + Penalty 3571.978084 = -7371853.544023 nChanged 132 SP:Iteration 31Q (8409.877551 sec): 3 clusters Score: Raw -7375438.385189 + Penalty 3571.978084 = -7371866.407105 nChanged 122 SP:Iteration 32Q (8410.001267 sec): 3 clusters Score: Raw -7375449.039050 + Penalty 3571.978084 = -7371877.060966 nChanged 117 SP:Iteration 33Q (8410.115907 sec): 3 clusters Score: Raw -7375459.336564 + Penalty 3571.978084 = -7371887.358480 nChanged 114 SP:Iteration 34Q (8410.245237 sec): 3 clusters Score: Raw -7375468.621105 + Penalty 3571.978084 = -7371896.643021 nChanged 109 SP:Iteration 35Q (8410.363106 sec): 3 clusters Score: Raw -7375477.518658 + Penalty 3571.978084 = -7371905.540574 nChanged 96 SP:Iteration 36Q (8410.470067 sec): 3 clusters Score: Raw -7375485.527332 + Penalty 3571.978084 = -7371913.549248 nChanged 88 SP:Iteration 37Q (8410.596126 sec): 3 clusters Score: Raw -7375492.827814 + Penalty 3571.978084 = -7371920.849730 nChanged 102 SP:Iteration 38Q (8410.723216 sec): 3 clusters Score: Raw -7375500.917432 + Penalty 3571.978084 = -7371928.939348 nChanged 102 SP:Iteration 39Q (8410.853808 sec): 3 clusters Score: Raw -7375509.225847 + Penalty 3571.978084 = -7371937.247763 nChanged 96 SP:Iteration 40F (8410.987694 sec): 3 clusters Score: Raw -7375518.331528 + Penalty 3571.978084 = -7371946.353444 nChanged 92 SP:Iteration 41Q (8411.113375 sec): 3 clusters Score: Raw -7375526.584699 + Penalty 3571.978084 = -7371954.606615 nChanged 90 SP:Iteration 42Q (8411.249052 sec): 3 clusters Score: Raw -7375533.353287 + Penalty 3571.978084 = -7371961.375203 nChanged 88 SP:Iteration 43Q (8411.373332 sec): 3 clusters Score: Raw -7375540.115894 + Penalty 3571.978084 = -7371968.137810 nChanged 75 SP:Iteration 44Q (8411.493346 sec): 3 clusters Score: Raw -7375547.898806 + Penalty 3571.978084 = -7371975.920723 nChanged 85 SP:Iteration 45Q (8411.623599 sec): 3 clusters Score: Raw -7375557.067924 + Penalty 3571.978084 = -7371985.089840 nChanged 96 SP:Iteration 46Q (8411.751534 sec): 3 clusters Score: Raw -7375567.001011 + Penalty 3571.978084 = -7371995.022927 nChanged 114 SP:Iteration 47Q (8411.871257 sec): 3 clusters Score: Raw -7375578.933303 + Penalty 3571.978084 = -7372006.955219 nChanged 108 SP:Iteration 48Q (8411.998387 sec): 3 clusters Score: Raw -7375590.806396 + Penalty 3571.978084 = -7372018.828312 nChanged 117 SP:Iteration 49Q (8412.118849 sec): 3 clusters Score: Raw -7375602.857770 + Penalty 3571.978084 = -7372030.879686 nChanged 143 SP:Iteration 50Q (8412.253370 sec): 3 clusters Score: Raw -7375617.297826 + Penalty 3571.978084 = -7372045.319742 nChanged 134 SP:Iteration 51Q (8412.386273 sec): 3 clusters Score: Raw -7375631.540739 + Penalty 3571.978084 = -7372059.562656 nChanged 114 SP:Iteration 52Q (8412.506673 sec): 3 clusters Score: Raw -7375643.408338 + Penalty 3571.978084 = -7372071.430254 nChanged 128 SP:Iteration 53Q (8412.637137 sec): 3 clusters Score: Raw -7375658.694754 + Penalty 3571.978084 = -7372086.716671 nChanged 133 SP:Iteration 54Q (8412.769907 sec): 3 clusters Score: Raw -7375675.044062 + Penalty 3571.978084 = -7372103.065978 nChanged 154 SP:Iteration 55Q (8412.910594 sec): 3 clusters Score: Raw -7375694.200438 + Penalty 3571.978084 = -7372122.222354 nChanged 135 SP:Iteration 56Q (8413.027025 sec): 3 clusters Score: Raw -7375712.366860 + Penalty 3571.978084 = -7372140.388776 nChanged 130 SP:Iteration 57Q (8413.148788 sec): 3 clusters Score: Raw -7375729.770580 + Penalty 3571.978084 = -7372157.792496 nChanged 140 SP:Iteration 58Q (8413.276490 sec): 3 clusters Score: Raw -7375749.354736 + Penalty 3571.978084 = -7372177.376652 nChanged 151 SP:Iteration 59Q (8413.400885 sec): 3 clusters Score: Raw -7375771.267582 + Penalty 3571.978084 = -7372199.289498 nChanged 152 SP:Iteration 60F (8413.544382 sec): 3 clusters Score: Raw -7375792.272071 + Penalty 3571.978084 = -7372220.293987 nChanged 162 SP:Iteration 61Q (8413.673520 sec): 3 clusters Score: Raw -7375815.825186 + Penalty 3571.978084 = -7372243.847102 nChanged 161 SP:Iteration 62Q (8413.805009 sec): 3 clusters Score: Raw -7375840.466222 + Penalty 3571.978084 = -7372268.488138 nChanged 153 SP:Iteration 63Q (8413.939707 sec): 3 clusters Score: Raw -7375863.044110 + Penalty 3571.978084 = -7372291.066026 nChanged 134 SP:Iteration 64Q (8414.067634 sec): 3 clusters Score: Raw -7375881.244842 + Penalty 3571.978084 = -7372309.266758 nChanged 132 SP:Iteration 65Q (8414.189979 sec): 3 clusters Score: Raw -7375901.035635 + Penalty 3571.978084 = -7372329.057551 nChanged 142 SP:Iteration 66Q (8414.329255 sec): 3 clusters Score: Raw -7375923.535789 + Penalty 3571.978084 = -7372351.557705 nChanged 157 SP:Iteration 67Q (8414.460890 sec): 3 clusters Score: Raw -7375953.121557 + Penalty 3571.978084 = -7372381.143473 nChanged 174 SP:Iteration 68Q (8414.590978 sec): 3 clusters Score: Raw -7375989.133795 + Penalty 3571.978084 = -7372417.155711 nChanged 167 SP:Iteration 69Q (8414.721011 sec): 3 clusters Score: Raw -7376021.213022 + Penalty 3571.978084 = -7372449.234938 nChanged 173 SP:Iteration 70Q (8414.853154 sec): 3 clusters Score: Raw -7376051.743988 + Penalty 3571.978084 = -7372479.765905 nChanged 150 SP:Iteration 71Q (8414.974544 sec): 3 clusters Score: Raw -7376080.025309 + Penalty 3571.978084 = -7372508.047225 nChanged 159 SP:Iteration 72Q (8415.095428 sec): 3 clusters Score: Raw -7376111.325366 + Penalty 3571.978084 = -7372539.347282 nChanged 142 SP:Iteration 73Q (8415.221180 sec): 3 clusters Score: Raw -7376134.071106 + Penalty 3571.978084 = -7372562.093022 nChanged 135 SP:Iteration 74Q (8415.343632 sec): 3 clusters Score: Raw -7376156.586566 + Penalty 3571.978084 = -7372584.608483 nChanged 129 SP:Iteration 75Q (8415.469419 sec): 3 clusters Score: Raw -7376177.541541 + Penalty 3571.978084 = -7372605.563457 nChanged 134 SP:Iteration 76Q (8415.593897 sec): 3 clusters Score: Raw -7376200.854611 + Penalty 3571.978084 = -7372628.876527 nChanged 128 SP:Iteration 77Q (8415.724391 sec): 3 clusters Score: Raw -7376222.428692 + Penalty 3571.978084 = -7372650.450608 nChanged 128 SP:Iteration 78Q (8415.856338 sec): 3 clusters Score: Raw -7376242.790198 + Penalty 3571.978084 = -7372670.812114 nChanged 110 SP:Iteration 79Q (8415.985383 sec): 3 clusters Score: Raw -7376259.914313 + Penalty 3571.978084 = -7372687.936229 nChanged 116 SP:Iteration 80F (8416.123920 sec): 3 clusters Score: Raw -7376277.880946 + Penalty 3571.978084 = -7372705.902862 nChanged 123 SP:Iteration 81Q (8416.253426 sec): 3 clusters Score: Raw -7376298.391502 + Penalty 3571.978084 = -7372726.413418 nChanged 116 SP:Iteration 82Q (8416.375952 sec): 3 clusters Score: Raw -7376317.406404 + Penalty 3571.978084 = -7372745.428321 nChanged 116 SP:Iteration 83Q (8416.498315 sec): 3 clusters Score: Raw -7376335.848914 + Penalty 3571.978084 = -7372763.870830 nChanged 99 SP:Iteration 84Q (8416.608860 sec): 3 clusters Score: Raw -7376350.360460 + Penalty 3571.978084 = -7372778.382376 nChanged 91 SP:Iteration 85Q (8416.726937 sec): 3 clusters Score: Raw -7376364.186212 + Penalty 3571.978084 = -7372792.208128 nChanged 89 SP:Iteration 86Q (8416.853953 sec): 3 clusters Score: Raw -7376376.162493 + Penalty 3571.978084 = -7372804.184410 nChanged 74 SP:Iteration 87Q (8416.977406 sec): 3 clusters Score: Raw -7376386.421153 + Penalty 3571.978084 = -7372814.443069 nChanged 86 SP:Iteration 88Q (8417.107277 sec): 3 clusters Score: Raw -7376399.726384 + Penalty 3571.978084 = -7372827.748300 nChanged 82 SP:Iteration 89Q (8417.245466 sec): 3 clusters Score: Raw -7376412.583665 + Penalty 3571.978084 = -7372840.605582 nChanged 78 SP:Iteration 90Q (8417.364482 sec): 3 clusters Score: Raw -7376428.033660 + Penalty 3571.978084 = -7372856.055576 nChanged 84 SP:Iteration 91Q (8417.485768 sec): 3 clusters Score: Raw -7376441.819020 + Penalty 3571.978084 = -7372869.840937 nChanged 69 SP:Iteration 92Q (8417.586800 sec): 3 clusters Score: Raw -7376453.621465 + Penalty 3571.978084 = -7372881.643382 nChanged 70 SP:Iteration 93Q (8417.703601 sec): 3 clusters Score: Raw -7376464.524717 + Penalty 3571.978084 = -7372892.546633 nChanged 62 SP:Iteration 94Q (8417.832942 sec): 3 clusters Score: Raw -7376475.407697 + Penalty 3571.978084 = -7372903.429613 nChanged 54 SP:Iteration 95Q (8417.952535 sec): 3 clusters Score: Raw -7376484.148537 + Penalty 3571.978084 = -7372912.170453 nChanged 65 SP:Iteration 96Q (8418.076168 sec): 3 clusters Score: Raw -7376494.568731 + Penalty 3571.978084 = -7372922.590648 nChanged 63 SP:Iteration 97Q (8418.184670 sec): 3 clusters Score: Raw -7376505.219297 + Penalty 3571.978084 = -7372933.241213 nChanged 50 SP:Iteration 98Q (8418.301437 sec): 3 clusters Score: Raw -7376512.352105 + Penalty 3571.978084 = -7372940.374021 nChanged 48 SP:Iteration 99Q (8418.432039 sec): 3 clusters Score: Raw -7376518.639562 + Penalty 3571.978084 = -7372946.661478 nChanged 35 SP:Iteration 100F (8418.567568 sec): 3 clusters Score: Raw -7376522.303709 + Penalty 3571.978084 = -7372950.325626 nChanged 38 SP:Iteration 101Q (8418.709108 sec): 3 clusters Score: Raw -7376526.977319 + Penalty 3571.978084 = -7372954.999236 nChanged 37 SP:Iteration 102Q (8418.827583 sec): 3 clusters Score: Raw -7376530.873600 + Penalty 3571.978084 = -7372958.895516 nChanged 26 SP:Iteration 103Q (8418.947532 sec): 3 clusters Score: Raw -7376534.487445 + Penalty 3571.978084 = -7372962.509361 nChanged 19 SP:Iteration 104Q (8419.074138 sec): 3 clusters Score: Raw -7376536.347365 + Penalty 3571.978084 = -7372964.369281 nChanged 15 SP:Iteration 105Q (8419.197115 sec): 3 clusters Score: Raw -7376537.627687 + Penalty 3571.978084 = -7372965.649604 nChanged 12 SP:Iteration 106Q (8419.320655 sec): 3 clusters Score: Raw -7376538.690168 + Penalty 3571.978084 = -7372966.712084 nChanged 9 SP:Iteration 107Q (8419.442955 sec): 3 clusters Score: Raw -7376539.488014 + Penalty 3571.978084 = -7372967.509931 nChanged 14 SP:Iteration 108Q (8419.549704 sec): 3 clusters Score: Raw -7376541.544628 + Penalty 3571.978084 = -7372969.566544 nChanged 16 SP:Iteration 109Q (8419.676460 sec): 3 clusters Score: Raw -7376543.094301 + Penalty 3571.978084 = -7372971.116218 nChanged 16 SP:Iteration 110Q (8419.794218 sec): 3 clusters Score: Raw -7376544.951386 + Penalty 3571.978084 = -7372972.973302 nChanged 15 SP:Iteration 111Q (8419.928641 sec): 3 clusters Score: Raw -7376546.409408 + Penalty 3571.978084 = -7372974.431324 nChanged 14 SP:Iteration 112Q (8420.047686 sec): 3 clusters Score: Raw -7376548.068783 + Penalty 3571.978084 = -7372976.090699 nChanged 22 SP:Iteration 113Q (8420.174089 sec): 3 clusters Score: Raw -7376550.777731 + Penalty 3571.978084 = -7372978.799648 nChanged 24 SP:Iteration 114Q (8420.291498 sec): 3 clusters Score: Raw -7376553.204548 + Penalty 3571.978084 = -7372981.226464 nChanged 20 SP:Iteration 115Q (8420.427851 sec): 3 clusters Score: Raw -7376555.609525 + Penalty 3571.978084 = -7372983.631441 nChanged 18 SP:Iteration 116Q (8420.559872 sec): 3 clusters Score: Raw -7376557.679061 + Penalty 3571.978084 = -7372985.700977 nChanged 14 SP:Iteration 117Q (8420.686592 sec): 3 clusters Score: Raw -7376559.612151 + Penalty 3571.978084 = -7372987.634067 nChanged 23 SP:Iteration 118Q (8420.822559 sec): 3 clusters Score: Raw -7376563.599723 + Penalty 3571.978084 = -7372991.621640 nChanged 27 SP:Iteration 119Q (8420.954765 sec): 3 clusters Score: Raw -7376567.652875 + Penalty 3571.978084 = -7372995.674791 nChanged 23 SP:Iteration 120F (8421.095778 sec): 3 clusters Score: Raw -7376570.745810 + Penalty 3571.978084 = -7372998.767726 nChanged 21 SP:Iteration 121Q (8421.221479 sec): 3 clusters Score: Raw -7376573.015416 + Penalty 3571.978084 = -7373001.037333 nChanged 11 SP:Iteration 122Q (8421.357436 sec): 3 clusters Score: Raw -7376573.951237 + Penalty 3571.978084 = -7373001.973154 nChanged 7 SP:Iteration 123Q (8421.469881 sec): 3 clusters Score: Raw -7376574.597238 + Penalty 3571.978084 = -7373002.619154 nChanged 12 SP:Iteration 124Q (8421.585750 sec): 3 clusters Score: Raw -7376575.605867 + Penalty 3571.978084 = -7373003.627783 nChanged 12 SP:Iteration 125Q (8421.706918 sec): 3 clusters Score: Raw -7376577.197991 + Penalty 3571.978084 = -7373005.219907 nChanged 17 SP:Iteration 126Q (8421.819907 sec): 3 clusters Score: Raw -7376579.471988 + Penalty 3571.978084 = -7373007.493904 nChanged 14 SP:Iteration 127Q (8421.949979 sec): 3 clusters Score: Raw -7376580.944807 + Penalty 3571.978084 = -7373008.966723 nChanged 9 SP:Iteration 128Q (8422.051539 sec): 3 clusters Score: Raw -7376581.540369 + Penalty 3571.978084 = -7373009.562286 nChanged 5 SP:Iteration 129Q (8422.136404 sec): 3 clusters Score: Raw -7376581.865827 + Penalty 3571.978084 = -7373009.887743 nChanged 6 SP:Iteration 130Q (8422.240946 sec): 3 clusters Score: Raw -7376582.367768 + Penalty 3571.978084 = -7373010.389684 nChanged 8 SP:Iteration 131Q (8422.336409 sec): 3 clusters Score: Raw -7376583.428845 + Penalty 3571.978084 = -7373011.450762 nChanged 6 SP:Iteration 132Q (8422.432455 sec): 3 clusters Score: Raw -7376583.846769 + Penalty 3571.978084 = -7373011.868685 nChanged 7 SP:Iteration 133Q (8422.551373 sec): 3 clusters Score: Raw -7376584.514385 + Penalty 3571.978084 = -7373012.536301 nChanged 7 SP:Iteration 134Q (8422.671070 sec): 3 clusters Score: Raw -7376585.226704 + Penalty 3571.978084 = -7373013.248620 nChanged 4 SP:Iteration 135Q (8422.789200 sec): 3 clusters Score: Raw -7376585.419578 + Penalty 3571.978084 = -7373013.441494 nChanged 4 SP:Iteration 136Q (8422.910847 sec): 3 clusters Score: Raw -7376585.781526 + Penalty 3571.978084 = -7373013.803442 nChanged 6 SP:Iteration 137Q (8423.031821 sec): 3 clusters Score: Raw -7376586.394648 + Penalty 3571.978084 = -7373014.416564 nChanged 13 SP:Iteration 138Q (8423.155997 sec): 3 clusters Score: Raw -7376587.685232 + Penalty 3571.978084 = -7373015.707148 nChanged 10 SP:Iteration 139Q (8423.280950 sec): 3 clusters Score: Raw -7376588.516194 + Penalty 3571.978084 = -7373016.538110 nChanged 7 SP:Iteration 140F (8423.421640 sec): 3 clusters Score: Raw -7376589.107769 + Penalty 3571.978084 = -7373017.129686 nChanged 7 SP:Iteration 141Q (8423.545664 sec): 3 clusters Score: Raw -7376589.527273 + Penalty 3571.978084 = -7373017.549189 nChanged 4 SP:Iteration 142Q (8423.676512 sec): 3 clusters Score: Raw -7376589.949362 + Penalty 3571.978084 = -7373017.971278 nChanged 5 SP:Iteration 143Q (8423.789719 sec): 3 clusters Score: Raw -7376590.346582 + Penalty 3571.978084 = -7373018.368499 nChanged 5 SP:Iteration 144Q (8423.911217 sec): 3 clusters Score: Raw -7376590.688247 + Penalty 3571.978084 = -7373018.710164 nChanged 4 SP:Iteration 145Q (8424.034871 sec): 3 clusters Score: Raw -7376591.121089 + Penalty 3571.978084 = -7373019.143005 nChanged 2 SP:Iteration 146Q (8424.148820 sec): 3 clusters Score: Raw -7376591.277218 + Penalty 3571.978084 = -7373019.299134 nChanged 1 SP:Iteration 147Q (8424.271153 sec): 3 clusters Score: Raw -7376591.303688 + Penalty 3571.978084 = -7373019.325604 nChanged 0 SP:Iteration 148F (8424.404404 sec): 3 clusters Score: Raw -7376591.303688 + Penalty 3571.978084 = -7373019.325604 nChanged 0 Trying to split cluster 5 (13534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8424.456845 sec): 2 clusters Score: Raw -1647532.352620 + Penalty 1545.856051 = -1645986.496568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8424.489834 sec): 3 clusters Score: Raw -1639714.177348 + Penalty 3091.712103 = -1636622.465245 nChanged 6037 SP:Iteration 1F (8424.561450 sec): 3 clusters Score: Raw -1643087.900452 + Penalty 3091.712103 = -1639996.188349 nChanged 809 SP:Iteration 2F (8424.616365 sec): 3 clusters Score: Raw -1643531.292242 + Penalty 3091.712103 = -1640439.580139 nChanged 833 SP:Iteration 3F (8424.676771 sec): 3 clusters Score: Raw -1644103.129233 + Penalty 3091.712103 = -1641011.417130 nChanged 878 SP:Iteration 4F (8424.748826 sec): 3 clusters Score: Raw -1644799.655595 + Penalty 3091.712103 = -1641707.943492 nChanged 957 SP:Iteration 5F (8424.806801 sec): 3 clusters Score: Raw -1645583.164600 + Penalty 3091.712103 = -1642491.452497 nChanged 930 SP:Iteration 6F (8424.872819 sec): 3 clusters Score: Raw -1646248.482680 + Penalty 3091.712103 = -1643156.770577 nChanged 789 SP:Iteration 7F (8424.929701 sec): 3 clusters Score: Raw -1646755.926591 + Penalty 3091.712103 = -1643664.214488 nChanged 665 SP:Iteration 8Q (8424.997640 sec): 3 clusters Score: Raw -1647107.502471 + Penalty 3091.712103 = -1644015.790368 nChanged 479 SP:Iteration 9Q (8425.069436 sec): 3 clusters Score: Raw -1647314.120580 + Penalty 3091.712103 = -1644222.408477 nChanged 331 SP:Iteration 10Q (8425.120198 sec): 3 clusters Score: Raw -1647429.693325 + Penalty 3091.712103 = -1644337.981222 nChanged 229 SP:Iteration 11Q (8425.193296 sec): 3 clusters Score: Raw -1647497.252577 + Penalty 3091.712103 = -1644405.540474 nChanged 170 SP:Iteration 12Q (8425.252586 sec): 3 clusters Score: Raw -1647543.144540 + Penalty 3091.712103 = -1644451.432437 nChanged 137 SP:Iteration 13Q (8425.316972 sec): 3 clusters Score: Raw -1647571.339117 + Penalty 3091.712103 = -1644479.627014 nChanged 87 SP:Iteration 14Q (8425.376192 sec): 3 clusters Score: Raw -1647585.670068 + Penalty 3091.712103 = -1644493.957965 nChanged 61 SP:Iteration 15Q (8425.439040 sec): 3 clusters Score: Raw -1647595.716772 + Penalty 3091.712103 = -1644504.004669 nChanged 54 SP:Iteration 16Q (8425.509808 sec): 3 clusters Score: Raw -1647602.268137 + Penalty 3091.712103 = -1644510.556034 nChanged 31 SP:Iteration 17Q (8425.567221 sec): 3 clusters Score: Raw -1647606.172113 + Penalty 3091.712103 = -1644514.460010 nChanged 23 SP:Iteration 18Q (8425.624474 sec): 3 clusters Score: Raw -1647609.014162 + Penalty 3091.712103 = -1644517.302059 nChanged 19 SP:Iteration 19Q (8425.688591 sec): 3 clusters Score: Raw -1647611.399681 + Penalty 3091.712103 = -1644519.687578 nChanged 15 SP:Iteration 20F (8425.739161 sec): 3 clusters Score: Raw -1647613.000050 + Penalty 3091.712103 = -1644521.287947 nChanged 17 SP:Iteration 21Q (8425.804903 sec): 3 clusters Score: Raw -1647614.591546 + Penalty 3091.712103 = -1644522.879443 nChanged 12 SP:Iteration 22Q (8425.869036 sec): 3 clusters Score: Raw -1647615.947208 + Penalty 3091.712103 = -1644524.235105 nChanged 13 SP:Iteration 23Q (8425.924359 sec): 3 clusters Score: Raw -1647617.355340 + Penalty 3091.712103 = -1644525.643237 nChanged 14 SP:Iteration 24Q (8425.989454 sec): 3 clusters Score: Raw -1647618.727720 + Penalty 3091.712103 = -1644527.015617 nChanged 13 SP:Iteration 25Q (8426.064880 sec): 3 clusters Score: Raw -1647620.282021 + Penalty 3091.712103 = -1644528.569918 nChanged 12 SP:Iteration 26Q (8426.118327 sec): 3 clusters Score: Raw -1647621.838875 + Penalty 3091.712103 = -1644530.126773 nChanged 15 SP:Iteration 27Q (8426.163845 sec): 3 clusters Score: Raw -1647623.893906 + Penalty 3091.712103 = -1644532.181803 nChanged 14 SP:Iteration 28Q (8426.225100 sec): 3 clusters Score: Raw -1647625.214667 + Penalty 3091.712103 = -1644533.502564 nChanged 17 SP:Iteration 29Q (8426.251676 sec): 3 clusters Score: Raw -1647626.951092 + Penalty 3091.712103 = -1644535.238989 nChanged 20 SP:Iteration 30Q (8426.286397 sec): 3 clusters Score: Raw -1647629.252734 + Penalty 3091.712103 = -1644537.540631 nChanged 24 SP:Iteration 31Q (8426.328871 sec): 3 clusters Score: Raw -1647632.849803 + Penalty 3091.712103 = -1644541.137700 nChanged 19 SP:Iteration 32Q (8426.380490 sec): 3 clusters Score: Raw -1647634.901913 + Penalty 3091.712103 = -1644543.189810 nChanged 22 SP:Iteration 33Q (8426.415324 sec): 3 clusters Score: Raw -1647637.300616 + Penalty 3091.712103 = -1644545.588513 nChanged 15 SP:Iteration 34Q (8426.490366 sec): 3 clusters Score: Raw -1647638.750088 + Penalty 3091.712103 = -1644547.037985 nChanged 14 SP:Iteration 35Q (8426.552916 sec): 3 clusters Score: Raw -1647640.195208 + Penalty 3091.712103 = -1644548.483105 nChanged 17 SP:Iteration 36Q (8426.590067 sec): 3 clusters Score: Raw -1647641.699915 + Penalty 3091.712103 = -1644549.987812 nChanged 14 SP:Iteration 37Q (8426.654914 sec): 3 clusters Score: Raw -1647642.888777 + Penalty 3091.712103 = -1644551.176674 nChanged 13 SP:Iteration 38Q (8426.716727 sec): 3 clusters Score: Raw -1647644.175709 + Penalty 3091.712103 = -1644552.463606 nChanged 16 SP:Iteration 39Q (8426.774904 sec): 3 clusters Score: Raw -1647645.787504 + Penalty 3091.712103 = -1644554.075401 nChanged 14 SP:Iteration 40F (8426.839748 sec): 3 clusters Score: Raw -1647647.270382 + Penalty 3091.712103 = -1644555.558279 nChanged 13 SP:Iteration 41Q (8426.911583 sec): 3 clusters Score: Raw -1647648.966067 + Penalty 3091.712103 = -1644557.253964 nChanged 13 SP:Iteration 42Q (8426.964944 sec): 3 clusters Score: Raw -1647650.459669 + Penalty 3091.712103 = -1644558.747566 nChanged 15 SP:Iteration 43Q (8427.037326 sec): 3 clusters Score: Raw -1647651.991245 + Penalty 3091.712103 = -1644560.279142 nChanged 16 SP:Iteration 44Q (8427.095912 sec): 3 clusters Score: Raw -1647653.488719 + Penalty 3091.712103 = -1644561.776616 nChanged 16 SP:Iteration 45Q (8427.158144 sec): 3 clusters Score: Raw -1647654.791551 + Penalty 3091.712103 = -1644563.079448 nChanged 10 SP:Iteration 46Q (8427.220518 sec): 3 clusters Score: Raw -1647655.988584 + Penalty 3091.712103 = -1644564.276481 nChanged 10 SP:Iteration 47Q (8427.286251 sec): 3 clusters Score: Raw -1647656.959150 + Penalty 3091.712103 = -1644565.247047 nChanged 14 SP:Iteration 48Q (8427.344261 sec): 3 clusters Score: Raw -1647657.946087 + Penalty 3091.712103 = -1644566.233985 nChanged 9 SP:Iteration 49Q (8427.402520 sec): 3 clusters Score: Raw -1647658.742492 + Penalty 3091.712103 = -1644567.030389 nChanged 8 SP:Iteration 50Q (8427.472152 sec): 3 clusters Score: Raw -1647659.398075 + Penalty 3091.712103 = -1644567.685972 nChanged 8 SP:Iteration 51Q (8427.528710 sec): 3 clusters Score: Raw -1647660.021585 + Penalty 3091.712103 = -1644568.309482 nChanged 10 SP:Iteration 52Q (8427.601011 sec): 3 clusters Score: Raw -1647660.826280 + Penalty 3091.712103 = -1644569.114177 nChanged 6 SP:Iteration 53Q (8427.661800 sec): 3 clusters Score: Raw -1647661.249577 + Penalty 3091.712103 = -1644569.537474 nChanged 5 SP:Iteration 54Q (8427.724067 sec): 3 clusters Score: Raw -1647661.722236 + Penalty 3091.712103 = -1644570.010133 nChanged 8 SP:Iteration 55Q (8427.797138 sec): 3 clusters Score: Raw -1647662.311565 + Penalty 3091.712103 = -1644570.599462 nChanged 4 SP:Iteration 56Q (8427.862471 sec): 3 clusters Score: Raw -1647662.484319 + Penalty 3091.712103 = -1644570.772216 nChanged 2 SP:Iteration 57Q (8427.914232 sec): 3 clusters Score: Raw -1647662.568047 + Penalty 3091.712103 = -1644570.855944 nChanged 2 SP:Iteration 58Q (8427.981795 sec): 3 clusters Score: Raw -1647662.658181 + Penalty 3091.712103 = -1644570.946078 nChanged 0 SP:Iteration 59F (8428.036440 sec): 3 clusters Score: Raw -1647662.658181 + Penalty 3091.712103 = -1644570.946078 nChanged 0 Trying to split cluster 6 (4553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8428.066986 sec): 2 clusters Score: Raw -490639.960232 + Penalty 1368.825516 = -489271.134716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8428.117076 sec): 3 clusters Score: Raw -488383.268264 + Penalty 2737.651031 = -485645.617233 nChanged 1834 SP:Iteration 1F (8428.169590 sec): 3 clusters Score: Raw -489673.716745 + Penalty 2737.651031 = -486936.065713 nChanged 392 SP:Iteration 2F (8428.203561 sec): 3 clusters Score: Raw -489982.825712 + Penalty 2737.651031 = -487245.174680 nChanged 310 SP:Iteration 3F (8428.253240 sec): 3 clusters Score: Raw -490210.686779 + Penalty 2737.651031 = -487473.035747 nChanged 240 SP:Iteration 4F (8428.305980 sec): 3 clusters Score: Raw -490396.170572 + Penalty 2737.651031 = -487658.519540 nChanged 210 SP:Iteration 5Q (8428.357356 sec): 3 clusters Score: Raw -490550.225178 + Penalty 2737.651031 = -487812.574147 nChanged 171 SP:Iteration 6Q (8428.399983 sec): 3 clusters Score: Raw -490688.329086 + Penalty 2737.651031 = -487950.678054 nChanged 155 SP:Iteration 7Q (8428.449375 sec): 3 clusters Score: Raw -490802.631102 + Penalty 2737.651031 = -488064.980070 nChanged 140 SP:Iteration 8Q (8428.506512 sec): 3 clusters Score: Raw -490926.505667 + Penalty 2737.651031 = -488188.854636 nChanged 147 SP:Iteration 9Q (8428.548328 sec): 3 clusters Score: Raw -491059.772673 + Penalty 2737.651031 = -488322.121641 nChanged 138 SP:Iteration 10Q (8428.590853 sec): 3 clusters Score: Raw -491172.728428 + Penalty 2737.651031 = -488435.077397 nChanged 141 SP:Iteration 11Q (8428.647367 sec): 3 clusters Score: Raw -491298.269510 + Penalty 2737.651031 = -488560.618479 nChanged 133 SP:Iteration 12Q (8428.690516 sec): 3 clusters Score: Raw -491398.715514 + Penalty 2737.651031 = -488661.064482 nChanged 108 SP:Iteration 13Q (8428.746788 sec): 3 clusters Score: Raw -491469.739793 + Penalty 2737.651031 = -488732.088762 nChanged 102 SP:Iteration 14Q (8428.785343 sec): 3 clusters Score: Raw -491534.221497 + Penalty 2737.651031 = -488796.570466 nChanged 98 SP:Iteration 15Q (8428.825967 sec): 3 clusters Score: Raw -491598.200135 + Penalty 2737.651031 = -488860.549104 nChanged 90 SP:Iteration 16Q (8428.867148 sec): 3 clusters Score: Raw -491664.969079 + Penalty 2737.651031 = -488927.318047 nChanged 77 SP:Iteration 17Q (8428.917499 sec): 3 clusters Score: Raw -491745.321292 + Penalty 2737.651031 = -489007.670260 nChanged 78 SP:Iteration 18Q (8428.960601 sec): 3 clusters Score: Raw -491828.723598 + Penalty 2737.651031 = -489091.072566 nChanged 62 SP:Iteration 19Q (8429.010838 sec): 3 clusters Score: Raw -491868.726170 + Penalty 2737.651031 = -489131.075138 nChanged 40 SP:Iteration 20F (8429.053843 sec): 3 clusters Score: Raw -491897.437109 + Penalty 2737.651031 = -489159.786078 nChanged 31 SP:Iteration 21Q (8429.101513 sec): 3 clusters Score: Raw -491910.766735 + Penalty 2737.651031 = -489173.115703 nChanged 19 SP:Iteration 22Q (8429.159569 sec): 3 clusters Score: Raw -491915.912734 + Penalty 2737.651031 = -489178.261702 nChanged 18 SP:Iteration 23Q (8429.211835 sec): 3 clusters Score: Raw -491921.520167 + Penalty 2737.651031 = -489183.869135 nChanged 16 SP:Iteration 24Q (8429.264596 sec): 3 clusters Score: Raw -491924.804526 + Penalty 2737.651031 = -489187.153494 nChanged 12 SP:Iteration 25Q (8429.307576 sec): 3 clusters Score: Raw -491928.515916 + Penalty 2737.651031 = -489190.864885 nChanged 9 SP:Iteration 26Q (8429.370752 sec): 3 clusters Score: Raw -491931.067444 + Penalty 2737.651031 = -489193.416413 nChanged 8 SP:Iteration 27Q (8429.409967 sec): 3 clusters Score: Raw -491934.566016 + Penalty 2737.651031 = -489196.914984 nChanged 11 SP:Iteration 28Q (8429.463983 sec): 3 clusters Score: Raw -491938.882324 + Penalty 2737.651031 = -489201.231292 nChanged 15 SP:Iteration 29Q (8429.508339 sec): 3 clusters Score: Raw -491942.703939 + Penalty 2737.651031 = -489205.052908 nChanged 11 SP:Iteration 30Q (8429.554749 sec): 3 clusters Score: Raw -491946.416622 + Penalty 2737.651031 = -489208.765590 nChanged 11 SP:Iteration 31Q (8429.584363 sec): 3 clusters Score: Raw -491950.896392 + Penalty 2737.651031 = -489213.245360 nChanged 12 SP:Iteration 32Q (8429.633395 sec): 3 clusters Score: Raw -491953.397774 + Penalty 2737.651031 = -489215.746742 nChanged 6 SP:Iteration 33Q (8429.668306 sec): 3 clusters Score: Raw -491954.646049 + Penalty 2737.651031 = -489216.995017 nChanged 5 SP:Iteration 34Q (8429.713634 sec): 3 clusters Score: Raw -491955.550069 + Penalty 2737.651031 = -489217.899038 nChanged 5 SP:Iteration 35Q (8429.766622 sec): 3 clusters Score: Raw -491956.014797 + Penalty 2737.651031 = -489218.363766 nChanged 1 SP:Iteration 36Q (8429.801701 sec): 3 clusters Score: Raw -491956.253872 + Penalty 2737.651031 = -489218.602841 nChanged 0 SP:Iteration 37F (8429.848763 sec): 3 clusters Score: Raw -491956.253872 + Penalty 2737.651031 = -489218.602841 nChanged 0 Trying to split cluster 7 (3485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8429.879873 sec): 2 clusters Score: Raw -431176.094160 + Penalty 1325.386290 = -429850.707870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8429.925100 sec): 3 clusters Score: Raw -429414.361473 + Penalty 2650.772580 = -426763.588893 nChanged 1366 SP:Iteration 1F (8429.974691 sec): 3 clusters Score: Raw -430268.098354 + Penalty 2650.772580 = -427617.325774 nChanged 268 SP:Iteration 2F (8430.006366 sec): 3 clusters Score: Raw -430417.979584 + Penalty 2650.772580 = -427767.207004 nChanged 178 SP:Iteration 3F (8430.053514 sec): 3 clusters Score: Raw -430504.920414 + Penalty 2650.772580 = -427854.147834 nChanged 133 SP:Iteration 4Q (8430.108332 sec): 3 clusters Score: Raw -430565.584905 + Penalty 2650.772580 = -427914.812325 nChanged 116 SP:Iteration 5Q (8430.143115 sec): 3 clusters Score: Raw -430616.198052 + Penalty 2650.772580 = -427965.425472 nChanged 88 SP:Iteration 6Q (8430.188783 sec): 3 clusters Score: Raw -430660.507067 + Penalty 2650.772580 = -428009.734487 nChanged 89 SP:Iteration 7Q (8430.235711 sec): 3 clusters Score: Raw -430700.962802 + Penalty 2650.772580 = -428050.190222 nChanged 99 SP:Iteration 8Q (8430.271209 sec): 3 clusters Score: Raw -430747.366246 + Penalty 2650.772580 = -428096.593666 nChanged 97 SP:Iteration 9Q (8430.325120 sec): 3 clusters Score: Raw -430806.241691 + Penalty 2650.772580 = -428155.469111 nChanged 112 SP:Iteration 10Q (8430.362300 sec): 3 clusters Score: Raw -430882.991466 + Penalty 2650.772580 = -428232.218886 nChanged 117 SP:Iteration 11Q (8430.382715 sec): 3 clusters Score: Raw -430979.290532 + Penalty 2650.772580 = -428328.517952 nChanged 133 SP:Iteration 12Q (8430.419494 sec): 3 clusters Score: Raw -431093.688012 + Penalty 2650.772580 = -428442.915432 nChanged 147 SP:Iteration 13Q (8430.457354 sec): 3 clusters Score: Raw -431234.801440 + Penalty 2650.772580 = -428584.028860 nChanged 133 SP:Iteration 14Q (8430.502935 sec): 3 clusters Score: Raw -431377.454328 + Penalty 2650.772580 = -428726.681748 nChanged 133 SP:Iteration 15Q (8430.552710 sec): 3 clusters Score: Raw -431501.598481 + Penalty 2650.772580 = -428850.825901 nChanged 85 SP:Iteration 16Q (8430.595157 sec): 3 clusters Score: Raw -431601.430628 + Penalty 2650.772580 = -428950.658048 nChanged 90 SP:Iteration 17Q (8430.651062 sec): 3 clusters Score: Raw -431691.032552 + Penalty 2650.772580 = -429040.259972 nChanged 43 SP:Iteration 18Q (8430.686178 sec): 3 clusters Score: Raw -431730.977632 + Penalty 2650.772580 = -429080.205052 nChanged 36 SP:Iteration 19Q (8430.741700 sec): 3 clusters Score: Raw -431761.980373 + Penalty 2650.772580 = -429111.207793 nChanged 24 SP:Iteration 20F (8430.794376 sec): 3 clusters Score: Raw -431820.401860 + Penalty 2650.772580 = -429169.629280 nChanged 16 SP:Iteration 21Q (8430.824055 sec): 3 clusters Score: Raw -431835.605171 + Penalty 2650.772580 = -429184.832591 nChanged 8 SP:Iteration 22Q (8430.877917 sec): 3 clusters Score: Raw -431841.847766 + Penalty 2650.772580 = -429191.075186 nChanged 6 SP:Iteration 23Q (8430.920268 sec): 3 clusters Score: Raw -431846.744145 + Penalty 2650.772580 = -429195.971565 nChanged 5 SP:Iteration 24Q (8430.960105 sec): 3 clusters Score: Raw -431850.451627 + Penalty 2650.772580 = -429199.679047 nChanged 8 SP:Iteration 25Q (8431.002126 sec): 3 clusters Score: Raw -431855.227499 + Penalty 2650.772580 = -429204.454919 nChanged 4 SP:Iteration 26Q (8431.053240 sec): 3 clusters Score: Raw -431856.909265 + Penalty 2650.772580 = -429206.136685 nChanged 1 SP:Iteration 27Q (8431.097502 sec): 3 clusters Score: Raw -431857.257453 + Penalty 2650.772580 = -429206.484873 nChanged 1 SP:Iteration 28Q (8431.138679 sec): 3 clusters Score: Raw -431857.890976 + Penalty 2650.772580 = -429207.118396 nChanged 1 SP:Iteration 29Q (8431.179815 sec): 3 clusters Score: Raw -431858.997812 + Penalty 2650.772580 = -429208.225232 nChanged 1 SP:Iteration 30Q (8431.236115 sec): 3 clusters Score: Raw -431860.417852 + Penalty 2650.772580 = -429209.645272 nChanged 2 SP:Iteration 31Q (8431.268659 sec): 3 clusters Score: Raw -431862.832699 + Penalty 2650.772580 = -429212.060119 nChanged 5 SP:Iteration 32Q (8431.310465 sec): 3 clusters Score: Raw -431865.438532 + Penalty 2650.772580 = -429214.665952 nChanged 1 SP:Iteration 33Q (8431.360058 sec): 3 clusters Score: Raw -431865.864283 + Penalty 2650.772580 = -429215.091703 nChanged 0 SP:Iteration 34F (8431.408994 sec): 3 clusters Score: Raw -431865.864283 + Penalty 2650.772580 = -429215.091703 nChanged 0 Trying to split cluster 8 (14465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8431.445576 sec): 2 clusters Score: Raw -1761937.187726 + Penalty 1556.666673 = -1760380.521053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8431.519913 sec): 3 clusters Score: Raw -1753398.685788 + Penalty 3113.333346 = -1750285.352443 nChanged 6425 SP:Iteration 1F (8431.582366 sec): 3 clusters Score: Raw -1756915.555712 + Penalty 3113.333346 = -1753802.222367 nChanged 901 SP:Iteration 2F (8431.640545 sec): 3 clusters Score: Raw -1757321.500923 + Penalty 3113.333346 = -1754208.167578 nChanged 845 SP:Iteration 3F (8431.710665 sec): 3 clusters Score: Raw -1757714.090050 + Penalty 3113.333346 = -1754600.756705 nChanged 796 SP:Iteration 4F (8431.764057 sec): 3 clusters Score: Raw -1758082.489983 + Penalty 3113.333346 = -1754969.156638 nChanged 706 SP:Iteration 5Q (8431.827487 sec): 3 clusters Score: Raw -1758421.803586 + Penalty 3113.333346 = -1755308.470240 nChanged 667 SP:Iteration 6Q (8431.892243 sec): 3 clusters Score: Raw -1758726.886867 + Penalty 3113.333346 = -1755613.553522 nChanged 644 SP:Iteration 7Q (8431.961240 sec): 3 clusters Score: Raw -1759027.636983 + Penalty 3113.333346 = -1755914.303637 nChanged 620 SP:Iteration 8Q (8432.013906 sec): 3 clusters Score: Raw -1759307.248147 + Penalty 3113.333346 = -1756193.914801 nChanged 548 SP:Iteration 9Q (8432.080361 sec): 3 clusters Score: Raw -1759595.203500 + Penalty 3113.333346 = -1756481.870154 nChanged 581 SP:Iteration 10Q (8432.147619 sec): 3 clusters Score: Raw -1759908.649617 + Penalty 3113.333346 = -1756795.316271 nChanged 542 SP:Iteration 11Q (8432.213890 sec): 3 clusters Score: Raw -1760207.022868 + Penalty 3113.333346 = -1757093.689522 nChanged 506 SP:Iteration 12Q (8432.268416 sec): 3 clusters Score: Raw -1760512.874364 + Penalty 3113.333346 = -1757399.541018 nChanged 470 SP:Iteration 13Q (8432.328592 sec): 3 clusters Score: Raw -1760774.265271 + Penalty 3113.333346 = -1757660.931926 nChanged 390 SP:Iteration 14Q (8432.383802 sec): 3 clusters Score: Raw -1761000.961365 + Penalty 3113.333346 = -1757887.628019 nChanged 346 SP:Iteration 15Q (8432.419798 sec): 3 clusters Score: Raw -1761186.101386 + Penalty 3113.333346 = -1758072.768040 nChanged 306 SP:Iteration 16Q (8432.475521 sec): 3 clusters Score: Raw -1761332.316759 + Penalty 3113.333346 = -1758218.983413 nChanged 263 SP:Iteration 17Q (8432.510511 sec): 3 clusters Score: Raw -1761448.907839 + Penalty 3113.333346 = -1758335.574494 nChanged 240 SP:Iteration 18Q (8432.575146 sec): 3 clusters Score: Raw -1761558.612768 + Penalty 3113.333346 = -1758445.279423 nChanged 240 SP:Iteration 19Q (8432.635933 sec): 3 clusters Score: Raw -1761665.693959 + Penalty 3113.333346 = -1758552.360613 nChanged 220 SP:Iteration 20F (8432.693739 sec): 3 clusters Score: Raw -1761768.586239 + Penalty 3113.333346 = -1758655.252893 nChanged 216 SP:Iteration 21Q (8432.753522 sec): 3 clusters Score: Raw -1761875.013703 + Penalty 3113.333346 = -1758761.680357 nChanged 191 SP:Iteration 22Q (8432.819291 sec): 3 clusters Score: Raw -1761972.501515 + Penalty 3113.333346 = -1758859.168169 nChanged 185 SP:Iteration 23Q (8432.882265 sec): 3 clusters Score: Raw -1762055.902390 + Penalty 3113.333346 = -1758942.569044 nChanged 156 SP:Iteration 24Q (8432.938319 sec): 3 clusters Score: Raw -1762135.029965 + Penalty 3113.333346 = -1759021.696619 nChanged 167 SP:Iteration 25Q (8433.006548 sec): 3 clusters Score: Raw -1762218.059936 + Penalty 3113.333346 = -1759104.726590 nChanged 164 SP:Iteration 26Q (8433.072682 sec): 3 clusters Score: Raw -1762303.646912 + Penalty 3113.333346 = -1759190.313567 nChanged 163 SP:Iteration 27Q (8433.130447 sec): 3 clusters Score: Raw -1762409.443354 + Penalty 3113.333346 = -1759296.110009 nChanged 180 SP:Iteration 28Q (8433.203897 sec): 3 clusters Score: Raw -1762528.577653 + Penalty 3113.333346 = -1759415.244307 nChanged 154 SP:Iteration 29Q (8433.257122 sec): 3 clusters Score: Raw -1762621.053091 + Penalty 3113.333346 = -1759507.719746 nChanged 132 SP:Iteration 30Q (8433.320531 sec): 3 clusters Score: Raw -1762696.589617 + Penalty 3113.333346 = -1759583.256272 nChanged 99 SP:Iteration 31Q (8433.375714 sec): 3 clusters Score: Raw -1762749.507975 + Penalty 3113.333346 = -1759636.174630 nChanged 74 SP:Iteration 32Q (8433.444099 sec): 3 clusters Score: Raw -1762785.755611 + Penalty 3113.333346 = -1759672.422266 nChanged 74 SP:Iteration 33Q (8433.500974 sec): 3 clusters Score: Raw -1762821.267916 + Penalty 3113.333346 = -1759707.934570 nChanged 66 SP:Iteration 34Q (8433.566525 sec): 3 clusters Score: Raw -1762850.465545 + Penalty 3113.333346 = -1759737.132199 nChanged 64 SP:Iteration 35Q (8433.623214 sec): 3 clusters Score: Raw -1762881.955876 + Penalty 3113.333346 = -1759768.622530 nChanged 59 SP:Iteration 36Q (8433.685374 sec): 3 clusters Score: Raw -1762903.649540 + Penalty 3113.333346 = -1759790.316194 nChanged 59 SP:Iteration 37Q (8433.739359 sec): 3 clusters Score: Raw -1762922.717705 + Penalty 3113.333346 = -1759809.384359 nChanged 35 SP:Iteration 38Q (8433.795234 sec): 3 clusters Score: Raw -1762933.529594 + Penalty 3113.333346 = -1759820.196248 nChanged 39 SP:Iteration 39Q (8433.849339 sec): 3 clusters Score: Raw -1762944.774693 + Penalty 3113.333346 = -1759831.441347 nChanged 27 SP:Iteration 40F (8433.918317 sec): 3 clusters Score: Raw -1762954.278075 + Penalty 3113.333346 = -1759840.944729 nChanged 28 SP:Iteration 41Q (8433.978774 sec): 3 clusters Score: Raw -1762963.431320 + Penalty 3113.333346 = -1759850.097975 nChanged 32 SP:Iteration 42Q (8434.060862 sec): 3 clusters Score: Raw -1762973.133273 + Penalty 3113.333346 = -1759859.799927 nChanged 37 SP:Iteration 43Q (8434.133011 sec): 3 clusters Score: Raw -1762983.666928 + Penalty 3113.333346 = -1759870.333582 nChanged 25 SP:Iteration 44Q (8434.201580 sec): 3 clusters Score: Raw -1762992.725732 + Penalty 3113.333346 = -1759879.392386 nChanged 34 SP:Iteration 45Q (8434.271152 sec): 3 clusters Score: Raw -1763001.574018 + Penalty 3113.333346 = -1759888.240672 nChanged 30 SP:Iteration 46Q (8434.340680 sec): 3 clusters Score: Raw -1763007.128626 + Penalty 3113.333346 = -1759893.795280 nChanged 22 SP:Iteration 47Q (8434.414185 sec): 3 clusters Score: Raw -1763010.851372 + Penalty 3113.333346 = -1759897.518026 nChanged 20 SP:Iteration 48Q (8434.486851 sec): 3 clusters Score: Raw -1763014.832936 + Penalty 3113.333346 = -1759901.499590 nChanged 21 SP:Iteration 49Q (8434.558191 sec): 3 clusters Score: Raw -1763018.910337 + Penalty 3113.333346 = -1759905.576991 nChanged 22 SP:Iteration 50Q (8434.628764 sec): 3 clusters Score: Raw -1763023.625393 + Penalty 3113.333346 = -1759910.292047 nChanged 21 SP:Iteration 51Q (8434.690192 sec): 3 clusters Score: Raw -1763028.056365 + Penalty 3113.333346 = -1759914.723020 nChanged 13 SP:Iteration 52Q (8434.761077 sec): 3 clusters Score: Raw -1763030.053959 + Penalty 3113.333346 = -1759916.720613 nChanged 13 SP:Iteration 53Q (8434.846142 sec): 3 clusters Score: Raw -1763032.150061 + Penalty 3113.333346 = -1759918.816715 nChanged 7 SP:Iteration 54Q (8434.915994 sec): 3 clusters Score: Raw -1763033.139350 + Penalty 3113.333346 = -1759919.806004 nChanged 5 SP:Iteration 55Q (8434.988343 sec): 3 clusters Score: Raw -1763034.047214 + Penalty 3113.333346 = -1759920.713869 nChanged 10 SP:Iteration 56Q (8435.057401 sec): 3 clusters Score: Raw -1763035.224222 + Penalty 3113.333346 = -1759921.890876 nChanged 7 SP:Iteration 57Q (8435.125978 sec): 3 clusters Score: Raw -1763036.530077 + Penalty 3113.333346 = -1759923.196732 nChanged 9 SP:Iteration 58Q (8435.193748 sec): 3 clusters Score: Raw -1763038.075255 + Penalty 3113.333346 = -1759924.741910 nChanged 8 SP:Iteration 59Q (8435.261428 sec): 3 clusters Score: Raw -1763039.083418 + Penalty 3113.333346 = -1759925.750072 nChanged 5 SP:Iteration 60F (8435.331447 sec): 3 clusters Score: Raw -1763040.122148 + Penalty 3113.333346 = -1759926.788802 nChanged 9 SP:Iteration 61Q (8435.388257 sec): 3 clusters Score: Raw -1763041.807877 + Penalty 3113.333346 = -1759928.474531 nChanged 12 SP:Iteration 62Q (8435.447872 sec): 3 clusters Score: Raw -1763044.420555 + Penalty 3113.333346 = -1759931.087209 nChanged 14 SP:Iteration 63Q (8435.517030 sec): 3 clusters Score: Raw -1763048.071445 + Penalty 3113.333346 = -1759934.738099 nChanged 16 SP:Iteration 64Q (8435.578250 sec): 3 clusters Score: Raw -1763051.769129 + Penalty 3113.333346 = -1759938.435783 nChanged 11 SP:Iteration 65Q (8435.651199 sec): 3 clusters Score: Raw -1763054.175204 + Penalty 3113.333346 = -1759940.841858 nChanged 21 SP:Iteration 66Q (8435.703111 sec): 3 clusters Score: Raw -1763058.597693 + Penalty 3113.333346 = -1759945.264348 nChanged 19 SP:Iteration 67Q (8435.778722 sec): 3 clusters Score: Raw -1763062.028827 + Penalty 3113.333346 = -1759948.695481 nChanged 17 SP:Iteration 68Q (8435.830260 sec): 3 clusters Score: Raw -1763064.724766 + Penalty 3113.333346 = -1759951.391421 nChanged 10 SP:Iteration 69Q (8435.900479 sec): 3 clusters Score: Raw -1763066.516675 + Penalty 3113.333346 = -1759953.183329 nChanged 6 SP:Iteration 70Q (8435.968008 sec): 3 clusters Score: Raw -1763067.677844 + Penalty 3113.333346 = -1759954.344499 nChanged 8 SP:Iteration 71Q (8436.013633 sec): 3 clusters Score: Raw -1763068.989065 + Penalty 3113.333346 = -1759955.655719 nChanged 9 SP:Iteration 72Q (8436.075587 sec): 3 clusters Score: Raw -1763070.376750 + Penalty 3113.333346 = -1759957.043404 nChanged 11 SP:Iteration 73Q (8436.138178 sec): 3 clusters Score: Raw -1763072.268240 + Penalty 3113.333346 = -1759958.934894 nChanged 12 SP:Iteration 74Q (8436.191950 sec): 3 clusters Score: Raw -1763073.708989 + Penalty 3113.333346 = -1759960.375643 nChanged 9 SP:Iteration 75Q (8436.256024 sec): 3 clusters Score: Raw -1763074.690993 + Penalty 3113.333346 = -1759961.357648 nChanged 11 SP:Iteration 76Q (8436.322124 sec): 3 clusters Score: Raw -1763076.020885 + Penalty 3113.333346 = -1759962.687540 nChanged 9 SP:Iteration 77Q (8436.377244 sec): 3 clusters Score: Raw -1763078.195662 + Penalty 3113.333346 = -1759964.862316 nChanged 14 SP:Iteration 78Q (8436.445014 sec): 3 clusters Score: Raw -1763080.782448 + Penalty 3113.333346 = -1759967.449103 nChanged 10 SP:Iteration 79Q (8436.504876 sec): 3 clusters Score: Raw -1763082.648962 + Penalty 3113.333346 = -1759969.315617 nChanged 7 SP:Iteration 80F (8436.576885 sec): 3 clusters Score: Raw -1763083.648652 + Penalty 3113.333346 = -1759970.315306 nChanged 4 SP:Iteration 81Q (8436.640053 sec): 3 clusters Score: Raw -1763083.968546 + Penalty 3113.333346 = -1759970.635200 nChanged 3 SP:Iteration 82Q (8436.702752 sec): 3 clusters Score: Raw -1763084.334506 + Penalty 3113.333346 = -1759971.001161 nChanged 0 SP:Iteration 83F (8436.771268 sec): 3 clusters Score: Raw -1763084.334506 + Penalty 3113.333346 = -1759971.001161 nChanged 0 Trying to split cluster 9 (3405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8436.807475 sec): 2 clusters Score: Raw -412605.939633 + Penalty 1321.612536 = -411284.327098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8436.847235 sec): 3 clusters Score: Raw -410967.044015 + Penalty 2643.225071 = -408323.818944 nChanged 1332 SP:Iteration 1F (8436.893468 sec): 3 clusters Score: Raw -411749.812100 + Penalty 2643.225071 = -409106.587029 nChanged 278 SP:Iteration 2F (8436.937414 sec): 3 clusters Score: Raw -411959.844473 + Penalty 2643.225071 = -409316.619402 nChanged 238 SP:Iteration 3F (8436.985021 sec): 3 clusters Score: Raw -412195.557020 + Penalty 2643.225071 = -409552.331949 nChanged 254 SP:Iteration 4F (8437.038199 sec): 3 clusters Score: Raw -412446.025231 + Penalty 2643.225071 = -409802.800160 nChanged 225 SP:Iteration 5F (8437.077414 sec): 3 clusters Score: Raw -412704.512931 + Penalty 2643.225071 = -410061.287860 nChanged 196 SP:Iteration 6F (8437.118576 sec): 3 clusters Score: Raw -412894.237030 + Penalty 2643.225071 = -410251.011959 nChanged 158 SP:Iteration 7Q (8437.163404 sec): 3 clusters Score: Raw -413028.755953 + Penalty 2643.225071 = -410385.530882 nChanged 123 SP:Iteration 8Q (8437.180002 sec): 3 clusters Score: Raw -413118.282949 + Penalty 2643.225071 = -410475.057878 nChanged 71 SP:Iteration 9Q (8437.202678 sec): 3 clusters Score: Raw -413166.760352 + Penalty 2643.225071 = -410523.535281 nChanged 53 SP:Iteration 10Q (8437.219196 sec): 3 clusters Score: Raw -413203.331672 + Penalty 2643.225071 = -410560.106601 nChanged 43 SP:Iteration 11Q (8437.235374 sec): 3 clusters Score: Raw -413239.491675 + Penalty 2643.225071 = -410596.266603 nChanged 38 SP:Iteration 12Q (8437.251683 sec): 3 clusters Score: Raw -413271.572889 + Penalty 2643.225071 = -410628.347818 nChanged 31 SP:Iteration 13Q (8437.291015 sec): 3 clusters Score: Raw -413286.467262 + Penalty 2643.225071 = -410643.242191 nChanged 21 SP:Iteration 14Q (8437.316495 sec): 3 clusters Score: Raw -413298.021622 + Penalty 2643.225071 = -410654.796551 nChanged 13 SP:Iteration 15Q (8437.359077 sec): 3 clusters Score: Raw -413304.395293 + Penalty 2643.225071 = -410661.170222 nChanged 17 SP:Iteration 16Q (8437.394199 sec): 3 clusters Score: Raw -413311.960365 + Penalty 2643.225071 = -410668.735294 nChanged 12 SP:Iteration 17Q (8437.427838 sec): 3 clusters Score: Raw -413318.352655 + Penalty 2643.225071 = -410675.127584 nChanged 7 SP:Iteration 18Q (8437.483964 sec): 3 clusters Score: Raw -413321.041927 + Penalty 2643.225071 = -410677.816856 nChanged 8 SP:Iteration 19Q (8437.524622 sec): 3 clusters Score: Raw -413326.473024 + Penalty 2643.225071 = -410683.247953 nChanged 7 SP:Iteration 20F (8437.581446 sec): 3 clusters Score: Raw -413328.843242 + Penalty 2643.225071 = -410685.618171 nChanged 5 SP:Iteration 21Q (8437.618103 sec): 3 clusters Score: Raw -413330.419275 + Penalty 2643.225071 = -410687.194204 nChanged 6 SP:Iteration 22Q (8437.665784 sec): 3 clusters Score: Raw -413334.297044 + Penalty 2643.225071 = -410691.071973 nChanged 7 SP:Iteration 23Q (8437.706142 sec): 3 clusters Score: Raw -413340.131724 + Penalty 2643.225071 = -410696.906653 nChanged 8 SP:Iteration 24Q (8437.751655 sec): 3 clusters Score: Raw -413344.490359 + Penalty 2643.225071 = -410701.265288 nChanged 10 SP:Iteration 25Q (8437.790966 sec): 3 clusters Score: Raw -413352.830824 + Penalty 2643.225071 = -410709.605753 nChanged 11 SP:Iteration 26Q (8437.836552 sec): 3 clusters Score: Raw -413356.895015 + Penalty 2643.225071 = -410713.669944 nChanged 10 SP:Iteration 27Q (8437.876237 sec): 3 clusters Score: Raw -413361.947079 + Penalty 2643.225071 = -410718.722008 nChanged 12 SP:Iteration 28Q (8437.915757 sec): 3 clusters Score: Raw -413371.080956 + Penalty 2643.225071 = -410727.855885 nChanged 14 SP:Iteration 29Q (8437.969231 sec): 3 clusters Score: Raw -413379.914478 + Penalty 2643.225071 = -410736.689407 nChanged 14 SP:Iteration 30Q (8438.004082 sec): 3 clusters Score: Raw -413385.178971 + Penalty 2643.225071 = -410741.953900 nChanged 6 SP:Iteration 31Q (8438.050725 sec): 3 clusters Score: Raw -413389.308425 + Penalty 2643.225071 = -410746.083354 nChanged 9 SP:Iteration 32Q (8438.102331 sec): 3 clusters Score: Raw -413394.181863 + Penalty 2643.225071 = -410750.956792 nChanged 12 SP:Iteration 33Q (8438.148149 sec): 3 clusters Score: Raw -413400.229794 + Penalty 2643.225071 = -410757.004723 nChanged 9 SP:Iteration 34Q (8438.189993 sec): 3 clusters Score: Raw -413402.751321 + Penalty 2643.225071 = -410759.526250 nChanged 6 SP:Iteration 35Q (8438.244936 sec): 3 clusters Score: Raw -413405.741659 + Penalty 2643.225071 = -410762.516588 nChanged 5 SP:Iteration 36Q (8438.294556 sec): 3 clusters Score: Raw -413407.282033 + Penalty 2643.225071 = -410764.056962 nChanged 3 SP:Iteration 37Q (8438.337930 sec): 3 clusters Score: Raw -413408.316199 + Penalty 2643.225071 = -410765.091128 nChanged 2 SP:Iteration 38Q (8438.393213 sec): 3 clusters Score: Raw -413408.746458 + Penalty 2643.225071 = -410765.521387 nChanged 0 SP:Iteration 39F (8438.435208 sec): 3 clusters Score: Raw -413408.746458 + Penalty 2643.225071 = -410765.521387 nChanged 0 Trying to split cluster 10 (9718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8438.472022 sec): 2 clusters Score: Raw -1195444.478119 + Penalty 1492.031956 = -1193952.446162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8438.539839 sec): 3 clusters Score: Raw -1190017.968373 + Penalty 2984.063912 = -1187033.904461 nChanged 4185 SP:Iteration 1F (8438.598938 sec): 3 clusters Score: Raw -1192589.467466 + Penalty 2984.063912 = -1189605.403554 nChanged 740 SP:Iteration 2F (8438.648477 sec): 3 clusters Score: Raw -1193048.680485 + Penalty 2984.063912 = -1190064.616573 nChanged 655 SP:Iteration 3F (8438.716402 sec): 3 clusters Score: Raw -1193468.774755 + Penalty 2984.063912 = -1190484.710842 nChanged 591 SP:Iteration 4F (8438.754742 sec): 3 clusters Score: Raw -1193874.237825 + Penalty 2984.063912 = -1190890.173913 nChanged 542 SP:Iteration 5F (8438.818408 sec): 3 clusters Score: Raw -1194264.432535 + Penalty 2984.063912 = -1191280.368623 nChanged 517 SP:Iteration 6F (8438.861176 sec): 3 clusters Score: Raw -1194624.099865 + Penalty 2984.063912 = -1191640.035952 nChanged 433 SP:Iteration 7Q (8438.928494 sec): 3 clusters Score: Raw -1194895.320801 + Penalty 2984.063912 = -1191911.256889 nChanged 360 SP:Iteration 8Q (8438.988273 sec): 3 clusters Score: Raw -1195091.045515 + Penalty 2984.063912 = -1192106.981603 nChanged 268 SP:Iteration 9Q (8439.044009 sec): 3 clusters Score: Raw -1195211.823830 + Penalty 2984.063912 = -1192227.759918 nChanged 202 SP:Iteration 10Q (8439.094493 sec): 3 clusters Score: Raw -1195292.830978 + Penalty 2984.063912 = -1192308.767065 nChanged 165 SP:Iteration 11Q (8439.151555 sec): 3 clusters Score: Raw -1195359.112463 + Penalty 2984.063912 = -1192375.048551 nChanged 145 SP:Iteration 12Q (8439.201133 sec): 3 clusters Score: Raw -1195410.825592 + Penalty 2984.063912 = -1192426.761680 nChanged 130 SP:Iteration 13Q (8439.266661 sec): 3 clusters Score: Raw -1195454.351498 + Penalty 2984.063912 = -1192470.287586 nChanged 129 SP:Iteration 14Q (8439.318117 sec): 3 clusters Score: Raw -1195499.830113 + Penalty 2984.063912 = -1192515.766200 nChanged 123 SP:Iteration 15Q (8439.360641 sec): 3 clusters Score: Raw -1195551.041236 + Penalty 2984.063912 = -1192566.977323 nChanged 127 SP:Iteration 16Q (8439.409851 sec): 3 clusters Score: Raw -1195611.022730 + Penalty 2984.063912 = -1192626.958818 nChanged 147 SP:Iteration 17Q (8439.464372 sec): 3 clusters Score: Raw -1195668.803637 + Penalty 2984.063912 = -1192684.739725 nChanged 137 SP:Iteration 18Q (8439.522392 sec): 3 clusters Score: Raw -1195724.206616 + Penalty 2984.063912 = -1192740.142704 nChanged 125 SP:Iteration 19Q (8439.588695 sec): 3 clusters Score: Raw -1195774.255366 + Penalty 2984.063912 = -1192790.191454 nChanged 118 SP:Iteration 20F (8439.633310 sec): 3 clusters Score: Raw -1195822.231062 + Penalty 2984.063912 = -1192838.167150 nChanged 108 SP:Iteration 21Q (8439.681996 sec): 3 clusters Score: Raw -1195869.863407 + Penalty 2984.063912 = -1192885.799495 nChanged 106 SP:Iteration 22Q (8439.737183 sec): 3 clusters Score: Raw -1195918.186106 + Penalty 2984.063912 = -1192934.122194 nChanged 106 SP:Iteration 23Q (8439.795390 sec): 3 clusters Score: Raw -1195962.452325 + Penalty 2984.063912 = -1192978.388412 nChanged 104 SP:Iteration 24Q (8439.845509 sec): 3 clusters Score: Raw -1196019.735167 + Penalty 2984.063912 = -1193035.671255 nChanged 116 SP:Iteration 25Q (8439.907667 sec): 3 clusters Score: Raw -1196093.420126 + Penalty 2984.063912 = -1193109.356213 nChanged 145 SP:Iteration 26Q (8439.958942 sec): 3 clusters Score: Raw -1196195.450752 + Penalty 2984.063912 = -1193211.386839 nChanged 145 SP:Iteration 27Q (8440.013462 sec): 3 clusters Score: Raw -1196273.619354 + Penalty 2984.063912 = -1193289.555442 nChanged 118 SP:Iteration 28Q (8440.069611 sec): 3 clusters Score: Raw -1196335.891987 + Penalty 2984.063912 = -1193351.828075 nChanged 105 SP:Iteration 29Q (8440.135252 sec): 3 clusters Score: Raw -1196379.078857 + Penalty 2984.063912 = -1193395.014945 nChanged 77 SP:Iteration 30Q (8440.185610 sec): 3 clusters Score: Raw -1196409.287651 + Penalty 2984.063912 = -1193425.223738 nChanged 70 SP:Iteration 31Q (8440.233461 sec): 3 clusters Score: Raw -1196435.283810 + Penalty 2984.063912 = -1193451.219898 nChanged 85 SP:Iteration 32Q (8440.292853 sec): 3 clusters Score: Raw -1196465.821274 + Penalty 2984.063912 = -1193481.757361 nChanged 92 SP:Iteration 33Q (8440.353224 sec): 3 clusters Score: Raw -1196505.389831 + Penalty 2984.063912 = -1193521.325918 nChanged 96 SP:Iteration 34Q (8440.417117 sec): 3 clusters Score: Raw -1196544.769245 + Penalty 2984.063912 = -1193560.705333 nChanged 96 SP:Iteration 35Q (8440.475653 sec): 3 clusters Score: Raw -1196584.634304 + Penalty 2984.063912 = -1193600.570391 nChanged 103 SP:Iteration 36Q (8440.537666 sec): 3 clusters Score: Raw -1196620.890025 + Penalty 2984.063912 = -1193636.826112 nChanged 78 SP:Iteration 37Q (8440.566871 sec): 3 clusters Score: Raw -1196640.581905 + Penalty 2984.063912 = -1193656.517993 nChanged 50 SP:Iteration 38Q (8440.629006 sec): 3 clusters Score: Raw -1196654.324673 + Penalty 2984.063912 = -1193670.260761 nChanged 63 SP:Iteration 39Q (8440.688504 sec): 3 clusters Score: Raw -1196668.773834 + Penalty 2984.063912 = -1193684.709921 nChanged 60 SP:Iteration 40F (8440.755266 sec): 3 clusters Score: Raw -1196685.389003 + Penalty 2984.063912 = -1193701.325090 nChanged 57 SP:Iteration 41Q (8440.806749 sec): 3 clusters Score: Raw -1196703.215164 + Penalty 2984.063912 = -1193719.151252 nChanged 63 SP:Iteration 42Q (8440.865081 sec): 3 clusters Score: Raw -1196720.493060 + Penalty 2984.063912 = -1193736.429148 nChanged 64 SP:Iteration 43Q (8440.927791 sec): 3 clusters Score: Raw -1196734.529099 + Penalty 2984.063912 = -1193750.465187 nChanged 41 SP:Iteration 44Q (8440.980780 sec): 3 clusters Score: Raw -1196744.098032 + Penalty 2984.063912 = -1193760.034119 nChanged 42 SP:Iteration 45Q (8441.022591 sec): 3 clusters Score: Raw -1196751.825431 + Penalty 2984.063912 = -1193767.761519 nChanged 33 SP:Iteration 46Q (8441.058255 sec): 3 clusters Score: Raw -1196758.580309 + Penalty 2984.063912 = -1193774.516397 nChanged 28 SP:Iteration 47Q (8441.111542 sec): 3 clusters Score: Raw -1196764.180984 + Penalty 2984.063912 = -1193780.117071 nChanged 22 SP:Iteration 48Q (8441.168935 sec): 3 clusters Score: Raw -1196768.379990 + Penalty 2984.063912 = -1193784.316077 nChanged 20 SP:Iteration 49Q (8441.224884 sec): 3 clusters Score: Raw -1196771.629370 + Penalty 2984.063912 = -1193787.565458 nChanged 17 SP:Iteration 50Q (8441.283565 sec): 3 clusters Score: Raw -1196774.242148 + Penalty 2984.063912 = -1193790.178235 nChanged 19 SP:Iteration 51Q (8441.335307 sec): 3 clusters Score: Raw -1196777.718697 + Penalty 2984.063912 = -1193793.654785 nChanged 16 SP:Iteration 52Q (8441.391354 sec): 3 clusters Score: Raw -1196780.438396 + Penalty 2984.063912 = -1193796.374484 nChanged 17 SP:Iteration 53Q (8441.446660 sec): 3 clusters Score: Raw -1196782.760492 + Penalty 2984.063912 = -1193798.696580 nChanged 15 SP:Iteration 54Q (8441.504640 sec): 3 clusters Score: Raw -1196785.513088 + Penalty 2984.063912 = -1193801.449176 nChanged 20 SP:Iteration 55Q (8441.556069 sec): 3 clusters Score: Raw -1196789.876164 + Penalty 2984.063912 = -1193805.812252 nChanged 19 SP:Iteration 56Q (8441.609756 sec): 3 clusters Score: Raw -1196793.032316 + Penalty 2984.063912 = -1193808.968403 nChanged 16 SP:Iteration 57Q (8441.677074 sec): 3 clusters Score: Raw -1196795.864979 + Penalty 2984.063912 = -1193811.801067 nChanged 19 SP:Iteration 58Q (8441.725782 sec): 3 clusters Score: Raw -1196799.798236 + Penalty 2984.063912 = -1193815.734324 nChanged 21 SP:Iteration 59Q (8441.780738 sec): 3 clusters Score: Raw -1196803.047543 + Penalty 2984.063912 = -1193818.983631 nChanged 15 SP:Iteration 60F (8441.830732 sec): 3 clusters Score: Raw -1196805.035267 + Penalty 2984.063912 = -1193820.971354 nChanged 10 SP:Iteration 61Q (8441.889016 sec): 3 clusters Score: Raw -1196806.372574 + Penalty 2984.063912 = -1193822.308662 nChanged 9 SP:Iteration 62Q (8441.951164 sec): 3 clusters Score: Raw -1196808.679354 + Penalty 2984.063912 = -1193824.615442 nChanged 12 SP:Iteration 63Q (8441.992484 sec): 3 clusters Score: Raw -1196811.512959 + Penalty 2984.063912 = -1193827.449047 nChanged 15 SP:Iteration 64Q (8442.048314 sec): 3 clusters Score: Raw -1196815.497938 + Penalty 2984.063912 = -1193831.434026 nChanged 18 SP:Iteration 65Q (8442.103157 sec): 3 clusters Score: Raw -1196819.075157 + Penalty 2984.063912 = -1193835.011244 nChanged 9 SP:Iteration 66Q (8442.141974 sec): 3 clusters Score: Raw -1196820.463763 + Penalty 2984.063912 = -1193836.399851 nChanged 11 SP:Iteration 67Q (8442.199643 sec): 3 clusters Score: Raw -1196822.002051 + Penalty 2984.063912 = -1193837.938139 nChanged 11 SP:Iteration 68Q (8442.251019 sec): 3 clusters Score: Raw -1196823.475016 + Penalty 2984.063912 = -1193839.411104 nChanged 8 SP:Iteration 69Q (8442.306703 sec): 3 clusters Score: Raw -1196824.878515 + Penalty 2984.063912 = -1193840.814602 nChanged 10 SP:Iteration 70Q (8442.353076 sec): 3 clusters Score: Raw -1196826.531112 + Penalty 2984.063912 = -1193842.467200 nChanged 7 SP:Iteration 71Q (8442.410621 sec): 3 clusters Score: Raw -1196827.881910 + Penalty 2984.063912 = -1193843.817998 nChanged 8 SP:Iteration 72Q (8442.459719 sec): 3 clusters Score: Raw -1196829.292322 + Penalty 2984.063912 = -1193845.228410 nChanged 10 SP:Iteration 73Q (8442.506493 sec): 3 clusters Score: Raw -1196830.805342 + Penalty 2984.063912 = -1193846.741430 nChanged 12 SP:Iteration 74Q (8442.560574 sec): 3 clusters Score: Raw -1196833.461010 + Penalty 2984.063912 = -1193849.397098 nChanged 16 SP:Iteration 75Q (8442.620672 sec): 3 clusters Score: Raw -1196837.160738 + Penalty 2984.063912 = -1193853.096825 nChanged 18 SP:Iteration 76Q (8442.680664 sec): 3 clusters Score: Raw -1196840.823770 + Penalty 2984.063912 = -1193856.759858 nChanged 11 SP:Iteration 77Q (8442.735936 sec): 3 clusters Score: Raw -1196842.619013 + Penalty 2984.063912 = -1193858.555101 nChanged 11 SP:Iteration 78Q (8442.797709 sec): 3 clusters Score: Raw -1196844.047990 + Penalty 2984.063912 = -1193859.984077 nChanged 7 SP:Iteration 79Q (8442.855984 sec): 3 clusters Score: Raw -1196845.122052 + Penalty 2984.063912 = -1193861.058139 nChanged 10 SP:Iteration 80F (8442.918925 sec): 3 clusters Score: Raw -1196847.077426 + Penalty 2984.063912 = -1193863.013514 nChanged 11 SP:Iteration 81Q (8442.965214 sec): 3 clusters Score: Raw -1196849.313559 + Penalty 2984.063912 = -1193865.249646 nChanged 13 SP:Iteration 82Q (8443.021701 sec): 3 clusters Score: Raw -1196850.996399 + Penalty 2984.063912 = -1193866.932487 nChanged 16 SP:Iteration 83Q (8443.083666 sec): 3 clusters Score: Raw -1196853.143502 + Penalty 2984.063912 = -1193869.079589 nChanged 13 SP:Iteration 84Q (8443.141814 sec): 3 clusters Score: Raw -1196855.576925 + Penalty 2984.063912 = -1193871.513013 nChanged 21 SP:Iteration 85Q (8443.196148 sec): 3 clusters Score: Raw -1196859.890103 + Penalty 2984.063912 = -1193875.826191 nChanged 16 SP:Iteration 86Q (8443.252110 sec): 3 clusters Score: Raw -1196862.442366 + Penalty 2984.063912 = -1193878.378454 nChanged 10 SP:Iteration 87Q (8443.309014 sec): 3 clusters Score: Raw -1196863.885965 + Penalty 2984.063912 = -1193879.822053 nChanged 13 SP:Iteration 88Q (8443.363498 sec): 3 clusters Score: Raw -1196866.141557 + Penalty 2984.063912 = -1193882.077644 nChanged 17 SP:Iteration 89Q (8443.422011 sec): 3 clusters Score: Raw -1196870.298609 + Penalty 2984.063912 = -1193886.234697 nChanged 19 SP:Iteration 90Q (8443.488018 sec): 3 clusters Score: Raw -1196873.493307 + Penalty 2984.063912 = -1193889.429395 nChanged 19 SP:Iteration 91Q (8443.536711 sec): 3 clusters Score: Raw -1196875.672717 + Penalty 2984.063912 = -1193891.608805 nChanged 12 SP:Iteration 92Q (8443.589257 sec): 3 clusters Score: Raw -1196877.400649 + Penalty 2984.063912 = -1193893.336736 nChanged 13 SP:Iteration 93Q (8443.638250 sec): 3 clusters Score: Raw -1196879.235914 + Penalty 2984.063912 = -1193895.172002 nChanged 4 SP:Iteration 94Q (8443.687533 sec): 3 clusters Score: Raw -1196879.781014 + Penalty 2984.063912 = -1193895.717102 nChanged 3 SP:Iteration 95Q (8443.741497 sec): 3 clusters Score: Raw -1196880.143163 + Penalty 2984.063912 = -1193896.079251 nChanged 2 SP:Iteration 96Q (8443.793311 sec): 3 clusters Score: Raw -1196880.328827 + Penalty 2984.063912 = -1193896.264915 nChanged 0 SP:Iteration 97F (8443.860501 sec): 3 clusters Score: Raw -1196880.328827 + Penalty 2984.063912 = -1193896.264915 nChanged 0 Trying to split cluster 11 (11495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8443.887303 sec): 2 clusters Score: Raw -1417902.073928 + Penalty 1519.320959 = -1416382.752970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8443.953548 sec): 3 clusters Score: Raw -1411259.273129 + Penalty 3038.641917 = -1408220.631212 nChanged 5007 SP:Iteration 1F (8444.006566 sec): 3 clusters Score: Raw -1414048.456393 + Penalty 3038.641917 = -1411009.814476 nChanged 651 SP:Iteration 2F (8444.075368 sec): 3 clusters Score: Raw -1414334.893941 + Penalty 3038.641917 = -1411296.252024 nChanged 567 SP:Iteration 3Q (8444.136081 sec): 3 clusters Score: Raw -1414601.083567 + Penalty 3038.641917 = -1411562.441650 nChanged 523 SP:Iteration 4Q (8444.197802 sec): 3 clusters Score: Raw -1414882.667449 + Penalty 3038.641917 = -1411844.025532 nChanged 514 SP:Iteration 5Q (8444.256781 sec): 3 clusters Score: Raw -1415162.675817 + Penalty 3038.641917 = -1412124.033900 nChanged 520 SP:Iteration 6Q (8444.320395 sec): 3 clusters Score: Raw -1415499.223799 + Penalty 3038.641917 = -1412460.581882 nChanged 560 SP:Iteration 7Q (8444.371659 sec): 3 clusters Score: Raw -1415874.178105 + Penalty 3038.641917 = -1412835.536188 nChanged 529 SP:Iteration 8Q (8444.430731 sec): 3 clusters Score: Raw -1416208.152587 + Penalty 3038.641917 = -1413169.510670 nChanged 491 SP:Iteration 9Q (8444.494821 sec): 3 clusters Score: Raw -1416499.884942 + Penalty 3038.641917 = -1413461.243025 nChanged 451 SP:Iteration 10Q (8444.558632 sec): 3 clusters Score: Raw -1416750.448519 + Penalty 3038.641917 = -1413711.806602 nChanged 402 SP:Iteration 11Q (8444.611858 sec): 3 clusters Score: Raw -1416962.014935 + Penalty 3038.641917 = -1413923.373018 nChanged 359 SP:Iteration 12Q (8444.667552 sec): 3 clusters Score: Raw -1417125.492460 + Penalty 3038.641917 = -1414086.850543 nChanged 279 SP:Iteration 13Q (8444.725947 sec): 3 clusters Score: Raw -1417240.511957 + Penalty 3038.641917 = -1414201.870040 nChanged 245 SP:Iteration 14Q (8444.785131 sec): 3 clusters Score: Raw -1417351.215045 + Penalty 3038.641917 = -1414312.573128 nChanged 219 SP:Iteration 15Q (8444.856453 sec): 3 clusters Score: Raw -1417444.663646 + Penalty 3038.641917 = -1414406.021729 nChanged 239 SP:Iteration 16Q (8444.912797 sec): 3 clusters Score: Raw -1417561.858013 + Penalty 3038.641917 = -1414523.216096 nChanged 192 SP:Iteration 17Q (8444.964136 sec): 3 clusters Score: Raw -1417661.468135 + Penalty 3038.641917 = -1414622.826218 nChanged 178 SP:Iteration 18Q (8445.021839 sec): 3 clusters Score: Raw -1417753.124256 + Penalty 3038.641917 = -1414714.482338 nChanged 170 SP:Iteration 19Q (8445.082876 sec): 3 clusters Score: Raw -1417833.910459 + Penalty 3038.641917 = -1414795.268542 nChanged 151 SP:Iteration 20F (8445.143516 sec): 3 clusters Score: Raw -1417903.587778 + Penalty 3038.641917 = -1414864.945861 nChanged 129 SP:Iteration 21Q (8445.197754 sec): 3 clusters Score: Raw -1417968.401003 + Penalty 3038.641917 = -1414929.759086 nChanged 130 SP:Iteration 22Q (8445.246891 sec): 3 clusters Score: Raw -1418039.559872 + Penalty 3038.641917 = -1415000.917955 nChanged 145 SP:Iteration 23Q (8445.310037 sec): 3 clusters Score: Raw -1418128.858321 + Penalty 3038.641917 = -1415090.216404 nChanged 155 SP:Iteration 24Q (8445.364464 sec): 3 clusters Score: Raw -1418233.320077 + Penalty 3038.641917 = -1415194.678160 nChanged 150 SP:Iteration 25Q (8445.422533 sec): 3 clusters Score: Raw -1418351.867140 + Penalty 3038.641917 = -1415313.225223 nChanged 144 SP:Iteration 26Q (8445.486844 sec): 3 clusters Score: Raw -1418479.406760 + Penalty 3038.641917 = -1415440.764843 nChanged 155 SP:Iteration 27Q (8445.551242 sec): 3 clusters Score: Raw -1418616.219577 + Penalty 3038.641917 = -1415577.577659 nChanged 166 SP:Iteration 28Q (8445.598117 sec): 3 clusters Score: Raw -1418786.447393 + Penalty 3038.641917 = -1415747.805476 nChanged 148 SP:Iteration 29Q (8445.656474 sec): 3 clusters Score: Raw -1418918.457791 + Penalty 3038.641917 = -1415879.815874 nChanged 130 SP:Iteration 30Q (8445.721908 sec): 3 clusters Score: Raw -1419019.312984 + Penalty 3038.641917 = -1415980.671066 nChanged 101 SP:Iteration 31Q (8445.771039 sec): 3 clusters Score: Raw -1419068.736422 + Penalty 3038.641917 = -1416030.094505 nChanged 63 SP:Iteration 32Q (8445.829285 sec): 3 clusters Score: Raw -1419094.194148 + Penalty 3038.641917 = -1416055.552231 nChanged 39 SP:Iteration 33Q (8445.883634 sec): 3 clusters Score: Raw -1419107.090073 + Penalty 3038.641917 = -1416068.448156 nChanged 29 SP:Iteration 34Q (8445.956539 sec): 3 clusters Score: Raw -1419120.019585 + Penalty 3038.641917 = -1416081.377668 nChanged 19 SP:Iteration 35Q (8446.007817 sec): 3 clusters Score: Raw -1419133.190417 + Penalty 3038.641917 = -1416094.548500 nChanged 14 SP:Iteration 36Q (8446.060285 sec): 3 clusters Score: Raw -1419135.714381 + Penalty 3038.641917 = -1416097.072464 nChanged 7 SP:Iteration 37Q (8446.125870 sec): 3 clusters Score: Raw -1419143.027471 + Penalty 3038.641917 = -1416104.385554 nChanged 6 SP:Iteration 38Q (8446.188500 sec): 3 clusters Score: Raw -1419143.971604 + Penalty 3038.641917 = -1416105.329687 nChanged 4 SP:Iteration 39Q (8446.233555 sec): 3 clusters Score: Raw -1419144.858449 + Penalty 3038.641917 = -1416106.216532 nChanged 5 SP:Iteration 40F (8446.277870 sec): 3 clusters Score: Raw -1419183.083567 + Penalty 3038.641917 = -1416144.441650 nChanged 22 SP:Iteration 41Q (8446.314245 sec): 3 clusters Score: Raw -1419206.264896 + Penalty 3038.641917 = -1416167.622979 nChanged 24 SP:Iteration 42Q (8446.370547 sec): 3 clusters Score: Raw -1419220.327143 + Penalty 3038.641917 = -1416181.685226 nChanged 28 SP:Iteration 43Q (8446.432137 sec): 3 clusters Score: Raw -1419232.256139 + Penalty 3038.641917 = -1416193.614222 nChanged 21 SP:Iteration 44Q (8446.488032 sec): 3 clusters Score: Raw -1419239.449506 + Penalty 3038.641917 = -1416200.807589 nChanged 17 SP:Iteration 45Q (8446.548464 sec): 3 clusters Score: Raw -1419244.253176 + Penalty 3038.641917 = -1416205.611259 nChanged 15 SP:Iteration 46Q (8446.602535 sec): 3 clusters Score: Raw -1419248.269715 + Penalty 3038.641917 = -1416209.627798 nChanged 9 SP:Iteration 47Q (8446.672768 sec): 3 clusters Score: Raw -1419250.664535 + Penalty 3038.641917 = -1416212.022618 nChanged 9 SP:Iteration 48Q (8446.719262 sec): 3 clusters Score: Raw -1419254.088295 + Penalty 3038.641917 = -1416215.446377 nChanged 10 SP:Iteration 49Q (8446.773429 sec): 3 clusters Score: Raw -1419257.549619 + Penalty 3038.641917 = -1416218.907702 nChanged 7 SP:Iteration 50Q (8446.829337 sec): 3 clusters Score: Raw -1419260.527552 + Penalty 3038.641917 = -1416221.885635 nChanged 8 SP:Iteration 51Q (8446.887834 sec): 3 clusters Score: Raw -1419262.568905 + Penalty 3038.641917 = -1416223.926988 nChanged 10 SP:Iteration 52Q (8446.944606 sec): 3 clusters Score: Raw -1419264.761631 + Penalty 3038.641917 = -1416226.119714 nChanged 12 SP:Iteration 53Q (8447.005926 sec): 3 clusters Score: Raw -1419267.678169 + Penalty 3038.641917 = -1416229.036252 nChanged 8 SP:Iteration 54Q (8447.060291 sec): 3 clusters Score: Raw -1419270.456405 + Penalty 3038.641917 = -1416231.814488 nChanged 10 SP:Iteration 55Q (8447.128011 sec): 3 clusters Score: Raw -1419272.953380 + Penalty 3038.641917 = -1416234.311463 nChanged 12 SP:Iteration 56Q (8447.176226 sec): 3 clusters Score: Raw -1419275.434492 + Penalty 3038.641917 = -1416236.792575 nChanged 12 SP:Iteration 57Q (8447.230126 sec): 3 clusters Score: Raw -1419278.419997 + Penalty 3038.641917 = -1416239.778080 nChanged 12 SP:Iteration 58Q (8447.287311 sec): 3 clusters Score: Raw -1419281.281957 + Penalty 3038.641917 = -1416242.640040 nChanged 5 SP:Iteration 59Q (8447.336562 sec): 3 clusters Score: Raw -1419282.070466 + Penalty 3038.641917 = -1416243.428549 nChanged 4 SP:Iteration 60F (8447.393261 sec): 3 clusters Score: Raw -1419282.928964 + Penalty 3038.641917 = -1416244.287047 nChanged 4 SP:Iteration 61Q (8447.455178 sec): 3 clusters Score: Raw -1419283.773236 + Penalty 3038.641917 = -1416245.131319 nChanged 4 SP:Iteration 62Q (8447.512548 sec): 3 clusters Score: Raw -1419284.658892 + Penalty 3038.641917 = -1416246.016975 nChanged 4 SP:Iteration 63Q (8447.563283 sec): 3 clusters Score: Raw -1419285.097175 + Penalty 3038.641917 = -1416246.455258 nChanged 2 SP:Iteration 64Q (8447.619431 sec): 3 clusters Score: Raw -1419285.410392 + Penalty 3038.641917 = -1416246.768475 nChanged 2 SP:Iteration 65Q (8447.675386 sec): 3 clusters Score: Raw -1419285.727401 + Penalty 3038.641917 = -1416247.085484 nChanged 1 SP:Iteration 66Q (8447.742089 sec): 3 clusters Score: Raw -1419286.146140 + Penalty 3038.641917 = -1416247.504223 nChanged 4 SP:Iteration 67Q (8447.798831 sec): 3 clusters Score: Raw -1419286.959516 + Penalty 3038.641917 = -1416248.317599 nChanged 0 SP:Iteration 68F (8447.855994 sec): 3 clusters Score: Raw -1419286.959516 + Penalty 3038.641917 = -1416248.317599 nChanged 0 Trying to split cluster 12 (361338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8448.327193 sec): 2 clusters Score: Raw -46251084.838357 + Penalty 2079.604977 = -46249005.233380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8448.932376 sec): 3 clusters Score: Raw -46008608.132760 + Penalty 4159.209953 = -46004448.922806 nChanged 176731 SP:Iteration 1F (8449.533074 sec): 3 clusters Score: Raw -46115594.829482 + Penalty 4159.209953 = -46111435.619529 nChanged 10158 SP:Iteration 2Q (8450.171677 sec): 3 clusters Score: Raw -46117851.096727 + Penalty 4159.209953 = -46113691.886774 nChanged 11714 SP:Iteration 3Q (8450.814642 sec): 3 clusters Score: Raw -46121010.000932 + Penalty 4159.209953 = -46116850.790979 nChanged 14021 SP:Iteration 4Q (8451.463133 sec): 3 clusters Score: Raw -46125780.075741 + Penalty 4159.209953 = -46121620.865788 nChanged 17388 SP:Iteration 5Q (8452.107656 sec): 3 clusters Score: Raw -46133232.691813 + Penalty 4159.209953 = -46129073.481860 nChanged 20809 SP:Iteration 6F (8452.708173 sec): 3 clusters Score: Raw -46143971.934067 + Penalty 4159.209953 = -46139812.724113 nChanged 23657 SP:Iteration 7F (8453.326703 sec): 3 clusters Score: Raw -46158336.868562 + Penalty 4159.209953 = -46154177.658609 nChanged 25053 SP:Iteration 8F (8453.925389 sec): 3 clusters Score: Raw -46175609.074005 + Penalty 4159.209953 = -46171449.864051 nChanged 24695 SP:Iteration 9F (8454.527660 sec): 3 clusters Score: Raw -46194546.232185 + Penalty 4159.209953 = -46190387.022232 nChanged 22169 SP:Iteration 10F (8455.131850 sec): 3 clusters Score: Raw -46213088.306924 + Penalty 4159.209953 = -46208929.096970 nChanged 17977 SP:Iteration 11Q (8455.745907 sec): 3 clusters Score: Raw -46229149.038951 + Penalty 4159.209953 = -46224989.828998 nChanged 12224 SP:Iteration 12Q (8456.364043 sec): 3 clusters Score: Raw -46240376.732409 + Penalty 4159.209953 = -46236217.522455 nChanged 6722 SP:Iteration 13Q (8456.966025 sec): 3 clusters Score: Raw -46246491.406572 + Penalty 4159.209953 = -46242332.196618 nChanged 3053 SP:Iteration 14Q (8457.522597 sec): 3 clusters Score: Raw -46249153.180056 + Penalty 4159.209953 = -46244993.970102 nChanged 1343 SP:Iteration 15Q (8458.014491 sec): 3 clusters Score: Raw -46250162.740437 + Penalty 4159.209953 = -46246003.530484 nChanged 725 SP:Iteration 16Q (8458.480649 sec): 3 clusters Score: Raw -46250624.468817 + Penalty 4159.209953 = -46246465.258863 nChanged 468 SP:Iteration 17Q (8459.000266 sec): 3 clusters Score: Raw -46250886.106055 + Penalty 4159.209953 = -46246726.896101 nChanged 355 SP:Iteration 18Q (8459.491781 sec): 3 clusters Score: Raw -46251064.082562 + Penalty 4159.209953 = -46246904.872608 nChanged 231 SP:Iteration 19Q (8459.972920 sec): 3 clusters Score: Raw -46251165.412153 + Penalty 4159.209953 = -46247006.202199 nChanged 177 SP:Iteration 20F (8460.549752 sec): 3 clusters Score: Raw -46251236.685158 + Penalty 4159.209953 = -46247077.475205 nChanged 136 SP:Iteration 21Q (8461.048632 sec): 3 clusters Score: Raw -46251282.574680 + Penalty 4159.209953 = -46247123.364726 nChanged 104 SP:Iteration 22Q (8461.576830 sec): 3 clusters Score: Raw -46251322.537774 + Penalty 4159.209953 = -46247163.327820 nChanged 92 SP:Iteration 23Q (8462.022740 sec): 3 clusters Score: Raw -46251359.700564 + Penalty 4159.209953 = -46247200.490611 nChanged 72 SP:Iteration 24Q (8462.495710 sec): 3 clusters Score: Raw -46251383.547158 + Penalty 4159.209953 = -46247224.337204 nChanged 53 SP:Iteration 25Q (8462.977204 sec): 3 clusters Score: Raw -46251400.542501 + Penalty 4159.209953 = -46247241.332548 nChanged 39 SP:Iteration 26Q (8463.449411 sec): 3 clusters Score: Raw -46251410.879925 + Penalty 4159.209953 = -46247251.669972 nChanged 26 SP:Iteration 27Q (8464.009046 sec): 3 clusters Score: Raw -46251416.908041 + Penalty 4159.209953 = -46247257.698087 nChanged 25 SP:Iteration 28Q (8464.483266 sec): 3 clusters Score: Raw -46251423.391032 + Penalty 4159.209953 = -46247264.181078 nChanged 24 SP:Iteration 29Q (8464.963864 sec): 3 clusters Score: Raw -46251429.518595 + Penalty 4159.209953 = -46247270.308641 nChanged 20 SP:Iteration 30Q (8465.431457 sec): 3 clusters Score: Raw -46251435.677071 + Penalty 4159.209953 = -46247276.467117 nChanged 20 SP:Iteration 31Q (8465.879806 sec): 3 clusters Score: Raw -46251440.634835 + Penalty 4159.209953 = -46247281.424881 nChanged 13 SP:Iteration 32Q (8466.345177 sec): 3 clusters Score: Raw -46251443.423558 + Penalty 4159.209953 = -46247284.213605 nChanged 11 SP:Iteration 33Q (8466.849674 sec): 3 clusters Score: Raw -46251446.077663 + Penalty 4159.209953 = -46247286.867709 nChanged 8 SP:Iteration 34Q (8467.336340 sec): 3 clusters Score: Raw -46251447.851041 + Penalty 4159.209953 = -46247288.641088 nChanged 7 SP:Iteration 35Q (8467.834250 sec): 3 clusters Score: Raw -46251449.358985 + Penalty 4159.209953 = -46247290.149032 nChanged 7 SP:Iteration 36Q (8468.333785 sec): 3 clusters Score: Raw -46251450.615305 + Penalty 4159.209953 = -46247291.405352 nChanged 5 SP:Iteration 37Q (8468.824356 sec): 3 clusters Score: Raw -46251451.557506 + Penalty 4159.209953 = -46247292.347553 nChanged 7 SP:Iteration 38Q (8469.323628 sec): 3 clusters Score: Raw -46251452.992796 + Penalty 4159.209953 = -46247293.782842 nChanged 4 SP:Iteration 39Q (8469.816680 sec): 3 clusters Score: Raw -46251453.778006 + Penalty 4159.209953 = -46247294.568053 nChanged 5 SP:Iteration 40F (8470.438628 sec): 3 clusters Score: Raw -46251454.750191 + Penalty 4159.209953 = -46247295.540237 nChanged 6 SP:Iteration 41Q (8470.934231 sec): 3 clusters Score: Raw -46251455.645972 + Penalty 4159.209953 = -46247296.436019 nChanged 6 SP:Iteration 42Q (8471.425389 sec): 3 clusters Score: Raw -46251456.538850 + Penalty 4159.209953 = -46247297.328897 nChanged 4 SP:Iteration 43Q (8471.919016 sec): 3 clusters Score: Raw -46251457.230404 + Penalty 4159.209953 = -46247298.020451 nChanged 6 SP:Iteration 44Q (8472.425295 sec): 3 clusters Score: Raw -46251458.444091 + Penalty 4159.209953 = -46247299.234138 nChanged 5 SP:Iteration 45Q (8472.925302 sec): 3 clusters Score: Raw -46251458.967887 + Penalty 4159.209953 = -46247299.757934 nChanged 3 SP:Iteration 46Q (8473.420451 sec): 3 clusters Score: Raw -46251459.479846 + Penalty 4159.209953 = -46247300.269893 nChanged 3 SP:Iteration 47Q (8473.891548 sec): 3 clusters Score: Raw -46251460.361577 + Penalty 4159.209953 = -46247301.151624 nChanged 4 SP:Iteration 48Q (8474.383462 sec): 3 clusters Score: Raw -46251460.992960 + Penalty 4159.209953 = -46247301.783006 nChanged 4 SP:Iteration 49Q (8474.880371 sec): 3 clusters Score: Raw -46251461.819654 + Penalty 4159.209953 = -46247302.609700 nChanged 5 SP:Iteration 50Q (8475.367805 sec): 3 clusters Score: Raw -46251462.691674 + Penalty 4159.209953 = -46247303.481720 nChanged 5 SP:Iteration 51Q (8475.842733 sec): 3 clusters Score: Raw -46251463.996857 + Penalty 4159.209953 = -46247304.786903 nChanged 6 SP:Iteration 52Q (8476.321259 sec): 3 clusters Score: Raw -46251465.341144 + Penalty 4159.209953 = -46247306.131190 nChanged 11 SP:Iteration 53Q (8476.811013 sec): 3 clusters Score: Raw -46251467.625994 + Penalty 4159.209953 = -46247308.416040 nChanged 7 SP:Iteration 54Q (8477.296864 sec): 3 clusters Score: Raw -46251469.454055 + Penalty 4159.209953 = -46247310.244102 nChanged 9 SP:Iteration 55Q (8477.790186 sec): 3 clusters Score: Raw -46251471.974369 + Penalty 4159.209953 = -46247312.764415 nChanged 11 SP:Iteration 56Q (8478.292590 sec): 3 clusters Score: Raw -46251475.128761 + Penalty 4159.209953 = -46247315.918808 nChanged 15 SP:Iteration 57Q (8478.759110 sec): 3 clusters Score: Raw -46251478.437638 + Penalty 4159.209953 = -46247319.227684 nChanged 12 SP:Iteration 58Q (8479.238509 sec): 3 clusters Score: Raw -46251481.371166 + Penalty 4159.209953 = -46247322.161213 nChanged 5 SP:Iteration 59Q (8479.714732 sec): 3 clusters Score: Raw -46251482.416450 + Penalty 4159.209953 = -46247323.206496 nChanged 5 SP:Iteration 60F (8480.293779 sec): 3 clusters Score: Raw -46251483.265716 + Penalty 4159.209953 = -46247324.055763 nChanged 3 SP:Iteration 61Q (8480.761843 sec): 3 clusters Score: Raw -46251483.758090 + Penalty 4159.209953 = -46247324.548136 nChanged 2 SP:Iteration 62Q (8481.261396 sec): 3 clusters Score: Raw -46251483.985781 + Penalty 4159.209953 = -46247324.775828 nChanged 1 SP:Iteration 63Q (8481.732460 sec): 3 clusters Score: Raw -46251484.199906 + Penalty 4159.209953 = -46247324.989953 nChanged 2 SP:Iteration 64Q (8482.207957 sec): 3 clusters Score: Raw -46251484.664873 + Penalty 4159.209953 = -46247325.454920 nChanged 0 SP:Iteration 65F (8482.804825 sec): 3 clusters Score: Raw -46251484.664873 + Penalty 4159.209953 = -46247325.454920 nChanged 0 Trying to split cluster 13 (1708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8482.857260 sec): 2 clusters Score: Raw -205906.813915 + Penalty 1209.500236 = -204697.313679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8482.892501 sec): 3 clusters Score: Raw -205222.184717 + Penalty 2419.000472 = -202803.184246 nChanged 574 SP:Iteration 1F (8482.935641 sec): 3 clusters Score: Raw -205638.567440 + Penalty 2419.000472 = -203219.566969 nChanged 151 SP:Iteration 2F (8482.980291 sec): 3 clusters Score: Raw -205781.081412 + Penalty 2419.000472 = -203362.080940 nChanged 94 SP:Iteration 3F (8483.033176 sec): 3 clusters Score: Raw -205871.129978 + Penalty 2419.000472 = -203452.129507 nChanged 79 SP:Iteration 4Q (8483.076838 sec): 3 clusters Score: Raw -205959.535120 + Penalty 2419.000472 = -203540.534648 nChanged 79 SP:Iteration 5Q (8483.110963 sec): 3 clusters Score: Raw -206064.934357 + Penalty 2419.000472 = -203645.933886 nChanged 89 SP:Iteration 6F (8483.147707 sec): 3 clusters Score: Raw -206168.259298 + Penalty 2419.000472 = -203749.258826 nChanged 72 SP:Iteration 7Q (8483.197322 sec): 3 clusters Score: Raw -206248.464022 + Penalty 2419.000472 = -203829.463550 nChanged 63 SP:Iteration 8Q (8483.232428 sec): 3 clusters Score: Raw -206307.609855 + Penalty 2419.000472 = -203888.609383 nChanged 48 SP:Iteration 9Q (8483.274895 sec): 3 clusters Score: Raw -206346.062205 + Penalty 2419.000472 = -203927.061734 nChanged 37 SP:Iteration 10Q (8483.310112 sec): 3 clusters Score: Raw -206370.798291 + Penalty 2419.000472 = -203951.797819 nChanged 19 SP:Iteration 11Q (8483.353462 sec): 3 clusters Score: Raw -206381.568502 + Penalty 2419.000472 = -203962.568030 nChanged 16 SP:Iteration 12Q (8483.398182 sec): 3 clusters Score: Raw -206392.318678 + Penalty 2419.000472 = -203973.318206 nChanged 16 SP:Iteration 13Q (8483.455808 sec): 3 clusters Score: Raw -206407.062931 + Penalty 2419.000472 = -203988.062459 nChanged 12 SP:Iteration 14Q (8483.485894 sec): 3 clusters Score: Raw -206415.879070 + Penalty 2419.000472 = -203996.878599 nChanged 10 SP:Iteration 15Q (8483.529658 sec): 3 clusters Score: Raw -206423.267435 + Penalty 2419.000472 = -204004.266963 nChanged 13 SP:Iteration 16Q (8483.576130 sec): 3 clusters Score: Raw -206433.553563 + Penalty 2419.000472 = -204014.553092 nChanged 10 SP:Iteration 17Q (8483.614807 sec): 3 clusters Score: Raw -206439.252986 + Penalty 2419.000472 = -204020.252514 nChanged 6 SP:Iteration 18Q (8483.668143 sec): 3 clusters Score: Raw -206442.246051 + Penalty 2419.000472 = -204023.245579 nChanged 8 SP:Iteration 19Q (8483.699663 sec): 3 clusters Score: Raw -206447.706295 + Penalty 2419.000472 = -204028.705823 nChanged 6 SP:Iteration 20F (8483.750271 sec): 3 clusters Score: Raw -206450.207235 + Penalty 2419.000472 = -204031.206764 nChanged 4 SP:Iteration 21Q (8483.779395 sec): 3 clusters Score: Raw -206452.580532 + Penalty 2419.000472 = -204033.580060 nChanged 2 SP:Iteration 22Q (8483.823459 sec): 3 clusters Score: Raw -206454.135003 + Penalty 2419.000472 = -204035.134532 nChanged 3 SP:Iteration 23Q (8483.857985 sec): 3 clusters Score: Raw -206456.964084 + Penalty 2419.000472 = -204037.963613 nChanged 4 SP:Iteration 24Q (8483.910278 sec): 3 clusters Score: Raw -206459.038329 + Penalty 2419.000472 = -204040.037858 nChanged 2 SP:Iteration 25Q (8483.950915 sec): 3 clusters Score: Raw -206460.860744 + Penalty 2419.000472 = -204041.860272 nChanged 2 SP:Iteration 26Q (8484.001819 sec): 3 clusters Score: Raw -206462.463014 + Penalty 2419.000472 = -204043.462542 nChanged 4 SP:Iteration 27Q (8484.028494 sec): 3 clusters Score: Raw -206465.034351 + Penalty 2419.000472 = -204046.033879 nChanged 0 SP:Iteration 28F (8484.060790 sec): 3 clusters Score: Raw -206465.034351 + Penalty 2419.000472 = -204046.033879 nChanged 0 Trying to split cluster 14 (57201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8484.167110 sec): 2 clusters Score: Raw -6832242.084499 + Penalty 1780.078082 = -6830462.006417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8484.308959 sec): 3 clusters Score: Raw -6795767.493863 + Penalty 3560.156164 = -6792207.337699 nChanged 26977 SP:Iteration 1F (8484.443312 sec): 3 clusters Score: Raw -6811471.501283 + Penalty 3560.156164 = -6807911.345118 nChanged 2344 SP:Iteration 2Q (8484.580198 sec): 3 clusters Score: Raw -6812185.522344 + Penalty 3560.156164 = -6808625.366179 nChanged 2446 SP:Iteration 3Q (8484.710700 sec): 3 clusters Score: Raw -6813039.345095 + Penalty 3560.156164 = -6809479.188931 nChanged 2594 SP:Iteration 4Q (8484.842007 sec): 3 clusters Score: Raw -6814124.698765 + Penalty 3560.156164 = -6810564.542600 nChanged 2988 SP:Iteration 5F (8484.973572 sec): 3 clusters Score: Raw -6815532.101912 + Penalty 3560.156164 = -6811971.945748 nChanged 3259 SP:Iteration 6F (8485.112556 sec): 3 clusters Score: Raw -6817330.195914 + Penalty 3560.156164 = -6813770.039750 nChanged 3337 SP:Iteration 7F (8485.242433 sec): 3 clusters Score: Raw -6819407.670369 + Penalty 3560.156164 = -6815847.514205 nChanged 3344 SP:Iteration 8F (8485.368938 sec): 3 clusters Score: Raw -6821754.574231 + Penalty 3560.156164 = -6818194.418067 nChanged 3028 SP:Iteration 9F (8485.498321 sec): 3 clusters Score: Raw -6824146.021536 + Penalty 3560.156164 = -6820585.865372 nChanged 2678 SP:Iteration 10Q (8485.629628 sec): 3 clusters Score: Raw -6826351.730687 + Penalty 3560.156164 = -6822791.574523 nChanged 2255 SP:Iteration 11Q (8485.762025 sec): 3 clusters Score: Raw -6828192.096992 + Penalty 3560.156164 = -6824631.940828 nChanged 1806 SP:Iteration 12Q (8485.870916 sec): 3 clusters Score: Raw -6829418.197295 + Penalty 3560.156164 = -6825858.041131 nChanged 1328 SP:Iteration 13Q (8485.995584 sec): 3 clusters Score: Raw -6830135.521633 + Penalty 3560.156164 = -6826575.365469 nChanged 933 SP:Iteration 14Q (8486.127865 sec): 3 clusters Score: Raw -6830545.054162 + Penalty 3560.156164 = -6826984.897998 nChanged 705 SP:Iteration 15Q (8486.247996 sec): 3 clusters Score: Raw -6830819.758522 + Penalty 3560.156164 = -6827259.602357 nChanged 578 SP:Iteration 16Q (8486.378650 sec): 3 clusters Score: Raw -6831011.369043 + Penalty 3560.156164 = -6827451.212879 nChanged 487 SP:Iteration 17Q (8486.490659 sec): 3 clusters Score: Raw -6831159.442009 + Penalty 3560.156164 = -6827599.285844 nChanged 422 SP:Iteration 18Q (8486.613123 sec): 3 clusters Score: Raw -6831277.515553 + Penalty 3560.156164 = -6827717.359388 nChanged 362 SP:Iteration 19Q (8486.719372 sec): 3 clusters Score: Raw -6831380.419686 + Penalty 3560.156164 = -6827820.263522 nChanged 355 SP:Iteration 20F (8486.848813 sec): 3 clusters Score: Raw -6831486.926813 + Penalty 3560.156164 = -6827926.770649 nChanged 355 SP:Iteration 21Q (8486.936549 sec): 3 clusters Score: Raw -6831583.147285 + Penalty 3560.156164 = -6828022.991120 nChanged 314 SP:Iteration 22Q (8487.034864 sec): 3 clusters Score: Raw -6831661.049465 + Penalty 3560.156164 = -6828100.893301 nChanged 309 SP:Iteration 23Q (8487.125997 sec): 3 clusters Score: Raw -6831734.565552 + Penalty 3560.156164 = -6828174.409387 nChanged 262 SP:Iteration 24Q (8487.212260 sec): 3 clusters Score: Raw -6831800.601789 + Penalty 3560.156164 = -6828240.445625 nChanged 240 SP:Iteration 25Q (8487.298854 sec): 3 clusters Score: Raw -6831861.245379 + Penalty 3560.156164 = -6828301.089214 nChanged 233 SP:Iteration 26Q (8487.382865 sec): 3 clusters Score: Raw -6831914.906747 + Penalty 3560.156164 = -6828354.750582 nChanged 219 SP:Iteration 27Q (8487.513886 sec): 3 clusters Score: Raw -6831967.311905 + Penalty 3560.156164 = -6828407.155740 nChanged 217 SP:Iteration 28Q (8487.631144 sec): 3 clusters Score: Raw -6832020.401059 + Penalty 3560.156164 = -6828460.244895 nChanged 210 SP:Iteration 29Q (8487.721401 sec): 3 clusters Score: Raw -6832075.634558 + Penalty 3560.156164 = -6828515.478394 nChanged 214 SP:Iteration 30Q (8487.805719 sec): 3 clusters Score: Raw -6832129.565410 + Penalty 3560.156164 = -6828569.409246 nChanged 199 SP:Iteration 31Q (8487.898142 sec): 3 clusters Score: Raw -6832181.201876 + Penalty 3560.156164 = -6828621.045711 nChanged 186 SP:Iteration 32Q (8487.987530 sec): 3 clusters Score: Raw -6832226.317251 + Penalty 3560.156164 = -6828666.161087 nChanged 159 SP:Iteration 33Q (8488.077499 sec): 3 clusters Score: Raw -6832264.632071 + Penalty 3560.156164 = -6828704.475907 nChanged 130 SP:Iteration 34Q (8488.161676 sec): 3 clusters Score: Raw -6832298.502926 + Penalty 3560.156164 = -6828738.346761 nChanged 127 SP:Iteration 35Q (8488.279040 sec): 3 clusters Score: Raw -6832327.824525 + Penalty 3560.156164 = -6828767.668361 nChanged 138 SP:Iteration 36Q (8488.384899 sec): 3 clusters Score: Raw -6832359.298906 + Penalty 3560.156164 = -6828799.142741 nChanged 119 SP:Iteration 37Q (8488.472330 sec): 3 clusters Score: Raw -6832384.293934 + Penalty 3560.156164 = -6828824.137769 nChanged 115 SP:Iteration 38Q (8488.557584 sec): 3 clusters Score: Raw -6832405.948795 + Penalty 3560.156164 = -6828845.792631 nChanged 86 SP:Iteration 39Q (8488.641242 sec): 3 clusters Score: Raw -6832422.075000 + Penalty 3560.156164 = -6828861.918836 nChanged 79 SP:Iteration 40F (8488.740264 sec): 3 clusters Score: Raw -6832435.710746 + Penalty 3560.156164 = -6828875.554582 nChanged 60 SP:Iteration 41Q (8488.828608 sec): 3 clusters Score: Raw -6832446.262552 + Penalty 3560.156164 = -6828886.106388 nChanged 56 SP:Iteration 42Q (8488.912167 sec): 3 clusters Score: Raw -6832457.303705 + Penalty 3560.156164 = -6828897.147541 nChanged 66 SP:Iteration 43Q (8489.004069 sec): 3 clusters Score: Raw -6832470.993551 + Penalty 3560.156164 = -6828910.837387 nChanged 66 SP:Iteration 44Q (8489.103910 sec): 3 clusters Score: Raw -6832484.032662 + Penalty 3560.156164 = -6828923.876497 nChanged 71 SP:Iteration 45Q (8489.208877 sec): 3 clusters Score: Raw -6832498.007421 + Penalty 3560.156164 = -6828937.851257 nChanged 66 SP:Iteration 46Q (8489.301282 sec): 3 clusters Score: Raw -6832512.667253 + Penalty 3560.156164 = -6828952.511088 nChanged 70 SP:Iteration 47Q (8489.383349 sec): 3 clusters Score: Raw -6832525.847153 + Penalty 3560.156164 = -6828965.690988 nChanged 60 SP:Iteration 48Q (8489.466378 sec): 3 clusters Score: Raw -6832538.082416 + Penalty 3560.156164 = -6828977.926252 nChanged 55 SP:Iteration 49Q (8489.550469 sec): 3 clusters Score: Raw -6832548.976341 + Penalty 3560.156164 = -6828988.820177 nChanged 39 SP:Iteration 50Q (8489.632842 sec): 3 clusters Score: Raw -6832557.689310 + Penalty 3560.156164 = -6828997.533145 nChanged 41 SP:Iteration 51Q (8489.717345 sec): 3 clusters Score: Raw -6832568.827916 + Penalty 3560.156164 = -6829008.671752 nChanged 51 SP:Iteration 52Q (8489.822255 sec): 3 clusters Score: Raw -6832583.588040 + Penalty 3560.156164 = -6829023.431875 nChanged 48 SP:Iteration 53Q (8489.935543 sec): 3 clusters Score: Raw -6832594.994462 + Penalty 3560.156164 = -6829034.838298 nChanged 56 SP:Iteration 54Q (8490.018997 sec): 3 clusters Score: Raw -6832611.241866 + Penalty 3560.156164 = -6829051.085702 nChanged 60 SP:Iteration 55Q (8490.102103 sec): 3 clusters Score: Raw -6832628.130008 + Penalty 3560.156164 = -6829067.973844 nChanged 70 SP:Iteration 56Q (8490.183710 sec): 3 clusters Score: Raw -6832649.284012 + Penalty 3560.156164 = -6829089.127847 nChanged 66 SP:Iteration 57Q (8490.265439 sec): 3 clusters Score: Raw -6832668.284828 + Penalty 3560.156164 = -6829108.128664 nChanged 56 SP:Iteration 58Q (8490.351081 sec): 3 clusters Score: Raw -6832686.569185 + Penalty 3560.156164 = -6829126.413020 nChanged 68 SP:Iteration 59Q (8490.431881 sec): 3 clusters Score: Raw -6832706.594432 + Penalty 3560.156164 = -6829146.438268 nChanged 53 SP:Iteration 60F (8490.530725 sec): 3 clusters Score: Raw -6832716.290802 + Penalty 3560.156164 = -6829156.134638 nChanged 35 SP:Iteration 61Q (8490.611938 sec): 3 clusters Score: Raw -6832725.288121 + Penalty 3560.156164 = -6829165.131956 nChanged 37 SP:Iteration 62Q (8490.716808 sec): 3 clusters Score: Raw -6832736.011702 + Penalty 3560.156164 = -6829175.855538 nChanged 39 SP:Iteration 63Q (8490.807862 sec): 3 clusters Score: Raw -6832747.075260 + Penalty 3560.156164 = -6829186.919095 nChanged 37 SP:Iteration 64Q (8490.889947 sec): 3 clusters Score: Raw -6832758.160271 + Penalty 3560.156164 = -6829198.004107 nChanged 44 SP:Iteration 65Q (8490.970731 sec): 3 clusters Score: Raw -6832770.540993 + Penalty 3560.156164 = -6829210.384829 nChanged 39 SP:Iteration 66Q (8491.051248 sec): 3 clusters Score: Raw -6832780.689060 + Penalty 3560.156164 = -6829220.532896 nChanged 28 SP:Iteration 67Q (8491.133638 sec): 3 clusters Score: Raw -6832786.491263 + Penalty 3560.156164 = -6829226.335098 nChanged 25 SP:Iteration 68Q (8491.214781 sec): 3 clusters Score: Raw -6832790.901219 + Penalty 3560.156164 = -6829230.745055 nChanged 17 SP:Iteration 69Q (8491.303885 sec): 3 clusters Score: Raw -6832793.976541 + Penalty 3560.156164 = -6829233.820377 nChanged 14 SP:Iteration 70Q (8491.416341 sec): 3 clusters Score: Raw -6832795.982880 + Penalty 3560.156164 = -6829235.826716 nChanged 11 SP:Iteration 71Q (8491.530279 sec): 3 clusters Score: Raw -6832797.798998 + Penalty 3560.156164 = -6829237.642834 nChanged 13 SP:Iteration 72Q (8491.612292 sec): 3 clusters Score: Raw -6832800.162614 + Penalty 3560.156164 = -6829240.006450 nChanged 10 SP:Iteration 73Q (8491.700351 sec): 3 clusters Score: Raw -6832801.927903 + Penalty 3560.156164 = -6829241.771739 nChanged 8 SP:Iteration 74Q (8491.780714 sec): 3 clusters Score: Raw -6832804.576578 + Penalty 3560.156164 = -6829244.420413 nChanged 16 SP:Iteration 75Q (8491.860568 sec): 3 clusters Score: Raw -6832808.597534 + Penalty 3560.156164 = -6829248.441370 nChanged 16 SP:Iteration 76Q (8491.950705 sec): 3 clusters Score: Raw -6832811.641511 + Penalty 3560.156164 = -6829251.485347 nChanged 15 SP:Iteration 77Q (8492.065566 sec): 3 clusters Score: Raw -6832815.429759 + Penalty 3560.156164 = -6829255.273594 nChanged 17 SP:Iteration 78Q (8492.181592 sec): 3 clusters Score: Raw -6832818.303221 + Penalty 3560.156164 = -6829258.147056 nChanged 15 SP:Iteration 79Q (8492.262069 sec): 3 clusters Score: Raw -6832820.849215 + Penalty 3560.156164 = -6829260.693051 nChanged 15 SP:Iteration 80F (8492.360065 sec): 3 clusters Score: Raw -6832822.783819 + Penalty 3560.156164 = -6829262.627655 nChanged 10 SP:Iteration 81Q (8492.439973 sec): 3 clusters Score: Raw -6832824.606327 + Penalty 3560.156164 = -6829264.450162 nChanged 7 SP:Iteration 82Q (8492.519740 sec): 3 clusters Score: Raw -6832825.512034 + Penalty 3560.156164 = -6829265.355869 nChanged 4 SP:Iteration 83Q (8492.600276 sec): 3 clusters Score: Raw -6832826.063741 + Penalty 3560.156164 = -6829265.907576 nChanged 7 SP:Iteration 84Q (8492.680613 sec): 3 clusters Score: Raw -6832828.025988 + Penalty 3560.156164 = -6829267.869824 nChanged 11 SP:Iteration 85Q (8492.760981 sec): 3 clusters Score: Raw -6832830.523020 + Penalty 3560.156164 = -6829270.366855 nChanged 11 SP:Iteration 86Q (8492.872589 sec): 3 clusters Score: Raw -6832833.003188 + Penalty 3560.156164 = -6829272.847024 nChanged 6 SP:Iteration 87Q (8492.970925 sec): 3 clusters Score: Raw -6832833.799891 + Penalty 3560.156164 = -6829273.643727 nChanged 4 SP:Iteration 88Q (8493.068296 sec): 3 clusters Score: Raw -6832834.371322 + Penalty 3560.156164 = -6829274.215158 nChanged 1 SP:Iteration 89Q (8493.149139 sec): 3 clusters Score: Raw -6832834.513786 + Penalty 3560.156164 = -6829274.357621 nChanged 0 SP:Iteration 90F (8493.248543 sec): 3 clusters Score: Raw -6832834.513786 + Penalty 3560.156164 = -6829274.357621 nChanged 0 Trying to split cluster 15 (15874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8493.271469 sec): 2 clusters Score: Raw -1969888.570841 + Penalty 1571.771147 = -1968316.799694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8493.308564 sec): 3 clusters Score: Raw -1960448.115775 + Penalty 3143.542295 = -1957304.573480 nChanged 7138 SP:Iteration 1F (8493.344268 sec): 3 clusters Score: Raw -1964261.312955 + Penalty 3143.542295 = -1961117.770660 nChanged 939 SP:Iteration 2F (8493.403202 sec): 3 clusters Score: Raw -1964679.702868 + Penalty 3143.542295 = -1961536.160573 nChanged 927 SP:Iteration 3F (8493.440646 sec): 3 clusters Score: Raw -1965121.997502 + Penalty 3143.542295 = -1961978.455208 nChanged 859 SP:Iteration 4F (8493.477506 sec): 3 clusters Score: Raw -1965526.217630 + Penalty 3143.542295 = -1962382.675336 nChanged 772 SP:Iteration 5Q (8493.513512 sec): 3 clusters Score: Raw -1965941.217387 + Penalty 3143.542295 = -1962797.675092 nChanged 815 SP:Iteration 6F (8493.549199 sec): 3 clusters Score: Raw -1966456.063638 + Penalty 3143.542295 = -1963312.521344 nChanged 844 SP:Iteration 7F (8493.585028 sec): 3 clusters Score: Raw -1967022.355866 + Penalty 3143.542295 = -1963878.813571 nChanged 830 SP:Iteration 8F (8493.621437 sec): 3 clusters Score: Raw -1967667.305040 + Penalty 3143.542295 = -1964523.762745 nChanged 837 SP:Iteration 9F (8493.657199 sec): 3 clusters Score: Raw -1968327.056296 + Penalty 3143.542295 = -1965183.514001 nChanged 739 SP:Iteration 10Q (8493.700968 sec): 3 clusters Score: Raw -1968819.144975 + Penalty 3143.542295 = -1965675.602681 nChanged 593 SP:Iteration 11Q (8493.738628 sec): 3 clusters Score: Raw -1969163.472061 + Penalty 3143.542295 = -1966019.929767 nChanged 470 SP:Iteration 12Q (8493.777925 sec): 3 clusters Score: Raw -1969400.035319 + Penalty 3143.542295 = -1966256.493025 nChanged 373 SP:Iteration 13Q (8493.812075 sec): 3 clusters Score: Raw -1969568.729312 + Penalty 3143.542295 = -1966425.187018 nChanged 311 SP:Iteration 14Q (8493.846266 sec): 3 clusters Score: Raw -1969690.053903 + Penalty 3143.542295 = -1966546.511608 nChanged 247 SP:Iteration 15Q (8493.884178 sec): 3 clusters Score: Raw -1969784.553868 + Penalty 3143.542295 = -1966641.011573 nChanged 208 SP:Iteration 16Q (8493.917890 sec): 3 clusters Score: Raw -1969855.833196 + Penalty 3143.542295 = -1966712.290902 nChanged 163 SP:Iteration 17Q (8493.951663 sec): 3 clusters Score: Raw -1969904.852018 + Penalty 3143.542295 = -1966761.309723 nChanged 149 SP:Iteration 18Q (8494.020115 sec): 3 clusters Score: Raw -1969944.361774 + Penalty 3143.542295 = -1966800.819479 nChanged 140 SP:Iteration 19Q (8494.072496 sec): 3 clusters Score: Raw -1969986.501998 + Penalty 3143.542295 = -1966842.959703 nChanged 150 SP:Iteration 20F (8494.142732 sec): 3 clusters Score: Raw -1970028.214084 + Penalty 3143.542295 = -1966884.671789 nChanged 125 SP:Iteration 21Q (8494.202998 sec): 3 clusters Score: Raw -1970061.006688 + Penalty 3143.542295 = -1966917.464394 nChanged 135 SP:Iteration 22Q (8494.263147 sec): 3 clusters Score: Raw -1970100.010653 + Penalty 3143.542295 = -1966956.468358 nChanged 124 SP:Iteration 23Q (8494.296566 sec): 3 clusters Score: Raw -1970135.409315 + Penalty 3143.542295 = -1966991.867021 nChanged 129 SP:Iteration 24Q (8494.336276 sec): 3 clusters Score: Raw -1970171.628673 + Penalty 3143.542295 = -1967028.086378 nChanged 122 SP:Iteration 25Q (8494.404030 sec): 3 clusters Score: Raw -1970210.443772 + Penalty 3143.542295 = -1967066.901477 nChanged 135 SP:Iteration 26Q (8494.436301 sec): 3 clusters Score: Raw -1970258.091529 + Penalty 3143.542295 = -1967114.549234 nChanged 114 SP:Iteration 27Q (8494.469032 sec): 3 clusters Score: Raw -1970294.941409 + Penalty 3143.542295 = -1967151.399114 nChanged 107 SP:Iteration 28Q (8494.508813 sec): 3 clusters Score: Raw -1970330.008886 + Penalty 3143.542295 = -1967186.466591 nChanged 102 SP:Iteration 29Q (8494.550935 sec): 3 clusters Score: Raw -1970358.699932 + Penalty 3143.542295 = -1967215.157637 nChanged 81 SP:Iteration 30Q (8494.583143 sec): 3 clusters Score: Raw -1970380.119470 + Penalty 3143.542295 = -1967236.577176 nChanged 86 SP:Iteration 31Q (8494.616546 sec): 3 clusters Score: Raw -1970405.775731 + Penalty 3143.542295 = -1967262.233436 nChanged 88 SP:Iteration 32Q (8494.654101 sec): 3 clusters Score: Raw -1970432.104542 + Penalty 3143.542295 = -1967288.562247 nChanged 89 SP:Iteration 33Q (8494.692317 sec): 3 clusters Score: Raw -1970456.684877 + Penalty 3143.542295 = -1967313.142583 nChanged 75 SP:Iteration 34Q (8494.729810 sec): 3 clusters Score: Raw -1970475.161238 + Penalty 3143.542295 = -1967331.618943 nChanged 61 SP:Iteration 35Q (8494.766372 sec): 3 clusters Score: Raw -1970490.482849 + Penalty 3143.542295 = -1967346.940555 nChanged 54 SP:Iteration 36Q (8494.802193 sec): 3 clusters Score: Raw -1970504.165588 + Penalty 3143.542295 = -1967360.623294 nChanged 50 SP:Iteration 37Q (8494.836610 sec): 3 clusters Score: Raw -1970516.092382 + Penalty 3143.542295 = -1967372.550087 nChanged 39 SP:Iteration 38Q (8494.874564 sec): 3 clusters Score: Raw -1970526.539716 + Penalty 3143.542295 = -1967382.997421 nChanged 37 SP:Iteration 39Q (8494.910702 sec): 3 clusters Score: Raw -1970537.061320 + Penalty 3143.542295 = -1967393.519026 nChanged 41 SP:Iteration 40F (8494.949767 sec): 3 clusters Score: Raw -1970548.232649 + Penalty 3143.542295 = -1967404.690354 nChanged 32 SP:Iteration 41Q (8494.983359 sec): 3 clusters Score: Raw -1970558.525437 + Penalty 3143.542295 = -1967414.983142 nChanged 40 SP:Iteration 42Q (8495.020850 sec): 3 clusters Score: Raw -1970571.863879 + Penalty 3143.542295 = -1967428.321584 nChanged 37 SP:Iteration 43Q (8495.059638 sec): 3 clusters Score: Raw -1970581.109612 + Penalty 3143.542295 = -1967437.567318 nChanged 22 SP:Iteration 44Q (8495.098145 sec): 3 clusters Score: Raw -1970585.904267 + Penalty 3143.542295 = -1967442.361973 nChanged 23 SP:Iteration 45Q (8495.129906 sec): 3 clusters Score: Raw -1970589.838390 + Penalty 3143.542295 = -1967446.296096 nChanged 16 SP:Iteration 46Q (8495.164135 sec): 3 clusters Score: Raw -1970592.543815 + Penalty 3143.542295 = -1967449.001520 nChanged 11 SP:Iteration 47Q (8495.202129 sec): 3 clusters Score: Raw -1970595.580626 + Penalty 3143.542295 = -1967452.038331 nChanged 9 SP:Iteration 48Q (8495.239883 sec): 3 clusters Score: Raw -1970597.289593 + Penalty 3143.542295 = -1967453.747298 nChanged 11 SP:Iteration 49Q (8495.278371 sec): 3 clusters Score: Raw -1970599.701726 + Penalty 3143.542295 = -1967456.159431 nChanged 14 SP:Iteration 50Q (8495.315112 sec): 3 clusters Score: Raw -1970602.406031 + Penalty 3143.542295 = -1967458.863736 nChanged 15 SP:Iteration 51Q (8495.347263 sec): 3 clusters Score: Raw -1970604.877817 + Penalty 3143.542295 = -1967461.335522 nChanged 13 SP:Iteration 52Q (8495.400732 sec): 3 clusters Score: Raw -1970607.688732 + Penalty 3143.542295 = -1967464.146438 nChanged 16 SP:Iteration 53Q (8495.454380 sec): 3 clusters Score: Raw -1970610.896349 + Penalty 3143.542295 = -1967467.354054 nChanged 10 SP:Iteration 54Q (8495.522021 sec): 3 clusters Score: Raw -1970612.209767 + Penalty 3143.542295 = -1967468.667473 nChanged 7 SP:Iteration 55Q (8495.586751 sec): 3 clusters Score: Raw -1970613.312541 + Penalty 3143.542295 = -1967469.770246 nChanged 11 SP:Iteration 56Q (8495.647261 sec): 3 clusters Score: Raw -1970615.372552 + Penalty 3143.542295 = -1967471.830257 nChanged 9 SP:Iteration 57Q (8495.712234 sec): 3 clusters Score: Raw -1970617.458376 + Penalty 3143.542295 = -1967473.916082 nChanged 13 SP:Iteration 58Q (8495.754695 sec): 3 clusters Score: Raw -1970620.473276 + Penalty 3143.542295 = -1967476.930981 nChanged 6 SP:Iteration 59Q (8495.793195 sec): 3 clusters Score: Raw -1970621.447118 + Penalty 3143.542295 = -1967477.904823 nChanged 4 SP:Iteration 60F (8495.828292 sec): 3 clusters Score: Raw -1970621.985207 + Penalty 3143.542295 = -1967478.442912 nChanged 3 SP:Iteration 61Q (8495.859936 sec): 3 clusters Score: Raw -1970622.144186 + Penalty 3143.542295 = -1967478.601891 nChanged 4 SP:Iteration 62Q (8495.892277 sec): 3 clusters Score: Raw -1970622.663096 + Penalty 3143.542295 = -1967479.120801 nChanged 1 SP:Iteration 63Q (8495.930584 sec): 3 clusters Score: Raw -1970622.717432 + Penalty 3143.542295 = -1967479.175137 nChanged 2 SP:Iteration 64Q (8495.962060 sec): 3 clusters Score: Raw -1970622.941184 + Penalty 3143.542295 = -1967479.398890 nChanged 2 SP:Iteration 65Q (8495.993624 sec): 3 clusters Score: Raw -1970623.543249 + Penalty 3143.542295 = -1967480.000954 nChanged 2 SP:Iteration 66Q (8496.025270 sec): 3 clusters Score: Raw -1970623.891551 + Penalty 3143.542295 = -1967480.349257 nChanged 2 SP:Iteration 67Q (8496.057652 sec): 3 clusters Score: Raw -1970624.090761 + Penalty 3143.542295 = -1967480.548466 nChanged 1 SP:Iteration 68Q (8496.122661 sec): 3 clusters Score: Raw -1970624.296589 + Penalty 3143.542295 = -1967480.754294 nChanged 1 SP:Iteration 69Q (8496.160202 sec): 3 clusters Score: Raw -1970624.382683 + Penalty 3143.542295 = -1967480.840388 nChanged 1 SP:Iteration 70Q (8496.191377 sec): 3 clusters Score: Raw -1970624.660832 + Penalty 3143.542295 = -1967481.118538 nChanged 3 SP:Iteration 71Q (8496.222896 sec): 3 clusters Score: Raw -1970625.062608 + Penalty 3143.542295 = -1967481.520313 nChanged 0 SP:Iteration 72F (8496.258546 sec): 3 clusters Score: Raw -1970625.062608 + Penalty 3143.542295 = -1967481.520313 nChanged 0 Trying to split cluster 16 (6107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8496.278591 sec): 2 clusters Score: Raw -735649.914245 + Penalty 1416.543527 = -734233.370718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8496.300986 sec): 3 clusters Score: Raw -732407.655218 + Penalty 2833.087053 = -729574.568165 nChanged 2480 SP:Iteration 1F (8496.327305 sec): 3 clusters Score: Raw -733754.825296 + Penalty 2833.087053 = -730921.738242 nChanged 455 SP:Iteration 2F (8496.349287 sec): 3 clusters Score: Raw -734033.995625 + Penalty 2833.087053 = -731200.908571 nChanged 407 SP:Iteration 3F (8496.371183 sec): 3 clusters Score: Raw -734298.032484 + Penalty 2833.087053 = -731464.945430 nChanged 359 SP:Iteration 4F (8496.399039 sec): 3 clusters Score: Raw -734528.984862 + Penalty 2833.087053 = -731695.897809 nChanged 330 SP:Iteration 5F (8496.440914 sec): 3 clusters Score: Raw -734753.699137 + Penalty 2833.087053 = -731920.612084 nChanged 290 SP:Iteration 6Q (8496.466229 sec): 3 clusters Score: Raw -734959.886098 + Penalty 2833.087053 = -732126.799045 nChanged 277 SP:Iteration 7Q (8496.487989 sec): 3 clusters Score: Raw -735175.684085 + Penalty 2833.087053 = -732342.597032 nChanged 274 SP:Iteration 8Q (8496.510030 sec): 3 clusters Score: Raw -735389.855998 + Penalty 2833.087053 = -732556.768944 nChanged 253 SP:Iteration 9Q (8496.531998 sec): 3 clusters Score: Raw -735607.059827 + Penalty 2833.087053 = -732773.972774 nChanged 244 SP:Iteration 10Q (8496.554028 sec): 3 clusters Score: Raw -735808.921210 + Penalty 2833.087053 = -732975.834157 nChanged 200 SP:Iteration 11Q (8496.610298 sec): 3 clusters Score: Raw -735944.587693 + Penalty 2833.087053 = -733111.500640 nChanged 158 SP:Iteration 12Q (8496.632099 sec): 3 clusters Score: Raw -736038.376379 + Penalty 2833.087053 = -733205.289326 nChanged 129 SP:Iteration 13Q (8496.687539 sec): 3 clusters Score: Raw -736098.095171 + Penalty 2833.087053 = -733265.008118 nChanged 92 SP:Iteration 14Q (8496.708862 sec): 3 clusters Score: Raw -736137.520415 + Penalty 2833.087053 = -733304.433362 nChanged 79 SP:Iteration 15Q (8496.730016 sec): 3 clusters Score: Raw -736167.858823 + Penalty 2833.087053 = -733334.771769 nChanged 66 SP:Iteration 16Q (8496.786808 sec): 3 clusters Score: Raw -736193.333207 + Penalty 2833.087053 = -733360.246154 nChanged 54 SP:Iteration 17Q (8496.836373 sec): 3 clusters Score: Raw -736212.173493 + Penalty 2833.087053 = -733379.086440 nChanged 42 SP:Iteration 18Q (8496.888503 sec): 3 clusters Score: Raw -736225.020271 + Penalty 2833.087053 = -733391.933218 nChanged 22 SP:Iteration 19Q (8496.942148 sec): 3 clusters Score: Raw -736230.172221 + Penalty 2833.087053 = -733397.085168 nChanged 23 SP:Iteration 20F (8497.002394 sec): 3 clusters Score: Raw -736235.530570 + Penalty 2833.087053 = -733402.443517 nChanged 21 SP:Iteration 21Q (8497.053382 sec): 3 clusters Score: Raw -736241.664119 + Penalty 2833.087053 = -733408.577065 nChanged 23 SP:Iteration 22Q (8497.104448 sec): 3 clusters Score: Raw -736246.084394 + Penalty 2833.087053 = -733412.997341 nChanged 20 SP:Iteration 23Q (8497.158555 sec): 3 clusters Score: Raw -736250.477955 + Penalty 2833.087053 = -733417.390902 nChanged 13 SP:Iteration 24Q (8497.186075 sec): 3 clusters Score: Raw -736253.370770 + Penalty 2833.087053 = -733420.283716 nChanged 9 SP:Iteration 25Q (8497.207382 sec): 3 clusters Score: Raw -736255.292463 + Penalty 2833.087053 = -733422.205409 nChanged 8 SP:Iteration 26Q (8497.228383 sec): 3 clusters Score: Raw -736256.763477 + Penalty 2833.087053 = -733423.676424 nChanged 4 SP:Iteration 27Q (8497.256452 sec): 3 clusters Score: Raw -736257.442920 + Penalty 2833.087053 = -733424.355867 nChanged 5 SP:Iteration 28Q (8497.277636 sec): 3 clusters Score: Raw -736258.099131 + Penalty 2833.087053 = -733425.012078 nChanged 6 SP:Iteration 29Q (8497.304234 sec): 3 clusters Score: Raw -736260.187444 + Penalty 2833.087053 = -733427.100391 nChanged 5 SP:Iteration 30Q (8497.347863 sec): 3 clusters Score: Raw -736260.821303 + Penalty 2833.087053 = -733427.734250 nChanged 5 SP:Iteration 31Q (8497.375143 sec): 3 clusters Score: Raw -736261.380682 + Penalty 2833.087053 = -733428.293629 nChanged 4 SP:Iteration 32Q (8497.412081 sec): 3 clusters Score: Raw -736262.265472 + Penalty 2833.087053 = -733429.178419 nChanged 3 SP:Iteration 33Q (8497.464805 sec): 3 clusters Score: Raw -736262.612418 + Penalty 2833.087053 = -733429.525364 nChanged 2 SP:Iteration 34Q (8497.517143 sec): 3 clusters Score: Raw -736262.727770 + Penalty 2833.087053 = -733429.640716 nChanged 1 SP:Iteration 35Q (8497.560623 sec): 3 clusters Score: Raw -736262.969790 + Penalty 2833.087053 = -733429.882737 nChanged 2 SP:Iteration 36Q (8497.611981 sec): 3 clusters Score: Raw -736263.406496 + Penalty 2833.087053 = -733430.319443 nChanged 2 SP:Iteration 37Q (8497.638068 sec): 3 clusters Score: Raw -736264.075561 + Penalty 2833.087053 = -733430.988508 nChanged 4 SP:Iteration 38Q (8497.659332 sec): 3 clusters Score: Raw -736264.786806 + Penalty 2833.087053 = -733431.699753 nChanged 3 SP:Iteration 39Q (8497.680763 sec): 3 clusters Score: Raw -736265.426862 + Penalty 2833.087053 = -733432.339808 nChanged 1 SP:Iteration 40F (8497.707542 sec): 3 clusters Score: Raw -736265.538866 + Penalty 2833.087053 = -733432.451813 nChanged 0 Trying to split cluster 17 (2710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8497.724368 sec): 2 clusters Score: Raw -329472.260426 + Penalty 1284.514386 = -328187.746040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8497.738466 sec): 3 clusters Score: Raw -328218.887052 + Penalty 2569.028772 = -325649.858280 nChanged 1003 SP:Iteration 1F (8497.752069 sec): 3 clusters Score: Raw -328770.358768 + Penalty 2569.028772 = -326201.329996 nChanged 198 SP:Iteration 2F (8497.765632 sec): 3 clusters Score: Raw -328915.555181 + Penalty 2569.028772 = -326346.526409 nChanged 158 SP:Iteration 3F (8497.779079 sec): 3 clusters Score: Raw -329044.380253 + Penalty 2569.028772 = -326475.351481 nChanged 152 SP:Iteration 4F (8497.793207 sec): 3 clusters Score: Raw -329156.808474 + Penalty 2569.028772 = -326587.779702 nChanged 128 SP:Iteration 5Q (8497.806734 sec): 3 clusters Score: Raw -329255.880646 + Penalty 2569.028772 = -326686.851874 nChanged 116 SP:Iteration 6Q (8497.826996 sec): 3 clusters Score: Raw -329347.185280 + Penalty 2569.028772 = -326778.156508 nChanged 92 SP:Iteration 7Q (8497.846907 sec): 3 clusters Score: Raw -329413.195592 + Penalty 2569.028772 = -326844.166820 nChanged 74 SP:Iteration 8Q (8497.866574 sec): 3 clusters Score: Raw -329456.394143 + Penalty 2569.028772 = -326887.365371 nChanged 53 SP:Iteration 9Q (8497.879936 sec): 3 clusters Score: Raw -329484.523602 + Penalty 2569.028772 = -326915.494830 nChanged 40 SP:Iteration 10Q (8497.893369 sec): 3 clusters Score: Raw -329508.018598 + Penalty 2569.028772 = -326938.989826 nChanged 36 SP:Iteration 11Q (8497.907336 sec): 3 clusters Score: Raw -329528.891052 + Penalty 2569.028772 = -326959.862280 nChanged 33 SP:Iteration 12Q (8497.920829 sec): 3 clusters Score: Raw -329545.194418 + Penalty 2569.028772 = -326976.165646 nChanged 31 SP:Iteration 13Q (8497.934277 sec): 3 clusters Score: Raw -329560.655836 + Penalty 2569.028772 = -326991.627064 nChanged 28 SP:Iteration 14Q (8497.949268 sec): 3 clusters Score: Raw -329570.065144 + Penalty 2569.028772 = -327001.036372 nChanged 17 SP:Iteration 15Q (8497.962750 sec): 3 clusters Score: Raw -329578.595524 + Penalty 2569.028772 = -327009.566752 nChanged 15 SP:Iteration 16Q (8497.982847 sec): 3 clusters Score: Raw -329584.921495 + Penalty 2569.028772 = -327015.892723 nChanged 12 SP:Iteration 17Q (8497.996343 sec): 3 clusters Score: Raw -329589.950164 + Penalty 2569.028772 = -327020.921392 nChanged 12 SP:Iteration 18Q (8498.008692 sec): 3 clusters Score: Raw -329596.110091 + Penalty 2569.028772 = -327027.081319 nChanged 8 SP:Iteration 19Q (8498.026624 sec): 3 clusters Score: Raw -329599.934364 + Penalty 2569.028772 = -327030.905592 nChanged 13 SP:Iteration 20F (8498.046106 sec): 3 clusters Score: Raw -329606.912537 + Penalty 2569.028772 = -327037.883765 nChanged 13 SP:Iteration 21Q (8498.065553 sec): 3 clusters Score: Raw -329619.784196 + Penalty 2569.028772 = -327050.755424 nChanged 26 SP:Iteration 22Q (8498.078894 sec): 3 clusters Score: Raw -329651.802723 + Penalty 2569.028772 = -327082.773951 nChanged 39 SP:Iteration 23Q (8498.090988 sec): 3 clusters Score: Raw -329687.350089 + Penalty 2569.028772 = -327118.321317 nChanged 43 SP:Iteration 24Q (8498.129200 sec): 3 clusters Score: Raw -329726.690823 + Penalty 2569.028772 = -327157.662051 nChanged 43 SP:Iteration 25Q (8498.175742 sec): 3 clusters Score: Raw -329760.825962 + Penalty 2569.028772 = -327191.797190 nChanged 52 SP:Iteration 26Q (8498.207149 sec): 3 clusters Score: Raw -329791.374625 + Penalty 2569.028772 = -327222.345853 nChanged 35 SP:Iteration 27Q (8498.227431 sec): 3 clusters Score: Raw -329806.742187 + Penalty 2569.028772 = -327237.713415 nChanged 23 SP:Iteration 28Q (8498.247871 sec): 3 clusters Score: Raw -329816.426175 + Penalty 2569.028772 = -327247.397403 nChanged 17 SP:Iteration 29Q (8498.277170 sec): 3 clusters Score: Raw -329823.948268 + Penalty 2569.028772 = -327254.919496 nChanged 11 SP:Iteration 30Q (8498.289948 sec): 3 clusters Score: Raw -329828.014241 + Penalty 2569.028772 = -327258.985469 nChanged 11 SP:Iteration 31Q (8498.308532 sec): 3 clusters Score: Raw -329833.292946 + Penalty 2569.028772 = -327264.264174 nChanged 12 SP:Iteration 32Q (8498.327319 sec): 3 clusters Score: Raw -329837.896475 + Penalty 2569.028772 = -327268.867703 nChanged 11 SP:Iteration 33Q (8498.340661 sec): 3 clusters Score: Raw -329840.849825 + Penalty 2569.028772 = -327271.821053 nChanged 3 SP:Iteration 34Q (8498.352991 sec): 3 clusters Score: Raw -329841.370702 + Penalty 2569.028772 = -327272.341930 nChanged 1 SP:Iteration 35Q (8498.370459 sec): 3 clusters Score: Raw -329841.624018 + Penalty 2569.028772 = -327272.595246 nChanged 1 SP:Iteration 36Q (8498.390368 sec): 3 clusters Score: Raw -329842.186896 + Penalty 2569.028772 = -327273.158124 nChanged 2 SP:Iteration 37Q (8498.403863 sec): 3 clusters Score: Raw -329843.711641 + Penalty 2569.028772 = -327274.682869 nChanged 3 SP:Iteration 38Q (8498.423314 sec): 3 clusters Score: Raw -329844.690924 + Penalty 2569.028772 = -327275.662152 nChanged 3 SP:Iteration 39Q (8498.436665 sec): 3 clusters Score: Raw -329845.546584 + Penalty 2569.028772 = -327276.517812 nChanged 2 SP:Iteration 40F (8498.450382 sec): 3 clusters Score: Raw -329846.055174 + Penalty 2569.028772 = -327277.026402 nChanged 1 SP:Iteration 41Q (8498.469812 sec): 3 clusters Score: Raw -329846.446043 + Penalty 2569.028772 = -327277.417271 nChanged 2 SP:Iteration 42Q (8498.491991 sec): 3 clusters Score: Raw -329846.943596 + Penalty 2569.028772 = -327277.914824 nChanged 1 SP:Iteration 43Q (8498.505534 sec): 3 clusters Score: Raw -329848.183279 + Penalty 2569.028772 = -327279.154507 nChanged 2 SP:Iteration 44Q (8498.518944 sec): 3 clusters Score: Raw -329848.556514 + Penalty 2569.028772 = -327279.527742 nChanged 1 SP:Iteration 45Q (8498.538508 sec): 3 clusters Score: Raw -329848.641494 + Penalty 2569.028772 = -327279.612722 nChanged 0 SP:Iteration 46F (8498.552301 sec): 3 clusters Score: Raw -329848.641494 + Penalty 2569.028772 = -327279.612722 nChanged 0 Trying to split cluster 18 (82435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8498.681863 sec): 2 clusters Score: Raw -10347398.954294 + Penalty 1839.461875 = -10345559.492419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8498.820354 sec): 3 clusters Score: Raw -10294134.706785 + Penalty 3678.923749 = -10290455.783035 nChanged 39241 SP:Iteration 1F (8498.955434 sec): 3 clusters Score: Raw -10316906.357971 + Penalty 3678.923749 = -10313227.434221 nChanged 2764 SP:Iteration 2Q (8499.099002 sec): 3 clusters Score: Raw -10317560.347617 + Penalty 3678.923749 = -10313881.423868 nChanged 2754 SP:Iteration 3Q (8499.242453 sec): 3 clusters Score: Raw -10318288.223178 + Penalty 3678.923749 = -10314609.299429 nChanged 2926 SP:Iteration 4Q (8499.422128 sec): 3 clusters Score: Raw -10319180.615943 + Penalty 3678.923749 = -10315501.692194 nChanged 3218 SP:Iteration 5Q (8499.574529 sec): 3 clusters Score: Raw -10320305.652222 + Penalty 3678.923749 = -10316626.728473 nChanged 3524 SP:Iteration 6Q (8499.718767 sec): 3 clusters Score: Raw -10321688.984849 + Penalty 3678.923749 = -10318010.061099 nChanged 3723 SP:Iteration 7Q (8499.861554 sec): 3 clusters Score: Raw -10323221.093861 + Penalty 3678.923749 = -10319542.170111 nChanged 3864 SP:Iteration 8Q (8500.005305 sec): 3 clusters Score: Raw -10324883.034952 + Penalty 3678.923749 = -10321204.111202 nChanged 3795 SP:Iteration 9Q (8500.148526 sec): 3 clusters Score: Raw -10326607.036643 + Penalty 3678.923749 = -10322928.112894 nChanged 3697 SP:Iteration 10Q (8500.306712 sec): 3 clusters Score: Raw -10328465.468301 + Penalty 3678.923749 = -10324786.544551 nChanged 3640 SP:Iteration 11Q (8500.479579 sec): 3 clusters Score: Raw -10330494.890383 + Penalty 3678.923749 = -10326815.966634 nChanged 3375 SP:Iteration 12Q (8500.625643 sec): 3 clusters Score: Raw -10332384.725439 + Penalty 3678.923749 = -10328705.801690 nChanged 3044 SP:Iteration 13Q (8500.768932 sec): 3 clusters Score: Raw -10333783.986620 + Penalty 3678.923749 = -10330105.062870 nChanged 2312 SP:Iteration 14Q (8500.909877 sec): 3 clusters Score: Raw -10334580.820506 + Penalty 3678.923749 = -10330901.896756 nChanged 1621 SP:Iteration 15Q (8501.049674 sec): 3 clusters Score: Raw -10335003.788629 + Penalty 3678.923749 = -10331324.864880 nChanged 1200 SP:Iteration 16Q (8501.196779 sec): 3 clusters Score: Raw -10335285.495656 + Penalty 3678.923749 = -10331606.571907 nChanged 1056 SP:Iteration 17Q (8501.369534 sec): 3 clusters Score: Raw -10335537.635370 + Penalty 3678.923749 = -10331858.711621 nChanged 1089 SP:Iteration 18Q (8501.546143 sec): 3 clusters Score: Raw -10335797.688999 + Penalty 3678.923749 = -10332118.765250 nChanged 1168 SP:Iteration 19Q (8501.683211 sec): 3 clusters Score: Raw -10336098.236364 + Penalty 3678.923749 = -10332419.312615 nChanged 1255 SP:Iteration 20F (8501.818196 sec): 3 clusters Score: Raw -10336440.877987 + Penalty 3678.923749 = -10332761.954237 nChanged 1361 SP:Iteration 21Q (8501.954202 sec): 3 clusters Score: Raw -10336826.989347 + Penalty 3678.923749 = -10333148.065598 nChanged 1412 SP:Iteration 22Q (8502.096175 sec): 3 clusters Score: Raw -10337250.674968 + Penalty 3678.923749 = -10333571.751218 nChanged 1434 SP:Iteration 23Q (8502.231531 sec): 3 clusters Score: Raw -10337704.298439 + Penalty 3678.923749 = -10334025.374689 nChanged 1505 SP:Iteration 24Q (8502.433071 sec): 3 clusters Score: Raw -10338218.632850 + Penalty 3678.923749 = -10334539.709100 nChanged 1591 SP:Iteration 25Q (8502.566338 sec): 3 clusters Score: Raw -10338790.893675 + Penalty 3678.923749 = -10335111.969925 nChanged 1607 SP:Iteration 26Q (8502.720872 sec): 3 clusters Score: Raw -10339386.651817 + Penalty 3678.923749 = -10335707.728067 nChanged 1636 SP:Iteration 27Q (8502.851286 sec): 3 clusters Score: Raw -10340023.308471 + Penalty 3678.923749 = -10336344.384721 nChanged 1657 SP:Iteration 28Q (8502.979528 sec): 3 clusters Score: Raw -10340705.505335 + Penalty 3678.923749 = -10337026.581585 nChanged 1565 SP:Iteration 29Q (8503.107332 sec): 3 clusters Score: Raw -10341401.769432 + Penalty 3678.923749 = -10337722.845683 nChanged 1562 SP:Iteration 30Q (8503.233385 sec): 3 clusters Score: Raw -10342138.705428 + Penalty 3678.923749 = -10338459.781678 nChanged 1459 SP:Iteration 31Q (8503.392902 sec): 3 clusters Score: Raw -10342837.317962 + Penalty 3678.923749 = -10339158.394213 nChanged 1395 SP:Iteration 32Q (8503.536359 sec): 3 clusters Score: Raw -10343515.451586 + Penalty 3678.923749 = -10339836.527836 nChanged 1280 SP:Iteration 33Q (8503.672013 sec): 3 clusters Score: Raw -10344151.027230 + Penalty 3678.923749 = -10340472.103480 nChanged 1113 SP:Iteration 34Q (8503.794027 sec): 3 clusters Score: Raw -10344707.463610 + Penalty 3678.923749 = -10341028.539860 nChanged 1005 SP:Iteration 35Q (8503.920281 sec): 3 clusters Score: Raw -10345215.966425 + Penalty 3678.923749 = -10341537.042676 nChanged 883 SP:Iteration 36Q (8504.059719 sec): 3 clusters Score: Raw -10345678.014081 + Penalty 3678.923749 = -10341999.090332 nChanged 760 SP:Iteration 37Q (8504.191156 sec): 3 clusters Score: Raw -10346070.119723 + Penalty 3678.923749 = -10342391.195974 nChanged 653 SP:Iteration 38Q (8504.314146 sec): 3 clusters Score: Raw -10346420.679076 + Penalty 3678.923749 = -10342741.755327 nChanged 545 SP:Iteration 39Q (8504.428348 sec): 3 clusters Score: Raw -10346689.901424 + Penalty 3678.923749 = -10343010.977674 nChanged 405 SP:Iteration 40F (8504.583643 sec): 3 clusters Score: Raw -10346920.190491 + Penalty 3678.923749 = -10343241.266742 nChanged 383 SP:Iteration 41Q (8504.700100 sec): 3 clusters Score: Raw -10347126.325633 + Penalty 3678.923749 = -10343447.401883 nChanged 307 SP:Iteration 42Q (8504.843115 sec): 3 clusters Score: Raw -10347274.049600 + Penalty 3678.923749 = -10343595.125850 nChanged 240 SP:Iteration 43Q (8504.989132 sec): 3 clusters Score: Raw -10347376.267303 + Penalty 3678.923749 = -10343697.343553 nChanged 185 SP:Iteration 44Q (8505.112503 sec): 3 clusters Score: Raw -10347448.283963 + Penalty 3678.923749 = -10343769.360213 nChanged 144 SP:Iteration 45Q (8505.224570 sec): 3 clusters Score: Raw -10347501.744446 + Penalty 3678.923749 = -10343822.820697 nChanged 131 SP:Iteration 46Q (8505.342524 sec): 3 clusters Score: Raw -10347550.913392 + Penalty 3678.923749 = -10343871.989642 nChanged 124 SP:Iteration 47Q (8505.456252 sec): 3 clusters Score: Raw -10347598.558378 + Penalty 3678.923749 = -10343919.634629 nChanged 94 SP:Iteration 48Q (8505.594375 sec): 3 clusters Score: Raw -10347629.395019 + Penalty 3678.923749 = -10343950.471269 nChanged 64 SP:Iteration 49Q (8505.717872 sec): 3 clusters Score: Raw -10347648.952392 + Penalty 3678.923749 = -10343970.028643 nChanged 53 SP:Iteration 50Q (8505.828051 sec): 3 clusters Score: Raw -10347664.641092 + Penalty 3678.923749 = -10343985.717343 nChanged 46 SP:Iteration 51Q (8505.939700 sec): 3 clusters Score: Raw -10347681.054903 + Penalty 3678.923749 = -10344002.131153 nChanged 47 SP:Iteration 52Q (8506.050015 sec): 3 clusters Score: Raw -10347696.396266 + Penalty 3678.923749 = -10344017.472516 nChanged 41 SP:Iteration 53Q (8506.159256 sec): 3 clusters Score: Raw -10347710.415728 + Penalty 3678.923749 = -10344031.491978 nChanged 41 SP:Iteration 54Q (8506.294845 sec): 3 clusters Score: Raw -10347722.074553 + Penalty 3678.923749 = -10344043.150803 nChanged 32 SP:Iteration 55Q (8506.435986 sec): 3 clusters Score: Raw -10347730.852015 + Penalty 3678.923749 = -10344051.928265 nChanged 27 SP:Iteration 56Q (8506.565598 sec): 3 clusters Score: Raw -10347739.357714 + Penalty 3678.923749 = -10344060.433964 nChanged 27 SP:Iteration 57Q (8506.685203 sec): 3 clusters Score: Raw -10347748.547636 + Penalty 3678.923749 = -10344069.623887 nChanged 23 SP:Iteration 58Q (8506.795296 sec): 3 clusters Score: Raw -10347754.836408 + Penalty 3678.923749 = -10344075.912658 nChanged 16 SP:Iteration 59Q (8506.904766 sec): 3 clusters Score: Raw -10347758.917920 + Penalty 3678.923749 = -10344079.994171 nChanged 13 SP:Iteration 60F (8507.049030 sec): 3 clusters Score: Raw -10347762.748288 + Penalty 3678.923749 = -10344083.824538 nChanged 13 SP:Iteration 61Q (8507.193828 sec): 3 clusters Score: Raw -10347767.202970 + Penalty 3678.923749 = -10344088.279220 nChanged 15 SP:Iteration 62Q (8507.317573 sec): 3 clusters Score: Raw -10347770.706933 + Penalty 3678.923749 = -10344091.783183 nChanged 10 SP:Iteration 63Q (8507.427186 sec): 3 clusters Score: Raw -10347772.058355 + Penalty 3678.923749 = -10344093.134605 nChanged 3 SP:Iteration 64Q (8507.536435 sec): 3 clusters Score: Raw -10347772.917533 + Penalty 3678.923749 = -10344093.993784 nChanged 1 SP:Iteration 65Q (8507.645384 sec): 3 clusters Score: Raw -10347773.128574 + Penalty 3678.923749 = -10344094.204825 nChanged 1 SP:Iteration 66Q (8507.754148 sec): 3 clusters Score: Raw -10347773.363000 + Penalty 3678.923749 = -10344094.439250 nChanged 0 SP:Iteration 67F (8507.893524 sec): 3 clusters Score: Raw -10347773.363000 + Penalty 3678.923749 = -10344094.439250 nChanged 0 Trying to split cluster 19 (11615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8507.912726 sec): 2 clusters Score: Raw -1363456.726986 + Penalty 1521.008555 = -1361935.718431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8507.943781 sec): 3 clusters Score: Raw -1356759.244005 + Penalty 3042.017110 = -1353717.226895 nChanged 5125 SP:Iteration 1F (8508.006605 sec): 3 clusters Score: Raw -1359533.541405 + Penalty 3042.017110 = -1356491.524295 nChanged 703 SP:Iteration 2F (8508.074265 sec): 3 clusters Score: Raw -1359821.795123 + Penalty 3042.017110 = -1356779.778014 nChanged 576 SP:Iteration 3Q (8508.115298 sec): 3 clusters Score: Raw -1360054.694180 + Penalty 3042.017110 = -1357012.677071 nChanged 556 SP:Iteration 4Q (8508.167917 sec): 3 clusters Score: Raw -1360306.667492 + Penalty 3042.017110 = -1357264.650382 nChanged 554 SP:Iteration 5Q (8508.225622 sec): 3 clusters Score: Raw -1360567.294124 + Penalty 3042.017110 = -1357525.277014 nChanged 519 SP:Iteration 6Q (8508.290872 sec): 3 clusters Score: Raw -1360837.551756 + Penalty 3042.017110 = -1357795.534647 nChanged 545 SP:Iteration 7Q (8508.323771 sec): 3 clusters Score: Raw -1361171.389007 + Penalty 3042.017110 = -1358129.371898 nChanged 591 SP:Iteration 8F (8508.353978 sec): 3 clusters Score: Raw -1361606.813950 + Penalty 3042.017110 = -1358564.796840 nChanged 573 SP:Iteration 9Q (8508.384006 sec): 3 clusters Score: Raw -1362072.699058 + Penalty 3042.017110 = -1359030.681948 nChanged 490 SP:Iteration 10Q (8508.413837 sec): 3 clusters Score: Raw -1362460.307210 + Penalty 3042.017110 = -1359418.290100 nChanged 421 SP:Iteration 11Q (8508.451440 sec): 3 clusters Score: Raw -1362779.978763 + Penalty 3042.017110 = -1359737.961653 nChanged 347 SP:Iteration 12Q (8508.482224 sec): 3 clusters Score: Raw -1363016.181363 + Penalty 3042.017110 = -1359974.164253 nChanged 252 SP:Iteration 13Q (8508.511290 sec): 3 clusters Score: Raw -1363177.363458 + Penalty 3042.017110 = -1360135.346348 nChanged 205 SP:Iteration 14Q (8508.540044 sec): 3 clusters Score: Raw -1363306.243469 + Penalty 3042.017110 = -1360264.226359 nChanged 141 SP:Iteration 15Q (8508.568515 sec): 3 clusters Score: Raw -1363381.127078 + Penalty 3042.017110 = -1360339.109968 nChanged 108 SP:Iteration 16Q (8508.603497 sec): 3 clusters Score: Raw -1363442.914005 + Penalty 3042.017110 = -1360400.896896 nChanged 105 SP:Iteration 17Q (8508.631750 sec): 3 clusters Score: Raw -1363504.068306 + Penalty 3042.017110 = -1360462.051196 nChanged 86 SP:Iteration 18Q (8508.659553 sec): 3 clusters Score: Raw -1363555.134917 + Penalty 3042.017110 = -1360513.117807 nChanged 72 SP:Iteration 19Q (8508.687126 sec): 3 clusters Score: Raw -1363600.591829 + Penalty 3042.017110 = -1360558.574720 nChanged 54 SP:Iteration 20F (8508.750397 sec): 3 clusters Score: Raw -1363629.877251 + Penalty 3042.017110 = -1360587.860142 nChanged 41 SP:Iteration 21Q (8508.777615 sec): 3 clusters Score: Raw -1363654.241477 + Penalty 3042.017110 = -1360612.224368 nChanged 42 SP:Iteration 22Q (8508.805028 sec): 3 clusters Score: Raw -1363684.818979 + Penalty 3042.017110 = -1360642.801869 nChanged 28 SP:Iteration 23Q (8508.840435 sec): 3 clusters Score: Raw -1363702.446377 + Penalty 3042.017110 = -1360660.429267 nChanged 17 SP:Iteration 24Q (8508.867049 sec): 3 clusters Score: Raw -1363713.608442 + Penalty 3042.017110 = -1360671.591332 nChanged 18 SP:Iteration 25Q (8508.924667 sec): 3 clusters Score: Raw -1363724.412306 + Penalty 3042.017110 = -1360682.395196 nChanged 11 SP:Iteration 26Q (8508.951344 sec): 3 clusters Score: Raw -1363731.076128 + Penalty 3042.017110 = -1360689.059019 nChanged 13 SP:Iteration 27Q (8508.985482 sec): 3 clusters Score: Raw -1363744.905614 + Penalty 3042.017110 = -1360702.888504 nChanged 8 SP:Iteration 28Q (8509.011720 sec): 3 clusters Score: Raw -1363749.219319 + Penalty 3042.017110 = -1360707.202210 nChanged 6 SP:Iteration 29Q (8509.038167 sec): 3 clusters Score: Raw -1363751.587838 + Penalty 3042.017110 = -1360709.570729 nChanged 3 SP:Iteration 30Q (8509.064751 sec): 3 clusters Score: Raw -1363753.021906 + Penalty 3042.017110 = -1360711.004796 nChanged 3 SP:Iteration 31Q (8509.094142 sec): 3 clusters Score: Raw -1363754.060542 + Penalty 3042.017110 = -1360712.043432 nChanged 0 SP:Iteration 32F (8509.123921 sec): 3 clusters Score: Raw -1363754.060542 + Penalty 3042.017110 = -1360712.043432 nChanged 0 Trying to split cluster 20 (4341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8509.142740 sec): 2 clusters Score: Raw -512063.417574 + Penalty 1361.077252 = -510702.340321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8509.163512 sec): 3 clusters Score: Raw -509876.549705 + Penalty 2722.154505 = -507154.395200 nChanged 1729 SP:Iteration 1F (8509.183633 sec): 3 clusters Score: Raw -510882.939993 + Penalty 2722.154505 = -508160.785488 nChanged 289 SP:Iteration 2F (8509.209045 sec): 3 clusters Score: Raw -511077.635727 + Penalty 2722.154505 = -508355.481222 nChanged 239 SP:Iteration 3F (8509.253376 sec): 3 clusters Score: Raw -511297.878946 + Penalty 2722.154505 = -508575.724441 nChanged 260 SP:Iteration 4F (8509.296268 sec): 3 clusters Score: Raw -511543.407809 + Penalty 2722.154505 = -508821.253304 nChanged 286 SP:Iteration 5F (8509.339721 sec): 3 clusters Score: Raw -511802.634451 + Penalty 2722.154505 = -509080.479946 nChanged 280 SP:Iteration 6F (8509.393861 sec): 3 clusters Score: Raw -512031.658267 + Penalty 2722.154505 = -509309.503762 nChanged 232 SP:Iteration 7F (8509.447702 sec): 3 clusters Score: Raw -512199.279472 + Penalty 2722.154505 = -509477.124967 nChanged 180 SP:Iteration 8Q (8509.503511 sec): 3 clusters Score: Raw -512327.285837 + Penalty 2722.154505 = -509605.131332 nChanged 171 SP:Iteration 9Q (8509.558449 sec): 3 clusters Score: Raw -512456.990563 + Penalty 2722.154505 = -509734.836058 nChanged 157 SP:Iteration 10Q (8509.611277 sec): 3 clusters Score: Raw -512568.091772 + Penalty 2722.154505 = -509845.937267 nChanged 120 SP:Iteration 11Q (8509.649677 sec): 3 clusters Score: Raw -512652.497055 + Penalty 2722.154505 = -509930.342550 nChanged 100 SP:Iteration 12Q (8509.668922 sec): 3 clusters Score: Raw -512724.352440 + Penalty 2722.154505 = -510002.197935 nChanged 72 SP:Iteration 13Q (8509.688998 sec): 3 clusters Score: Raw -512770.778268 + Penalty 2722.154505 = -510048.623763 nChanged 56 SP:Iteration 14Q (8509.708921 sec): 3 clusters Score: Raw -512805.315506 + Penalty 2722.154505 = -510083.161001 nChanged 43 SP:Iteration 15Q (8509.728840 sec): 3 clusters Score: Raw -512827.579849 + Penalty 2722.154505 = -510105.425344 nChanged 29 SP:Iteration 16Q (8509.748722 sec): 3 clusters Score: Raw -512842.284836 + Penalty 2722.154505 = -510120.130331 nChanged 25 SP:Iteration 17Q (8509.773125 sec): 3 clusters Score: Raw -512854.380333 + Penalty 2722.154505 = -510132.225828 nChanged 19 SP:Iteration 18Q (8509.792982 sec): 3 clusters Score: Raw -512862.511327 + Penalty 2722.154505 = -510140.356822 nChanged 20 SP:Iteration 19Q (8509.812390 sec): 3 clusters Score: Raw -512869.415382 + Penalty 2722.154505 = -510147.260877 nChanged 15 SP:Iteration 20F (8509.851627 sec): 3 clusters Score: Raw -512874.419406 + Penalty 2722.154505 = -510152.264901 nChanged 8 SP:Iteration 21Q (8509.891221 sec): 3 clusters Score: Raw -512877.626753 + Penalty 2722.154505 = -510155.472248 nChanged 11 SP:Iteration 22Q (8509.930295 sec): 3 clusters Score: Raw -512881.605479 + Penalty 2722.154505 = -510159.450974 nChanged 9 SP:Iteration 23Q (8509.949017 sec): 3 clusters Score: Raw -512884.755011 + Penalty 2722.154505 = -510162.600506 nChanged 9 SP:Iteration 24Q (8509.968883 sec): 3 clusters Score: Raw -512887.848453 + Penalty 2722.154505 = -510165.693948 nChanged 5 SP:Iteration 25Q (8510.011656 sec): 3 clusters Score: Raw -512889.255405 + Penalty 2722.154505 = -510167.100900 nChanged 8 SP:Iteration 26Q (8510.053963 sec): 3 clusters Score: Raw -512894.410011 + Penalty 2722.154505 = -510172.255506 nChanged 9 SP:Iteration 27Q (8510.083296 sec): 3 clusters Score: Raw -512898.486982 + Penalty 2722.154505 = -510176.332478 nChanged 10 SP:Iteration 28Q (8510.102504 sec): 3 clusters Score: Raw -512902.323340 + Penalty 2722.154505 = -510180.168835 nChanged 10 SP:Iteration 29Q (8510.122242 sec): 3 clusters Score: Raw -512907.508134 + Penalty 2722.154505 = -510185.353629 nChanged 8 SP:Iteration 30Q (8510.141941 sec): 3 clusters Score: Raw -512910.933384 + Penalty 2722.154505 = -510188.778879 nChanged 10 SP:Iteration 31Q (8510.161575 sec): 3 clusters Score: Raw -512915.638484 + Penalty 2722.154505 = -510193.483979 nChanged 11 SP:Iteration 32Q (8510.180476 sec): 3 clusters Score: Raw -512919.164517 + Penalty 2722.154505 = -510197.010012 nChanged 5 SP:Iteration 33Q (8510.200192 sec): 3 clusters Score: Raw -512921.069077 + Penalty 2722.154505 = -510198.914572 nChanged 3 SP:Iteration 34Q (8510.220029 sec): 3 clusters Score: Raw -512922.525387 + Penalty 2722.154505 = -510200.370882 nChanged 7 SP:Iteration 35Q (8510.274228 sec): 3 clusters Score: Raw -512928.395666 + Penalty 2722.154505 = -510206.241161 nChanged 9 SP:Iteration 36Q (8510.292620 sec): 3 clusters Score: Raw -512933.486801 + Penalty 2722.154505 = -510211.332296 nChanged 10 SP:Iteration 37Q (8510.312183 sec): 3 clusters Score: Raw -512939.153486 + Penalty 2722.154505 = -510216.998981 nChanged 5 SP:Iteration 38Q (8510.331815 sec): 3 clusters Score: Raw -512941.395024 + Penalty 2722.154505 = -510219.240519 nChanged 4 SP:Iteration 39Q (8510.350500 sec): 3 clusters Score: Raw -512942.502044 + Penalty 2722.154505 = -510220.347539 nChanged 3 SP:Iteration 40F (8510.370870 sec): 3 clusters Score: Raw -512943.045133 + Penalty 2722.154505 = -510220.890628 nChanged 1 SP:Iteration 41Q (8510.399369 sec): 3 clusters Score: Raw -512943.200348 + Penalty 2722.154505 = -510221.045843 nChanged 0 SP:Iteration 42F (8510.419328 sec): 3 clusters Score: Raw -512943.200348 + Penalty 2722.154505 = -510221.045843 nChanged 0 Trying to split cluster 21 (17934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8510.462889 sec): 2 clusters Score: Raw -2251634.230229 + Penalty 1591.598715 = -2250042.631514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8510.502855 sec): 3 clusters Score: Raw -2240953.225305 + Penalty 3183.197430 = -2237770.027875 nChanged 8031 SP:Iteration 1F (8510.541358 sec): 3 clusters Score: Raw -2245287.204585 + Penalty 3183.197430 = -2242104.007155 nChanged 989 SP:Iteration 2F (8510.581170 sec): 3 clusters Score: Raw -2245668.888094 + Penalty 3183.197430 = -2242485.690664 nChanged 871 SP:Iteration 3Q (8510.628605 sec): 3 clusters Score: Raw -2246042.456694 + Penalty 3183.197430 = -2242859.259263 nChanged 873 SP:Iteration 4Q (8510.668798 sec): 3 clusters Score: Raw -2246432.464938 + Penalty 3183.197430 = -2243249.267508 nChanged 865 SP:Iteration 5Q (8510.715192 sec): 3 clusters Score: Raw -2246861.840806 + Penalty 3183.197430 = -2243678.643376 nChanged 856 SP:Iteration 6Q (8510.755414 sec): 3 clusters Score: Raw -2247322.016112 + Penalty 3183.197430 = -2244138.818682 nChanged 904 SP:Iteration 7F (8510.795273 sec): 3 clusters Score: Raw -2247837.199976 + Penalty 3183.197430 = -2244654.002546 nChanged 912 SP:Iteration 8F (8510.836836 sec): 3 clusters Score: Raw -2248347.219729 + Penalty 3183.197430 = -2245164.022299 nChanged 793 SP:Iteration 9Q (8510.880793 sec): 3 clusters Score: Raw -2248790.125891 + Penalty 3183.197430 = -2245606.928460 nChanged 750 SP:Iteration 10Q (8510.924684 sec): 3 clusters Score: Raw -2249186.754291 + Penalty 3183.197430 = -2246003.556861 nChanged 652 SP:Iteration 11Q (8510.982833 sec): 3 clusters Score: Raw -2249508.063906 + Penalty 3183.197430 = -2246324.866476 nChanged 540 SP:Iteration 12Q (8511.024755 sec): 3 clusters Score: Raw -2249724.785513 + Penalty 3183.197430 = -2246541.588083 nChanged 386 SP:Iteration 13Q (8511.083287 sec): 3 clusters Score: Raw -2249864.656314 + Penalty 3183.197430 = -2246681.458884 nChanged 322 SP:Iteration 14Q (8511.126215 sec): 3 clusters Score: Raw -2249973.825428 + Penalty 3183.197430 = -2246790.627997 nChanged 271 SP:Iteration 15Q (8511.170052 sec): 3 clusters Score: Raw -2250053.032983 + Penalty 3183.197430 = -2246869.835553 nChanged 223 SP:Iteration 16Q (8511.213564 sec): 3 clusters Score: Raw -2250116.206768 + Penalty 3183.197430 = -2246933.009337 nChanged 225 SP:Iteration 17Q (8511.275581 sec): 3 clusters Score: Raw -2250194.070968 + Penalty 3183.197430 = -2247010.873538 nChanged 265 SP:Iteration 18Q (8511.315307 sec): 3 clusters Score: Raw -2250290.110695 + Penalty 3183.197430 = -2247106.913265 nChanged 275 SP:Iteration 19Q (8511.356850 sec): 3 clusters Score: Raw -2250387.726879 + Penalty 3183.197430 = -2247204.529448 nChanged 254 SP:Iteration 20F (8511.400792 sec): 3 clusters Score: Raw -2250480.189952 + Penalty 3183.197430 = -2247296.992522 nChanged 242 SP:Iteration 21Q (8511.444394 sec): 3 clusters Score: Raw -2250556.853023 + Penalty 3183.197430 = -2247373.655592 nChanged 209 SP:Iteration 22Q (8511.482681 sec): 3 clusters Score: Raw -2250632.278629 + Penalty 3183.197430 = -2247449.081199 nChanged 204 SP:Iteration 23Q (8511.526674 sec): 3 clusters Score: Raw -2250705.931152 + Penalty 3183.197430 = -2247522.733721 nChanged 229 SP:Iteration 24Q (8511.569709 sec): 3 clusters Score: Raw -2250806.047991 + Penalty 3183.197430 = -2247622.850561 nChanged 226 SP:Iteration 25Q (8511.613944 sec): 3 clusters Score: Raw -2250898.176531 + Penalty 3183.197430 = -2247714.979101 nChanged 227 SP:Iteration 26Q (8511.656927 sec): 3 clusters Score: Raw -2250988.532710 + Penalty 3183.197430 = -2247805.335280 nChanged 210 SP:Iteration 27Q (8511.700732 sec): 3 clusters Score: Raw -2251074.836915 + Penalty 3183.197430 = -2247891.639484 nChanged 205 SP:Iteration 28Q (8511.737876 sec): 3 clusters Score: Raw -2251165.763625 + Penalty 3183.197430 = -2247982.566195 nChanged 219 SP:Iteration 29Q (8511.774949 sec): 3 clusters Score: Raw -2251249.129117 + Penalty 3183.197430 = -2248065.931686 nChanged 196 SP:Iteration 30Q (8511.813790 sec): 3 clusters Score: Raw -2251313.808980 + Penalty 3183.197430 = -2248130.611550 nChanged 149 SP:Iteration 31Q (8511.854505 sec): 3 clusters Score: Raw -2251353.664648 + Penalty 3183.197430 = -2248170.467218 nChanged 106 SP:Iteration 32Q (8511.912522 sec): 3 clusters Score: Raw -2251378.294865 + Penalty 3183.197430 = -2248195.097434 nChanged 91 SP:Iteration 33Q (8511.952359 sec): 3 clusters Score: Raw -2251400.448642 + Penalty 3183.197430 = -2248217.251211 nChanged 86 SP:Iteration 34Q (8511.993772 sec): 3 clusters Score: Raw -2251416.742391 + Penalty 3183.197430 = -2248233.544960 nChanged 77 SP:Iteration 35Q (8512.037277 sec): 3 clusters Score: Raw -2251430.325852 + Penalty 3183.197430 = -2248247.128422 nChanged 67 SP:Iteration 36Q (8512.077921 sec): 3 clusters Score: Raw -2251443.668021 + Penalty 3183.197430 = -2248260.470591 nChanged 68 SP:Iteration 37Q (8512.114342 sec): 3 clusters Score: Raw -2251454.847922 + Penalty 3183.197430 = -2248271.650491 nChanged 61 SP:Iteration 38Q (8512.154998 sec): 3 clusters Score: Raw -2251466.180555 + Penalty 3183.197430 = -2248282.983125 nChanged 61 SP:Iteration 39Q (8512.193447 sec): 3 clusters Score: Raw -2251477.389307 + Penalty 3183.197430 = -2248294.191876 nChanged 57 SP:Iteration 40F (8512.233400 sec): 3 clusters Score: Raw -2251486.425168 + Penalty 3183.197430 = -2248303.227738 nChanged 52 SP:Iteration 41Q (8512.270036 sec): 3 clusters Score: Raw -2251493.457635 + Penalty 3183.197430 = -2248310.260205 nChanged 43 SP:Iteration 42Q (8512.307161 sec): 3 clusters Score: Raw -2251499.642802 + Penalty 3183.197430 = -2248316.445372 nChanged 47 SP:Iteration 43Q (8512.343704 sec): 3 clusters Score: Raw -2251505.362822 + Penalty 3183.197430 = -2248322.165392 nChanged 34 SP:Iteration 44Q (8512.380085 sec): 3 clusters Score: Raw -2251508.828972 + Penalty 3183.197430 = -2248325.631542 nChanged 25 SP:Iteration 45Q (8512.428506 sec): 3 clusters Score: Raw -2251510.756537 + Penalty 3183.197430 = -2248327.559106 nChanged 16 SP:Iteration 46Q (8512.465625 sec): 3 clusters Score: Raw -2251512.266587 + Penalty 3183.197430 = -2248329.069157 nChanged 13 SP:Iteration 47Q (8512.509062 sec): 3 clusters Score: Raw -2251513.466961 + Penalty 3183.197430 = -2248330.269531 nChanged 11 SP:Iteration 48Q (8512.545347 sec): 3 clusters Score: Raw -2251514.493082 + Penalty 3183.197430 = -2248331.295652 nChanged 11 SP:Iteration 49Q (8512.588723 sec): 3 clusters Score: Raw -2251515.271545 + Penalty 3183.197430 = -2248332.074115 nChanged 7 SP:Iteration 50Q (8512.627784 sec): 3 clusters Score: Raw -2251515.924479 + Penalty 3183.197430 = -2248332.727049 nChanged 5 SP:Iteration 51Q (8512.664222 sec): 3 clusters Score: Raw -2251516.315177 + Penalty 3183.197430 = -2248333.117747 nChanged 7 SP:Iteration 52Q (8512.737654 sec): 3 clusters Score: Raw -2251517.164477 + Penalty 3183.197430 = -2248333.967047 nChanged 12 SP:Iteration 53Q (8512.809350 sec): 3 clusters Score: Raw -2251518.851124 + Penalty 3183.197430 = -2248335.653694 nChanged 10 SP:Iteration 54Q (8512.873997 sec): 3 clusters Score: Raw -2251519.616408 + Penalty 3183.197430 = -2248336.418978 nChanged 11 SP:Iteration 55Q (8512.944256 sec): 3 clusters Score: Raw -2251520.663750 + Penalty 3183.197430 = -2248337.466320 nChanged 11 SP:Iteration 56Q (8513.005561 sec): 3 clusters Score: Raw -2251521.686362 + Penalty 3183.197430 = -2248338.488931 nChanged 13 SP:Iteration 57Q (8513.068839 sec): 3 clusters Score: Raw -2251522.878302 + Penalty 3183.197430 = -2248339.680872 nChanged 8 SP:Iteration 58Q (8513.111389 sec): 3 clusters Score: Raw -2251523.415438 + Penalty 3183.197430 = -2248340.218007 nChanged 8 SP:Iteration 59Q (8513.148244 sec): 3 clusters Score: Raw -2251523.849292 + Penalty 3183.197430 = -2248340.651862 nChanged 8 SP:Iteration 60F (8513.187738 sec): 3 clusters Score: Raw -2251524.247002 + Penalty 3183.197430 = -2248341.049572 nChanged 1 SP:Iteration 61Q (8513.260113 sec): 3 clusters Score: Raw -2251524.303120 + Penalty 3183.197430 = -2248341.105689 nChanged 1 SP:Iteration 62Q (8513.295800 sec): 3 clusters Score: Raw -2251524.348001 + Penalty 3183.197430 = -2248341.150571 nChanged 2 SP:Iteration 63Q (8513.332318 sec): 3 clusters Score: Raw -2251524.442064 + Penalty 3183.197430 = -2248341.244634 nChanged 3 SP:Iteration 64Q (8513.371010 sec): 3 clusters Score: Raw -2251524.548161 + Penalty 3183.197430 = -2248341.350731 nChanged 3 SP:Iteration 65Q (8513.410667 sec): 3 clusters Score: Raw -2251524.686776 + Penalty 3183.197430 = -2248341.489345 nChanged 1 SP:Iteration 66Q (8513.446791 sec): 3 clusters Score: Raw -2251524.778633 + Penalty 3183.197430 = -2248341.581203 nChanged 4 SP:Iteration 67Q (8513.489008 sec): 3 clusters Score: Raw -2251525.273412 + Penalty 3183.197430 = -2248342.075982 nChanged 4 SP:Iteration 68Q (8513.530049 sec): 3 clusters Score: Raw -2251525.591987 + Penalty 3183.197430 = -2248342.394557 nChanged 2 SP:Iteration 69Q (8513.566335 sec): 3 clusters Score: Raw -2251525.690975 + Penalty 3183.197430 = -2248342.493544 nChanged 3 SP:Iteration 70Q (8513.602497 sec): 3 clusters Score: Raw -2251526.162870 + Penalty 3183.197430 = -2248342.965439 nChanged 4 SP:Iteration 71Q (8513.660782 sec): 3 clusters Score: Raw -2251526.431097 + Penalty 3183.197430 = -2248343.233667 nChanged 2 SP:Iteration 72Q (8513.690149 sec): 3 clusters Score: Raw -2251526.672420 + Penalty 3183.197430 = -2248343.474990 nChanged 0 SP:Iteration 73F (8513.729471 sec): 3 clusters Score: Raw -2251526.672420 + Penalty 3183.197430 = -2248343.474990 nChanged 0 Trying to split cluster 22 (61837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8513.827949 sec): 2 clusters Score: Raw -7703755.987962 + Penalty 1792.741790 = -7701963.246172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8513.963553 sec): 3 clusters Score: Raw -7664084.908600 + Penalty 3585.483580 = -7660499.425020 nChanged 29359 SP:Iteration 1F (8514.070809 sec): 3 clusters Score: Raw -7681701.480985 + Penalty 3585.483580 = -7678115.997405 nChanged 3237 SP:Iteration 2F (8514.187147 sec): 3 clusters Score: Raw -7683300.758082 + Penalty 3585.483580 = -7679715.274501 nChanged 3737 SP:Iteration 3F (8514.291899 sec): 3 clusters Score: Raw -7685524.682719 + Penalty 3585.483580 = -7681939.199139 nChanged 4161 SP:Iteration 4F (8514.401023 sec): 3 clusters Score: Raw -7688174.056005 + Penalty 3585.483580 = -7684588.572425 nChanged 4214 SP:Iteration 5F (8514.517141 sec): 3 clusters Score: Raw -7690779.068747 + Penalty 3585.483580 = -7687193.585167 nChanged 3800 SP:Iteration 6F (8514.641323 sec): 3 clusters Score: Raw -7692954.969397 + Penalty 3585.483580 = -7689369.485816 nChanged 3231 SP:Iteration 7F (8514.783021 sec): 3 clusters Score: Raw -7694579.882111 + Penalty 3585.483580 = -7690994.398531 nChanged 2623 SP:Iteration 8Q (8514.892918 sec): 3 clusters Score: Raw -7695709.991090 + Penalty 3585.483580 = -7692124.507510 nChanged 2063 SP:Iteration 9Q (8515.003071 sec): 3 clusters Score: Raw -7696460.462171 + Penalty 3585.483580 = -7692874.978591 nChanged 1548 SP:Iteration 10Q (8515.113621 sec): 3 clusters Score: Raw -7696886.760479 + Penalty 3585.483580 = -7693301.276899 nChanged 1137 SP:Iteration 11Q (8515.223477 sec): 3 clusters Score: Raw -7697157.475941 + Penalty 3585.483580 = -7693571.992361 nChanged 843 SP:Iteration 12Q (8515.339933 sec): 3 clusters Score: Raw -7697342.199646 + Penalty 3585.483580 = -7693756.716066 nChanged 718 SP:Iteration 13Q (8515.450443 sec): 3 clusters Score: Raw -7697484.316500 + Penalty 3585.483580 = -7693898.832920 nChanged 658 SP:Iteration 14Q (8515.559094 sec): 3 clusters Score: Raw -7697618.904217 + Penalty 3585.483580 = -7694033.420637 nChanged 628 SP:Iteration 15Q (8515.666522 sec): 3 clusters Score: Raw -7697737.920072 + Penalty 3585.483580 = -7694152.436492 nChanged 599 SP:Iteration 16Q (8515.778613 sec): 3 clusters Score: Raw -7697855.053627 + Penalty 3585.483580 = -7694269.570047 nChanged 625 SP:Iteration 17Q (8515.896396 sec): 3 clusters Score: Raw -7697984.957042 + Penalty 3585.483580 = -7694399.473462 nChanged 685 SP:Iteration 18Q (8516.040884 sec): 3 clusters Score: Raw -7698132.579689 + Penalty 3585.483580 = -7694547.096109 nChanged 686 SP:Iteration 19Q (8516.148881 sec): 3 clusters Score: Raw -7698280.781908 + Penalty 3585.483580 = -7694695.298328 nChanged 742 SP:Iteration 20F (8516.253418 sec): 3 clusters Score: Raw -7698447.743625 + Penalty 3585.483580 = -7694862.260045 nChanged 767 SP:Iteration 21Q (8516.359783 sec): 3 clusters Score: Raw -7698616.388205 + Penalty 3585.483580 = -7695030.904625 nChanged 796 SP:Iteration 22Q (8516.478128 sec): 3 clusters Score: Raw -7698790.018319 + Penalty 3585.483580 = -7695204.534738 nChanged 770 SP:Iteration 23Q (8516.584771 sec): 3 clusters Score: Raw -7698954.236808 + Penalty 3585.483580 = -7695368.753228 nChanged 777 SP:Iteration 24Q (8516.690838 sec): 3 clusters Score: Raw -7699128.327300 + Penalty 3585.483580 = -7695542.843720 nChanged 845 SP:Iteration 25Q (8516.823630 sec): 3 clusters Score: Raw -7699337.031215 + Penalty 3585.483580 = -7695751.547635 nChanged 871 SP:Iteration 26Q (8516.947164 sec): 3 clusters Score: Raw -7699558.251972 + Penalty 3585.483580 = -7695972.768392 nChanged 902 SP:Iteration 27Q (8517.052675 sec): 3 clusters Score: Raw -7699804.908631 + Penalty 3585.483580 = -7696219.425050 nChanged 898 SP:Iteration 28Q (8517.156575 sec): 3 clusters Score: Raw -7700050.289952 + Penalty 3585.483580 = -7696464.806372 nChanged 883 SP:Iteration 29Q (8517.268681 sec): 3 clusters Score: Raw -7700290.496664 + Penalty 3585.483580 = -7696705.013084 nChanged 896 SP:Iteration 30Q (8517.374171 sec): 3 clusters Score: Raw -7700548.857396 + Penalty 3585.483580 = -7696963.373816 nChanged 850 SP:Iteration 31Q (8517.475795 sec): 3 clusters Score: Raw -7700797.048059 + Penalty 3585.483580 = -7697211.564478 nChanged 827 SP:Iteration 32Q (8517.575893 sec): 3 clusters Score: Raw -7701051.675177 + Penalty 3585.483580 = -7697466.191597 nChanged 814 SP:Iteration 33Q (8517.688576 sec): 3 clusters Score: Raw -7701304.237154 + Penalty 3585.483580 = -7697718.753573 nChanged 786 SP:Iteration 34Q (8517.822753 sec): 3 clusters Score: Raw -7701544.204953 + Penalty 3585.483580 = -7697958.721373 nChanged 769 SP:Iteration 35Q (8517.923556 sec): 3 clusters Score: Raw -7701779.245101 + Penalty 3585.483580 = -7698193.761521 nChanged 726 SP:Iteration 36Q (8518.021125 sec): 3 clusters Score: Raw -7701997.064025 + Penalty 3585.483580 = -7698411.580445 nChanged 701 SP:Iteration 37Q (8518.118103 sec): 3 clusters Score: Raw -7702207.833896 + Penalty 3585.483580 = -7698622.350316 nChanged 648 SP:Iteration 38Q (8518.221959 sec): 3 clusters Score: Raw -7702402.473872 + Penalty 3585.483580 = -7698816.990292 nChanged 607 SP:Iteration 39Q (8518.317846 sec): 3 clusters Score: Raw -7702587.644557 + Penalty 3585.483580 = -7699002.160977 nChanged 569 SP:Iteration 40F (8518.428207 sec): 3 clusters Score: Raw -7702758.614349 + Penalty 3585.483580 = -7699173.130769 nChanged 527 SP:Iteration 41Q (8518.534991 sec): 3 clusters Score: Raw -7702912.045807 + Penalty 3585.483580 = -7699326.562226 nChanged 525 SP:Iteration 42Q (8518.664613 sec): 3 clusters Score: Raw -7703072.807934 + Penalty 3585.483580 = -7699487.324354 nChanged 490 SP:Iteration 43Q (8518.771834 sec): 3 clusters Score: Raw -7703215.143769 + Penalty 3585.483580 = -7699629.660189 nChanged 412 SP:Iteration 44Q (8518.866845 sec): 3 clusters Score: Raw -7703332.512532 + Penalty 3585.483580 = -7699747.028952 nChanged 387 SP:Iteration 45Q (8518.963125 sec): 3 clusters Score: Raw -7703443.376719 + Penalty 3585.483580 = -7699857.893139 nChanged 335 SP:Iteration 46Q (8519.055571 sec): 3 clusters Score: Raw -7703533.663907 + Penalty 3585.483580 = -7699948.180327 nChanged 298 SP:Iteration 47Q (8519.146922 sec): 3 clusters Score: Raw -7703609.597928 + Penalty 3585.483580 = -7700024.114347 nChanged 267 SP:Iteration 48Q (8519.238287 sec): 3 clusters Score: Raw -7703673.496218 + Penalty 3585.483580 = -7700088.012638 nChanged 237 SP:Iteration 49Q (8519.341379 sec): 3 clusters Score: Raw -7703734.154241 + Penalty 3585.483580 = -7700148.670661 nChanged 224 SP:Iteration 50Q (8519.452485 sec): 3 clusters Score: Raw -7703788.386090 + Penalty 3585.483580 = -7700202.902510 nChanged 183 SP:Iteration 51Q (8519.544743 sec): 3 clusters Score: Raw -7703827.544980 + Penalty 3585.483580 = -7700242.061400 nChanged 157 SP:Iteration 52Q (8519.639963 sec): 3 clusters Score: Raw -7703859.703727 + Penalty 3585.483580 = -7700274.220147 nChanged 141 SP:Iteration 53Q (8519.737125 sec): 3 clusters Score: Raw -7703891.170794 + Penalty 3585.483580 = -7700305.687213 nChanged 132 SP:Iteration 54Q (8519.828029 sec): 3 clusters Score: Raw -7703917.737528 + Penalty 3585.483580 = -7700332.253948 nChanged 115 SP:Iteration 55Q (8519.917381 sec): 3 clusters Score: Raw -7703942.205425 + Penalty 3585.483580 = -7700356.721845 nChanged 122 SP:Iteration 56Q (8520.022736 sec): 3 clusters Score: Raw -7703972.694304 + Penalty 3585.483580 = -7700387.210724 nChanged 115 SP:Iteration 57Q (8520.111362 sec): 3 clusters Score: Raw -7703998.656635 + Penalty 3585.483580 = -7700413.173055 nChanged 107 SP:Iteration 58Q (8520.223860 sec): 3 clusters Score: Raw -7704021.986720 + Penalty 3585.483580 = -7700436.503139 nChanged 106 SP:Iteration 59Q (8520.317304 sec): 3 clusters Score: Raw -7704047.815321 + Penalty 3585.483580 = -7700462.331741 nChanged 91 SP:Iteration 60F (8520.421876 sec): 3 clusters Score: Raw -7704067.559650 + Penalty 3585.483580 = -7700482.076069 nChanged 91 SP:Iteration 61Q (8520.515361 sec): 3 clusters Score: Raw -7704086.430489 + Penalty 3585.483580 = -7700500.946909 nChanged 83 SP:Iteration 62Q (8520.603408 sec): 3 clusters Score: Raw -7704104.643124 + Penalty 3585.483580 = -7700519.159544 nChanged 72 SP:Iteration 63Q (8520.692009 sec): 3 clusters Score: Raw -7704123.921402 + Penalty 3585.483580 = -7700538.437822 nChanged 75 SP:Iteration 64Q (8520.782630 sec): 3 clusters Score: Raw -7704141.464763 + Penalty 3585.483580 = -7700555.981183 nChanged 54 SP:Iteration 65Q (8520.875637 sec): 3 clusters Score: Raw -7704154.505534 + Penalty 3585.483580 = -7700569.021953 nChanged 52 SP:Iteration 66Q (8520.970170 sec): 3 clusters Score: Raw -7704167.426417 + Penalty 3585.483580 = -7700581.942836 nChanged 54 SP:Iteration 67Q (8521.057901 sec): 3 clusters Score: Raw -7704178.979575 + Penalty 3585.483580 = -7700593.495995 nChanged 47 SP:Iteration 68Q (8521.177688 sec): 3 clusters Score: Raw -7704189.488031 + Penalty 3585.483580 = -7700604.004451 nChanged 41 SP:Iteration 69Q (8521.286185 sec): 3 clusters Score: Raw -7704199.032896 + Penalty 3585.483580 = -7700613.549316 nChanged 39 SP:Iteration 70Q (8521.372308 sec): 3 clusters Score: Raw -7704207.265926 + Penalty 3585.483580 = -7700621.782346 nChanged 28 SP:Iteration 71Q (8521.459563 sec): 3 clusters Score: Raw -7704214.324409 + Penalty 3585.483580 = -7700628.840829 nChanged 27 SP:Iteration 72Q (8521.552135 sec): 3 clusters Score: Raw -7704220.948844 + Penalty 3585.483580 = -7700635.465264 nChanged 29 SP:Iteration 73Q (8521.646726 sec): 3 clusters Score: Raw -7704227.818075 + Penalty 3585.483580 = -7700642.334495 nChanged 30 SP:Iteration 74Q (8521.738639 sec): 3 clusters Score: Raw -7704234.017063 + Penalty 3585.483580 = -7700648.533483 nChanged 32 SP:Iteration 75Q (8521.854906 sec): 3 clusters Score: Raw -7704240.543641 + Penalty 3585.483580 = -7700655.060061 nChanged 22 SP:Iteration 76Q (8521.970926 sec): 3 clusters Score: Raw -7704245.315970 + Penalty 3585.483580 = -7700659.832390 nChanged 18 SP:Iteration 77Q (8522.077714 sec): 3 clusters Score: Raw -7704248.808969 + Penalty 3585.483580 = -7700663.325389 nChanged 15 SP:Iteration 78Q (8522.166219 sec): 3 clusters Score: Raw -7704251.552289 + Penalty 3585.483580 = -7700666.068708 nChanged 15 SP:Iteration 79Q (8522.251435 sec): 3 clusters Score: Raw -7704254.536473 + Penalty 3585.483580 = -7700669.052893 nChanged 16 SP:Iteration 80F (8522.357943 sec): 3 clusters Score: Raw -7704257.613641 + Penalty 3585.483580 = -7700672.130061 nChanged 14 SP:Iteration 81Q (8522.454361 sec): 3 clusters Score: Raw -7704259.779694 + Penalty 3585.483580 = -7700674.296114 nChanged 9 SP:Iteration 82Q (8522.552487 sec): 3 clusters Score: Raw -7704261.374207 + Penalty 3585.483580 = -7700675.890627 nChanged 7 SP:Iteration 83Q (8522.663344 sec): 3 clusters Score: Raw -7704262.569937 + Penalty 3585.483580 = -7700677.086357 nChanged 7 SP:Iteration 84Q (8522.778407 sec): 3 clusters Score: Raw -7704263.641412 + Penalty 3585.483580 = -7700678.157832 nChanged 3 SP:Iteration 85Q (8522.864579 sec): 3 clusters Score: Raw -7704264.108049 + Penalty 3585.483580 = -7700678.624469 nChanged 2 SP:Iteration 86Q (8522.950739 sec): 3 clusters Score: Raw -7704264.228169 + Penalty 3585.483580 = -7700678.744588 nChanged 0 SP:Iteration 87F (8523.054093 sec): 3 clusters Score: Raw -7704264.228169 + Penalty 3585.483580 = -7700678.744589 nChanged 0 Trying to split cluster 23 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8523.060027 sec): 2 clusters Score: Raw -54025.775856 + Penalty 1023.579253 = -53002.196603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8523.063596 sec): 3 clusters Score: Raw -54279.349836 + Penalty 2047.158505 = -52232.191331 nChanged 183 SP:Iteration 1F (8523.066873 sec): 3 clusters Score: Raw -55224.947336 + Penalty 2047.158505 = -53177.788830 nChanged 62 SP:Iteration 2F (8523.070104 sec): 3 clusters Score: Raw -55715.879361 + Penalty 2047.158505 = -53668.720856 nChanged 18 SP:Iteration 3Q (8523.073176 sec): 3 clusters Score: Raw -55797.511763 + Penalty 2047.158505 = -53750.353258 nChanged 13 SP:Iteration 4Q (8523.076179 sec): 3 clusters Score: Raw -55845.771027 + Penalty 2047.158505 = -53798.612522 nChanged 9 SP:Iteration 5Q (8523.079279 sec): 3 clusters Score: Raw -55882.541783 + Penalty 2047.158505 = -53835.383278 nChanged 11 SP:Iteration 6Q (8523.082264 sec): 3 clusters Score: Raw -55934.535393 + Penalty 2047.158505 = -53887.376888 nChanged 4 SP:Iteration 7Q (8523.094222 sec): 3 clusters Score: Raw -55946.912001 + Penalty 2047.158505 = -53899.753495 nChanged 2 SP:Iteration 8Q (8523.097242 sec): 3 clusters Score: Raw -55965.041817 + Penalty 2047.158505 = -53917.883312 nChanged 2 SP:Iteration 9Q (8523.100283 sec): 3 clusters Score: Raw -55968.762628 + Penalty 2047.158505 = -53921.604122 nChanged 1 SP:Iteration 10Q (8523.103244 sec): 3 clusters Score: Raw -55983.104902 + Penalty 2047.158505 = -53935.946397 nChanged 0 SP:Iteration 11F (8523.106489 sec): 3 clusters Score: Raw -55983.231740 + Penalty 2047.158505 = -53936.073235 nChanged 1 SP:Iteration 12Q (8523.109501 sec): 3 clusters Score: Raw -55987.165828 + Penalty 2047.158505 = -53940.007323 nChanged 0 SP:Iteration 13F (8523.112729 sec): 3 clusters Score: Raw -55987.165828 + Penalty 2047.158505 = -53940.007323 nChanged 0 Score: Raw -129526076.184552 + Penalty 85669.685189 = -129440406.499363 Splitting cluster 23 changes total score from -129440697.568149 to -129440406.499363 So it's not getting split. Trying to split cluster 24 (2477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8546.670678 sec): 2 clusters Score: Raw -301161.964462 + Penalty 1269.905557 = -299892.058904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8546.722444 sec): 3 clusters Score: Raw -300066.024009 + Penalty 2539.811115 = -297526.212895 nChanged 894 SP:Iteration 1F (8546.767306 sec): 3 clusters Score: Raw -300643.425618 + Penalty 2539.811115 = -298103.614504 nChanged 172 SP:Iteration 2F (8546.808903 sec): 3 clusters Score: Raw -300767.553810 + Penalty 2539.811115 = -298227.742696 nChanged 138 SP:Iteration 3F (8546.850461 sec): 3 clusters Score: Raw -300869.338703 + Penalty 2539.811115 = -298329.527588 nChanged 122 SP:Iteration 4Q (8546.902088 sec): 3 clusters Score: Raw -300987.137605 + Penalty 2539.811115 = -298447.326490 nChanged 125 SP:Iteration 5F (8546.947988 sec): 3 clusters Score: Raw -301100.971714 + Penalty 2539.811115 = -298561.160600 nChanged 114 SP:Iteration 6Q (8546.999186 sec): 3 clusters Score: Raw -301203.038178 + Penalty 2539.811115 = -298663.227064 nChanged 98 SP:Iteration 7Q (8547.043404 sec): 3 clusters Score: Raw -301273.674448 + Penalty 2539.811115 = -298733.863334 nChanged 67 SP:Iteration 8Q (8547.094227 sec): 3 clusters Score: Raw -301321.266924 + Penalty 2539.811115 = -298781.455810 nChanged 50 SP:Iteration 9Q (8547.105787 sec): 3 clusters Score: Raw -301343.825219 + Penalty 2539.811115 = -298804.014104 nChanged 31 SP:Iteration 10Q (8547.118056 sec): 3 clusters Score: Raw -301362.183109 + Penalty 2539.811115 = -298822.371994 nChanged 27 SP:Iteration 11Q (8547.130285 sec): 3 clusters Score: Raw -301380.169719 + Penalty 2539.811115 = -298840.358604 nChanged 27 SP:Iteration 12Q (8547.142488 sec): 3 clusters Score: Raw -301395.372006 + Penalty 2539.811115 = -298855.560892 nChanged 28 SP:Iteration 13Q (8547.154654 sec): 3 clusters Score: Raw -301410.264781 + Penalty 2539.811115 = -298870.453666 nChanged 19 SP:Iteration 14Q (8547.166879 sec): 3 clusters Score: Raw -301417.841736 + Penalty 2539.811115 = -298878.030621 nChanged 15 SP:Iteration 15Q (8547.179058 sec): 3 clusters Score: Raw -301426.303093 + Penalty 2539.811115 = -298886.491978 nChanged 13 SP:Iteration 16Q (8547.191222 sec): 3 clusters Score: Raw -301434.219617 + Penalty 2539.811115 = -298894.408503 nChanged 10 SP:Iteration 17Q (8547.242799 sec): 3 clusters Score: Raw -301439.985252 + Penalty 2539.811115 = -298900.174138 nChanged 6 SP:Iteration 18Q (8547.251434 sec): 3 clusters Score: Raw -301443.205697 + Penalty 2539.811115 = -298903.394582 nChanged 6 SP:Iteration 19Q (8547.263602 sec): 3 clusters Score: Raw -301445.012602 + Penalty 2539.811115 = -298905.201487 nChanged 7 SP:Iteration 20F (8547.275808 sec): 3 clusters Score: Raw -301447.773141 + Penalty 2539.811115 = -298907.962026 nChanged 5 SP:Iteration 21Q (8547.287986 sec): 3 clusters Score: Raw -301449.534095 + Penalty 2539.811115 = -298909.722981 nChanged 7 SP:Iteration 22Q (8547.300177 sec): 3 clusters Score: Raw -301451.451508 + Penalty 2539.811115 = -298911.640393 nChanged 4 SP:Iteration 23Q (8547.312335 sec): 3 clusters Score: Raw -301452.513350 + Penalty 2539.811115 = -298912.702235 nChanged 3 SP:Iteration 24Q (8547.324550 sec): 3 clusters Score: Raw -301453.043017 + Penalty 2539.811115 = -298913.231902 nChanged 1 SP:Iteration 25Q (8547.336589 sec): 3 clusters Score: Raw -301453.382828 + Penalty 2539.811115 = -298913.571713 nChanged 2 SP:Iteration 26Q (8547.348674 sec): 3 clusters Score: Raw -301454.719631 + Penalty 2539.811115 = -298914.908516 nChanged 8 SP:Iteration 27Q (8547.360656 sec): 3 clusters Score: Raw -301459.029341 + Penalty 2539.811115 = -298919.218227 nChanged 7 SP:Iteration 28Q (8547.373002 sec): 3 clusters Score: Raw -301461.623382 + Penalty 2539.811115 = -298921.812267 nChanged 7 SP:Iteration 29Q (8547.385242 sec): 3 clusters Score: Raw -301464.840100 + Penalty 2539.811115 = -298925.028985 nChanged 5 SP:Iteration 30Q (8547.397359 sec): 3 clusters Score: Raw -301467.006829 + Penalty 2539.811115 = -298927.195714 nChanged 2 SP:Iteration 31Q (8547.409542 sec): 3 clusters Score: Raw -301467.363758 + Penalty 2539.811115 = -298927.552643 nChanged 1 SP:Iteration 32Q (8547.421738 sec): 3 clusters Score: Raw -301467.546064 + Penalty 2539.811115 = -298927.734949 nChanged 0 SP:Iteration 33F (8547.433884 sec): 3 clusters Score: Raw -301467.546064 + Penalty 2539.811115 = -298927.734949 nChanged 0 Trying to split cluster 25 (15611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8547.466124 sec): 2 clusters Score: Raw -1862821.474314 + Penalty 1569.056299 = -1861252.418014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8547.502942 sec): 3 clusters Score: Raw -1853637.706989 + Penalty 3138.112599 = -1850499.594390 nChanged 6856 SP:Iteration 1F (8547.537850 sec): 3 clusters Score: Raw -1857415.303037 + Penalty 3138.112599 = -1854277.190439 nChanged 937 SP:Iteration 2F (8547.574670 sec): 3 clusters Score: Raw -1857805.747253 + Penalty 3138.112599 = -1854667.634655 nChanged 823 SP:Iteration 3F (8547.611005 sec): 3 clusters Score: Raw -1858152.799723 + Penalty 3138.112599 = -1855014.687125 nChanged 739 SP:Iteration 4Q (8547.647766 sec): 3 clusters Score: Raw -1858481.825210 + Penalty 3138.112599 = -1855343.712611 nChanged 688 SP:Iteration 5Q (8547.684507 sec): 3 clusters Score: Raw -1858770.479148 + Penalty 3138.112599 = -1855632.366549 nChanged 633 SP:Iteration 6Q (8547.721167 sec): 3 clusters Score: Raw -1859021.521378 + Penalty 3138.112599 = -1855883.408779 nChanged 600 SP:Iteration 7Q (8547.757932 sec): 3 clusters Score: Raw -1859256.914537 + Penalty 3138.112599 = -1856118.801938 nChanged 538 SP:Iteration 8Q (8547.794752 sec): 3 clusters Score: Raw -1859475.868973 + Penalty 3138.112599 = -1856337.756374 nChanged 541 SP:Iteration 9Q (8547.831349 sec): 3 clusters Score: Raw -1859699.387487 + Penalty 3138.112599 = -1856561.274888 nChanged 492 SP:Iteration 10Q (8547.868042 sec): 3 clusters Score: Raw -1859888.368964 + Penalty 3138.112599 = -1856750.256365 nChanged 459 SP:Iteration 11Q (8547.904513 sec): 3 clusters Score: Raw -1860057.413125 + Penalty 3138.112599 = -1856919.300527 nChanged 438 SP:Iteration 12Q (8547.941053 sec): 3 clusters Score: Raw -1860204.883668 + Penalty 3138.112599 = -1857066.771069 nChanged 381 SP:Iteration 13Q (8548.012069 sec): 3 clusters Score: Raw -1860330.956430 + Penalty 3138.112599 = -1857192.843832 nChanged 364 SP:Iteration 14Q (8548.084984 sec): 3 clusters Score: Raw -1860449.860171 + Penalty 3138.112599 = -1857311.747572 nChanged 355 SP:Iteration 15Q (8548.150078 sec): 3 clusters Score: Raw -1860567.629288 + Penalty 3138.112599 = -1857429.516689 nChanged 332 SP:Iteration 16Q (8548.215033 sec): 3 clusters Score: Raw -1860675.374243 + Penalty 3138.112599 = -1857537.261644 nChanged 307 SP:Iteration 17Q (8548.251907 sec): 3 clusters Score: Raw -1860786.517728 + Penalty 3138.112599 = -1857648.405129 nChanged 317 SP:Iteration 18Q (8548.287900 sec): 3 clusters Score: Raw -1860911.950936 + Penalty 3138.112599 = -1857773.838337 nChanged 316 SP:Iteration 19Q (8548.323698 sec): 3 clusters Score: Raw -1861043.757817 + Penalty 3138.112599 = -1857905.645218 nChanged 325 SP:Iteration 20F (8548.359608 sec): 3 clusters Score: Raw -1861187.790674 + Penalty 3138.112599 = -1858049.678075 nChanged 320 SP:Iteration 21Q (8548.401705 sec): 3 clusters Score: Raw -1861337.345604 + Penalty 3138.112599 = -1858199.233005 nChanged 342 SP:Iteration 22Q (8548.429521 sec): 3 clusters Score: Raw -1861512.309123 + Penalty 3138.112599 = -1858374.196524 nChanged 333 SP:Iteration 23Q (8548.464050 sec): 3 clusters Score: Raw -1861682.581599 + Penalty 3138.112599 = -1858544.469000 nChanged 320 SP:Iteration 24Q (8548.501672 sec): 3 clusters Score: Raw -1861847.468777 + Penalty 3138.112599 = -1858709.356178 nChanged 289 SP:Iteration 25Q (8548.548689 sec): 3 clusters Score: Raw -1861993.756482 + Penalty 3138.112599 = -1858855.643883 nChanged 273 SP:Iteration 26Q (8548.580652 sec): 3 clusters Score: Raw -1862140.639050 + Penalty 3138.112599 = -1859002.526451 nChanged 265 SP:Iteration 27Q (8548.620730 sec): 3 clusters Score: Raw -1862294.058890 + Penalty 3138.112599 = -1859155.946291 nChanged 254 SP:Iteration 28Q (8548.653407 sec): 3 clusters Score: Raw -1862453.278085 + Penalty 3138.112599 = -1859315.165486 nChanged 194 SP:Iteration 29Q (8548.686042 sec): 3 clusters Score: Raw -1862563.127587 + Penalty 3138.112599 = -1859425.014988 nChanged 160 SP:Iteration 30Q (8548.718548 sec): 3 clusters Score: Raw -1862663.023091 + Penalty 3138.112599 = -1859524.910492 nChanged 144 SP:Iteration 31Q (8548.750827 sec): 3 clusters Score: Raw -1862757.313861 + Penalty 3138.112599 = -1859619.201263 nChanged 124 SP:Iteration 32Q (8548.806685 sec): 3 clusters Score: Raw -1862841.152071 + Penalty 3138.112599 = -1859703.039472 nChanged 109 SP:Iteration 33Q (8548.838662 sec): 3 clusters Score: Raw -1862924.752863 + Penalty 3138.112599 = -1859786.640264 nChanged 86 SP:Iteration 34Q (8548.872425 sec): 3 clusters Score: Raw -1862979.965096 + Penalty 3138.112599 = -1859841.852497 nChanged 82 SP:Iteration 35Q (8548.905841 sec): 3 clusters Score: Raw -1863024.003512 + Penalty 3138.112599 = -1859885.890914 nChanged 69 SP:Iteration 36Q (8548.937386 sec): 3 clusters Score: Raw -1863057.928807 + Penalty 3138.112599 = -1859919.816209 nChanged 48 SP:Iteration 37Q (8548.974735 sec): 3 clusters Score: Raw -1863080.001248 + Penalty 3138.112599 = -1859941.888649 nChanged 39 SP:Iteration 38Q (8549.005890 sec): 3 clusters Score: Raw -1863096.215641 + Penalty 3138.112599 = -1859958.103042 nChanged 31 SP:Iteration 39Q (8549.037463 sec): 3 clusters Score: Raw -1863113.612309 + Penalty 3138.112599 = -1859975.499711 nChanged 32 SP:Iteration 40F (8549.073411 sec): 3 clusters Score: Raw -1863128.056842 + Penalty 3138.112599 = -1859989.944244 nChanged 26 SP:Iteration 41Q (8549.105104 sec): 3 clusters Score: Raw -1863142.704609 + Penalty 3138.112599 = -1860004.592010 nChanged 30 SP:Iteration 42Q (8549.167644 sec): 3 clusters Score: Raw -1863154.923807 + Penalty 3138.112599 = -1860016.811209 nChanged 22 SP:Iteration 43Q (8549.225584 sec): 3 clusters Score: Raw -1863164.705491 + Penalty 3138.112599 = -1860026.592892 nChanged 21 SP:Iteration 44Q (8549.292371 sec): 3 clusters Score: Raw -1863173.273906 + Penalty 3138.112599 = -1860035.161308 nChanged 20 SP:Iteration 45Q (8549.360264 sec): 3 clusters Score: Raw -1863180.643028 + Penalty 3138.112599 = -1860042.530429 nChanged 15 SP:Iteration 46Q (8549.427370 sec): 3 clusters Score: Raw -1863187.564911 + Penalty 3138.112599 = -1860049.452313 nChanged 14 SP:Iteration 47Q (8549.481212 sec): 3 clusters Score: Raw -1863192.385870 + Penalty 3138.112599 = -1860054.273272 nChanged 6 SP:Iteration 48Q (8549.512378 sec): 3 clusters Score: Raw -1863194.760185 + Penalty 3138.112599 = -1860056.647586 nChanged 7 SP:Iteration 49Q (8549.554293 sec): 3 clusters Score: Raw -1863197.422325 + Penalty 3138.112599 = -1860059.309726 nChanged 5 SP:Iteration 50Q (8549.608386 sec): 3 clusters Score: Raw -1863199.929672 + Penalty 3138.112599 = -1860061.817074 nChanged 11 SP:Iteration 51Q (8549.639741 sec): 3 clusters Score: Raw -1863204.618421 + Penalty 3138.112599 = -1860066.505823 nChanged 10 SP:Iteration 52Q (8549.670807 sec): 3 clusters Score: Raw -1863208.163236 + Penalty 3138.112599 = -1860070.050638 nChanged 10 SP:Iteration 53Q (8549.702093 sec): 3 clusters Score: Raw -1863211.504044 + Penalty 3138.112599 = -1860073.391445 nChanged 5 SP:Iteration 54Q (8549.733396 sec): 3 clusters Score: Raw -1863214.136564 + Penalty 3138.112599 = -1860076.023966 nChanged 6 SP:Iteration 55Q (8549.764728 sec): 3 clusters Score: Raw -1863216.476009 + Penalty 3138.112599 = -1860078.363410 nChanged 3 SP:Iteration 56Q (8549.795941 sec): 3 clusters Score: Raw -1863217.718984 + Penalty 3138.112599 = -1860079.606385 nChanged 1 SP:Iteration 57Q (8549.836897 sec): 3 clusters Score: Raw -1863218.430672 + Penalty 3138.112599 = -1860080.318074 nChanged 4 SP:Iteration 58Q (8549.872376 sec): 3 clusters Score: Raw -1863219.755615 + Penalty 3138.112599 = -1860081.643017 nChanged 4 SP:Iteration 59Q (8549.903820 sec): 3 clusters Score: Raw -1863221.130358 + Penalty 3138.112599 = -1860083.017760 nChanged 2 SP:Iteration 60F (8549.940063 sec): 3 clusters Score: Raw -1863221.925521 + Penalty 3138.112599 = -1860083.812922 nChanged 2 SP:Iteration 61Q (8549.971477 sec): 3 clusters Score: Raw -1863222.389655 + Penalty 3138.112599 = -1860084.277056 nChanged 5 SP:Iteration 62Q (8550.002773 sec): 3 clusters Score: Raw -1863223.791547 + Penalty 3138.112599 = -1860085.678949 nChanged 3 SP:Iteration 63Q (8550.037515 sec): 3 clusters Score: Raw -1863224.586475 + Penalty 3138.112599 = -1860086.473877 nChanged 1 SP:Iteration 64Q (8550.068959 sec): 3 clusters Score: Raw -1863225.203987 + Penalty 3138.112599 = -1860087.091388 nChanged 1 SP:Iteration 65Q (8550.100339 sec): 3 clusters Score: Raw -1863225.783446 + Penalty 3138.112599 = -1860087.670848 nChanged 2 SP:Iteration 66Q (8550.131654 sec): 3 clusters Score: Raw -1863226.642230 + Penalty 3138.112599 = -1860088.529631 nChanged 2 SP:Iteration 67Q (8550.166034 sec): 3 clusters Score: Raw -1863227.667751 + Penalty 3138.112599 = -1860089.555152 nChanged 2 SP:Iteration 68Q (8550.200055 sec): 3 clusters Score: Raw -1863228.181183 + Penalty 3138.112599 = -1860090.068585 nChanged 1 SP:Iteration 69Q (8550.231065 sec): 3 clusters Score: Raw -1863228.407732 + Penalty 3138.112599 = -1860090.295133 nChanged 1 SP:Iteration 70Q (8550.262351 sec): 3 clusters Score: Raw -1863228.866418 + Penalty 3138.112599 = -1860090.753819 nChanged 4 SP:Iteration 71Q (8550.293871 sec): 3 clusters Score: Raw -1863230.236824 + Penalty 3138.112599 = -1860092.124225 nChanged 1 SP:Iteration 72Q (8550.362330 sec): 3 clusters Score: Raw -1863230.372593 + Penalty 3138.112599 = -1860092.259994 nChanged 0 SP:Iteration 73F (8550.419197 sec): 3 clusters Score: Raw -1863230.372593 + Penalty 3138.112599 = -1860092.259994 nChanged 0 Trying to split cluster 26 (4109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8550.448047 sec): 2 clusters Score: Raw -486150.870970 + Penalty 1352.151932 = -484798.719038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8550.499057 sec): 3 clusters Score: Raw -484137.845637 + Penalty 2704.303865 = -481433.541772 nChanged 1629 SP:Iteration 1F (8550.546371 sec): 3 clusters Score: Raw -485131.365483 + Penalty 2704.303865 = -482427.061618 nChanged 382 SP:Iteration 2F (8550.601501 sec): 3 clusters Score: Raw -485466.931851 + Penalty 2704.303865 = -482762.627986 nChanged 310 SP:Iteration 3F (8550.655044 sec): 3 clusters Score: Raw -485730.338649 + Penalty 2704.303865 = -483026.034784 nChanged 228 SP:Iteration 4F (8550.691989 sec): 3 clusters Score: Raw -485904.743569 + Penalty 2704.303865 = -483200.439704 nChanged 202 SP:Iteration 5Q (8550.711279 sec): 3 clusters Score: Raw -486039.516862 + Penalty 2704.303865 = -483335.212997 nChanged 152 SP:Iteration 6Q (8550.750521 sec): 3 clusters Score: Raw -486140.032921 + Penalty 2704.303865 = -483435.729056 nChanged 134 SP:Iteration 7Q (8550.769854 sec): 3 clusters Score: Raw -486232.113430 + Penalty 2704.303865 = -483527.809566 nChanged 106 SP:Iteration 8Q (8550.789129 sec): 3 clusters Score: Raw -486314.512175 + Penalty 2704.303865 = -483610.208310 nChanged 92 SP:Iteration 9Q (8550.808645 sec): 3 clusters Score: Raw -486416.362691 + Penalty 2704.303865 = -483712.058826 nChanged 97 SP:Iteration 10Q (8550.826716 sec): 3 clusters Score: Raw -486545.906767 + Penalty 2704.303865 = -483841.602902 nChanged 99 SP:Iteration 11Q (8550.845836 sec): 3 clusters Score: Raw -486672.622756 + Penalty 2704.303865 = -483968.318891 nChanged 90 SP:Iteration 12Q (8550.864737 sec): 3 clusters Score: Raw -486726.487475 + Penalty 2704.303865 = -484022.183610 nChanged 69 SP:Iteration 13Q (8550.883524 sec): 3 clusters Score: Raw -486759.514146 + Penalty 2704.303865 = -484055.210281 nChanged 63 SP:Iteration 14Q (8550.901297 sec): 3 clusters Score: Raw -486792.700395 + Penalty 2704.303865 = -484088.396530 nChanged 64 SP:Iteration 15Q (8550.920230 sec): 3 clusters Score: Raw -486826.146034 + Penalty 2704.303865 = -484121.842169 nChanged 69 SP:Iteration 16Q (8550.938966 sec): 3 clusters Score: Raw -486860.379214 + Penalty 2704.303865 = -484156.075349 nChanged 70 SP:Iteration 17Q (8550.957546 sec): 3 clusters Score: Raw -486892.218728 + Penalty 2704.303865 = -484187.914864 nChanged 62 SP:Iteration 18Q (8550.975719 sec): 3 clusters Score: Raw -486923.913583 + Penalty 2704.303865 = -484219.609718 nChanged 69 SP:Iteration 19Q (8550.994375 sec): 3 clusters Score: Raw -486954.861819 + Penalty 2704.303865 = -484250.557954 nChanged 42 SP:Iteration 20F (8551.013756 sec): 3 clusters Score: Raw -486969.185882 + Penalty 2704.303865 = -484264.882017 nChanged 36 SP:Iteration 21Q (8551.032451 sec): 3 clusters Score: Raw -486983.080009 + Penalty 2704.303865 = -484278.776144 nChanged 36 SP:Iteration 22Q (8551.051312 sec): 3 clusters Score: Raw -486994.722373 + Penalty 2704.303865 = -484290.418508 nChanged 38 SP:Iteration 23Q (8551.069900 sec): 3 clusters Score: Raw -487007.831008 + Penalty 2704.303865 = -484303.527143 nChanged 37 SP:Iteration 24Q (8551.088597 sec): 3 clusters Score: Raw -487022.200362 + Penalty 2704.303865 = -484317.896497 nChanged 35 SP:Iteration 25Q (8551.107140 sec): 3 clusters Score: Raw -487036.062673 + Penalty 2704.303865 = -484331.758808 nChanged 34 SP:Iteration 26Q (8551.125976 sec): 3 clusters Score: Raw -487049.263565 + Penalty 2704.303865 = -484344.959700 nChanged 34 SP:Iteration 27Q (8551.144819 sec): 3 clusters Score: Raw -487062.716436 + Penalty 2704.303865 = -484358.412571 nChanged 33 SP:Iteration 28Q (8551.162589 sec): 3 clusters Score: Raw -487077.270790 + Penalty 2704.303865 = -484372.966925 nChanged 31 SP:Iteration 29Q (8551.181464 sec): 3 clusters Score: Raw -487092.616814 + Penalty 2704.303865 = -484388.312949 nChanged 39 SP:Iteration 30Q (8551.200535 sec): 3 clusters Score: Raw -487117.102618 + Penalty 2704.303865 = -484412.798753 nChanged 38 SP:Iteration 31Q (8551.219302 sec): 3 clusters Score: Raw -487146.450755 + Penalty 2704.303865 = -484442.146890 nChanged 44 SP:Iteration 32Q (8551.236801 sec): 3 clusters Score: Raw -487180.499712 + Penalty 2704.303865 = -484476.195847 nChanged 40 SP:Iteration 33Q (8551.255462 sec): 3 clusters Score: Raw -487210.534212 + Penalty 2704.303865 = -484506.230347 nChanged 42 SP:Iteration 34Q (8551.273991 sec): 3 clusters Score: Raw -487233.675031 + Penalty 2704.303865 = -484529.371166 nChanged 43 SP:Iteration 35Q (8551.292709 sec): 3 clusters Score: Raw -487255.280799 + Penalty 2704.303865 = -484550.976934 nChanged 29 SP:Iteration 36Q (8551.310282 sec): 3 clusters Score: Raw -487268.412737 + Penalty 2704.303865 = -484564.108873 nChanged 22 SP:Iteration 37Q (8551.328953 sec): 3 clusters Score: Raw -487280.373245 + Penalty 2704.303865 = -484576.069380 nChanged 24 SP:Iteration 38Q (8551.347692 sec): 3 clusters Score: Raw -487289.649631 + Penalty 2704.303865 = -484585.345766 nChanged 20 SP:Iteration 39Q (8551.365246 sec): 3 clusters Score: Raw -487297.934839 + Penalty 2704.303865 = -484593.630974 nChanged 15 SP:Iteration 40F (8551.384564 sec): 3 clusters Score: Raw -487303.178607 + Penalty 2704.303865 = -484598.874743 nChanged 11 SP:Iteration 41Q (8551.403418 sec): 3 clusters Score: Raw -487307.338831 + Penalty 2704.303865 = -484603.034966 nChanged 8 SP:Iteration 42Q (8551.422117 sec): 3 clusters Score: Raw -487310.854666 + Penalty 2704.303865 = -484606.550801 nChanged 8 SP:Iteration 43Q (8551.439673 sec): 3 clusters Score: Raw -487313.518255 + Penalty 2704.303865 = -484609.214390 nChanged 7 SP:Iteration 44Q (8551.458346 sec): 3 clusters Score: Raw -487317.334978 + Penalty 2704.303865 = -484613.031113 nChanged 8 SP:Iteration 45Q (8551.477004 sec): 3 clusters Score: Raw -487321.579550 + Penalty 2704.303865 = -484617.275685 nChanged 9 SP:Iteration 46Q (8551.495690 sec): 3 clusters Score: Raw -487326.056791 + Penalty 2704.303865 = -484621.752926 nChanged 12 SP:Iteration 47Q (8551.513256 sec): 3 clusters Score: Raw -487335.158631 + Penalty 2704.303865 = -484630.854766 nChanged 17 SP:Iteration 48Q (8551.531978 sec): 3 clusters Score: Raw -487344.566932 + Penalty 2704.303865 = -484640.263067 nChanged 14 SP:Iteration 49Q (8551.550633 sec): 3 clusters Score: Raw -487350.140423 + Penalty 2704.303865 = -484645.836558 nChanged 8 SP:Iteration 50Q (8551.569459 sec): 3 clusters Score: Raw -487352.286579 + Penalty 2704.303865 = -484647.982714 nChanged 4 SP:Iteration 51Q (8551.587067 sec): 3 clusters Score: Raw -487353.200643 + Penalty 2704.303865 = -484648.896778 nChanged 4 SP:Iteration 52Q (8551.605961 sec): 3 clusters Score: Raw -487354.599139 + Penalty 2704.303865 = -484650.295274 nChanged 2 SP:Iteration 53Q (8551.624664 sec): 3 clusters Score: Raw -487354.885803 + Penalty 2704.303865 = -484650.581939 nChanged 1 SP:Iteration 54Q (8551.649081 sec): 3 clusters Score: Raw -487354.999501 + Penalty 2704.303865 = -484650.695636 nChanged 0 SP:Iteration 55F (8551.668408 sec): 3 clusters Score: Raw -487354.999501 + Penalty 2704.303865 = -484650.695636 nChanged 0 Trying to split cluster 27 (5732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8551.688677 sec): 2 clusters Score: Raw -694171.702579 + Penalty 1406.245716 = -692765.456863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8551.710769 sec): 3 clusters Score: Raw -691181.791000 + Penalty 2812.491431 = -688369.299568 nChanged 2334 SP:Iteration 1F (8551.732500 sec): 3 clusters Score: Raw -692658.249771 + Penalty 2812.491431 = -689845.758340 nChanged 478 SP:Iteration 2F (8551.789759 sec): 3 clusters Score: Raw -693038.317526 + Penalty 2812.491431 = -690225.826095 nChanged 404 SP:Iteration 3F (8551.817123 sec): 3 clusters Score: Raw -693386.938147 + Penalty 2812.491431 = -690574.446715 nChanged 375 SP:Iteration 4F (8551.838923 sec): 3 clusters Score: Raw -693723.400584 + Penalty 2812.491431 = -690910.909153 nChanged 340 SP:Iteration 5F (8551.860936 sec): 3 clusters Score: Raw -694004.628511 + Penalty 2812.491431 = -691192.137079 nChanged 303 SP:Iteration 6F (8551.916660 sec): 3 clusters Score: Raw -694218.280515 + Penalty 2812.491431 = -691405.789084 nChanged 225 SP:Iteration 7Q (8551.946066 sec): 3 clusters Score: Raw -694351.143489 + Penalty 2812.491431 = -691538.652058 nChanged 186 SP:Iteration 8Q (8551.967681 sec): 3 clusters Score: Raw -694448.998923 + Penalty 2812.491431 = -691636.507492 nChanged 133 SP:Iteration 9Q (8551.989365 sec): 3 clusters Score: Raw -694517.961896 + Penalty 2812.491431 = -691705.470464 nChanged 119 SP:Iteration 10Q (8552.020865 sec): 3 clusters Score: Raw -694565.447469 + Penalty 2812.491431 = -691752.956037 nChanged 89 SP:Iteration 11Q (8552.042306 sec): 3 clusters Score: Raw -694608.725434 + Penalty 2812.491431 = -691796.234003 nChanged 89 SP:Iteration 12Q (8552.063473 sec): 3 clusters Score: Raw -694656.013624 + Penalty 2812.491431 = -691843.522193 nChanged 90 SP:Iteration 13Q (8552.084835 sec): 3 clusters Score: Raw -694705.525279 + Penalty 2812.491431 = -691893.033848 nChanged 95 SP:Iteration 14Q (8552.107206 sec): 3 clusters Score: Raw -694759.561517 + Penalty 2812.491431 = -691947.070086 nChanged 90 SP:Iteration 15Q (8552.128717 sec): 3 clusters Score: Raw -694803.548723 + Penalty 2812.491431 = -691991.057291 nChanged 74 SP:Iteration 16Q (8552.157101 sec): 3 clusters Score: Raw -694833.766932 + Penalty 2812.491431 = -692021.275501 nChanged 59 SP:Iteration 17Q (8552.211960 sec): 3 clusters Score: Raw -694855.198503 + Penalty 2812.491431 = -692042.707072 nChanged 53 SP:Iteration 18Q (8552.250648 sec): 3 clusters Score: Raw -694879.760406 + Penalty 2812.491431 = -692067.268974 nChanged 63 SP:Iteration 19Q (8552.295266 sec): 3 clusters Score: Raw -694906.012889 + Penalty 2812.491431 = -692093.521458 nChanged 57 SP:Iteration 20F (8552.351816 sec): 3 clusters Score: Raw -694924.883329 + Penalty 2812.491431 = -692112.391898 nChanged 44 SP:Iteration 21Q (8552.407666 sec): 3 clusters Score: Raw -694939.517373 + Penalty 2812.491431 = -692127.025941 nChanged 45 SP:Iteration 22Q (8552.461591 sec): 3 clusters Score: Raw -694954.205884 + Penalty 2812.491431 = -692141.714452 nChanged 45 SP:Iteration 23Q (8552.511594 sec): 3 clusters Score: Raw -694971.246027 + Penalty 2812.491431 = -692158.754595 nChanged 51 SP:Iteration 24Q (8552.568450 sec): 3 clusters Score: Raw -694985.518266 + Penalty 2812.491431 = -692173.026835 nChanged 41 SP:Iteration 25Q (8552.618051 sec): 3 clusters Score: Raw -694997.838315 + Penalty 2812.491431 = -692185.346884 nChanged 42 SP:Iteration 26Q (8552.644199 sec): 3 clusters Score: Raw -695012.744141 + Penalty 2812.491431 = -692200.252710 nChanged 37 SP:Iteration 27Q (8552.665642 sec): 3 clusters Score: Raw -695029.483220 + Penalty 2812.491431 = -692216.991789 nChanged 56 SP:Iteration 28Q (8552.687150 sec): 3 clusters Score: Raw -695047.774697 + Penalty 2812.491431 = -692235.283265 nChanged 44 SP:Iteration 29Q (8552.736812 sec): 3 clusters Score: Raw -695063.604122 + Penalty 2812.491431 = -692251.112691 nChanged 54 SP:Iteration 30Q (8552.763793 sec): 3 clusters Score: Raw -695086.701884 + Penalty 2812.491431 = -692274.210452 nChanged 59 SP:Iteration 31Q (8552.785038 sec): 3 clusters Score: Raw -695116.913604 + Penalty 2812.491431 = -692304.422173 nChanged 54 SP:Iteration 32Q (8552.817774 sec): 3 clusters Score: Raw -695142.877509 + Penalty 2812.491431 = -692330.386077 nChanged 64 SP:Iteration 33Q (8552.838676 sec): 3 clusters Score: Raw -695177.833143 + Penalty 2812.491431 = -692365.341711 nChanged 70 SP:Iteration 34Q (8552.859538 sec): 3 clusters Score: Raw -695210.897738 + Penalty 2812.491431 = -692398.406307 nChanged 63 SP:Iteration 35Q (8552.880723 sec): 3 clusters Score: Raw -695239.176268 + Penalty 2812.491431 = -692426.684837 nChanged 53 SP:Iteration 36Q (8552.902043 sec): 3 clusters Score: Raw -695264.954412 + Penalty 2812.491431 = -692452.462981 nChanged 60 SP:Iteration 37Q (8552.922681 sec): 3 clusters Score: Raw -695293.281276 + Penalty 2812.491431 = -692480.789844 nChanged 58 SP:Iteration 38Q (8552.943724 sec): 3 clusters Score: Raw -695319.750444 + Penalty 2812.491431 = -692507.259013 nChanged 51 SP:Iteration 39Q (8552.964702 sec): 3 clusters Score: Raw -695343.462414 + Penalty 2812.491431 = -692530.970983 nChanged 41 SP:Iteration 40F (8552.986486 sec): 3 clusters Score: Raw -695361.429215 + Penalty 2812.491431 = -692548.937784 nChanged 35 SP:Iteration 41Q (8553.007615 sec): 3 clusters Score: Raw -695377.026880 + Penalty 2812.491431 = -692564.535449 nChanged 39 SP:Iteration 42Q (8553.028609 sec): 3 clusters Score: Raw -695393.669227 + Penalty 2812.491431 = -692581.177796 nChanged 32 SP:Iteration 43Q (8553.048491 sec): 3 clusters Score: Raw -695407.090294 + Penalty 2812.491431 = -692594.598862 nChanged 32 SP:Iteration 44Q (8553.069436 sec): 3 clusters Score: Raw -695418.120381 + Penalty 2812.491431 = -692605.628950 nChanged 25 SP:Iteration 45Q (8553.092474 sec): 3 clusters Score: Raw -695425.274154 + Penalty 2812.491431 = -692612.782723 nChanged 25 SP:Iteration 46Q (8553.113268 sec): 3 clusters Score: Raw -695431.838613 + Penalty 2812.491431 = -692619.347182 nChanged 12 SP:Iteration 47Q (8553.134130 sec): 3 clusters Score: Raw -695433.984877 + Penalty 2812.491431 = -692621.493445 nChanged 4 SP:Iteration 48Q (8553.154857 sec): 3 clusters Score: Raw -695434.601311 + Penalty 2812.491431 = -692622.109880 nChanged 7 SP:Iteration 49Q (8553.175769 sec): 3 clusters Score: Raw -695435.505805 + Penalty 2812.491431 = -692623.014374 nChanged 7 SP:Iteration 50Q (8553.196738 sec): 3 clusters Score: Raw -695436.581520 + Penalty 2812.491431 = -692624.090089 nChanged 5 SP:Iteration 51Q (8553.217718 sec): 3 clusters Score: Raw -695437.266519 + Penalty 2812.491431 = -692624.775087 nChanged 1 SP:Iteration 52Q (8553.238650 sec): 3 clusters Score: Raw -695437.380571 + Penalty 2812.491431 = -692624.889140 nChanged 2 SP:Iteration 53Q (8553.259548 sec): 3 clusters Score: Raw -695437.784943 + Penalty 2812.491431 = -692625.293511 nChanged 3 SP:Iteration 54Q (8553.286386 sec): 3 clusters Score: Raw -695438.152822 + Penalty 2812.491431 = -692625.661391 nChanged 1 SP:Iteration 55Q (8553.307544 sec): 3 clusters Score: Raw -695438.311945 + Penalty 2812.491431 = -692625.820513 nChanged 1 SP:Iteration 56Q (8553.337429 sec): 3 clusters Score: Raw -695438.585531 + Penalty 2812.491431 = -692626.094099 nChanged 3 SP:Iteration 57Q (8553.358224 sec): 3 clusters Score: Raw -695439.119343 + Penalty 2812.491431 = -692626.627912 nChanged 2 SP:Iteration 58Q (8553.384068 sec): 3 clusters Score: Raw -695439.352714 + Penalty 2812.491431 = -692626.861282 nChanged 1 SP:Iteration 59Q (8553.405127 sec): 3 clusters Score: Raw -695439.443762 + Penalty 2812.491431 = -692626.952331 nChanged 0 SP:Iteration 60F (8553.431913 sec): 3 clusters Score: Raw -695439.443762 + Penalty 2812.491431 = -692626.952331 nChanged 0 Trying to split cluster 28 (16820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8553.465130 sec): 2 clusters Score: Raw -2118647.205527 + Penalty 1581.177639 = -2117066.027887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8553.528624 sec): 3 clusters Score: Raw -2108646.751789 + Penalty 3162.355278 = -2105484.396511 nChanged 7476 SP:Iteration 1F (8553.591761 sec): 3 clusters Score: Raw -2112746.998049 + Penalty 3162.355278 = -2109584.642771 nChanged 878 SP:Iteration 2F (8553.647378 sec): 3 clusters Score: Raw -2113078.095808 + Penalty 3162.355278 = -2109915.740530 nChanged 778 SP:Iteration 3Q (8553.709515 sec): 3 clusters Score: Raw -2113394.598796 + Penalty 3162.355278 = -2110232.243518 nChanged 772 SP:Iteration 4Q (8553.771199 sec): 3 clusters Score: Raw -2113767.948848 + Penalty 3162.355278 = -2110605.593569 nChanged 898 SP:Iteration 5F (8553.815771 sec): 3 clusters Score: Raw -2114271.554686 + Penalty 3162.355278 = -2111109.199408 nChanged 951 SP:Iteration 6F (8553.853206 sec): 3 clusters Score: Raw -2114845.864652 + Penalty 3162.355278 = -2111683.509373 nChanged 1037 SP:Iteration 7F (8553.890794 sec): 3 clusters Score: Raw -2115497.401912 + Penalty 3162.355278 = -2112335.046633 nChanged 998 SP:Iteration 8F (8553.936168 sec): 3 clusters Score: Raw -2116084.309905 + Penalty 3162.355278 = -2112921.954627 nChanged 878 SP:Iteration 9F (8553.973698 sec): 3 clusters Score: Raw -2116591.494369 + Penalty 3162.355278 = -2113429.139091 nChanged 714 SP:Iteration 10Q (8554.011745 sec): 3 clusters Score: Raw -2116961.735187 + Penalty 3162.355278 = -2113799.379909 nChanged 596 SP:Iteration 11Q (8554.058698 sec): 3 clusters Score: Raw -2117292.447895 + Penalty 3162.355278 = -2114130.092617 nChanged 512 SP:Iteration 12Q (8554.098182 sec): 3 clusters Score: Raw -2117592.741038 + Penalty 3162.355278 = -2114430.385760 nChanged 455 SP:Iteration 13Q (8554.141610 sec): 3 clusters Score: Raw -2117885.004578 + Penalty 3162.355278 = -2114722.649299 nChanged 343 SP:Iteration 14Q (8554.179408 sec): 3 clusters Score: Raw -2118110.049286 + Penalty 3162.355278 = -2114947.694007 nChanged 337 SP:Iteration 15Q (8554.233253 sec): 3 clusters Score: Raw -2118281.721532 + Penalty 3162.355278 = -2115119.366253 nChanged 274 SP:Iteration 16Q (8554.279808 sec): 3 clusters Score: Raw -2118409.265525 + Penalty 3162.355278 = -2115246.910247 nChanged 219 SP:Iteration 17Q (8554.316299 sec): 3 clusters Score: Raw -2118500.696626 + Penalty 3162.355278 = -2115338.341348 nChanged 220 SP:Iteration 18Q (8554.352246 sec): 3 clusters Score: Raw -2118582.594829 + Penalty 3162.355278 = -2115420.239551 nChanged 180 SP:Iteration 19Q (8554.388353 sec): 3 clusters Score: Raw -2118642.811382 + Penalty 3162.355278 = -2115480.456104 nChanged 171 SP:Iteration 20F (8554.425976 sec): 3 clusters Score: Raw -2118701.117250 + Penalty 3162.355278 = -2115538.761971 nChanged 155 SP:Iteration 21Q (8554.461493 sec): 3 clusters Score: Raw -2118750.216780 + Penalty 3162.355278 = -2115587.861502 nChanged 128 SP:Iteration 22Q (8554.496815 sec): 3 clusters Score: Raw -2118788.265155 + Penalty 3162.355278 = -2115625.909876 nChanged 121 SP:Iteration 23Q (8554.532090 sec): 3 clusters Score: Raw -2118827.157571 + Penalty 3162.355278 = -2115664.802292 nChanged 109 SP:Iteration 24Q (8554.570370 sec): 3 clusters Score: Raw -2118862.236078 + Penalty 3162.355278 = -2115699.880800 nChanged 95 SP:Iteration 25Q (8554.640639 sec): 3 clusters Score: Raw -2118891.722440 + Penalty 3162.355278 = -2115729.367162 nChanged 78 SP:Iteration 26Q (8554.702563 sec): 3 clusters Score: Raw -2118914.562032 + Penalty 3162.355278 = -2115752.206753 nChanged 74 SP:Iteration 27Q (8554.773695 sec): 3 clusters Score: Raw -2118934.100869 + Penalty 3162.355278 = -2115771.745591 nChanged 68 SP:Iteration 28Q (8554.835914 sec): 3 clusters Score: Raw -2118951.034174 + Penalty 3162.355278 = -2115788.678896 nChanged 61 SP:Iteration 29Q (8554.896857 sec): 3 clusters Score: Raw -2118968.343930 + Penalty 3162.355278 = -2115805.988651 nChanged 59 SP:Iteration 30Q (8554.940346 sec): 3 clusters Score: Raw -2118982.795467 + Penalty 3162.355278 = -2115820.440189 nChanged 53 SP:Iteration 31Q (8554.982562 sec): 3 clusters Score: Raw -2118996.608234 + Penalty 3162.355278 = -2115834.252956 nChanged 51 SP:Iteration 32Q (8555.016784 sec): 3 clusters Score: Raw -2119008.613483 + Penalty 3162.355278 = -2115846.258205 nChanged 40 SP:Iteration 33Q (8555.056934 sec): 3 clusters Score: Raw -2119015.980464 + Penalty 3162.355278 = -2115853.625185 nChanged 37 SP:Iteration 34Q (8555.091232 sec): 3 clusters Score: Raw -2119023.882648 + Penalty 3162.355278 = -2115861.527369 nChanged 43 SP:Iteration 35Q (8555.125322 sec): 3 clusters Score: Raw -2119034.559810 + Penalty 3162.355278 = -2115872.204532 nChanged 54 SP:Iteration 36Q (8555.159426 sec): 3 clusters Score: Raw -2119047.364161 + Penalty 3162.355278 = -2115885.008882 nChanged 41 SP:Iteration 37Q (8555.193460 sec): 3 clusters Score: Raw -2119059.052083 + Penalty 3162.355278 = -2115896.696805 nChanged 48 SP:Iteration 38Q (8555.232835 sec): 3 clusters Score: Raw -2119070.950750 + Penalty 3162.355278 = -2115908.595471 nChanged 41 SP:Iteration 39Q (8555.266925 sec): 3 clusters Score: Raw -2119080.125426 + Penalty 3162.355278 = -2115917.770148 nChanged 35 SP:Iteration 40F (8555.313681 sec): 3 clusters Score: Raw -2119086.831979 + Penalty 3162.355278 = -2115924.476701 nChanged 29 SP:Iteration 41Q (8555.356741 sec): 3 clusters Score: Raw -2119094.452833 + Penalty 3162.355278 = -2115932.097555 nChanged 33 SP:Iteration 42Q (8555.396129 sec): 3 clusters Score: Raw -2119102.993147 + Penalty 3162.355278 = -2115940.637869 nChanged 34 SP:Iteration 43Q (8555.430253 sec): 3 clusters Score: Raw -2119111.827661 + Penalty 3162.355278 = -2115949.472382 nChanged 38 SP:Iteration 44Q (8555.464146 sec): 3 clusters Score: Raw -2119123.160996 + Penalty 3162.355278 = -2115960.805718 nChanged 38 SP:Iteration 45Q (8555.498017 sec): 3 clusters Score: Raw -2119135.641704 + Penalty 3162.355278 = -2115973.286425 nChanged 38 SP:Iteration 46Q (8555.531703 sec): 3 clusters Score: Raw -2119145.105178 + Penalty 3162.355278 = -2115982.749899 nChanged 21 SP:Iteration 47Q (8555.565387 sec): 3 clusters Score: Raw -2119148.716066 + Penalty 3162.355278 = -2115986.360788 nChanged 22 SP:Iteration 48Q (8555.602767 sec): 3 clusters Score: Raw -2119153.702764 + Penalty 3162.355278 = -2115991.347485 nChanged 22 SP:Iteration 49Q (8555.636517 sec): 3 clusters Score: Raw -2119158.677147 + Penalty 3162.355278 = -2115996.321869 nChanged 20 SP:Iteration 50Q (8555.670255 sec): 3 clusters Score: Raw -2119162.416993 + Penalty 3162.355278 = -2116000.061714 nChanged 19 SP:Iteration 51Q (8555.703865 sec): 3 clusters Score: Raw -2119165.127350 + Penalty 3162.355278 = -2116002.772072 nChanged 22 SP:Iteration 52Q (8555.742383 sec): 3 clusters Score: Raw -2119168.343435 + Penalty 3162.355278 = -2116005.988157 nChanged 18 SP:Iteration 53Q (8555.777535 sec): 3 clusters Score: Raw -2119172.405418 + Penalty 3162.355278 = -2116010.050139 nChanged 28 SP:Iteration 54Q (8555.810817 sec): 3 clusters Score: Raw -2119178.347043 + Penalty 3162.355278 = -2116015.991765 nChanged 13 SP:Iteration 55Q (8555.844897 sec): 3 clusters Score: Raw -2119180.184944 + Penalty 3162.355278 = -2116017.829666 nChanged 12 SP:Iteration 56Q (8555.878086 sec): 3 clusters Score: Raw -2119182.168253 + Penalty 3162.355278 = -2116019.812974 nChanged 8 SP:Iteration 57Q (8555.913582 sec): 3 clusters Score: Raw -2119183.266174 + Penalty 3162.355278 = -2116020.910896 nChanged 9 SP:Iteration 58Q (8555.951311 sec): 3 clusters Score: Raw -2119184.402867 + Penalty 3162.355278 = -2116022.047589 nChanged 3 SP:Iteration 59Q (8555.986738 sec): 3 clusters Score: Raw -2119185.012707 + Penalty 3162.355278 = -2116022.657429 nChanged 3 SP:Iteration 60F (8556.026456 sec): 3 clusters Score: Raw -2119185.378529 + Penalty 3162.355278 = -2116023.023251 nChanged 1 SP:Iteration 61Q (8556.059932 sec): 3 clusters Score: Raw -2119185.475101 + Penalty 3162.355278 = -2116023.119822 nChanged 2 SP:Iteration 62Q (8556.096598 sec): 3 clusters Score: Raw -2119185.727460 + Penalty 3162.355278 = -2116023.372182 nChanged 1 SP:Iteration 63Q (8556.133840 sec): 3 clusters Score: Raw -2119185.906499 + Penalty 3162.355278 = -2116023.551220 nChanged 1 SP:Iteration 64Q (8556.172247 sec): 3 clusters Score: Raw -2119185.967943 + Penalty 3162.355278 = -2116023.612665 nChanged 1 SP:Iteration 65Q (8556.208273 sec): 3 clusters Score: Raw -2119186.071095 + Penalty 3162.355278 = -2116023.715817 nChanged 0 SP:Iteration 66F (8556.247836 sec): 3 clusters Score: Raw -2119186.071095 + Penalty 3162.355278 = -2116023.715817 nChanged 0 Trying to split cluster 29 (3468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8556.264927 sec): 2 clusters Score: Raw -404171.566792 + Penalty 1324.591667 = -402846.975125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8556.284096 sec): 3 clusters Score: Raw -402536.559104 + Penalty 2649.183335 = -399887.375769 nChanged 1355 SP:Iteration 1F (8556.305016 sec): 3 clusters Score: Raw -403432.231287 + Penalty 2649.183335 = -400783.047952 nChanged 313 SP:Iteration 2F (8556.325625 sec): 3 clusters Score: Raw -403698.626880 + Penalty 2649.183335 = -401049.443545 nChanged 210 SP:Iteration 3F (8556.346449 sec): 3 clusters Score: Raw -403872.553245 + Penalty 2649.183335 = -401223.369910 nChanged 175 SP:Iteration 4F (8556.366762 sec): 3 clusters Score: Raw -404004.266679 + Penalty 2649.183335 = -401355.083344 nChanged 146 SP:Iteration 5Q (8556.386866 sec): 3 clusters Score: Raw -404108.860534 + Penalty 2649.183335 = -401459.677199 nChanged 137 SP:Iteration 6Q (8556.403907 sec): 3 clusters Score: Raw -404202.507272 + Penalty 2649.183335 = -401553.323937 nChanged 106 SP:Iteration 7Q (8556.421076 sec): 3 clusters Score: Raw -404272.898032 + Penalty 2649.183335 = -401623.714697 nChanged 102 SP:Iteration 8Q (8556.438030 sec): 3 clusters Score: Raw -404334.874505 + Penalty 2649.183335 = -401685.691170 nChanged 91 SP:Iteration 9Q (8556.455160 sec): 3 clusters Score: Raw -404387.827930 + Penalty 2649.183335 = -401738.644595 nChanged 71 SP:Iteration 10Q (8556.472254 sec): 3 clusters Score: Raw -404434.099571 + Penalty 2649.183335 = -401784.916237 nChanged 62 SP:Iteration 11Q (8556.491775 sec): 3 clusters Score: Raw -404470.999847 + Penalty 2649.183335 = -401821.816512 nChanged 51 SP:Iteration 12Q (8556.508841 sec): 3 clusters Score: Raw -404501.035084 + Penalty 2649.183335 = -401851.851750 nChanged 46 SP:Iteration 13Q (8556.525712 sec): 3 clusters Score: Raw -404527.231176 + Penalty 2649.183335 = -401878.047842 nChanged 41 SP:Iteration 14Q (8556.548892 sec): 3 clusters Score: Raw -404551.035846 + Penalty 2649.183335 = -401901.852511 nChanged 41 SP:Iteration 15Q (8556.571348 sec): 3 clusters Score: Raw -404579.282807 + Penalty 2649.183335 = -401930.099472 nChanged 46 SP:Iteration 16Q (8556.591016 sec): 3 clusters Score: Raw -404622.768279 + Penalty 2649.183335 = -401973.584944 nChanged 46 SP:Iteration 17Q (8556.613473 sec): 3 clusters Score: Raw -404667.208180 + Penalty 2649.183335 = -402018.024845 nChanged 48 SP:Iteration 18Q (8556.633736 sec): 3 clusters Score: Raw -404713.661285 + Penalty 2649.183335 = -402064.477950 nChanged 47 SP:Iteration 19Q (8556.653004 sec): 3 clusters Score: Raw -404743.851421 + Penalty 2649.183335 = -402094.668086 nChanged 40 SP:Iteration 20F (8556.673157 sec): 3 clusters Score: Raw -404769.575750 + Penalty 2649.183335 = -402120.392416 nChanged 40 SP:Iteration 21Q (8556.691869 sec): 3 clusters Score: Raw -404794.661528 + Penalty 2649.183335 = -402145.478194 nChanged 42 SP:Iteration 22Q (8556.711806 sec): 3 clusters Score: Raw -404815.764959 + Penalty 2649.183335 = -402166.581624 nChanged 37 SP:Iteration 23Q (8556.731498 sec): 3 clusters Score: Raw -404839.311575 + Penalty 2649.183335 = -402190.128240 nChanged 31 SP:Iteration 24Q (8556.750687 sec): 3 clusters Score: Raw -404862.119897 + Penalty 2649.183335 = -402212.936562 nChanged 26 SP:Iteration 25Q (8556.769850 sec): 3 clusters Score: Raw -404885.799442 + Penalty 2649.183335 = -402236.616107 nChanged 35 SP:Iteration 26Q (8556.790004 sec): 3 clusters Score: Raw -404918.187052 + Penalty 2649.183335 = -402269.003717 nChanged 30 SP:Iteration 27Q (8556.809293 sec): 3 clusters Score: Raw -404939.937852 + Penalty 2649.183335 = -402290.754517 nChanged 40 SP:Iteration 28Q (8556.826516 sec): 3 clusters Score: Raw -404965.273181 + Penalty 2649.183335 = -402316.089847 nChanged 35 SP:Iteration 29Q (8556.846046 sec): 3 clusters Score: Raw -404985.329997 + Penalty 2649.183335 = -402336.146662 nChanged 28 SP:Iteration 30Q (8556.863499 sec): 3 clusters Score: Raw -405005.523287 + Penalty 2649.183335 = -402356.339953 nChanged 37 SP:Iteration 31Q (8556.883332 sec): 3 clusters Score: Raw -405026.765854 + Penalty 2649.183335 = -402377.582519 nChanged 23 SP:Iteration 32Q (8556.903486 sec): 3 clusters Score: Raw -405039.994845 + Penalty 2649.183335 = -402390.811510 nChanged 25 SP:Iteration 33Q (8556.922904 sec): 3 clusters Score: Raw -405054.489102 + Penalty 2649.183335 = -402405.305767 nChanged 30 SP:Iteration 34Q (8556.943009 sec): 3 clusters Score: Raw -405068.957820 + Penalty 2649.183335 = -402419.774485 nChanged 15 SP:Iteration 35Q (8556.959499 sec): 3 clusters Score: Raw -405075.664936 + Penalty 2649.183335 = -402426.481601 nChanged 19 SP:Iteration 36Q (8556.981762 sec): 3 clusters Score: Raw -405085.531272 + Penalty 2649.183335 = -402436.347937 nChanged 21 SP:Iteration 37Q (8557.001150 sec): 3 clusters Score: Raw -405095.334776 + Penalty 2649.183335 = -402446.151441 nChanged 17 SP:Iteration 38Q (8557.018866 sec): 3 clusters Score: Raw -405102.760587 + Penalty 2649.183335 = -402453.577252 nChanged 18 SP:Iteration 39Q (8557.039403 sec): 3 clusters Score: Raw -405108.966886 + Penalty 2649.183335 = -402459.783551 nChanged 9 SP:Iteration 40F (8557.060343 sec): 3 clusters Score: Raw -405111.094075 + Penalty 2649.183335 = -402461.910740 nChanged 8 SP:Iteration 41Q (8557.079198 sec): 3 clusters Score: Raw -405113.561555 + Penalty 2649.183335 = -402464.378220 nChanged 8 SP:Iteration 42Q (8557.095608 sec): 3 clusters Score: Raw -405116.010998 + Penalty 2649.183335 = -402466.827663 nChanged 6 SP:Iteration 43Q (8557.118571 sec): 3 clusters Score: Raw -405117.564389 + Penalty 2649.183335 = -402468.381055 nChanged 2 SP:Iteration 44Q (8557.135137 sec): 3 clusters Score: Raw -405117.963734 + Penalty 2649.183335 = -402468.780399 nChanged 1 SP:Iteration 45Q (8557.151705 sec): 3 clusters Score: Raw -405118.043768 + Penalty 2649.183335 = -402468.860433 nChanged 0 SP:Iteration 46F (8557.168971 sec): 3 clusters Score: Raw -405118.043768 + Penalty 2649.183335 = -402468.860433 nChanged 0 Trying to split cluster 30 (131303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8557.339357 sec): 2 clusters Score: Raw -16252126.501190 + Penalty 1915.105223 = -16250211.395968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8557.560573 sec): 3 clusters Score: Raw -16165972.750981 + Penalty 3830.210445 = -16162142.540536 nChanged 63103 SP:Iteration 1F (8557.775141 sec): 3 clusters Score: Raw -16203828.400127 + Penalty 3830.210445 = -16199998.189681 nChanged 5183 SP:Iteration 2Q (8558.026103 sec): 3 clusters Score: Raw -16205606.301350 + Penalty 3830.210445 = -16201776.090905 nChanged 6329 SP:Iteration 3Q (8558.244432 sec): 3 clusters Score: Raw -16208411.285029 + Penalty 3830.210445 = -16204581.074584 nChanged 7772 SP:Iteration 4F (8558.458010 sec): 3 clusters Score: Raw -16212920.611984 + Penalty 3830.210445 = -16209090.401538 nChanged 9465 SP:Iteration 5F (8558.666221 sec): 3 clusters Score: Raw -16219762.613710 + Penalty 3830.210445 = -16215932.403265 nChanged 10232 SP:Iteration 6F (8558.878356 sec): 3 clusters Score: Raw -16228306.937355 + Penalty 3830.210445 = -16224476.726910 nChanged 9311 SP:Iteration 7F (8559.084130 sec): 3 clusters Score: Raw -16236550.617078 + Penalty 3830.210445 = -16232720.406633 nChanged 7214 SP:Iteration 8F (8559.293345 sec): 3 clusters Score: Raw -16242941.634926 + Penalty 3830.210445 = -16239111.424481 nChanged 4839 SP:Iteration 9Q (8559.500276 sec): 3 clusters Score: Raw -16247036.654709 + Penalty 3830.210445 = -16243206.444264 nChanged 3057 SP:Iteration 10Q (8559.726291 sec): 3 clusters Score: Raw -16249457.688043 + Penalty 3830.210445 = -16245627.477598 nChanged 1870 SP:Iteration 11Q (8559.941377 sec): 3 clusters Score: Raw -16250804.292970 + Penalty 3830.210445 = -16246974.082524 nChanged 1160 SP:Iteration 12Q (8560.128734 sec): 3 clusters Score: Raw -16251572.633339 + Penalty 3830.210445 = -16247742.422894 nChanged 736 SP:Iteration 13Q (8560.306849 sec): 3 clusters Score: Raw -16252023.210734 + Penalty 3830.210445 = -16248193.000289 nChanged 469 SP:Iteration 14Q (8560.489578 sec): 3 clusters Score: Raw -16252255.433027 + Penalty 3830.210445 = -16248425.222582 nChanged 309 SP:Iteration 15Q (8560.664009 sec): 3 clusters Score: Raw -16252382.660884 + Penalty 3830.210445 = -16248552.450438 nChanged 238 SP:Iteration 16Q (8560.837400 sec): 3 clusters Score: Raw -16252475.014677 + Penalty 3830.210445 = -16248644.804232 nChanged 154 SP:Iteration 17Q (8561.022274 sec): 3 clusters Score: Raw -16252529.489232 + Penalty 3830.210445 = -16248699.278787 nChanged 135 SP:Iteration 18Q (8561.216203 sec): 3 clusters Score: Raw -16252575.948111 + Penalty 3830.210445 = -16248745.737666 nChanged 103 SP:Iteration 19Q (8561.387364 sec): 3 clusters Score: Raw -16252610.589853 + Penalty 3830.210445 = -16248780.379408 nChanged 82 SP:Iteration 20F (8561.593394 sec): 3 clusters Score: Raw -16252635.396328 + Penalty 3830.210445 = -16248805.185882 nChanged 58 SP:Iteration 21Q (8561.795821 sec): 3 clusters Score: Raw -16252650.532559 + Penalty 3830.210445 = -16248820.322113 nChanged 47 SP:Iteration 22Q (8561.984519 sec): 3 clusters Score: Raw -16252661.794905 + Penalty 3830.210445 = -16248831.584460 nChanged 30 SP:Iteration 23Q (8562.154927 sec): 3 clusters Score: Raw -16252668.089599 + Penalty 3830.210445 = -16248837.879154 nChanged 26 SP:Iteration 24Q (8562.323649 sec): 3 clusters Score: Raw -16252672.571739 + Penalty 3830.210445 = -16248842.361294 nChanged 26 SP:Iteration 25Q (8562.527194 sec): 3 clusters Score: Raw -16252678.417846 + Penalty 3830.210445 = -16248848.207401 nChanged 20 SP:Iteration 26Q (8562.697222 sec): 3 clusters Score: Raw -16252681.937853 + Penalty 3830.210445 = -16248851.727408 nChanged 19 SP:Iteration 27Q (8562.867725 sec): 3 clusters Score: Raw -16252685.755575 + Penalty 3830.210445 = -16248855.545130 nChanged 13 SP:Iteration 28Q (8563.046496 sec): 3 clusters Score: Raw -16252688.410848 + Penalty 3830.210445 = -16248858.200403 nChanged 15 SP:Iteration 29Q (8563.229963 sec): 3 clusters Score: Raw -16252691.072684 + Penalty 3830.210445 = -16248860.862238 nChanged 15 SP:Iteration 30Q (8563.398847 sec): 3 clusters Score: Raw -16252693.312872 + Penalty 3830.210445 = -16248863.102427 nChanged 5 SP:Iteration 31Q (8563.570954 sec): 3 clusters Score: Raw -16252694.038573 + Penalty 3830.210445 = -16248863.828127 nChanged 6 SP:Iteration 32Q (8563.743874 sec): 3 clusters Score: Raw -16252694.859799 + Penalty 3830.210445 = -16248864.649354 nChanged 6 SP:Iteration 33Q (8563.913276 sec): 3 clusters Score: Raw -16252696.142394 + Penalty 3830.210445 = -16248865.931949 nChanged 9 SP:Iteration 34Q (8564.082969 sec): 3 clusters Score: Raw -16252697.369622 + Penalty 3830.210445 = -16248867.159176 nChanged 3 SP:Iteration 35Q (8564.253097 sec): 3 clusters Score: Raw -16252698.422220 + Penalty 3830.210445 = -16248868.211774 nChanged 7 SP:Iteration 36Q (8564.435967 sec): 3 clusters Score: Raw -16252699.395739 + Penalty 3830.210445 = -16248869.185294 nChanged 8 SP:Iteration 37Q (8564.610296 sec): 3 clusters Score: Raw -16252700.860615 + Penalty 3830.210445 = -16248870.650170 nChanged 4 SP:Iteration 38Q (8564.815332 sec): 3 clusters Score: Raw -16252701.509835 + Penalty 3830.210445 = -16248871.299389 nChanged 5 SP:Iteration 39Q (8564.984721 sec): 3 clusters Score: Raw -16252702.151444 + Penalty 3830.210445 = -16248871.940999 nChanged 2 SP:Iteration 40F (8565.194498 sec): 3 clusters Score: Raw -16252702.304746 + Penalty 3830.210445 = -16248872.094301 nChanged 0 Trying to split cluster 31 (46202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8565.261249 sec): 2 clusters Score: Raw -5742342.450551 + Penalty 1745.376485 = -5740597.074066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8565.348142 sec): 3 clusters Score: Raw -5712916.683217 + Penalty 3490.752969 = -5709425.930248 nChanged 21691 SP:Iteration 1F (8565.459982 sec): 3 clusters Score: Raw -5725357.355013 + Penalty 3490.752969 = -5721866.602044 nChanged 2060 SP:Iteration 2Q (8565.576921 sec): 3 clusters Score: Raw -5726107.500856 + Penalty 3490.752969 = -5722616.747887 nChanged 2250 SP:Iteration 3Q (8565.666903 sec): 3 clusters Score: Raw -5727070.012979 + Penalty 3490.752969 = -5723579.260010 nChanged 2490 SP:Iteration 4F (8565.753525 sec): 3 clusters Score: Raw -5728343.653083 + Penalty 3490.752969 = -5724852.900114 nChanged 2912 SP:Iteration 5F (8565.834847 sec): 3 clusters Score: Raw -5730182.470110 + Penalty 3490.752969 = -5726691.717141 nChanged 3206 SP:Iteration 6F (8565.915795 sec): 3 clusters Score: Raw -5732460.276832 + Penalty 3490.752969 = -5728969.523863 nChanged 3296 SP:Iteration 7F (8565.999321 sec): 3 clusters Score: Raw -5735155.464245 + Penalty 3490.752969 = -5731664.711276 nChanged 2907 SP:Iteration 8F (8566.101329 sec): 3 clusters Score: Raw -5737687.988237 + Penalty 3490.752969 = -5734197.235268 nChanged 2187 SP:Iteration 9Q (8566.185111 sec): 3 clusters Score: Raw -5739690.731664 + Penalty 3490.752969 = -5736199.978695 nChanged 1393 SP:Iteration 10Q (8566.264898 sec): 3 clusters Score: Raw -5740949.822985 + Penalty 3490.752969 = -5737459.070016 nChanged 873 SP:Iteration 11Q (8566.372681 sec): 3 clusters Score: Raw -5741643.555106 + Penalty 3490.752969 = -5738152.802137 nChanged 589 SP:Iteration 12Q (8566.483161 sec): 3 clusters Score: Raw -5742053.256284 + Penalty 3490.752969 = -5738562.503315 nChanged 447 SP:Iteration 13Q (8566.560450 sec): 3 clusters Score: Raw -5742354.686283 + Penalty 3490.752969 = -5738863.933314 nChanged 308 SP:Iteration 14Q (8566.632125 sec): 3 clusters Score: Raw -5742553.141699 + Penalty 3490.752969 = -5739062.388730 nChanged 251 SP:Iteration 15Q (8566.700513 sec): 3 clusters Score: Raw -5742703.194556 + Penalty 3490.752969 = -5739212.441587 nChanged 211 SP:Iteration 16Q (8566.768079 sec): 3 clusters Score: Raw -5742815.428223 + Penalty 3490.752969 = -5739324.675254 nChanged 189 SP:Iteration 17Q (8566.838956 sec): 3 clusters Score: Raw -5742917.119062 + Penalty 3490.752969 = -5739426.366093 nChanged 161 SP:Iteration 18Q (8566.905815 sec): 3 clusters Score: Raw -5742988.429581 + Penalty 3490.752969 = -5739497.676612 nChanged 139 SP:Iteration 19Q (8566.978831 sec): 3 clusters Score: Raw -5743050.966486 + Penalty 3490.752969 = -5739560.213517 nChanged 116 SP:Iteration 20F (8567.090789 sec): 3 clusters Score: Raw -5743092.014741 + Penalty 3490.752969 = -5739601.261771 nChanged 102 SP:Iteration 21Q (8567.190870 sec): 3 clusters Score: Raw -5743123.178791 + Penalty 3490.752969 = -5739632.425822 nChanged 77 SP:Iteration 22Q (8567.282470 sec): 3 clusters Score: Raw -5743143.014663 + Penalty 3490.752969 = -5739652.261694 nChanged 65 SP:Iteration 23Q (8567.357325 sec): 3 clusters Score: Raw -5743156.376846 + Penalty 3490.752969 = -5739665.623877 nChanged 50 SP:Iteration 24Q (8567.425661 sec): 3 clusters Score: Raw -5743163.645692 + Penalty 3490.752969 = -5739672.892723 nChanged 28 SP:Iteration 25Q (8567.491630 sec): 3 clusters Score: Raw -5743168.949108 + Penalty 3490.752969 = -5739678.196139 nChanged 27 SP:Iteration 26Q (8567.557215 sec): 3 clusters Score: Raw -5743172.722545 + Penalty 3490.752969 = -5739681.969576 nChanged 16 SP:Iteration 27Q (8567.623110 sec): 3 clusters Score: Raw -5743174.879919 + Penalty 3490.752969 = -5739684.126950 nChanged 17 SP:Iteration 28Q (8567.688285 sec): 3 clusters Score: Raw -5743177.351141 + Penalty 3490.752969 = -5739686.598172 nChanged 20 SP:Iteration 29Q (8567.754468 sec): 3 clusters Score: Raw -5743180.433673 + Penalty 3490.752969 = -5739689.680704 nChanged 23 SP:Iteration 30Q (8567.829451 sec): 3 clusters Score: Raw -5743185.081898 + Penalty 3490.752969 = -5739694.328929 nChanged 24 SP:Iteration 31Q (8567.932195 sec): 3 clusters Score: Raw -5743190.402776 + Penalty 3490.752969 = -5739699.649807 nChanged 27 SP:Iteration 32Q (8568.042993 sec): 3 clusters Score: Raw -5743195.277938 + Penalty 3490.752969 = -5739704.524969 nChanged 21 SP:Iteration 33Q (8568.135019 sec): 3 clusters Score: Raw -5743198.615576 + Penalty 3490.752969 = -5739707.862607 nChanged 15 SP:Iteration 34Q (8568.202080 sec): 3 clusters Score: Raw -5743200.188503 + Penalty 3490.752969 = -5739709.435534 nChanged 10 SP:Iteration 35Q (8568.270585 sec): 3 clusters Score: Raw -5743201.194257 + Penalty 3490.752969 = -5739710.441288 nChanged 8 SP:Iteration 36Q (8568.336656 sec): 3 clusters Score: Raw -5743202.685163 + Penalty 3490.752969 = -5739711.932194 nChanged 11 SP:Iteration 37Q (8568.406606 sec): 3 clusters Score: Raw -5743204.251451 + Penalty 3490.752969 = -5739713.498482 nChanged 9 SP:Iteration 38Q (8568.472312 sec): 3 clusters Score: Raw -5743205.699698 + Penalty 3490.752969 = -5739714.946729 nChanged 10 SP:Iteration 39Q (8568.536652 sec): 3 clusters Score: Raw -5743206.666228 + Penalty 3490.752969 = -5739715.913259 nChanged 8 SP:Iteration 40F (8568.618577 sec): 3 clusters Score: Raw -5743207.318163 + Penalty 3490.752969 = -5739716.565194 nChanged 8 SP:Iteration 41Q (8568.691826 sec): 3 clusters Score: Raw -5743208.538161 + Penalty 3490.752969 = -5739717.785192 nChanged 7 SP:Iteration 42Q (8568.792257 sec): 3 clusters Score: Raw -5743209.246085 + Penalty 3490.752969 = -5739718.493116 nChanged 5 SP:Iteration 43Q (8568.895219 sec): 3 clusters Score: Raw -5743209.905770 + Penalty 3490.752969 = -5739719.152801 nChanged 4 SP:Iteration 44Q (8568.972589 sec): 3 clusters Score: Raw -5743210.407835 + Penalty 3490.752969 = -5739719.654866 nChanged 5 SP:Iteration 45Q (8569.037904 sec): 3 clusters Score: Raw -5743211.164606 + Penalty 3490.752969 = -5739720.411637 nChanged 11 SP:Iteration 46Q (8569.109669 sec): 3 clusters Score: Raw -5743214.046741 + Penalty 3490.752969 = -5739723.293772 nChanged 13 SP:Iteration 47Q (8569.177886 sec): 3 clusters Score: Raw -5743217.596765 + Penalty 3490.752969 = -5739726.843796 nChanged 22 SP:Iteration 48Q (8569.243581 sec): 3 clusters Score: Raw -5743221.466494 + Penalty 3490.752969 = -5739730.713525 nChanged 18 SP:Iteration 49Q (8569.309238 sec): 3 clusters Score: Raw -5743224.427675 + Penalty 3490.752969 = -5739733.674706 nChanged 12 SP:Iteration 50Q (8569.379533 sec): 3 clusters Score: Raw -5743225.862256 + Penalty 3490.752969 = -5739735.109287 nChanged 13 SP:Iteration 51Q (8569.444933 sec): 3 clusters Score: Raw -5743227.265104 + Penalty 3490.752969 = -5739736.512135 nChanged 5 SP:Iteration 52Q (8569.529767 sec): 3 clusters Score: Raw -5743227.775672 + Penalty 3490.752969 = -5739737.022703 nChanged 3 SP:Iteration 53Q (8569.639124 sec): 3 clusters Score: Raw -5743228.277698 + Penalty 3490.752969 = -5739737.524729 nChanged 2 SP:Iteration 54Q (8569.743120 sec): 3 clusters Score: Raw -5743228.582954 + Penalty 3490.752969 = -5739737.829985 nChanged 3 SP:Iteration 55Q (8569.809062 sec): 3 clusters Score: Raw -5743228.859977 + Penalty 3490.752969 = -5739738.107008 nChanged 1 SP:Iteration 56Q (8569.874648 sec): 3 clusters Score: Raw -5743228.944696 + Penalty 3490.752969 = -5739738.191727 nChanged 1 SP:Iteration 57Q (8569.950032 sec): 3 clusters Score: Raw -5743228.988063 + Penalty 3490.752969 = -5739738.235094 nChanged 1 SP:Iteration 58Q (8570.015604 sec): 3 clusters Score: Raw -5743229.077925 + Penalty 3490.752969 = -5739738.324956 nChanged 0 SP:Iteration 59F (8570.100694 sec): 3 clusters Score: Raw -5743229.077925 + Penalty 3490.752969 = -5739738.324956 nChanged 0 Trying to split cluster 32 (13758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8570.120879 sec): 2 clusters Score: Raw -1752067.503465 + Penalty 1548.523560 = -1750518.979905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8570.155050 sec): 3 clusters Score: Raw -1744024.272381 + Penalty 3097.047119 = -1740927.225261 nChanged 6036 SP:Iteration 1F (8570.188374 sec): 3 clusters Score: Raw -1747251.707863 + Penalty 3097.047119 = -1744154.660744 nChanged 730 SP:Iteration 2F (8570.222081 sec): 3 clusters Score: Raw -1747504.623301 + Penalty 3097.047119 = -1744407.576181 nChanged 595 SP:Iteration 3Q (8570.256162 sec): 3 clusters Score: Raw -1747697.837162 + Penalty 3097.047119 = -1744600.790043 nChanged 520 SP:Iteration 4Q (8570.292877 sec): 3 clusters Score: Raw -1747854.630319 + Penalty 3097.047119 = -1744757.583200 nChanged 465 SP:Iteration 5Q (8570.326657 sec): 3 clusters Score: Raw -1748003.009768 + Penalty 3097.047119 = -1744905.962649 nChanged 415 SP:Iteration 6Q (8570.360904 sec): 3 clusters Score: Raw -1748124.821058 + Penalty 3097.047119 = -1745027.773939 nChanged 370 SP:Iteration 7Q (8570.394840 sec): 3 clusters Score: Raw -1748231.040326 + Penalty 3097.047119 = -1745133.993206 nChanged 366 SP:Iteration 8Q (8570.428700 sec): 3 clusters Score: Raw -1748348.926723 + Penalty 3097.047119 = -1745251.879604 nChanged 374 SP:Iteration 9Q (8570.462527 sec): 3 clusters Score: Raw -1748482.490818 + Penalty 3097.047119 = -1745385.443699 nChanged 392 SP:Iteration 10Q (8570.496513 sec): 3 clusters Score: Raw -1748637.948266 + Penalty 3097.047119 = -1745540.901146 nChanged 467 SP:Iteration 11Q (8570.562502 sec): 3 clusters Score: Raw -1748844.545017 + Penalty 3097.047119 = -1745747.497897 nChanged 468 SP:Iteration 12Q (8570.631897 sec): 3 clusters Score: Raw -1749064.932885 + Penalty 3097.047119 = -1745967.885766 nChanged 512 SP:Iteration 13Q (8570.701754 sec): 3 clusters Score: Raw -1749338.471112 + Penalty 3097.047119 = -1746241.423993 nChanged 542 SP:Iteration 14Q (8570.762016 sec): 3 clusters Score: Raw -1749671.311103 + Penalty 3097.047119 = -1746574.263984 nChanged 541 SP:Iteration 15Q (8570.832842 sec): 3 clusters Score: Raw -1750046.103599 + Penalty 3097.047119 = -1746949.056479 nChanged 536 SP:Iteration 16Q (8570.865955 sec): 3 clusters Score: Raw -1750420.793660 + Penalty 3097.047119 = -1747323.746541 nChanged 462 SP:Iteration 17Q (8570.898549 sec): 3 clusters Score: Raw -1750725.386175 + Penalty 3097.047119 = -1747628.339055 nChanged 401 SP:Iteration 18Q (8570.930691 sec): 3 clusters Score: Raw -1750984.085104 + Penalty 3097.047119 = -1747887.037984 nChanged 359 SP:Iteration 19Q (8570.996894 sec): 3 clusters Score: Raw -1751203.521894 + Penalty 3097.047119 = -1748106.474775 nChanged 291 SP:Iteration 20F (8571.033618 sec): 3 clusters Score: Raw -1751378.284360 + Penalty 3097.047119 = -1748281.237240 nChanged 240 SP:Iteration 21Q (8571.064820 sec): 3 clusters Score: Raw -1751513.115373 + Penalty 3097.047119 = -1748416.068254 nChanged 191 SP:Iteration 22Q (8571.095259 sec): 3 clusters Score: Raw -1751614.878123 + Penalty 3097.047119 = -1748517.831004 nChanged 185 SP:Iteration 23Q (8571.125329 sec): 3 clusters Score: Raw -1751709.513446 + Penalty 3097.047119 = -1748612.466326 nChanged 158 SP:Iteration 24Q (8571.164782 sec): 3 clusters Score: Raw -1751797.641316 + Penalty 3097.047119 = -1748700.594197 nChanged 131 SP:Iteration 25Q (8571.194387 sec): 3 clusters Score: Raw -1751870.436935 + Penalty 3097.047119 = -1748773.389816 nChanged 114 SP:Iteration 26Q (8571.223856 sec): 3 clusters Score: Raw -1751936.601842 + Penalty 3097.047119 = -1748839.554722 nChanged 95 SP:Iteration 27Q (8571.252922 sec): 3 clusters Score: Raw -1751986.938435 + Penalty 3097.047119 = -1748889.891316 nChanged 71 SP:Iteration 28Q (8571.281888 sec): 3 clusters Score: Raw -1752028.938388 + Penalty 3097.047119 = -1748931.891268 nChanged 55 SP:Iteration 29Q (8571.310760 sec): 3 clusters Score: Raw -1752060.008130 + Penalty 3097.047119 = -1748962.961010 nChanged 54 SP:Iteration 30Q (8571.340675 sec): 3 clusters Score: Raw -1752086.066071 + Penalty 3097.047119 = -1748989.018952 nChanged 44 SP:Iteration 31Q (8571.377766 sec): 3 clusters Score: Raw -1752109.741339 + Penalty 3097.047119 = -1749012.694220 nChanged 39 SP:Iteration 32Q (8571.406453 sec): 3 clusters Score: Raw -1752131.175722 + Penalty 3097.047119 = -1749034.128602 nChanged 31 SP:Iteration 33Q (8571.435232 sec): 3 clusters Score: Raw -1752149.598062 + Penalty 3097.047119 = -1749052.550943 nChanged 27 SP:Iteration 34Q (8571.465989 sec): 3 clusters Score: Raw -1752166.638648 + Penalty 3097.047119 = -1749069.591529 nChanged 28 SP:Iteration 35Q (8571.494664 sec): 3 clusters Score: Raw -1752184.659700 + Penalty 3097.047119 = -1749087.612581 nChanged 27 SP:Iteration 36Q (8571.523172 sec): 3 clusters Score: Raw -1752199.784961 + Penalty 3097.047119 = -1749102.737841 nChanged 21 SP:Iteration 37Q (8571.555434 sec): 3 clusters Score: Raw -1752211.844020 + Penalty 3097.047119 = -1749114.796900 nChanged 19 SP:Iteration 38Q (8571.589850 sec): 3 clusters Score: Raw -1752224.737930 + Penalty 3097.047119 = -1749127.690811 nChanged 18 SP:Iteration 39Q (8571.628048 sec): 3 clusters Score: Raw -1752237.156844 + Penalty 3097.047119 = -1749140.109725 nChanged 15 SP:Iteration 40F (8571.661407 sec): 3 clusters Score: Raw -1752245.614998 + Penalty 3097.047119 = -1749148.567879 nChanged 9 SP:Iteration 41Q (8571.704744 sec): 3 clusters Score: Raw -1752251.785214 + Penalty 3097.047119 = -1749154.738094 nChanged 8 SP:Iteration 42Q (8571.748885 sec): 3 clusters Score: Raw -1752257.024904 + Penalty 3097.047119 = -1749159.977785 nChanged 11 SP:Iteration 43Q (8571.777141 sec): 3 clusters Score: Raw -1752263.217123 + Penalty 3097.047119 = -1749166.170003 nChanged 7 SP:Iteration 44Q (8571.819784 sec): 3 clusters Score: Raw -1752268.622907 + Penalty 3097.047119 = -1749171.575788 nChanged 10 SP:Iteration 45Q (8571.848034 sec): 3 clusters Score: Raw -1752277.563554 + Penalty 3097.047119 = -1749180.516434 nChanged 8 SP:Iteration 46Q (8571.876175 sec): 3 clusters Score: Raw -1752285.003127 + Penalty 3097.047119 = -1749187.956007 nChanged 5 SP:Iteration 47Q (8571.904156 sec): 3 clusters Score: Raw -1752290.765136 + Penalty 3097.047119 = -1749193.718017 nChanged 7 SP:Iteration 48Q (8571.932136 sec): 3 clusters Score: Raw -1752294.419701 + Penalty 3097.047119 = -1749197.372582 nChanged 1 SP:Iteration 49Q (8571.974045 sec): 3 clusters Score: Raw -1752295.225289 + Penalty 3097.047119 = -1749198.178170 nChanged 0 SP:Iteration 50F (8572.011943 sec): 3 clusters Score: Raw -1752295.225289 + Penalty 3097.047119 = -1749198.178170 nChanged 0 Trying to split cluster 33 (4823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8572.041887 sec): 2 clusters Score: Raw -571101.026878 + Penalty 1378.187106 = -569722.839772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8572.078187 sec): 3 clusters Score: Raw -568590.556700 + Penalty 2756.374212 = -565834.182489 nChanged 1913 SP:Iteration 1F (8572.097929 sec): 3 clusters Score: Raw -569669.612674 + Penalty 2756.374212 = -566913.238462 nChanged 383 SP:Iteration 2F (8572.123185 sec): 3 clusters Score: Raw -569930.540534 + Penalty 2756.374212 = -567174.166323 nChanged 332 SP:Iteration 3F (8572.142876 sec): 3 clusters Score: Raw -570178.038846 + Penalty 2756.374212 = -567421.664634 nChanged 336 SP:Iteration 4F (8572.162664 sec): 3 clusters Score: Raw -570433.914248 + Penalty 2756.374212 = -567677.540036 nChanged 278 SP:Iteration 5F (8572.181557 sec): 3 clusters Score: Raw -570621.911134 + Penalty 2756.374212 = -567865.536922 nChanged 222 SP:Iteration 6Q (8572.201487 sec): 3 clusters Score: Raw -570770.007145 + Penalty 2756.374212 = -568013.632934 nChanged 196 SP:Iteration 7Q (8572.221183 sec): 3 clusters Score: Raw -570895.011312 + Penalty 2756.374212 = -568138.637101 nChanged 187 SP:Iteration 8Q (8572.240794 sec): 3 clusters Score: Raw -571011.724156 + Penalty 2756.374212 = -568255.349944 nChanged 166 SP:Iteration 9Q (8572.259816 sec): 3 clusters Score: Raw -571109.032459 + Penalty 2756.374212 = -568352.658247 nChanged 125 SP:Iteration 10Q (8572.279374 sec): 3 clusters Score: Raw -571195.140931 + Penalty 2756.374212 = -568438.766719 nChanged 117 SP:Iteration 11Q (8572.299061 sec): 3 clusters Score: Raw -571259.589110 + Penalty 2756.374212 = -568503.214898 nChanged 104 SP:Iteration 12Q (8572.325295 sec): 3 clusters Score: Raw -571311.858414 + Penalty 2756.374212 = -568555.484202 nChanged 87 SP:Iteration 13Q (8572.345955 sec): 3 clusters Score: Raw -571354.728500 + Penalty 2756.374212 = -568598.354289 nChanged 70 SP:Iteration 14Q (8572.366102 sec): 3 clusters Score: Raw -571393.213672 + Penalty 2756.374212 = -568636.839460 nChanged 59 SP:Iteration 15Q (8572.386233 sec): 3 clusters Score: Raw -571423.348220 + Penalty 2756.374212 = -568666.974009 nChanged 54 SP:Iteration 16Q (8572.406542 sec): 3 clusters Score: Raw -571449.331716 + Penalty 2756.374212 = -568692.957504 nChanged 53 SP:Iteration 17Q (8572.426550 sec): 3 clusters Score: Raw -571472.504603 + Penalty 2756.374212 = -568716.130392 nChanged 42 SP:Iteration 18Q (8572.445947 sec): 3 clusters Score: Raw -571488.277171 + Penalty 2756.374212 = -568731.902959 nChanged 36 SP:Iteration 19Q (8572.465867 sec): 3 clusters Score: Raw -571503.223613 + Penalty 2756.374212 = -568746.849402 nChanged 33 SP:Iteration 20F (8572.520977 sec): 3 clusters Score: Raw -571517.961840 + Penalty 2756.374212 = -568761.587628 nChanged 32 SP:Iteration 21Q (8572.550630 sec): 3 clusters Score: Raw -571533.613003 + Penalty 2756.374212 = -568777.238792 nChanged 37 SP:Iteration 22Q (8572.570073 sec): 3 clusters Score: Raw -571549.668966 + Penalty 2756.374212 = -568793.294755 nChanged 32 SP:Iteration 23Q (8572.596303 sec): 3 clusters Score: Raw -571562.398839 + Penalty 2756.374212 = -568806.024628 nChanged 20 SP:Iteration 24Q (8572.616301 sec): 3 clusters Score: Raw -571569.975802 + Penalty 2756.374212 = -568813.601590 nChanged 24 SP:Iteration 25Q (8572.635927 sec): 3 clusters Score: Raw -571579.945459 + Penalty 2756.374212 = -568823.571247 nChanged 15 SP:Iteration 26Q (8572.655470 sec): 3 clusters Score: Raw -571587.499451 + Penalty 2756.374212 = -568831.125240 nChanged 15 SP:Iteration 27Q (8572.674696 sec): 3 clusters Score: Raw -571593.634573 + Penalty 2756.374212 = -568837.260361 nChanged 15 SP:Iteration 28Q (8572.694127 sec): 3 clusters Score: Raw -571599.755181 + Penalty 2756.374212 = -568843.380970 nChanged 12 SP:Iteration 29Q (8572.713329 sec): 3 clusters Score: Raw -571603.785922 + Penalty 2756.374212 = -568847.411710 nChanged 10 SP:Iteration 30Q (8572.732474 sec): 3 clusters Score: Raw -571607.943062 + Penalty 2756.374212 = -568851.568851 nChanged 8 SP:Iteration 31Q (8572.751577 sec): 3 clusters Score: Raw -571610.881435 + Penalty 2756.374212 = -568854.507224 nChanged 10 SP:Iteration 32Q (8572.770763 sec): 3 clusters Score: Raw -571614.376881 + Penalty 2756.374212 = -568858.002669 nChanged 5 SP:Iteration 33Q (8572.790053 sec): 3 clusters Score: Raw -571616.335861 + Penalty 2756.374212 = -568859.961650 nChanged 3 SP:Iteration 34Q (8572.816460 sec): 3 clusters Score: Raw -571617.543979 + Penalty 2756.374212 = -568861.169767 nChanged 2 SP:Iteration 35Q (8572.837690 sec): 3 clusters Score: Raw -571618.195477 + Penalty 2756.374212 = -568861.821265 nChanged 1 SP:Iteration 36Q (8572.857134 sec): 3 clusters Score: Raw -571618.392593 + Penalty 2756.374212 = -568862.018382 nChanged 1 SP:Iteration 37Q (8572.876555 sec): 3 clusters Score: Raw -571618.757451 + Penalty 2756.374212 = -568862.383240 nChanged 2 SP:Iteration 38Q (8572.895910 sec): 3 clusters Score: Raw -571619.327308 + Penalty 2756.374212 = -568862.953096 nChanged 3 SP:Iteration 39Q (8572.915091 sec): 3 clusters Score: Raw -571619.938167 + Penalty 2756.374212 = -568863.563955 nChanged 4 SP:Iteration 40F (8572.935401 sec): 3 clusters Score: Raw -571621.191209 + Penalty 2756.374212 = -568864.816998 nChanged 8 SP:Iteration 41Q (8572.954699 sec): 3 clusters Score: Raw -571624.528583 + Penalty 2756.374212 = -568868.154371 nChanged 10 SP:Iteration 42Q (8572.974688 sec): 3 clusters Score: Raw -571629.941696 + Penalty 2756.374212 = -568873.567485 nChanged 9 SP:Iteration 43Q (8573.002275 sec): 3 clusters Score: Raw -571632.054031 + Penalty 2756.374212 = -568875.679820 nChanged 2 SP:Iteration 44Q (8573.021455 sec): 3 clusters Score: Raw -571632.677787 + Penalty 2756.374212 = -568876.303575 nChanged 3 SP:Iteration 45Q (8573.040772 sec): 3 clusters Score: Raw -571633.797769 + Penalty 2756.374212 = -568877.423558 nChanged 8 SP:Iteration 46Q (8573.059857 sec): 3 clusters Score: Raw -571637.341410 + Penalty 2756.374212 = -568880.967198 nChanged 5 SP:Iteration 47Q (8573.079087 sec): 3 clusters Score: Raw -571638.728225 + Penalty 2756.374212 = -568882.354014 nChanged 2 SP:Iteration 48Q (8573.124282 sec): 3 clusters Score: Raw -571639.473687 + Penalty 2756.374212 = -568883.099475 nChanged 3 SP:Iteration 49Q (8573.145552 sec): 3 clusters Score: Raw -571640.344877 + Penalty 2756.374212 = -568883.970666 nChanged 3 SP:Iteration 50Q (8573.164865 sec): 3 clusters Score: Raw -571641.217568 + Penalty 2756.374212 = -568884.843356 nChanged 1 SP:Iteration 51Q (8573.184187 sec): 3 clusters Score: Raw -571641.420010 + Penalty 2756.374212 = -568885.045798 nChanged 1 SP:Iteration 52Q (8573.215025 sec): 3 clusters Score: Raw -571641.595911 + Penalty 2756.374212 = -568885.221700 nChanged 0 SP:Iteration 53F (8573.234598 sec): 3 clusters Score: Raw -571641.595911 + Penalty 2756.374212 = -568885.221700 nChanged 0 Trying to split cluster 34 (13073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8573.263090 sec): 2 clusters Score: Raw -1556686.199077 + Penalty 1540.224451 = -1555145.974626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8573.302712 sec): 3 clusters Score: Raw -1549117.709881 + Penalty 3080.448902 = -1546037.260979 nChanged 5803 SP:Iteration 1F (8573.335024 sec): 3 clusters Score: Raw -1552287.736652 + Penalty 3080.448902 = -1549207.287750 nChanged 853 SP:Iteration 2F (8573.370066 sec): 3 clusters Score: Raw -1552714.661577 + Penalty 3080.448902 = -1549634.212675 nChanged 841 SP:Iteration 3F (8573.402008 sec): 3 clusters Score: Raw -1553223.893296 + Penalty 3080.448902 = -1550143.444394 nChanged 836 SP:Iteration 4F (8573.434012 sec): 3 clusters Score: Raw -1553747.917538 + Penalty 3080.448902 = -1550667.468637 nChanged 787 SP:Iteration 5F (8573.477758 sec): 3 clusters Score: Raw -1554246.514788 + Penalty 3080.448902 = -1551166.065886 nChanged 726 SP:Iteration 6F (8573.535742 sec): 3 clusters Score: Raw -1554661.295452 + Penalty 3080.448902 = -1551580.846550 nChanged 622 SP:Iteration 7Q (8573.602099 sec): 3 clusters Score: Raw -1554965.192293 + Penalty 3080.448902 = -1551884.743391 nChanged 468 SP:Iteration 8Q (8573.660701 sec): 3 clusters Score: Raw -1555159.396560 + Penalty 3080.448902 = -1552078.947658 nChanged 374 SP:Iteration 9Q (8573.719171 sec): 3 clusters Score: Raw -1555304.821385 + Penalty 3080.448902 = -1552224.372483 nChanged 309 SP:Iteration 10Q (8573.778534 sec): 3 clusters Score: Raw -1555416.156639 + Penalty 3080.448902 = -1552335.707737 nChanged 264 SP:Iteration 11Q (8573.834328 sec): 3 clusters Score: Raw -1555518.234670 + Penalty 3080.448902 = -1552437.785768 nChanged 260 SP:Iteration 12Q (8573.868916 sec): 3 clusters Score: Raw -1555624.280883 + Penalty 3080.448902 = -1552543.831981 nChanged 259 SP:Iteration 13Q (8573.901268 sec): 3 clusters Score: Raw -1555740.361683 + Penalty 3080.448902 = -1552659.912781 nChanged 269 SP:Iteration 14Q (8573.933550 sec): 3 clusters Score: Raw -1555881.160199 + Penalty 3080.448902 = -1552800.711298 nChanged 275 SP:Iteration 15Q (8573.969545 sec): 3 clusters Score: Raw -1556045.296471 + Penalty 3080.448902 = -1552964.847569 nChanged 276 SP:Iteration 16Q (8574.001172 sec): 3 clusters Score: Raw -1556247.018593 + Penalty 3080.448902 = -1553166.569692 nChanged 266 SP:Iteration 17Q (8574.036168 sec): 3 clusters Score: Raw -1556459.923533 + Penalty 3080.448902 = -1553379.474631 nChanged 248 SP:Iteration 18Q (8574.067877 sec): 3 clusters Score: Raw -1556631.683420 + Penalty 3080.448902 = -1553551.234519 nChanged 216 SP:Iteration 19Q (8574.104440 sec): 3 clusters Score: Raw -1556748.997506 + Penalty 3080.448902 = -1553668.548604 nChanged 161 SP:Iteration 20F (8574.136242 sec): 3 clusters Score: Raw -1556822.791634 + Penalty 3080.448902 = -1553742.342732 nChanged 141 SP:Iteration 21Q (8574.200392 sec): 3 clusters Score: Raw -1556884.794416 + Penalty 3080.448902 = -1553804.345514 nChanged 129 SP:Iteration 22Q (8574.229520 sec): 3 clusters Score: Raw -1556935.984244 + Penalty 3080.448902 = -1553855.535343 nChanged 125 SP:Iteration 23Q (8574.259289 sec): 3 clusters Score: Raw -1556986.499853 + Penalty 3080.448902 = -1553906.050952 nChanged 112 SP:Iteration 24Q (8574.288473 sec): 3 clusters Score: Raw -1557034.942595 + Penalty 3080.448902 = -1553954.493693 nChanged 97 SP:Iteration 25Q (8574.323245 sec): 3 clusters Score: Raw -1557071.090036 + Penalty 3080.448902 = -1553990.641134 nChanged 85 SP:Iteration 26Q (8574.352375 sec): 3 clusters Score: Raw -1557101.619567 + Penalty 3080.448902 = -1554021.170665 nChanged 80 SP:Iteration 27Q (8574.381320 sec): 3 clusters Score: Raw -1557133.450822 + Penalty 3080.448902 = -1554053.001921 nChanged 71 SP:Iteration 28Q (8574.413611 sec): 3 clusters Score: Raw -1557161.240075 + Penalty 3080.448902 = -1554080.791173 nChanged 63 SP:Iteration 29Q (8574.442548 sec): 3 clusters Score: Raw -1557185.637103 + Penalty 3080.448902 = -1554105.188201 nChanged 60 SP:Iteration 30Q (8574.476722 sec): 3 clusters Score: Raw -1557207.539799 + Penalty 3080.448902 = -1554127.090897 nChanged 55 SP:Iteration 31Q (8574.505525 sec): 3 clusters Score: Raw -1557230.527615 + Penalty 3080.448902 = -1554150.078714 nChanged 53 SP:Iteration 32Q (8574.534284 sec): 3 clusters Score: Raw -1557250.678766 + Penalty 3080.448902 = -1554170.229864 nChanged 44 SP:Iteration 33Q (8574.577520 sec): 3 clusters Score: Raw -1557265.458908 + Penalty 3080.448902 = -1554185.010006 nChanged 38 SP:Iteration 34Q (8574.606171 sec): 3 clusters Score: Raw -1557276.451805 + Penalty 3080.448902 = -1554196.002903 nChanged 32 SP:Iteration 35Q (8574.634741 sec): 3 clusters Score: Raw -1557286.225555 + Penalty 3080.448902 = -1554205.776653 nChanged 21 SP:Iteration 36Q (8574.687189 sec): 3 clusters Score: Raw -1557292.912394 + Penalty 3080.448902 = -1554212.463492 nChanged 22 SP:Iteration 37Q (8574.744783 sec): 3 clusters Score: Raw -1557300.370076 + Penalty 3080.448902 = -1554219.921174 nChanged 15 SP:Iteration 38Q (8574.797341 sec): 3 clusters Score: Raw -1557305.048177 + Penalty 3080.448902 = -1554224.599275 nChanged 14 SP:Iteration 39Q (8574.860202 sec): 3 clusters Score: Raw -1557311.695599 + Penalty 3080.448902 = -1554231.246697 nChanged 15 SP:Iteration 40F (8574.927394 sec): 3 clusters Score: Raw -1557317.625107 + Penalty 3080.448902 = -1554237.176205 nChanged 16 SP:Iteration 41Q (8574.980762 sec): 3 clusters Score: Raw -1557322.509518 + Penalty 3080.448902 = -1554242.060616 nChanged 15 SP:Iteration 42Q (8575.024376 sec): 3 clusters Score: Raw -1557327.388456 + Penalty 3080.448902 = -1554246.939554 nChanged 18 SP:Iteration 43Q (8575.059772 sec): 3 clusters Score: Raw -1557332.807836 + Penalty 3080.448902 = -1554252.358934 nChanged 14 SP:Iteration 44Q (8575.088159 sec): 3 clusters Score: Raw -1557337.188033 + Penalty 3080.448902 = -1554256.739131 nChanged 14 SP:Iteration 45Q (8575.119171 sec): 3 clusters Score: Raw -1557341.684032 + Penalty 3080.448902 = -1554261.235130 nChanged 11 SP:Iteration 46Q (8575.147414 sec): 3 clusters Score: Raw -1557345.335086 + Penalty 3080.448902 = -1554264.886184 nChanged 16 SP:Iteration 47Q (8575.175853 sec): 3 clusters Score: Raw -1557351.474807 + Penalty 3080.448902 = -1554271.025905 nChanged 17 SP:Iteration 48Q (8575.210331 sec): 3 clusters Score: Raw -1557356.222132 + Penalty 3080.448902 = -1554275.773231 nChanged 14 SP:Iteration 49Q (8575.239585 sec): 3 clusters Score: Raw -1557361.094687 + Penalty 3080.448902 = -1554280.645785 nChanged 9 SP:Iteration 50Q (8575.267843 sec): 3 clusters Score: Raw -1557364.373968 + Penalty 3080.448902 = -1554283.925066 nChanged 14 SP:Iteration 51Q (8575.301659 sec): 3 clusters Score: Raw -1557369.321119 + Penalty 3080.448902 = -1554288.872217 nChanged 13 SP:Iteration 52Q (8575.330089 sec): 3 clusters Score: Raw -1557374.260866 + Penalty 3080.448902 = -1554293.811964 nChanged 19 SP:Iteration 53Q (8575.358256 sec): 3 clusters Score: Raw -1557383.856045 + Penalty 3080.448902 = -1554303.407143 nChanged 18 SP:Iteration 54Q (8575.386384 sec): 3 clusters Score: Raw -1557391.272868 + Penalty 3080.448902 = -1554310.823966 nChanged 12 SP:Iteration 55Q (8575.420766 sec): 3 clusters Score: Raw -1557394.355704 + Penalty 3080.448902 = -1554313.906802 nChanged 9 SP:Iteration 56Q (8575.449313 sec): 3 clusters Score: Raw -1557396.954251 + Penalty 3080.448902 = -1554316.505349 nChanged 8 SP:Iteration 57Q (8575.477299 sec): 3 clusters Score: Raw -1557399.989319 + Penalty 3080.448902 = -1554319.540417 nChanged 14 SP:Iteration 58Q (8575.505616 sec): 3 clusters Score: Raw -1557404.701678 + Penalty 3080.448902 = -1554324.252776 nChanged 10 SP:Iteration 59Q (8575.533671 sec): 3 clusters Score: Raw -1557407.035818 + Penalty 3080.448902 = -1554326.586916 nChanged 7 SP:Iteration 60F (8575.570241 sec): 3 clusters Score: Raw -1557408.274053 + Penalty 3080.448902 = -1554327.825151 nChanged 9 SP:Iteration 61Q (8575.598602 sec): 3 clusters Score: Raw -1557410.405357 + Penalty 3080.448902 = -1554329.956455 nChanged 3 SP:Iteration 62Q (8575.626602 sec): 3 clusters Score: Raw -1557410.983525 + Penalty 3080.448902 = -1554330.534623 nChanged 1 SP:Iteration 63Q (8575.654772 sec): 3 clusters Score: Raw -1557411.321434 + Penalty 3080.448902 = -1554330.872532 nChanged 4 SP:Iteration 64Q (8575.683501 sec): 3 clusters Score: Raw -1557412.689560 + Penalty 3080.448902 = -1554332.240659 nChanged 3 SP:Iteration 65Q (8575.711579 sec): 3 clusters Score: Raw -1557413.892276 + Penalty 3080.448902 = -1554333.443375 nChanged 6 SP:Iteration 66Q (8575.739846 sec): 3 clusters Score: Raw -1557415.668789 + Penalty 3080.448902 = -1554335.219887 nChanged 4 SP:Iteration 67Q (8575.767897 sec): 3 clusters Score: Raw -1557416.877651 + Penalty 3080.448902 = -1554336.428749 nChanged 1 SP:Iteration 68Q (8575.795874 sec): 3 clusters Score: Raw -1557417.061409 + Penalty 3080.448902 = -1554336.612507 nChanged 1 SP:Iteration 69Q (8575.860796 sec): 3 clusters Score: Raw -1557417.316460 + Penalty 3080.448902 = -1554336.867558 nChanged 1 SP:Iteration 70Q (8575.922921 sec): 3 clusters Score: Raw -1557417.610621 + Penalty 3080.448902 = -1554337.161719 nChanged 1 SP:Iteration 71Q (8575.987653 sec): 3 clusters Score: Raw -1557417.800643 + Penalty 3080.448902 = -1554337.351741 nChanged 0 SP:Iteration 72F (8576.057203 sec): 3 clusters Score: Raw -1557417.800643 + Penalty 3080.448902 = -1554337.351741 nChanged 0 Trying to split cluster 35 (2832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8576.083350 sec): 2 clusters Score: Raw -335866.839907 + Penalty 1291.669999 = -334575.169908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8576.132839 sec): 3 clusters Score: Raw -334515.001920 + Penalty 2583.339998 = -331931.661922 nChanged 1073 SP:Iteration 1F (8576.165871 sec): 3 clusters Score: Raw -335160.742154 + Penalty 2583.339998 = -332577.402157 nChanged 241 SP:Iteration 2F (8576.180172 sec): 3 clusters Score: Raw -335328.270900 + Penalty 2583.339998 = -332744.930903 nChanged 167 SP:Iteration 3F (8576.194397 sec): 3 clusters Score: Raw -335441.099127 + Penalty 2583.339998 = -332857.759129 nChanged 133 SP:Iteration 4Q (8576.208213 sec): 3 clusters Score: Raw -335539.782168 + Penalty 2583.339998 = -332956.442170 nChanged 114 SP:Iteration 5Q (8576.222438 sec): 3 clusters Score: Raw -335605.739483 + Penalty 2583.339998 = -333022.399485 nChanged 88 SP:Iteration 6Q (8576.236919 sec): 3 clusters Score: Raw -335655.664236 + Penalty 2583.339998 = -333072.324238 nChanged 76 SP:Iteration 7Q (8576.250138 sec): 3 clusters Score: Raw -335704.825336 + Penalty 2583.339998 = -333121.485338 nChanged 79 SP:Iteration 8Q (8576.264449 sec): 3 clusters Score: Raw -335752.662551 + Penalty 2583.339998 = -333169.322553 nChanged 73 SP:Iteration 9Q (8576.284864 sec): 3 clusters Score: Raw -335800.335976 + Penalty 2583.339998 = -333216.995979 nChanged 66 SP:Iteration 10Q (8576.299222 sec): 3 clusters Score: Raw -335840.447167 + Penalty 2583.339998 = -333257.107169 nChanged 65 SP:Iteration 11Q (8576.313539 sec): 3 clusters Score: Raw -335881.794955 + Penalty 2583.339998 = -333298.454958 nChanged 60 SP:Iteration 12Q (8576.327886 sec): 3 clusters Score: Raw -335926.748554 + Penalty 2583.339998 = -333343.408556 nChanged 63 SP:Iteration 13Q (8576.342145 sec): 3 clusters Score: Raw -335972.449444 + Penalty 2583.339998 = -333389.109446 nChanged 66 SP:Iteration 14Q (8576.358282 sec): 3 clusters Score: Raw -336032.982394 + Penalty 2583.339998 = -333449.642396 nChanged 72 SP:Iteration 15Q (8576.372690 sec): 3 clusters Score: Raw -336108.298340 + Penalty 2583.339998 = -333524.958342 nChanged 72 SP:Iteration 16Q (8576.386927 sec): 3 clusters Score: Raw -336210.605910 + Penalty 2583.339998 = -333627.265912 nChanged 84 SP:Iteration 17Q (8576.407653 sec): 3 clusters Score: Raw -336405.721294 + Penalty 2583.339998 = -333822.381296 nChanged 115 SP:Iteration 18Q (8576.421516 sec): 3 clusters Score: Raw -336698.086623 + Penalty 2583.339998 = -334114.746626 nChanged 108 SP:Iteration 19Q (8576.435468 sec): 3 clusters Score: Raw -336960.598685 + Penalty 2583.339998 = -334377.258687 nChanged 78 SP:Iteration 20F (8576.449699 sec): 3 clusters Score: Raw -337093.547376 + Penalty 2583.339998 = -334510.207378 nChanged 50 SP:Iteration 21Q (8576.463130 sec): 3 clusters Score: Raw -337150.228799 + Penalty 2583.339998 = -334566.888801 nChanged 29 SP:Iteration 22Q (8576.488675 sec): 3 clusters Score: Raw -337170.866770 + Penalty 2583.339998 = -334587.526772 nChanged 14 SP:Iteration 23Q (8576.502017 sec): 3 clusters Score: Raw -337179.672191 + Penalty 2583.339998 = -334596.332193 nChanged 8 SP:Iteration 24Q (8576.515475 sec): 3 clusters Score: Raw -337185.708853 + Penalty 2583.339998 = -334602.368856 nChanged 5 SP:Iteration 25Q (8576.528901 sec): 3 clusters Score: Raw -337189.729440 + Penalty 2583.339998 = -334606.389442 nChanged 4 SP:Iteration 26Q (8576.542354 sec): 3 clusters Score: Raw -337194.511420 + Penalty 2583.339998 = -334611.171422 nChanged 8 SP:Iteration 27Q (8576.556571 sec): 3 clusters Score: Raw -337206.666356 + Penalty 2583.339998 = -334623.326358 nChanged 10 SP:Iteration 28Q (8576.569811 sec): 3 clusters Score: Raw -337214.581618 + Penalty 2583.339998 = -334631.241620 nChanged 7 SP:Iteration 29Q (8576.583104 sec): 3 clusters Score: Raw -337218.722806 + Penalty 2583.339998 = -334635.382808 nChanged 4 SP:Iteration 30Q (8576.596373 sec): 3 clusters Score: Raw -337220.012128 + Penalty 2583.339998 = -334636.672130 nChanged 2 SP:Iteration 31Q (8576.611126 sec): 3 clusters Score: Raw -337221.335608 + Penalty 2583.339998 = -334637.995610 nChanged 3 SP:Iteration 32Q (8576.624391 sec): 3 clusters Score: Raw -337223.871502 + Penalty 2583.339998 = -334640.531504 nChanged 4 SP:Iteration 33Q (8576.637864 sec): 3 clusters Score: Raw -337230.160215 + Penalty 2583.339998 = -334646.820218 nChanged 5 SP:Iteration 34Q (8576.651239 sec): 3 clusters Score: Raw -337234.329630 + Penalty 2583.339998 = -334650.989632 nChanged 2 SP:Iteration 35Q (8576.665634 sec): 3 clusters Score: Raw -337236.496262 + Penalty 2583.339998 = -334653.156264 nChanged 4 SP:Iteration 36Q (8576.678938 sec): 3 clusters Score: Raw -337239.988296 + Penalty 2583.339998 = -334656.648299 nChanged 3 SP:Iteration 37Q (8576.692181 sec): 3 clusters Score: Raw -337242.666047 + Penalty 2583.339998 = -334659.326049 nChanged 2 SP:Iteration 38Q (8576.705455 sec): 3 clusters Score: Raw -337244.410087 + Penalty 2583.339998 = -334661.070089 nChanged 2 SP:Iteration 39Q (8576.718918 sec): 3 clusters Score: Raw -337245.377941 + Penalty 2583.339998 = -334662.037944 nChanged 1 SP:Iteration 40F (8576.733279 sec): 3 clusters Score: Raw -337245.989071 + Penalty 2583.339998 = -334662.649073 nChanged 0 Score: Raw -129525493.943743 + Penalty 85669.685189 = -129439824.258554 Splitting cluster 35 changes total score from -129440697.568149 to -129439824.258554 So it's not getting split. Trying to split cluster 36 (3020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8600.611268 sec): 2 clusters Score: Raw -404997.426716 + Penalty 1302.114468 = -403695.312248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8600.626997 sec): 3 clusters Score: Raw -403599.216223 + Penalty 2604.228936 = -400994.987287 nChanged 1146 SP:Iteration 1F (8600.663164 sec): 3 clusters Score: Raw -404276.062566 + Penalty 2604.228936 = -401671.833630 nChanged 238 SP:Iteration 2F (8600.677843 sec): 3 clusters Score: Raw -404418.435197 + Penalty 2604.228936 = -401814.206261 nChanged 153 SP:Iteration 3F (8600.692590 sec): 3 clusters Score: Raw -404503.487272 + Penalty 2604.228936 = -401899.258336 nChanged 100 SP:Iteration 4Q (8600.707473 sec): 3 clusters Score: Raw -404542.107936 + Penalty 2604.228936 = -401937.879000 nChanged 66 SP:Iteration 5Q (8600.722175 sec): 3 clusters Score: Raw -404575.471470 + Penalty 2604.228936 = -401971.242534 nChanged 50 SP:Iteration 6Q (8600.736967 sec): 3 clusters Score: Raw -404594.821097 + Penalty 2604.228936 = -401990.592161 nChanged 42 SP:Iteration 7Q (8600.751822 sec): 3 clusters Score: Raw -404612.285410 + Penalty 2604.228936 = -402008.056474 nChanged 45 SP:Iteration 8Q (8600.766606 sec): 3 clusters Score: Raw -404628.301221 + Penalty 2604.228936 = -402024.072286 nChanged 33 SP:Iteration 9Q (8600.780335 sec): 3 clusters Score: Raw -404643.084814 + Penalty 2604.228936 = -402038.855879 nChanged 35 SP:Iteration 10Q (8600.795213 sec): 3 clusters Score: Raw -404656.618534 + Penalty 2604.228936 = -402052.389598 nChanged 28 SP:Iteration 11Q (8600.810022 sec): 3 clusters Score: Raw -404667.648384 + Penalty 2604.228936 = -402063.419448 nChanged 22 SP:Iteration 12Q (8600.824886 sec): 3 clusters Score: Raw -404676.349185 + Penalty 2604.228936 = -402072.120249 nChanged 18 SP:Iteration 13Q (8600.839604 sec): 3 clusters Score: Raw -404682.087857 + Penalty 2604.228936 = -402077.858921 nChanged 18 SP:Iteration 14Q (8600.854459 sec): 3 clusters Score: Raw -404687.585262 + Penalty 2604.228936 = -402083.356326 nChanged 16 SP:Iteration 15Q (8600.869286 sec): 3 clusters Score: Raw -404694.860507 + Penalty 2604.228936 = -402090.631572 nChanged 27 SP:Iteration 16Q (8600.884117 sec): 3 clusters Score: Raw -404703.884714 + Penalty 2604.228936 = -402099.655778 nChanged 30 SP:Iteration 17Q (8600.898783 sec): 3 clusters Score: Raw -404717.852989 + Penalty 2604.228936 = -402113.624053 nChanged 36 SP:Iteration 18Q (8600.913572 sec): 3 clusters Score: Raw -404734.196861 + Penalty 2604.228936 = -402129.967925 nChanged 37 SP:Iteration 19Q (8600.928336 sec): 3 clusters Score: Raw -404751.300472 + Penalty 2604.228936 = -402147.071536 nChanged 40 SP:Iteration 20F (8600.941827 sec): 3 clusters Score: Raw -404771.917355 + Penalty 2604.228936 = -402167.688419 nChanged 48 SP:Iteration 21Q (8600.956584 sec): 3 clusters Score: Raw -404794.248120 + Penalty 2604.228936 = -402190.019184 nChanged 43 SP:Iteration 22Q (8600.971285 sec): 3 clusters Score: Raw -404816.848891 + Penalty 2604.228936 = -402212.619955 nChanged 43 SP:Iteration 23Q (8600.985923 sec): 3 clusters Score: Raw -404839.778592 + Penalty 2604.228936 = -402235.549656 nChanged 39 SP:Iteration 24Q (8601.000651 sec): 3 clusters Score: Raw -404858.992646 + Penalty 2604.228936 = -402254.763710 nChanged 41 SP:Iteration 25Q (8601.014012 sec): 3 clusters Score: Raw -404877.629139 + Penalty 2604.228936 = -402273.400203 nChanged 33 SP:Iteration 26Q (8601.028566 sec): 3 clusters Score: Raw -404893.773996 + Penalty 2604.228936 = -402289.545060 nChanged 28 SP:Iteration 27Q (8601.043197 sec): 3 clusters Score: Raw -404907.294571 + Penalty 2604.228936 = -402303.065635 nChanged 35 SP:Iteration 28Q (8601.057839 sec): 3 clusters Score: Raw -404926.439948 + Penalty 2604.228936 = -402322.211013 nChanged 35 SP:Iteration 29Q (8601.072319 sec): 3 clusters Score: Raw -404947.131980 + Penalty 2604.228936 = -402342.903045 nChanged 41 SP:Iteration 30Q (8601.093245 sec): 3 clusters Score: Raw -404973.243477 + Penalty 2604.228936 = -402369.014541 nChanged 31 SP:Iteration 31Q (8601.107563 sec): 3 clusters Score: Raw -404994.937273 + Penalty 2604.228936 = -402390.708337 nChanged 34 SP:Iteration 32Q (8601.122048 sec): 3 clusters Score: Raw -405015.991430 + Penalty 2604.228936 = -402411.762494 nChanged 33 SP:Iteration 33Q (8601.136566 sec): 3 clusters Score: Raw -405030.870893 + Penalty 2604.228936 = -402426.641957 nChanged 29 SP:Iteration 34Q (8601.150888 sec): 3 clusters Score: Raw -405049.356571 + Penalty 2604.228936 = -402445.127635 nChanged 24 SP:Iteration 35Q (8601.165210 sec): 3 clusters Score: Raw -405065.695360 + Penalty 2604.228936 = -402461.466424 nChanged 22 SP:Iteration 36Q (8601.179655 sec): 3 clusters Score: Raw -405079.403686 + Penalty 2604.228936 = -402475.174750 nChanged 23 SP:Iteration 37Q (8601.194011 sec): 3 clusters Score: Raw -405095.567230 + Penalty 2604.228936 = -402491.338294 nChanged 17 SP:Iteration 38Q (8601.208231 sec): 3 clusters Score: Raw -405104.462998 + Penalty 2604.228936 = -402500.234062 nChanged 10 SP:Iteration 39Q (8601.222494 sec): 3 clusters Score: Raw -405112.103960 + Penalty 2604.228936 = -402507.875025 nChanged 10 SP:Iteration 40F (8601.237024 sec): 3 clusters Score: Raw -405118.506455 + Penalty 2604.228936 = -402514.277519 nChanged 8 SP:Iteration 41Q (8601.251184 sec): 3 clusters Score: Raw -405124.106340 + Penalty 2604.228936 = -402519.877404 nChanged 11 SP:Iteration 42Q (8601.265296 sec): 3 clusters Score: Raw -405132.581970 + Penalty 2604.228936 = -402528.353035 nChanged 13 SP:Iteration 43Q (8601.285683 sec): 3 clusters Score: Raw -405142.324754 + Penalty 2604.228936 = -402538.095818 nChanged 13 SP:Iteration 44Q (8601.299861 sec): 3 clusters Score: Raw -405151.125246 + Penalty 2604.228936 = -402546.896310 nChanged 13 SP:Iteration 45Q (8601.314018 sec): 3 clusters Score: Raw -405162.591527 + Penalty 2604.228936 = -402558.362591 nChanged 12 SP:Iteration 46Q (8601.328010 sec): 3 clusters Score: Raw -405173.997454 + Penalty 2604.228936 = -402569.768518 nChanged 10 SP:Iteration 47Q (8601.341971 sec): 3 clusters Score: Raw -405180.364650 + Penalty 2604.228936 = -402576.135714 nChanged 6 SP:Iteration 48Q (8601.358257 sec): 3 clusters Score: Raw -405186.382422 + Penalty 2604.228936 = -402582.153486 nChanged 5 SP:Iteration 49Q (8601.372284 sec): 3 clusters Score: Raw -405189.747556 + Penalty 2604.228936 = -402585.518620 nChanged 4 SP:Iteration 50Q (8601.386354 sec): 3 clusters Score: Raw -405193.212185 + Penalty 2604.228936 = -402588.983249 nChanged 4 SP:Iteration 51Q (8601.436407 sec): 3 clusters Score: Raw -405195.537492 + Penalty 2604.228936 = -402591.308556 nChanged 1 SP:Iteration 52Q (8601.486398 sec): 3 clusters Score: Raw -405196.800925 + Penalty 2604.228936 = -402592.571989 nChanged 5 SP:Iteration 53Q (8601.537134 sec): 3 clusters Score: Raw -405202.233057 + Penalty 2604.228936 = -402598.004121 nChanged 4 SP:Iteration 54Q (8601.589794 sec): 3 clusters Score: Raw -405207.203513 + Penalty 2604.228936 = -402602.974577 nChanged 2 SP:Iteration 55Q (8601.638302 sec): 3 clusters Score: Raw -405208.192021 + Penalty 2604.228936 = -402603.963085 nChanged 3 SP:Iteration 56Q (8601.690931 sec): 3 clusters Score: Raw -405211.735371 + Penalty 2604.228936 = -402607.506435 nChanged 3 SP:Iteration 57Q (8601.734677 sec): 3 clusters Score: Raw -405213.943473 + Penalty 2604.228936 = -402609.714537 nChanged 3 SP:Iteration 58Q (8601.783637 sec): 3 clusters Score: Raw -405216.132123 + Penalty 2604.228936 = -402611.903187 nChanged 6 SP:Iteration 59Q (8601.833825 sec): 3 clusters Score: Raw -405220.985520 + Penalty 2604.228936 = -402616.756584 nChanged 3 SP:Iteration 60F (8601.885933 sec): 3 clusters Score: Raw -405222.893313 + Penalty 2604.228936 = -402618.664377 nChanged 1 SP:Iteration 61Q (8601.900829 sec): 3 clusters Score: Raw -405223.133967 + Penalty 2604.228936 = -402618.905032 nChanged 0 SP:Iteration 62F (8601.915613 sec): 3 clusters Score: Raw -405223.133967 + Penalty 2604.228936 = -402618.905032 nChanged 0 Trying to split cluster 37 (3610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8601.933681 sec): 2 clusters Score: Raw -448425.120103 + Penalty 1331.112746 = -447094.007357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8601.958652 sec): 3 clusters Score: Raw -446665.475958 + Penalty 2662.225492 = -444003.250466 nChanged 1394 SP:Iteration 1F (8601.976191 sec): 3 clusters Score: Raw -447490.240662 + Penalty 2662.225492 = -444828.015170 nChanged 273 SP:Iteration 2F (8601.993816 sec): 3 clusters Score: Raw -447656.775708 + Penalty 2662.225492 = -444994.550216 nChanged 173 SP:Iteration 3Q (8602.011463 sec): 3 clusters Score: Raw -447759.380973 + Penalty 2662.225492 = -445097.155482 nChanged 141 SP:Iteration 4Q (8602.030810 sec): 3 clusters Score: Raw -447844.551598 + Penalty 2662.225492 = -445182.326107 nChanged 141 SP:Iteration 5Q (8602.048480 sec): 3 clusters Score: Raw -447958.274711 + Penalty 2662.225492 = -445296.049219 nChanged 142 SP:Iteration 6Q (8602.065994 sec): 3 clusters Score: Raw -448066.611529 + Penalty 2662.225492 = -445404.386037 nChanged 127 SP:Iteration 7Q (8602.083656 sec): 3 clusters Score: Raw -448156.651944 + Penalty 2662.225492 = -445494.426453 nChanged 112 SP:Iteration 8Q (8602.106255 sec): 3 clusters Score: Raw -448231.717704 + Penalty 2662.225492 = -445569.492212 nChanged 99 SP:Iteration 9Q (8602.123741 sec): 3 clusters Score: Raw -448299.774516 + Penalty 2662.225492 = -445637.549025 nChanged 83 SP:Iteration 10Q (8602.140943 sec): 3 clusters Score: Raw -448358.876930 + Penalty 2662.225492 = -445696.651438 nChanged 81 SP:Iteration 11Q (8602.158391 sec): 3 clusters Score: Raw -448413.844165 + Penalty 2662.225492 = -445751.618673 nChanged 72 SP:Iteration 12Q (8602.178579 sec): 3 clusters Score: Raw -448463.698468 + Penalty 2662.225492 = -445801.472976 nChanged 69 SP:Iteration 13Q (8602.195821 sec): 3 clusters Score: Raw -448508.368100 + Penalty 2662.225492 = -445846.142608 nChanged 61 SP:Iteration 14Q (8602.213045 sec): 3 clusters Score: Raw -448545.768716 + Penalty 2662.225492 = -445883.543224 nChanged 45 SP:Iteration 15Q (8602.230099 sec): 3 clusters Score: Raw -448574.358255 + Penalty 2662.225492 = -445912.132763 nChanged 34 SP:Iteration 16Q (8602.246049 sec): 3 clusters Score: Raw -448594.781706 + Penalty 2662.225492 = -445932.556214 nChanged 21 SP:Iteration 17Q (8602.263233 sec): 3 clusters Score: Raw -448608.601165 + Penalty 2662.225492 = -445946.375673 nChanged 29 SP:Iteration 18Q (8602.280247 sec): 3 clusters Score: Raw -448632.828243 + Penalty 2662.225492 = -445970.602751 nChanged 34 SP:Iteration 19Q (8602.296519 sec): 3 clusters Score: Raw -448652.772568 + Penalty 2662.225492 = -445990.547077 nChanged 33 SP:Iteration 20F (8602.313856 sec): 3 clusters Score: Raw -448674.472776 + Penalty 2662.225492 = -446012.247284 nChanged 29 SP:Iteration 21Q (8602.330927 sec): 3 clusters Score: Raw -448694.697240 + Penalty 2662.225492 = -446032.471748 nChanged 34 SP:Iteration 22Q (8602.354767 sec): 3 clusters Score: Raw -448713.313957 + Penalty 2662.225492 = -446051.088465 nChanged 23 SP:Iteration 23Q (8602.371679 sec): 3 clusters Score: Raw -448723.509317 + Penalty 2662.225492 = -446061.283826 nChanged 21 SP:Iteration 24Q (8602.388549 sec): 3 clusters Score: Raw -448736.904184 + Penalty 2662.225492 = -446074.678692 nChanged 18 SP:Iteration 25Q (8602.406167 sec): 3 clusters Score: Raw -448745.692533 + Penalty 2662.225492 = -446083.467041 nChanged 10 SP:Iteration 26Q (8602.427649 sec): 3 clusters Score: Raw -448749.791218 + Penalty 2662.225492 = -446087.565726 nChanged 12 SP:Iteration 27Q (8602.444532 sec): 3 clusters Score: Raw -448754.647007 + Penalty 2662.225492 = -446092.421516 nChanged 10 SP:Iteration 28Q (8602.461478 sec): 3 clusters Score: Raw -448757.770469 + Penalty 2662.225492 = -446095.544978 nChanged 3 SP:Iteration 29Q (8602.479352 sec): 3 clusters Score: Raw -448758.988318 + Penalty 2662.225492 = -446096.762826 nChanged 5 SP:Iteration 30Q (8602.498825 sec): 3 clusters Score: Raw -448761.702218 + Penalty 2662.225492 = -446099.476726 nChanged 5 SP:Iteration 31Q (8602.515679 sec): 3 clusters Score: Raw -448763.813747 + Penalty 2662.225492 = -446101.588256 nChanged 3 SP:Iteration 32Q (8602.532456 sec): 3 clusters Score: Raw -448764.983403 + Penalty 2662.225492 = -446102.757912 nChanged 1 SP:Iteration 33Q (8602.549422 sec): 3 clusters Score: Raw -448765.314034 + Penalty 2662.225492 = -446103.088543 nChanged 1 SP:Iteration 34Q (8602.566409 sec): 3 clusters Score: Raw -448765.668965 + Penalty 2662.225492 = -446103.443474 nChanged 0 SP:Iteration 35F (8602.617803 sec): 3 clusters Score: Raw -448765.668965 + Penalty 2662.225492 = -446103.443474 nChanged 0 Iteration 139Q (8613.219290 sec): 38 clusters Score: Raw -129524115.076614 + Penalty 83415.219789 = -129440699.856825 nChanged 41 Iteration 140F (8636.551423 sec): 38 clusters Score: Raw -129524117.605200 + Penalty 83415.219789 = -129440702.385411 nChanged 55 Iteration 141Q (8646.604175 sec): 38 clusters Score: Raw -129524120.464540 + Penalty 83415.219789 = -129440705.244751 nChanged 53 Iteration 142Q (8656.967028 sec): 38 clusters Score: Raw -129524123.680163 + Penalty 83415.219789 = -129440708.460374 nChanged 57 Iteration 143Q (8667.274929 sec): 38 clusters Score: Raw -129524128.041203 + Penalty 83415.219789 = -129440712.821413 nChanged 60 Iteration 144Q (8677.768392 sec): 38 clusters Score: Raw -129524132.124721 + Penalty 83415.219789 = -129440716.904932 nChanged 50 Iteration 145Q (8688.196362 sec): 38 clusters Score: Raw -129524135.546246 + Penalty 83415.219789 = -129440720.326457 nChanged 57 Iteration 146Q (8698.579137 sec): 38 clusters Score: Raw -129524138.722083 + Penalty 83415.219789 = -129440723.502294 nChanged 59 Iteration 147Q (8708.954577 sec): 38 clusters Score: Raw -129524141.837623 + Penalty 83415.219789 = -129440726.617833 nChanged 54 Iteration 148Q (8719.389928 sec): 38 clusters Score: Raw -129524144.335546 + Penalty 83415.219789 = -129440729.115757 nChanged 54 Iteration 149Q (8729.793449 sec): 38 clusters Score: Raw -129524147.201245 + Penalty 83415.219789 = -129440731.981456 nChanged 58 Iteration 150Q (8740.213729 sec): 38 clusters Score: Raw -129524150.222205 + Penalty 83415.219789 = -129440735.002416 nChanged 62 Iteration 151Q (8750.555952 sec): 38 clusters Score: Raw -129524153.138524 + Penalty 83415.219789 = -129440737.918735 nChanged 53 Iteration 152Q (8760.932134 sec): 38 clusters Score: Raw -129524155.719959 + Penalty 83415.219789 = -129440740.500170 nChanged 51 Iteration 153Q (8771.289574 sec): 38 clusters Score: Raw -129524158.491233 + Penalty 83415.219789 = -129440743.271444 nChanged 47 Iteration 154Q (8781.839791 sec): 38 clusters Score: Raw -129524162.026986 + Penalty 83415.219789 = -129440746.807197 nChanged 53 Iteration 155Q (8792.246539 sec): 38 clusters Score: Raw -129524165.540415 + Penalty 83415.219789 = -129440750.320626 nChanged 52 Iteration 156Q (8802.680328 sec): 38 clusters Score: Raw -129524167.849226 + Penalty 83415.219789 = -129440752.629437 nChanged 52 Iteration 157Q (8813.109495 sec): 38 clusters Score: Raw -129524170.101373 + Penalty 83415.219789 = -129440754.881584 nChanged 32 Iteration 158Q (8823.476717 sec): 38 clusters Score: Raw -129524171.043754 + Penalty 83415.219789 = -129440755.823965 nChanged 24 Iteration 159Q (8833.896039 sec): 38 clusters Score: Raw -129524171.798193 + Penalty 83415.219789 = -129440756.578404 nChanged 13 Iteration 160F (8857.157512 sec): 38 clusters Score: Raw -129524172.099379 + Penalty 83415.219789 = -129440756.879590 nChanged 10 Iteration 161Q (8867.606493 sec): 38 clusters Score: Raw -129524172.306754 + Penalty 83415.219789 = -129440757.086965 nChanged 7 Iteration 162Q (8878.055043 sec): 38 clusters Score: Raw -129524172.470016 + Penalty 83415.219789 = -129440757.250227 nChanged 6 Iteration 163Q (8888.490784 sec): 38 clusters Score: Raw -129524172.554700 + Penalty 83415.219789 = -129440757.334910 nChanged 6 Iteration 164Q (8898.893992 sec): 38 clusters Score: Raw -129524172.636669 + Penalty 83415.219789 = -129440757.416880 nChanged 7 Iteration 165Q (8909.235211 sec): 38 clusters Score: Raw -129524172.737498 + Penalty 83415.219789 = -129440757.517709 nChanged 8 Iteration 166Q (8919.566812 sec): 38 clusters Score: Raw -129524172.870590 + Penalty 83415.219789 = -129440757.650800 nChanged 11 Iteration 167Q (8929.890626 sec): 38 clusters Score: Raw -129524173.046206 + Penalty 83415.219789 = -129440757.826417 nChanged 8 Iteration 168Q (8940.314103 sec): 38 clusters Score: Raw -129524173.230153 + Penalty 83415.219789 = -129440758.010364 nChanged 9 Iteration 169Q (8950.708254 sec): 38 clusters Score: Raw -129524173.392350 + Penalty 83415.219789 = -129440758.172561 nChanged 8 Iteration 170Q (8961.074815 sec): 38 clusters Score: Raw -129524173.581604 + Penalty 83415.219789 = -129440758.361815 nChanged 8 Iteration 171Q (8971.399981 sec): 38 clusters Score: Raw -129524173.800139 + Penalty 83415.219789 = -129440758.580349 nChanged 9 Iteration 172Q (8981.778513 sec): 38 clusters Score: Raw -129524174.049579 + Penalty 83415.219789 = -129440758.829790 nChanged 11 Iteration 173Q (8992.289193 sec): 38 clusters Score: Raw -129524174.335236 + Penalty 83415.219789 = -129440759.115447 nChanged 9 Iteration 174Q (9002.673529 sec): 38 clusters Score: Raw -129524174.486385 + Penalty 83415.219789 = -129440759.266596 nChanged 10 Iteration 175Q (9013.051536 sec): 38 clusters Score: Raw -129524174.694012 + Penalty 83415.219789 = -129440759.474223 nChanged 8 Iteration 176Q (9023.504804 sec): 38 clusters Score: Raw -129524175.017186 + Penalty 83415.219789 = -129440759.797397 nChanged 15 Iteration 177Q (9033.957414 sec): 38 clusters Score: Raw -129524175.637394 + Penalty 83415.219789 = -129440760.417605 nChanged 15 Iteration 178Q (9044.437688 sec): 38 clusters Score: Raw -129524176.147176 + Penalty 83415.219789 = -129440760.927386 nChanged 9 Writing temp clu file Because OldScore, -129440760.417605, is greater than current (better) Score,-129440760.927386 Compute initial score before splitting: Score: Raw -129524176.147176 + Penalty 83415.219789 = -129440760.927386 Trying to split cluster 1 (35286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9044.713617 sec): 2 clusters Score: Raw -4400540.080562 + Penalty 1701.576754 = -4398838.503808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9044.805988 sec): 3 clusters Score: Raw -4378592.829250 + Penalty 3403.153508 = -4375189.675742 nChanged 16345 SP:Iteration 1F (9044.895659 sec): 3 clusters Score: Raw -4387885.134183 + Penalty 3403.153508 = -4384481.980675 nChanged 1714 SP:Iteration 2Q (9044.998267 sec): 3 clusters Score: Raw -4388561.735958 + Penalty 3403.153508 = -4385158.582450 nChanged 1785 SP:Iteration 3F (9045.090251 sec): 3 clusters Score: Raw -4389409.511568 + Penalty 3403.153508 = -4386006.358059 nChanged 2028 SP:Iteration 4F (9045.182979 sec): 3 clusters Score: Raw -4390634.816910 + Penalty 3403.153508 = -4387231.663402 nChanged 2347 SP:Iteration 5F (9045.269432 sec): 3 clusters Score: Raw -4392377.170848 + Penalty 3403.153508 = -4388974.017340 nChanged 2486 SP:Iteration 6F (9045.370187 sec): 3 clusters Score: Raw -4394444.774104 + Penalty 3403.153508 = -4391041.620595 nChanged 2399 SP:Iteration 7F (9045.462446 sec): 3 clusters Score: Raw -4396534.329883 + Penalty 3403.153508 = -4393131.176375 nChanged 2036 SP:Iteration 8F (9045.557830 sec): 3 clusters Score: Raw -4398422.174739 + Penalty 3403.153508 = -4395019.021231 nChanged 1683 SP:Iteration 9Q (9045.656187 sec): 3 clusters Score: Raw -4399727.694099 + Penalty 3403.153508 = -4396324.540591 nChanged 1100 SP:Iteration 10Q (9045.718491 sec): 3 clusters Score: Raw -4400409.075358 + Penalty 3403.153508 = -4397005.921849 nChanged 726 SP:Iteration 11Q (9045.795384 sec): 3 clusters Score: Raw -4400811.756542 + Penalty 3403.153508 = -4397408.603033 nChanged 557 SP:Iteration 12Q (9045.882117 sec): 3 clusters Score: Raw -4401088.496625 + Penalty 3403.153508 = -4397685.343117 nChanged 499 SP:Iteration 13Q (9045.954027 sec): 3 clusters Score: Raw -4401284.206256 + Penalty 3403.153508 = -4397881.052747 nChanged 386 SP:Iteration 14Q (9046.049998 sec): 3 clusters Score: Raw -4401406.186248 + Penalty 3403.153508 = -4398003.032739 nChanged 294 SP:Iteration 15Q (9046.140405 sec): 3 clusters Score: Raw -4401484.253767 + Penalty 3403.153508 = -4398081.100259 nChanged 235 SP:Iteration 16Q (9046.236146 sec): 3 clusters Score: Raw -4401531.195873 + Penalty 3403.153508 = -4398128.042365 nChanged 189 SP:Iteration 17Q (9046.324850 sec): 3 clusters Score: Raw -4401564.478023 + Penalty 3403.153508 = -4398161.324514 nChanged 144 SP:Iteration 18Q (9046.424573 sec): 3 clusters Score: Raw -4401586.674208 + Penalty 3403.153508 = -4398183.520700 nChanged 111 SP:Iteration 19Q (9046.509593 sec): 3 clusters Score: Raw -4401601.081070 + Penalty 3403.153508 = -4398197.927562 nChanged 89 SP:Iteration 20F (9046.607380 sec): 3 clusters Score: Raw -4401609.607005 + Penalty 3403.153508 = -4398206.453496 nChanged 77 SP:Iteration 21Q (9046.691867 sec): 3 clusters Score: Raw -4401616.642450 + Penalty 3403.153508 = -4398213.488942 nChanged 54 SP:Iteration 22Q (9046.787031 sec): 3 clusters Score: Raw -4401620.851905 + Penalty 3403.153508 = -4398217.698397 nChanged 45 SP:Iteration 23Q (9046.868808 sec): 3 clusters Score: Raw -4401623.630593 + Penalty 3403.153508 = -4398220.477085 nChanged 39 SP:Iteration 24Q (9046.965278 sec): 3 clusters Score: Raw -4401626.743639 + Penalty 3403.153508 = -4398223.590131 nChanged 39 SP:Iteration 25Q (9047.055947 sec): 3 clusters Score: Raw -4401630.489135 + Penalty 3403.153508 = -4398227.335626 nChanged 42 SP:Iteration 26Q (9047.145764 sec): 3 clusters Score: Raw -4401633.521466 + Penalty 3403.153508 = -4398230.367958 nChanged 30 SP:Iteration 27Q (9047.228722 sec): 3 clusters Score: Raw -4401635.380223 + Penalty 3403.153508 = -4398232.226715 nChanged 29 SP:Iteration 28Q (9047.321737 sec): 3 clusters Score: Raw -4401636.947449 + Penalty 3403.153508 = -4398233.793941 nChanged 30 SP:Iteration 29Q (9047.408062 sec): 3 clusters Score: Raw -4401638.432986 + Penalty 3403.153508 = -4398235.279478 nChanged 24 SP:Iteration 30Q (9047.504918 sec): 3 clusters Score: Raw -4401639.609118 + Penalty 3403.153508 = -4398236.455609 nChanged 18 SP:Iteration 31Q (9047.586369 sec): 3 clusters Score: Raw -4401640.611286 + Penalty 3403.153508 = -4398237.457778 nChanged 18 SP:Iteration 32Q (9047.677826 sec): 3 clusters Score: Raw -4401641.560922 + Penalty 3403.153508 = -4398238.407414 nChanged 14 SP:Iteration 33Q (9047.748383 sec): 3 clusters Score: Raw -4401642.473168 + Penalty 3403.153508 = -4398239.319660 nChanged 13 SP:Iteration 34Q (9047.808477 sec): 3 clusters Score: Raw -4401643.073950 + Penalty 3403.153508 = -4398239.920442 nChanged 10 SP:Iteration 35Q (9047.879431 sec): 3 clusters Score: Raw -4401643.476388 + Penalty 3403.153508 = -4398240.322880 nChanged 12 SP:Iteration 36Q (9047.951476 sec): 3 clusters Score: Raw -4401643.948901 + Penalty 3403.153508 = -4398240.795393 nChanged 5 SP:Iteration 37Q (9048.011293 sec): 3 clusters Score: Raw -4401644.150968 + Penalty 3403.153508 = -4398240.997460 nChanged 7 SP:Iteration 38Q (9048.083625 sec): 3 clusters Score: Raw -4401644.571491 + Penalty 3403.153508 = -4398241.417982 nChanged 12 SP:Iteration 39Q (9048.154356 sec): 3 clusters Score: Raw -4401645.066344 + Penalty 3403.153508 = -4398241.912836 nChanged 11 SP:Iteration 40F (9048.249198 sec): 3 clusters Score: Raw -4401645.442170 + Penalty 3403.153508 = -4398242.288662 nChanged 10 SP:Iteration 41Q (9048.308907 sec): 3 clusters Score: Raw -4401645.680071 + Penalty 3403.153508 = -4398242.526563 nChanged 9 SP:Iteration 42Q (9048.377195 sec): 3 clusters Score: Raw -4401645.927841 + Penalty 3403.153508 = -4398242.774333 nChanged 8 SP:Iteration 43Q (9048.460876 sec): 3 clusters Score: Raw -4401646.149629 + Penalty 3403.153508 = -4398242.996121 nChanged 6 SP:Iteration 44Q (9048.554821 sec): 3 clusters Score: Raw -4401646.300009 + Penalty 3403.153508 = -4398243.146501 nChanged 5 SP:Iteration 45Q (9048.651080 sec): 3 clusters Score: Raw -4401646.414606 + Penalty 3403.153508 = -4398243.261098 nChanged 5 SP:Iteration 46Q (9048.737882 sec): 3 clusters Score: Raw -4401646.539520 + Penalty 3403.153508 = -4398243.386011 nChanged 3 SP:Iteration 47Q (9048.810337 sec): 3 clusters Score: Raw -4401646.631675 + Penalty 3403.153508 = -4398243.478167 nChanged 6 SP:Iteration 48Q (9048.885288 sec): 3 clusters Score: Raw -4401646.839317 + Penalty 3403.153508 = -4398243.685809 nChanged 5 SP:Iteration 49Q (9048.944460 sec): 3 clusters Score: Raw -4401647.022849 + Penalty 3403.153508 = -4398243.869341 nChanged 6 SP:Iteration 50Q (9049.001596 sec): 3 clusters Score: Raw -4401647.406546 + Penalty 3403.153508 = -4398244.253038 nChanged 8 SP:Iteration 51Q (9049.060991 sec): 3 clusters Score: Raw -4401647.881848 + Penalty 3403.153508 = -4398244.728340 nChanged 8 SP:Iteration 52Q (9049.131934 sec): 3 clusters Score: Raw -4401648.191516 + Penalty 3403.153508 = -4398245.038008 nChanged 7 SP:Iteration 53Q (9049.188976 sec): 3 clusters Score: Raw -4401648.445205 + Penalty 3403.153508 = -4398245.291697 nChanged 4 SP:Iteration 54Q (9049.247947 sec): 3 clusters Score: Raw -4401648.626955 + Penalty 3403.153508 = -4398245.473447 nChanged 6 SP:Iteration 55Q (9049.320631 sec): 3 clusters Score: Raw -4401648.893436 + Penalty 3403.153508 = -4398245.739927 nChanged 9 SP:Iteration 56Q (9049.380265 sec): 3 clusters Score: Raw -4401649.310975 + Penalty 3403.153508 = -4398246.157466 nChanged 8 SP:Iteration 57Q (9049.478633 sec): 3 clusters Score: Raw -4401649.586498 + Penalty 3403.153508 = -4398246.432990 nChanged 6 SP:Iteration 58Q (9049.566262 sec): 3 clusters Score: Raw -4401649.768283 + Penalty 3403.153508 = -4398246.614775 nChanged 6 SP:Iteration 59Q (9049.659553 sec): 3 clusters Score: Raw -4401649.944596 + Penalty 3403.153508 = -4398246.791088 nChanged 4 SP:Iteration 60F (9049.751114 sec): 3 clusters Score: Raw -4401650.050709 + Penalty 3403.153508 = -4398246.897201 nChanged 1 SP:Iteration 61Q (9049.831055 sec): 3 clusters Score: Raw -4401650.080183 + Penalty 3403.153508 = -4398246.926675 nChanged 1 SP:Iteration 62Q (9049.916910 sec): 3 clusters Score: Raw -4401650.089677 + Penalty 3403.153508 = -4398246.936168 nChanged 1 SP:Iteration 63Q (9050.010683 sec): 3 clusters Score: Raw -4401650.106949 + Penalty 3403.153508 = -4398246.953441 nChanged 0 SP:Iteration 64F (9050.088857 sec): 3 clusters Score: Raw -4401650.106949 + Penalty 3403.153508 = -4398246.953441 nChanged 0 Trying to split cluster 2 (1226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9050.110224 sec): 2 clusters Score: Raw -140489.528442 + Penalty 1155.620719 = -139333.907723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9050.156040 sec): 3 clusters Score: Raw -140047.847016 + Penalty 2311.241438 = -137736.605578 nChanged 388 SP:Iteration 1F (9050.188078 sec): 3 clusters Score: Raw -140325.702002 + Penalty 2311.241438 = -138014.460564 nChanged 90 SP:Iteration 2F (9050.219036 sec): 3 clusters Score: Raw -140404.438320 + Penalty 2311.241438 = -138093.196882 nChanged 55 SP:Iteration 3Q (9050.269726 sec): 3 clusters Score: Raw -140461.810154 + Penalty 2311.241438 = -138150.568716 nChanged 37 SP:Iteration 4Q (9050.313505 sec): 3 clusters Score: Raw -140494.603890 + Penalty 2311.241438 = -138183.362452 nChanged 28 SP:Iteration 5Q (9050.353611 sec): 3 clusters Score: Raw -140520.233163 + Penalty 2311.241438 = -138208.991725 nChanged 18 SP:Iteration 6Q (9050.400780 sec): 3 clusters Score: Raw -140533.319262 + Penalty 2311.241438 = -138222.077824 nChanged 6 SP:Iteration 7Q (9050.448885 sec): 3 clusters Score: Raw -140536.958091 + Penalty 2311.241438 = -138225.716653 nChanged 2 SP:Iteration 8Q (9050.490287 sec): 3 clusters Score: Raw -140537.605887 + Penalty 2311.241438 = -138226.364449 nChanged 1 SP:Iteration 9Q (9050.535063 sec): 3 clusters Score: Raw -140538.292872 + Penalty 2311.241438 = -138227.051434 nChanged 2 SP:Iteration 10Q (9050.578474 sec): 3 clusters Score: Raw -140541.596090 + Penalty 2311.241438 = -138230.354652 nChanged 6 SP:Iteration 11Q (9050.624627 sec): 3 clusters Score: Raw -140547.718452 + Penalty 2311.241438 = -138236.477014 nChanged 5 SP:Iteration 12Q (9050.667203 sec): 3 clusters Score: Raw -140551.121753 + Penalty 2311.241438 = -138239.880316 nChanged 7 SP:Iteration 13Q (9050.688920 sec): 3 clusters Score: Raw -140558.589555 + Penalty 2311.241438 = -138247.348117 nChanged 7 SP:Iteration 14Q (9050.735575 sec): 3 clusters Score: Raw -140563.413559 + Penalty 2311.241438 = -138252.172121 nChanged 10 SP:Iteration 15Q (9050.773430 sec): 3 clusters Score: Raw -140570.918476 + Penalty 2311.241438 = -138259.677038 nChanged 9 SP:Iteration 16Q (9050.820135 sec): 3 clusters Score: Raw -140578.176293 + Penalty 2311.241438 = -138266.934855 nChanged 8 SP:Iteration 17Q (9050.861731 sec): 3 clusters Score: Raw -140584.107979 + Penalty 2311.241438 = -138272.866541 nChanged 8 SP:Iteration 18Q (9050.888203 sec): 3 clusters Score: Raw -140590.601858 + Penalty 2311.241438 = -138279.360420 nChanged 8 SP:Iteration 19Q (9050.932882 sec): 3 clusters Score: Raw -140598.737381 + Penalty 2311.241438 = -138287.495943 nChanged 9 SP:Iteration 20F (9050.977028 sec): 3 clusters Score: Raw -140603.485570 + Penalty 2311.241438 = -138292.244132 nChanged 6 SP:Iteration 21Q (9051.024095 sec): 3 clusters Score: Raw -140608.988727 + Penalty 2311.241438 = -138297.747289 nChanged 4 SP:Iteration 22Q (9051.073633 sec): 3 clusters Score: Raw -140611.478204 + Penalty 2311.241438 = -138300.236766 nChanged 2 SP:Iteration 23Q (9051.109956 sec): 3 clusters Score: Raw -140612.218036 + Penalty 2311.241438 = -138300.976599 nChanged 1 SP:Iteration 24Q (9051.156963 sec): 3 clusters Score: Raw -140612.564389 + Penalty 2311.241438 = -138301.322951 nChanged 0 SP:Iteration 25F (9051.187173 sec): 3 clusters Score: Raw -140612.564389 + Penalty 2311.241438 = -138301.322951 nChanged 0 Trying to split cluster 3 (12861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9051.238750 sec): 2 clusters Score: Raw -1470615.806261 + Penalty 1537.567648 = -1469078.238613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9051.298967 sec): 3 clusters Score: Raw -1463077.156766 + Penalty 3075.135295 = -1460002.021471 nChanged 5715 SP:Iteration 1F (9051.347967 sec): 3 clusters Score: Raw -1466386.166425 + Penalty 3075.135295 = -1463311.031129 nChanged 902 SP:Iteration 2F (9051.406066 sec): 3 clusters Score: Raw -1466916.491692 + Penalty 3075.135295 = -1463841.356396 nChanged 828 SP:Iteration 3F (9051.467724 sec): 3 clusters Score: Raw -1467430.662243 + Penalty 3075.135295 = -1464355.526948 nChanged 824 SP:Iteration 4F (9051.538992 sec): 3 clusters Score: Raw -1467967.943925 + Penalty 3075.135295 = -1464892.808629 nChanged 836 SP:Iteration 5F (9051.589794 sec): 3 clusters Score: Raw -1468583.058276 + Penalty 3075.135295 = -1465507.922980 nChanged 793 SP:Iteration 6F (9051.653791 sec): 3 clusters Score: Raw -1469139.960480 + Penalty 3075.135295 = -1466064.825185 nChanged 693 SP:Iteration 7F (9051.721724 sec): 3 clusters Score: Raw -1469528.727699 + Penalty 3075.135295 = -1466453.592403 nChanged 536 SP:Iteration 8Q (9051.777740 sec): 3 clusters Score: Raw -1469765.554723 + Penalty 3075.135295 = -1466690.419428 nChanged 414 SP:Iteration 9Q (9051.848197 sec): 3 clusters Score: Raw -1469917.323481 + Penalty 3075.135295 = -1466842.188186 nChanged 309 SP:Iteration 10Q (9051.900515 sec): 3 clusters Score: Raw -1470022.808511 + Penalty 3075.135295 = -1466947.673216 nChanged 274 SP:Iteration 11Q (9051.935431 sec): 3 clusters Score: Raw -1470131.122076 + Penalty 3075.135295 = -1467055.986781 nChanged 271 SP:Iteration 12Q (9051.995964 sec): 3 clusters Score: Raw -1470242.183973 + Penalty 3075.135295 = -1467167.048678 nChanged 296 SP:Iteration 13Q (9052.062672 sec): 3 clusters Score: Raw -1470380.560844 + Penalty 3075.135295 = -1467305.425548 nChanged 323 SP:Iteration 14Q (9052.128065 sec): 3 clusters Score: Raw -1470538.592334 + Penalty 3075.135295 = -1467463.457039 nChanged 314 SP:Iteration 15Q (9052.182144 sec): 3 clusters Score: Raw -1470693.828820 + Penalty 3075.135295 = -1467618.693525 nChanged 281 SP:Iteration 16Q (9052.234464 sec): 3 clusters Score: Raw -1470829.589567 + Penalty 3075.135295 = -1467754.454272 nChanged 280 SP:Iteration 17Q (9052.295205 sec): 3 clusters Score: Raw -1470969.083408 + Penalty 3075.135295 = -1467893.948112 nChanged 256 SP:Iteration 18Q (9052.355378 sec): 3 clusters Score: Raw -1471101.805188 + Penalty 3075.135295 = -1468026.669893 nChanged 235 SP:Iteration 19Q (9052.418861 sec): 3 clusters Score: Raw -1471217.543797 + Penalty 3075.135295 = -1468142.408501 nChanged 192 SP:Iteration 20F (9052.476111 sec): 3 clusters Score: Raw -1471314.884938 + Penalty 3075.135295 = -1468239.749642 nChanged 167 SP:Iteration 21Q (9052.536772 sec): 3 clusters Score: Raw -1471393.634886 + Penalty 3075.135295 = -1468318.499591 nChanged 125 SP:Iteration 22Q (9052.595837 sec): 3 clusters Score: Raw -1471455.317412 + Penalty 3075.135295 = -1468380.182117 nChanged 105 SP:Iteration 23Q (9052.634643 sec): 3 clusters Score: Raw -1471517.719801 + Penalty 3075.135295 = -1468442.584506 nChanged 83 SP:Iteration 24Q (9052.665002 sec): 3 clusters Score: Raw -1471569.241365 + Penalty 3075.135295 = -1468494.106069 nChanged 73 SP:Iteration 25Q (9052.698783 sec): 3 clusters Score: Raw -1471622.467759 + Penalty 3075.135295 = -1468547.332463 nChanged 66 SP:Iteration 26Q (9052.737069 sec): 3 clusters Score: Raw -1471650.334982 + Penalty 3075.135295 = -1468575.199686 nChanged 48 SP:Iteration 27Q (9052.802595 sec): 3 clusters Score: Raw -1471671.740362 + Penalty 3075.135295 = -1468596.605067 nChanged 39 SP:Iteration 28Q (9052.835707 sec): 3 clusters Score: Raw -1471684.522193 + Penalty 3075.135295 = -1468609.386897 nChanged 17 SP:Iteration 29Q (9052.872361 sec): 3 clusters Score: Raw -1471690.040814 + Penalty 3075.135295 = -1468614.905518 nChanged 14 SP:Iteration 30Q (9052.905926 sec): 3 clusters Score: Raw -1471693.707222 + Penalty 3075.135295 = -1468618.571927 nChanged 15 SP:Iteration 31Q (9052.937663 sec): 3 clusters Score: Raw -1471697.400850 + Penalty 3075.135295 = -1468622.265554 nChanged 12 SP:Iteration 32Q (9052.982310 sec): 3 clusters Score: Raw -1471701.252545 + Penalty 3075.135295 = -1468626.117250 nChanged 14 SP:Iteration 33Q (9053.011284 sec): 3 clusters Score: Raw -1471704.484024 + Penalty 3075.135295 = -1468629.348729 nChanged 11 SP:Iteration 34Q (9053.040267 sec): 3 clusters Score: Raw -1471707.461766 + Penalty 3075.135295 = -1468632.326471 nChanged 11 SP:Iteration 35Q (9053.069812 sec): 3 clusters Score: Raw -1471710.471799 + Penalty 3075.135295 = -1468635.336504 nChanged 7 SP:Iteration 36Q (9053.106717 sec): 3 clusters Score: Raw -1471712.600621 + Penalty 3075.135295 = -1468637.465326 nChanged 8 SP:Iteration 37Q (9053.139023 sec): 3 clusters Score: Raw -1471716.117328 + Penalty 3075.135295 = -1468640.982033 nChanged 10 SP:Iteration 38Q (9053.198010 sec): 3 clusters Score: Raw -1471717.889453 + Penalty 3075.135295 = -1468642.754158 nChanged 6 SP:Iteration 39Q (9053.255877 sec): 3 clusters Score: Raw -1471718.724322 + Penalty 3075.135295 = -1468643.589027 nChanged 3 SP:Iteration 40F (9053.327893 sec): 3 clusters Score: Raw -1471719.253525 + Penalty 3075.135295 = -1468644.118230 nChanged 6 SP:Iteration 41Q (9053.375880 sec): 3 clusters Score: Raw -1471720.123514 + Penalty 3075.135295 = -1468644.988219 nChanged 3 SP:Iteration 42Q (9053.439600 sec): 3 clusters Score: Raw -1471720.862825 + Penalty 3075.135295 = -1468645.727530 nChanged 2 SP:Iteration 43Q (9053.496637 sec): 3 clusters Score: Raw -1471721.062881 + Penalty 3075.135295 = -1468645.927585 nChanged 2 SP:Iteration 44Q (9053.560119 sec): 3 clusters Score: Raw -1471721.578487 + Penalty 3075.135295 = -1468646.443192 nChanged 3 SP:Iteration 45Q (9053.624028 sec): 3 clusters Score: Raw -1471722.118081 + Penalty 3075.135295 = -1468646.982786 nChanged 1 SP:Iteration 46Q (9053.672287 sec): 3 clusters Score: Raw -1471722.176516 + Penalty 3075.135295 = -1468647.041221 nChanged 0 SP:Iteration 47F (9053.732038 sec): 3 clusters Score: Raw -1471722.176516 + Penalty 3075.135295 = -1468647.041221 nChanged 0 Trying to split cluster 4 (59228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9053.828061 sec): 2 clusters Score: Raw -7364024.533222 + Penalty 1785.736823 = -7362238.796399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9053.969054 sec): 3 clusters Score: Raw -7326195.618428 + Penalty 3571.473647 = -7322624.144781 nChanged 27978 SP:Iteration 1F (9054.105765 sec): 3 clusters Score: Raw -7342308.038700 + Penalty 3571.473647 = -7338736.565053 nChanged 2445 SP:Iteration 2Q (9054.245609 sec): 3 clusters Score: Raw -7343049.062851 + Penalty 3571.473647 = -7339477.589204 nChanged 2484 SP:Iteration 3Q (9054.365881 sec): 3 clusters Score: Raw -7343961.038064 + Penalty 3571.473647 = -7340389.564417 nChanged 2740 SP:Iteration 4Q (9054.496439 sec): 3 clusters Score: Raw -7345212.021423 + Penalty 3571.473647 = -7341640.547776 nChanged 3054 SP:Iteration 5F (9054.622933 sec): 3 clusters Score: Raw -7346940.417569 + Penalty 3571.473647 = -7343368.943922 nChanged 3406 SP:Iteration 6F (9054.745648 sec): 3 clusters Score: Raw -7349289.321019 + Penalty 3571.473647 = -7345717.847372 nChanged 3718 SP:Iteration 7F (9054.885562 sec): 3 clusters Score: Raw -7352217.293032 + Penalty 3571.473647 = -7348645.819385 nChanged 3746 SP:Iteration 8F (9055.012419 sec): 3 clusters Score: Raw -7355120.103608 + Penalty 3571.473647 = -7351548.629961 nChanged 3140 SP:Iteration 9F (9055.112922 sec): 3 clusters Score: Raw -7357200.392610 + Penalty 3571.473647 = -7353628.918963 nChanged 2384 SP:Iteration 10Q (9055.248048 sec): 3 clusters Score: Raw -7358540.149192 + Penalty 3571.473647 = -7354968.675545 nChanged 1808 SP:Iteration 11Q (9055.366125 sec): 3 clusters Score: Raw -7359481.791997 + Penalty 3571.473647 = -7355910.318350 nChanged 1416 SP:Iteration 12Q (9055.491019 sec): 3 clusters Score: Raw -7360231.376416 + Penalty 3571.473647 = -7356659.902770 nChanged 1229 SP:Iteration 13Q (9055.589179 sec): 3 clusters Score: Raw -7360821.970078 + Penalty 3571.473647 = -7357250.496431 nChanged 1176 SP:Iteration 14Q (9055.685369 sec): 3 clusters Score: Raw -7361380.304504 + Penalty 3571.473647 = -7357808.830857 nChanged 1080 SP:Iteration 15Q (9055.780940 sec): 3 clusters Score: Raw -7361903.020603 + Penalty 3571.473647 = -7358331.546956 nChanged 1004 SP:Iteration 16Q (9055.901465 sec): 3 clusters Score: Raw -7362342.955349 + Penalty 3571.473647 = -7358771.481702 nChanged 909 SP:Iteration 17Q (9056.018801 sec): 3 clusters Score: Raw -7362670.617440 + Penalty 3571.473647 = -7359099.143794 nChanged 747 SP:Iteration 18Q (9056.117753 sec): 3 clusters Score: Raw -7362913.630577 + Penalty 3571.473647 = -7359342.156930 nChanged 641 SP:Iteration 19Q (9056.211500 sec): 3 clusters Score: Raw -7363112.405185 + Penalty 3571.473647 = -7359540.931538 nChanged 558 SP:Iteration 20F (9056.310648 sec): 3 clusters Score: Raw -7363251.879483 + Penalty 3571.473647 = -7359680.405837 nChanged 424 SP:Iteration 21Q (9056.404609 sec): 3 clusters Score: Raw -7363339.090636 + Penalty 3571.473647 = -7359767.616989 nChanged 375 SP:Iteration 22Q (9056.511730 sec): 3 clusters Score: Raw -7363402.340875 + Penalty 3571.473647 = -7359830.867228 nChanged 302 SP:Iteration 23Q (9056.604399 sec): 3 clusters Score: Raw -7363448.263851 + Penalty 3571.473647 = -7359876.790204 nChanged 230 SP:Iteration 24Q (9056.728988 sec): 3 clusters Score: Raw -7363477.781600 + Penalty 3571.473647 = -7359906.307953 nChanged 203 SP:Iteration 25Q (9056.852314 sec): 3 clusters Score: Raw -7363501.409921 + Penalty 3571.473647 = -7359929.936275 nChanged 189 SP:Iteration 26Q (9056.970935 sec): 3 clusters Score: Raw -7363520.040851 + Penalty 3571.473647 = -7359948.567204 nChanged 163 SP:Iteration 27Q (9057.078911 sec): 3 clusters Score: Raw -7363535.961312 + Penalty 3571.473647 = -7359964.487666 nChanged 140 SP:Iteration 28Q (9057.201673 sec): 3 clusters Score: Raw -7363550.196413 + Penalty 3571.473647 = -7359978.722767 nChanged 134 SP:Iteration 29Q (9057.324088 sec): 3 clusters Score: Raw -7363564.235843 + Penalty 3571.473647 = -7359992.762197 nChanged 137 SP:Iteration 30Q (9057.444673 sec): 3 clusters Score: Raw -7363577.045960 + Penalty 3571.473647 = -7360005.572313 nChanged 119 SP:Iteration 31Q (9057.568387 sec): 3 clusters Score: Raw -7363588.020380 + Penalty 3571.473647 = -7360016.546733 nChanged 132 SP:Iteration 32Q (9057.684483 sec): 3 clusters Score: Raw -7363599.798977 + Penalty 3571.473647 = -7360028.325330 nChanged 129 SP:Iteration 33Q (9057.807399 sec): 3 clusters Score: Raw -7363610.700338 + Penalty 3571.473647 = -7360039.226691 nChanged 107 SP:Iteration 34Q (9057.910712 sec): 3 clusters Score: Raw -7363618.949725 + Penalty 3571.473647 = -7360047.476079 nChanged 112 SP:Iteration 35Q (9058.012733 sec): 3 clusters Score: Raw -7363627.811679 + Penalty 3571.473647 = -7360056.338032 nChanged 105 SP:Iteration 36Q (9058.124561 sec): 3 clusters Score: Raw -7363637.566122 + Penalty 3571.473647 = -7360066.092476 nChanged 104 SP:Iteration 37Q (9058.216997 sec): 3 clusters Score: Raw -7363647.590440 + Penalty 3571.473647 = -7360076.116793 nChanged 116 SP:Iteration 38Q (9058.326110 sec): 3 clusters Score: Raw -7363658.186155 + Penalty 3571.473647 = -7360086.712509 nChanged 111 SP:Iteration 39Q (9058.443628 sec): 3 clusters Score: Raw -7363668.237953 + Penalty 3571.473647 = -7360096.764306 nChanged 105 SP:Iteration 40F (9058.552140 sec): 3 clusters Score: Raw -7363678.170558 + Penalty 3571.473647 = -7360106.696911 nChanged 115 SP:Iteration 41Q (9058.662022 sec): 3 clusters Score: Raw -7363689.989460 + Penalty 3571.473647 = -7360118.515813 nChanged 110 SP:Iteration 42Q (9058.761565 sec): 3 clusters Score: Raw -7363700.623022 + Penalty 3571.473647 = -7360129.149375 nChanged 121 SP:Iteration 43Q (9058.851619 sec): 3 clusters Score: Raw -7363710.774172 + Penalty 3571.473647 = -7360139.300525 nChanged 104 SP:Iteration 44Q (9058.950926 sec): 3 clusters Score: Raw -7363718.984902 + Penalty 3571.473647 = -7360147.511255 nChanged 98 SP:Iteration 45Q (9059.056577 sec): 3 clusters Score: Raw -7363726.977501 + Penalty 3571.473647 = -7360155.503854 nChanged 105 SP:Iteration 46Q (9059.149145 sec): 3 clusters Score: Raw -7363735.798915 + Penalty 3571.473647 = -7360164.325269 nChanged 87 SP:Iteration 47Q (9059.268070 sec): 3 clusters Score: Raw -7363742.931096 + Penalty 3571.473647 = -7360171.457450 nChanged 89 SP:Iteration 48Q (9059.360814 sec): 3 clusters Score: Raw -7363751.076268 + Penalty 3571.473647 = -7360179.602622 nChanged 91 SP:Iteration 49Q (9059.452101 sec): 3 clusters Score: Raw -7363758.243044 + Penalty 3571.473647 = -7360186.769397 nChanged 87 SP:Iteration 50Q (9059.551052 sec): 3 clusters Score: Raw -7363766.922834 + Penalty 3571.473647 = -7360195.449188 nChanged 90 SP:Iteration 51Q (9059.658169 sec): 3 clusters Score: Raw -7363777.822177 + Penalty 3571.473647 = -7360206.348531 nChanged 97 SP:Iteration 52Q (9059.771620 sec): 3 clusters Score: Raw -7363787.237234 + Penalty 3571.473647 = -7360215.763587 nChanged 105 SP:Iteration 53Q (9059.865771 sec): 3 clusters Score: Raw -7363796.293410 + Penalty 3571.473647 = -7360224.819763 nChanged 82 SP:Iteration 54Q (9059.970250 sec): 3 clusters Score: Raw -7363803.217217 + Penalty 3571.473647 = -7360231.743570 nChanged 82 SP:Iteration 55Q (9060.081286 sec): 3 clusters Score: Raw -7363811.162041 + Penalty 3571.473647 = -7360239.688395 nChanged 96 SP:Iteration 56Q (9060.200605 sec): 3 clusters Score: Raw -7363819.477833 + Penalty 3571.473647 = -7360248.004187 nChanged 86 SP:Iteration 57Q (9060.295450 sec): 3 clusters Score: Raw -7363826.302098 + Penalty 3571.473647 = -7360254.828451 nChanged 79 SP:Iteration 58Q (9060.385211 sec): 3 clusters Score: Raw -7363832.443451 + Penalty 3571.473647 = -7360260.969804 nChanged 83 SP:Iteration 59Q (9060.476302 sec): 3 clusters Score: Raw -7363839.230491 + Penalty 3571.473647 = -7360267.756845 nChanged 74 SP:Iteration 60F (9060.575557 sec): 3 clusters Score: Raw -7363845.927544 + Penalty 3571.473647 = -7360274.453898 nChanged 98 SP:Iteration 61Q (9060.665455 sec): 3 clusters Score: Raw -7363855.051148 + Penalty 3571.473647 = -7360283.577502 nChanged 103 SP:Iteration 62Q (9060.755972 sec): 3 clusters Score: Raw -7363864.510378 + Penalty 3571.473647 = -7360293.036731 nChanged 89 SP:Iteration 63Q (9060.875929 sec): 3 clusters Score: Raw -7363873.546751 + Penalty 3571.473647 = -7360302.073105 nChanged 110 SP:Iteration 64Q (9060.966503 sec): 3 clusters Score: Raw -7363884.889395 + Penalty 3571.473647 = -7360313.415748 nChanged 111 SP:Iteration 65Q (9061.092964 sec): 3 clusters Score: Raw -7363895.096676 + Penalty 3571.473647 = -7360323.623029 nChanged 104 SP:Iteration 66Q (9061.202257 sec): 3 clusters Score: Raw -7363904.394862 + Penalty 3571.473647 = -7360332.921215 nChanged 102 SP:Iteration 67Q (9061.292251 sec): 3 clusters Score: Raw -7363914.005090 + Penalty 3571.473647 = -7360342.531444 nChanged 97 SP:Iteration 68Q (9061.381641 sec): 3 clusters Score: Raw -7363921.465667 + Penalty 3571.473647 = -7360349.992020 nChanged 86 SP:Iteration 69Q (9061.471341 sec): 3 clusters Score: Raw -7363928.543110 + Penalty 3571.473647 = -7360357.069463 nChanged 91 SP:Iteration 70Q (9061.561727 sec): 3 clusters Score: Raw -7363935.451673 + Penalty 3571.473647 = -7360363.978026 nChanged 92 SP:Iteration 71Q (9061.653200 sec): 3 clusters Score: Raw -7363943.441515 + Penalty 3571.473647 = -7360371.967868 nChanged 92 SP:Iteration 72Q (9061.742740 sec): 3 clusters Score: Raw -7363950.918010 + Penalty 3571.473647 = -7360379.444363 nChanged 90 SP:Iteration 73Q (9061.831730 sec): 3 clusters Score: Raw -7363957.894259 + Penalty 3571.473647 = -7360386.420612 nChanged 80 SP:Iteration 74Q (9061.920842 sec): 3 clusters Score: Raw -7363963.626023 + Penalty 3571.473647 = -7360392.152376 nChanged 81 SP:Iteration 75Q (9062.009845 sec): 3 clusters Score: Raw -7363969.775689 + Penalty 3571.473647 = -7360398.302042 nChanged 77 SP:Iteration 76Q (9062.132333 sec): 3 clusters Score: Raw -7363976.480558 + Penalty 3571.473647 = -7360405.006911 nChanged 83 SP:Iteration 77Q (9062.244949 sec): 3 clusters Score: Raw -7363984.617082 + Penalty 3571.473647 = -7360413.143435 nChanged 92 SP:Iteration 78Q (9062.335262 sec): 3 clusters Score: Raw -7363994.241144 + Penalty 3571.473647 = -7360422.767497 nChanged 101 SP:Iteration 79Q (9062.445728 sec): 3 clusters Score: Raw -7364005.056983 + Penalty 3571.473647 = -7360433.583336 nChanged 114 SP:Iteration 80F (9062.544362 sec): 3 clusters Score: Raw -7364016.475707 + Penalty 3571.473647 = -7360445.002060 nChanged 104 SP:Iteration 81Q (9062.638207 sec): 3 clusters Score: Raw -7364027.091076 + Penalty 3571.473647 = -7360455.617430 nChanged 122 SP:Iteration 82Q (9062.726325 sec): 3 clusters Score: Raw -7364040.874343 + Penalty 3571.473647 = -7360469.400697 nChanged 130 SP:Iteration 83Q (9062.837978 sec): 3 clusters Score: Raw -7364053.221709 + Penalty 3571.473647 = -7360481.748062 nChanged 118 SP:Iteration 84Q (9062.926437 sec): 3 clusters Score: Raw -7364066.033801 + Penalty 3571.473647 = -7360494.560154 nChanged 108 SP:Iteration 85Q (9063.014955 sec): 3 clusters Score: Raw -7364077.731594 + Penalty 3571.473647 = -7360506.257947 nChanged 130 SP:Iteration 86Q (9063.105163 sec): 3 clusters Score: Raw -7364093.150361 + Penalty 3571.473647 = -7360521.676714 nChanged 137 SP:Iteration 87Q (9063.193233 sec): 3 clusters Score: Raw -7364109.971879 + Penalty 3571.473647 = -7360538.498233 nChanged 140 SP:Iteration 88Q (9063.281438 sec): 3 clusters Score: Raw -7364128.222745 + Penalty 3571.473647 = -7360556.749098 nChanged 138 SP:Iteration 89Q (9063.369798 sec): 3 clusters Score: Raw -7364146.715224 + Penalty 3571.473647 = -7360575.241577 nChanged 141 SP:Iteration 90Q (9063.458008 sec): 3 clusters Score: Raw -7364165.601040 + Penalty 3571.473647 = -7360594.127393 nChanged 143 SP:Iteration 91Q (9063.546055 sec): 3 clusters Score: Raw -7364185.861324 + Penalty 3571.473647 = -7360614.387677 nChanged 155 SP:Iteration 92Q (9063.634066 sec): 3 clusters Score: Raw -7364207.447653 + Penalty 3571.473647 = -7360635.974006 nChanged 160 SP:Iteration 93Q (9063.721765 sec): 3 clusters Score: Raw -7364229.613771 + Penalty 3571.473647 = -7360658.140124 nChanged 154 SP:Iteration 94Q (9063.809328 sec): 3 clusters Score: Raw -7364251.821775 + Penalty 3571.473647 = -7360680.348129 nChanged 159 SP:Iteration 95Q (9063.897453 sec): 3 clusters Score: Raw -7364276.744303 + Penalty 3571.473647 = -7360705.270656 nChanged 144 SP:Iteration 96Q (9063.984976 sec): 3 clusters Score: Raw -7364297.769732 + Penalty 3571.473647 = -7360726.296086 nChanged 134 SP:Iteration 97Q (9064.072445 sec): 3 clusters Score: Raw -7364316.161135 + Penalty 3571.473647 = -7360744.687488 nChanged 147 SP:Iteration 98Q (9064.159705 sec): 3 clusters Score: Raw -7364338.326613 + Penalty 3571.473647 = -7360766.852967 nChanged 149 SP:Iteration 99Q (9064.246899 sec): 3 clusters Score: Raw -7364365.547154 + Penalty 3571.473647 = -7360794.073508 nChanged 164 SP:Iteration 100F (9064.345070 sec): 3 clusters Score: Raw -7364396.054213 + Penalty 3571.473647 = -7360824.580566 nChanged 162 SP:Iteration 101Q (9064.432605 sec): 3 clusters Score: Raw -7364427.092535 + Penalty 3571.473647 = -7360855.618889 nChanged 170 SP:Iteration 102Q (9064.519607 sec): 3 clusters Score: Raw -7364456.992209 + Penalty 3571.473647 = -7360885.518563 nChanged 150 SP:Iteration 103Q (9064.608568 sec): 3 clusters Score: Raw -7364484.417000 + Penalty 3571.473647 = -7360912.943354 nChanged 150 SP:Iteration 104Q (9064.695434 sec): 3 clusters Score: Raw -7364513.793903 + Penalty 3571.473647 = -7360942.320256 nChanged 149 SP:Iteration 105Q (9064.782148 sec): 3 clusters Score: Raw -7364540.859550 + Penalty 3571.473647 = -7360969.385904 nChanged 146 SP:Iteration 106Q (9064.869050 sec): 3 clusters Score: Raw -7364566.266998 + Penalty 3571.473647 = -7360994.793352 nChanged 144 SP:Iteration 107Q (9064.955968 sec): 3 clusters Score: Raw -7364589.748697 + Penalty 3571.473647 = -7361018.275050 nChanged 128 SP:Iteration 108Q (9065.041608 sec): 3 clusters Score: Raw -7364612.086861 + Penalty 3571.473647 = -7361040.613214 nChanged 134 SP:Iteration 109Q (9065.128849 sec): 3 clusters Score: Raw -7364633.717858 + Penalty 3571.473647 = -7361062.244211 nChanged 130 SP:Iteration 110Q (9065.218739 sec): 3 clusters Score: Raw -7364655.933183 + Penalty 3571.473647 = -7361084.459536 nChanged 115 SP:Iteration 111Q (9065.309637 sec): 3 clusters Score: Raw -7364674.681200 + Penalty 3571.473647 = -7361103.207553 nChanged 114 SP:Iteration 112Q (9065.400463 sec): 3 clusters Score: Raw -7364690.961500 + Penalty 3571.473647 = -7361119.487853 nChanged 120 SP:Iteration 113Q (9065.486309 sec): 3 clusters Score: Raw -7364709.354192 + Penalty 3571.473647 = -7361137.880545 nChanged 112 SP:Iteration 114Q (9065.572049 sec): 3 clusters Score: Raw -7364726.555083 + Penalty 3571.473647 = -7361155.081436 nChanged 120 SP:Iteration 115Q (9065.660770 sec): 3 clusters Score: Raw -7364747.975112 + Penalty 3571.473647 = -7361176.501465 nChanged 116 SP:Iteration 116Q (9065.746351 sec): 3 clusters Score: Raw -7364766.172209 + Penalty 3571.473647 = -7361194.698562 nChanged 107 SP:Iteration 117Q (9065.831862 sec): 3 clusters Score: Raw -7364782.652445 + Penalty 3571.473647 = -7361211.178798 nChanged 96 SP:Iteration 118Q (9065.917280 sec): 3 clusters Score: Raw -7364795.126092 + Penalty 3571.473647 = -7361223.652445 nChanged 74 SP:Iteration 119Q (9066.002511 sec): 3 clusters Score: Raw -7364804.594700 + Penalty 3571.473647 = -7361233.121053 nChanged 64 SP:Iteration 120F (9066.124116 sec): 3 clusters Score: Raw -7364813.296888 + Penalty 3571.473647 = -7361241.823241 nChanged 71 SP:Iteration 121Q (9066.209286 sec): 3 clusters Score: Raw -7364824.608313 + Penalty 3571.473647 = -7361253.134667 nChanged 86 SP:Iteration 122Q (9066.294450 sec): 3 clusters Score: Raw -7364839.920159 + Penalty 3571.473647 = -7361268.446513 nChanged 76 SP:Iteration 123Q (9066.382829 sec): 3 clusters Score: Raw -7364855.398040 + Penalty 3571.473647 = -7361283.924393 nChanged 78 SP:Iteration 124Q (9066.491301 sec): 3 clusters Score: Raw -7364868.248931 + Penalty 3571.473647 = -7361296.775284 nChanged 68 SP:Iteration 125Q (9066.584438 sec): 3 clusters Score: Raw -7364879.356871 + Penalty 3571.473647 = -7361307.883224 nChanged 65 SP:Iteration 126Q (9066.674269 sec): 3 clusters Score: Raw -7364890.640393 + Penalty 3571.473647 = -7361319.166746 nChanged 55 SP:Iteration 127Q (9066.766936 sec): 3 clusters Score: Raw -7364899.205075 + Penalty 3571.473647 = -7361327.731428 nChanged 53 SP:Iteration 128Q (9066.852498 sec): 3 clusters Score: Raw -7364908.019407 + Penalty 3571.473647 = -7361336.545760 nChanged 55 SP:Iteration 129Q (9066.938876 sec): 3 clusters Score: Raw -7364916.789075 + Penalty 3571.473647 = -7361345.315428 nChanged 57 SP:Iteration 130Q (9067.024527 sec): 3 clusters Score: Raw -7364925.977307 + Penalty 3571.473647 = -7361354.503660 nChanged 54 SP:Iteration 131Q (9067.132101 sec): 3 clusters Score: Raw -7364934.599892 + Penalty 3571.473647 = -7361363.126246 nChanged 55 SP:Iteration 132Q (9067.217106 sec): 3 clusters Score: Raw -7364941.867639 + Penalty 3571.473647 = -7361370.393992 nChanged 48 SP:Iteration 133Q (9067.302790 sec): 3 clusters Score: Raw -7364947.273943 + Penalty 3571.473647 = -7361375.800296 nChanged 25 SP:Iteration 134Q (9067.387347 sec): 3 clusters Score: Raw -7364950.434053 + Penalty 3571.473647 = -7361378.960406 nChanged 33 SP:Iteration 135Q (9067.506629 sec): 3 clusters Score: Raw -7364954.371791 + Penalty 3571.473647 = -7361382.898145 nChanged 25 SP:Iteration 136Q (9067.604513 sec): 3 clusters Score: Raw -7364957.630098 + Penalty 3571.473647 = -7361386.156452 nChanged 24 SP:Iteration 137Q (9067.704992 sec): 3 clusters Score: Raw -7364960.969091 + Penalty 3571.473647 = -7361389.495444 nChanged 28 SP:Iteration 138Q (9067.822236 sec): 3 clusters Score: Raw -7364964.445320 + Penalty 3571.473647 = -7361392.971674 nChanged 25 SP:Iteration 139Q (9067.941283 sec): 3 clusters Score: Raw -7364967.751448 + Penalty 3571.473647 = -7361396.277802 nChanged 22 SP:Iteration 140F (9068.077273 sec): 3 clusters Score: Raw -7364970.184683 + Penalty 3571.473647 = -7361398.711037 nChanged 25 SP:Iteration 141Q (9068.185039 sec): 3 clusters Score: Raw -7364972.940419 + Penalty 3571.473647 = -7361401.466772 nChanged 20 SP:Iteration 142Q (9068.305383 sec): 3 clusters Score: Raw -7364975.004983 + Penalty 3571.473647 = -7361403.531336 nChanged 16 SP:Iteration 143Q (9068.417381 sec): 3 clusters Score: Raw -7364977.106010 + Penalty 3571.473647 = -7361405.632364 nChanged 18 SP:Iteration 144Q (9068.531236 sec): 3 clusters Score: Raw -7364978.888376 + Penalty 3571.473647 = -7361407.414729 nChanged 14 SP:Iteration 145Q (9068.620861 sec): 3 clusters Score: Raw -7364980.153194 + Penalty 3571.473647 = -7361408.679547 nChanged 14 SP:Iteration 146Q (9068.723849 sec): 3 clusters Score: Raw -7364981.089688 + Penalty 3571.473647 = -7361409.616041 nChanged 15 SP:Iteration 147Q (9068.819848 sec): 3 clusters Score: Raw -7364982.888775 + Penalty 3571.473647 = -7361411.415129 nChanged 14 SP:Iteration 148Q (9068.917807 sec): 3 clusters Score: Raw -7364984.296124 + Penalty 3571.473647 = -7361412.822477 nChanged 12 SP:Iteration 149Q (9069.004020 sec): 3 clusters Score: Raw -7364985.651265 + Penalty 3571.473647 = -7361414.177618 nChanged 12 SP:Iteration 150Q (9069.088693 sec): 3 clusters Score: Raw -7364987.057564 + Penalty 3571.473647 = -7361415.583918 nChanged 13 SP:Iteration 151Q (9069.190094 sec): 3 clusters Score: Raw -7364988.421816 + Penalty 3571.473647 = -7361416.948169 nChanged 15 SP:Iteration 152Q (9069.278948 sec): 3 clusters Score: Raw -7364990.718677 + Penalty 3571.473647 = -7361419.245030 nChanged 19 SP:Iteration 153Q (9069.398024 sec): 3 clusters Score: Raw -7364993.896662 + Penalty 3571.473647 = -7361422.423016 nChanged 13 SP:Iteration 154Q (9069.500391 sec): 3 clusters Score: Raw -7364995.455195 + Penalty 3571.473647 = -7361423.981548 nChanged 24 SP:Iteration 155Q (9069.619958 sec): 3 clusters Score: Raw -7364998.008619 + Penalty 3571.473647 = -7361426.534972 nChanged 18 SP:Iteration 156Q (9069.733744 sec): 3 clusters Score: Raw -7364999.955000 + Penalty 3571.473647 = -7361428.481353 nChanged 19 SP:Iteration 157Q (9069.850063 sec): 3 clusters Score: Raw -7365002.078880 + Penalty 3571.473647 = -7361430.605233 nChanged 13 SP:Iteration 158Q (9069.934877 sec): 3 clusters Score: Raw -7365003.211212 + Penalty 3571.473647 = -7361431.737566 nChanged 6 SP:Iteration 159Q (9070.019657 sec): 3 clusters Score: Raw -7365003.784664 + Penalty 3571.473647 = -7361432.311018 nChanged 4 SP:Iteration 160F (9070.146630 sec): 3 clusters Score: Raw -7365004.067519 + Penalty 3571.473647 = -7361432.593872 nChanged 4 SP:Iteration 161Q (9070.232086 sec): 3 clusters Score: Raw -7365004.553430 + Penalty 3571.473647 = -7361433.079784 nChanged 5 SP:Iteration 162Q (9070.317016 sec): 3 clusters Score: Raw -7365005.211683 + Penalty 3571.473647 = -7361433.738037 nChanged 4 SP:Iteration 163Q (9070.401356 sec): 3 clusters Score: Raw -7365005.595718 + Penalty 3571.473647 = -7361434.122071 nChanged 6 SP:Iteration 164Q (9070.500794 sec): 3 clusters Score: Raw -7365005.945489 + Penalty 3571.473647 = -7361434.471842 nChanged 2 SP:Iteration 165Q (9070.609696 sec): 3 clusters Score: Raw -7365006.089187 + Penalty 3571.473647 = -7361434.615540 nChanged 4 SP:Iteration 166Q (9070.712493 sec): 3 clusters Score: Raw -7365006.423214 + Penalty 3571.473647 = -7361434.949568 nChanged 3 SP:Iteration 167Q (9070.804614 sec): 3 clusters Score: Raw -7365006.614661 + Penalty 3571.473647 = -7361435.141014 nChanged 4 SP:Iteration 168Q (9070.894287 sec): 3 clusters Score: Raw -7365006.894960 + Penalty 3571.473647 = -7361435.421313 nChanged 5 SP:Iteration 169Q (9070.982536 sec): 3 clusters Score: Raw -7365007.644055 + Penalty 3571.473647 = -7361436.170408 nChanged 6 SP:Iteration 170Q (9071.097619 sec): 3 clusters Score: Raw -7365008.178412 + Penalty 3571.473647 = -7361436.704766 nChanged 3 SP:Iteration 171Q (9071.194518 sec): 3 clusters Score: Raw -7365008.369479 + Penalty 3571.473647 = -7361436.895833 nChanged 1 SP:Iteration 172Q (9071.306280 sec): 3 clusters Score: Raw -7365008.463338 + Penalty 3571.473647 = -7361436.989691 nChanged 1 SP:Iteration 173Q (9071.416267 sec): 3 clusters Score: Raw -7365008.526519 + Penalty 3571.473647 = -7361437.052873 nChanged 3 SP:Iteration 174Q (9071.510424 sec): 3 clusters Score: Raw -7365008.804057 + Penalty 3571.473647 = -7361437.330410 nChanged 6 SP:Iteration 175Q (9071.616286 sec): 3 clusters Score: Raw -7365009.557255 + Penalty 3571.473647 = -7361438.083609 nChanged 9 SP:Iteration 176Q (9071.727128 sec): 3 clusters Score: Raw -7365010.557954 + Penalty 3571.473647 = -7361439.084307 nChanged 10 SP:Iteration 177Q (9071.813047 sec): 3 clusters Score: Raw -7365011.544234 + Penalty 3571.473647 = -7361440.070587 nChanged 8 SP:Iteration 178Q (9071.915823 sec): 3 clusters Score: Raw -7365012.607510 + Penalty 3571.473647 = -7361441.133864 nChanged 6 SP:Iteration 179Q (9072.033847 sec): 3 clusters Score: Raw -7365013.465198 + Penalty 3571.473647 = -7361441.991552 nChanged 10 SP:Iteration 180F (9072.138386 sec): 3 clusters Score: Raw -7365014.718543 + Penalty 3571.473647 = -7361443.244896 nChanged 10 SP:Iteration 181Q (9072.238287 sec): 3 clusters Score: Raw -7365015.742061 + Penalty 3571.473647 = -7361444.268415 nChanged 5 SP:Iteration 182Q (9072.355918 sec): 3 clusters Score: Raw -7365016.367398 + Penalty 3571.473647 = -7361444.893752 nChanged 6 SP:Iteration 183Q (9072.476741 sec): 3 clusters Score: Raw -7365017.008238 + Penalty 3571.473647 = -7361445.534591 nChanged 2 SP:Iteration 184Q (9072.591304 sec): 3 clusters Score: Raw -7365017.170626 + Penalty 3571.473647 = -7361445.696980 nChanged 0 SP:Iteration 185F (9072.727275 sec): 3 clusters Score: Raw -7365017.170626 + Penalty 3571.473647 = -7361445.696980 nChanged 0 Trying to split cluster 5 (13512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9072.768863 sec): 2 clusters Score: Raw -1644662.295550 + Penalty 1545.591687 = -1643116.703863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9072.838360 sec): 3 clusters Score: Raw -1636736.513236 + Penalty 3091.183374 = -1633645.329862 nChanged 5955 SP:Iteration 1F (9072.895536 sec): 3 clusters Score: Raw -1640129.108815 + Penalty 3091.183374 = -1637037.925441 nChanged 934 SP:Iteration 2F (9072.957609 sec): 3 clusters Score: Raw -1640649.881498 + Penalty 3091.183374 = -1637558.698124 nChanged 915 SP:Iteration 3F (9073.015035 sec): 3 clusters Score: Raw -1641304.806780 + Penalty 3091.183374 = -1638213.623406 nChanged 994 SP:Iteration 4F (9073.081695 sec): 3 clusters Score: Raw -1642140.187856 + Penalty 3091.183374 = -1639049.004482 nChanged 1032 SP:Iteration 5F (9073.146886 sec): 3 clusters Score: Raw -1642950.746260 + Penalty 3091.183374 = -1639859.562886 nChanged 913 SP:Iteration 6F (9073.208475 sec): 3 clusters Score: Raw -1643629.361373 + Penalty 3091.183374 = -1640538.177999 nChanged 725 SP:Iteration 7F (9073.259387 sec): 3 clusters Score: Raw -1644082.327812 + Penalty 3091.183374 = -1640991.144438 nChanged 491 SP:Iteration 8Q (9073.315757 sec): 3 clusters Score: Raw -1644352.926635 + Penalty 3091.183374 = -1641261.743261 nChanged 350 SP:Iteration 9Q (9073.377950 sec): 3 clusters Score: Raw -1644536.352259 + Penalty 3091.183374 = -1641445.168885 nChanged 285 SP:Iteration 10Q (9073.438323 sec): 3 clusters Score: Raw -1644665.062753 + Penalty 3091.183374 = -1641573.879379 nChanged 197 SP:Iteration 11Q (9073.498207 sec): 3 clusters Score: Raw -1644750.364321 + Penalty 3091.183374 = -1641659.180947 nChanged 163 SP:Iteration 12Q (9073.561346 sec): 3 clusters Score: Raw -1644817.362875 + Penalty 3091.183374 = -1641726.179501 nChanged 145 SP:Iteration 13Q (9073.631188 sec): 3 clusters Score: Raw -1644883.458996 + Penalty 3091.183374 = -1641792.275622 nChanged 130 SP:Iteration 14Q (9073.674611 sec): 3 clusters Score: Raw -1644956.233162 + Penalty 3091.183374 = -1641865.049788 nChanged 135 SP:Iteration 15Q (9073.737739 sec): 3 clusters Score: Raw -1645051.974587 + Penalty 3091.183374 = -1641960.791213 nChanged 148 SP:Iteration 16Q (9073.807080 sec): 3 clusters Score: Raw -1645200.528379 + Penalty 3091.183374 = -1642109.345005 nChanged 130 SP:Iteration 17Q (9073.870864 sec): 3 clusters Score: Raw -1645322.011476 + Penalty 3091.183374 = -1642230.828102 nChanged 117 SP:Iteration 18Q (9073.918588 sec): 3 clusters Score: Raw -1645401.882916 + Penalty 3091.183374 = -1642310.699542 nChanged 107 SP:Iteration 19Q (9073.985158 sec): 3 clusters Score: Raw -1645462.416723 + Penalty 3091.183374 = -1642371.233349 nChanged 94 SP:Iteration 20F (9074.045794 sec): 3 clusters Score: Raw -1645502.329080 + Penalty 3091.183374 = -1642411.145706 nChanged 69 SP:Iteration 21Q (9074.106449 sec): 3 clusters Score: Raw -1645524.181597 + Penalty 3091.183374 = -1642432.998223 nChanged 54 SP:Iteration 22Q (9074.175127 sec): 3 clusters Score: Raw -1645539.784272 + Penalty 3091.183374 = -1642448.600898 nChanged 44 SP:Iteration 23Q (9074.223208 sec): 3 clusters Score: Raw -1645552.305142 + Penalty 3091.183374 = -1642461.121768 nChanged 42 SP:Iteration 24Q (9074.259349 sec): 3 clusters Score: Raw -1645561.934720 + Penalty 3091.183374 = -1642470.751346 nChanged 37 SP:Iteration 25Q (9074.324177 sec): 3 clusters Score: Raw -1645572.837121 + Penalty 3091.183374 = -1642481.653747 nChanged 28 SP:Iteration 26Q (9074.387623 sec): 3 clusters Score: Raw -1645580.083481 + Penalty 3091.183374 = -1642488.900107 nChanged 29 SP:Iteration 27Q (9074.444503 sec): 3 clusters Score: Raw -1645587.321949 + Penalty 3091.183374 = -1642496.138575 nChanged 21 SP:Iteration 28Q (9074.502116 sec): 3 clusters Score: Raw -1645592.859785 + Penalty 3091.183374 = -1642501.676411 nChanged 25 SP:Iteration 29Q (9074.561374 sec): 3 clusters Score: Raw -1645598.846935 + Penalty 3091.183374 = -1642507.663561 nChanged 26 SP:Iteration 30Q (9074.623633 sec): 3 clusters Score: Raw -1645603.998378 + Penalty 3091.183374 = -1642512.815004 nChanged 25 SP:Iteration 31Q (9074.677801 sec): 3 clusters Score: Raw -1645608.550318 + Penalty 3091.183374 = -1642517.366944 nChanged 18 SP:Iteration 32Q (9074.737364 sec): 3 clusters Score: Raw -1645611.919649 + Penalty 3091.183374 = -1642520.736275 nChanged 13 SP:Iteration 33Q (9074.780143 sec): 3 clusters Score: Raw -1645613.798248 + Penalty 3091.183374 = -1642522.614874 nChanged 12 SP:Iteration 34Q (9074.816793 sec): 3 clusters Score: Raw -1645615.495629 + Penalty 3091.183374 = -1642524.312255 nChanged 6 SP:Iteration 35Q (9074.868351 sec): 3 clusters Score: Raw -1645616.141286 + Penalty 3091.183374 = -1642524.957912 nChanged 6 SP:Iteration 36Q (9074.924254 sec): 3 clusters Score: Raw -1645616.649108 + Penalty 3091.183374 = -1642525.465734 nChanged 4 SP:Iteration 37Q (9074.954555 sec): 3 clusters Score: Raw -1645617.108433 + Penalty 3091.183374 = -1642525.925059 nChanged 6 SP:Iteration 38Q (9074.989481 sec): 3 clusters Score: Raw -1645617.866349 + Penalty 3091.183374 = -1642526.682975 nChanged 6 SP:Iteration 39Q (9075.035824 sec): 3 clusters Score: Raw -1645618.452127 + Penalty 3091.183374 = -1642527.268753 nChanged 7 SP:Iteration 40F (9075.098737 sec): 3 clusters Score: Raw -1645619.257785 + Penalty 3091.183374 = -1642528.074411 nChanged 7 SP:Iteration 41Q (9075.163572 sec): 3 clusters Score: Raw -1645620.177309 + Penalty 3091.183374 = -1642528.993935 nChanged 8 SP:Iteration 42Q (9075.210340 sec): 3 clusters Score: Raw -1645621.261459 + Penalty 3091.183374 = -1642530.078085 nChanged 4 SP:Iteration 43Q (9075.273483 sec): 3 clusters Score: Raw -1645621.856599 + Penalty 3091.183374 = -1642530.673225 nChanged 3 SP:Iteration 44Q (9075.339837 sec): 3 clusters Score: Raw -1645622.031893 + Penalty 3091.183374 = -1642530.848519 nChanged 1 SP:Iteration 45Q (9075.370128 sec): 3 clusters Score: Raw -1645622.096800 + Penalty 3091.183374 = -1642530.913426 nChanged 0 SP:Iteration 46F (9075.425260 sec): 3 clusters Score: Raw -1645622.096800 + Penalty 3091.183374 = -1642530.913426 nChanged 0 Trying to split cluster 6 (4531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9075.443039 sec): 2 clusters Score: Raw -488034.006410 + Penalty 1368.038416 = -486665.967994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9075.468808 sec): 3 clusters Score: Raw -485811.714697 + Penalty 2736.076832 = -483075.637865 nChanged 1822 SP:Iteration 1F (9075.489869 sec): 3 clusters Score: Raw -487085.553729 + Penalty 2736.076832 = -484349.476897 nChanged 463 SP:Iteration 2F (9075.509157 sec): 3 clusters Score: Raw -487575.689993 + Penalty 2736.076832 = -484839.613161 nChanged 420 SP:Iteration 3F (9075.528297 sec): 3 clusters Score: Raw -487953.180396 + Penalty 2736.076832 = -485217.103564 nChanged 298 SP:Iteration 4F (9075.547335 sec): 3 clusters Score: Raw -488225.337945 + Penalty 2736.076832 = -485489.261113 nChanged 230 SP:Iteration 5F (9075.566346 sec): 3 clusters Score: Raw -488398.604557 + Penalty 2736.076832 = -485662.527725 nChanged 177 SP:Iteration 6Q (9075.585162 sec): 3 clusters Score: Raw -488541.097638 + Penalty 2736.076832 = -485805.020806 nChanged 174 SP:Iteration 7Q (9075.604099 sec): 3 clusters Score: Raw -488668.186929 + Penalty 2736.076832 = -485932.110097 nChanged 159 SP:Iteration 8Q (9075.629874 sec): 3 clusters Score: Raw -488775.846892 + Penalty 2736.076832 = -486039.770060 nChanged 105 SP:Iteration 9Q (9075.649307 sec): 3 clusters Score: Raw -488839.455007 + Penalty 2736.076832 = -486103.378175 nChanged 83 SP:Iteration 10Q (9075.668807 sec): 3 clusters Score: Raw -488883.674694 + Penalty 2736.076832 = -486147.597862 nChanged 85 SP:Iteration 11Q (9075.688106 sec): 3 clusters Score: Raw -488933.880749 + Penalty 2736.076832 = -486197.803917 nChanged 77 SP:Iteration 12Q (9075.707804 sec): 3 clusters Score: Raw -488985.477179 + Penalty 2736.076832 = -486249.400347 nChanged 70 SP:Iteration 13Q (9075.734324 sec): 3 clusters Score: Raw -489023.076056 + Penalty 2736.076832 = -486286.999224 nChanged 64 SP:Iteration 14Q (9075.759227 sec): 3 clusters Score: Raw -489064.390332 + Penalty 2736.076832 = -486328.313500 nChanged 79 SP:Iteration 15Q (9075.777990 sec): 3 clusters Score: Raw -489123.010518 + Penalty 2736.076832 = -486386.933686 nChanged 87 SP:Iteration 16Q (9075.827149 sec): 3 clusters Score: Raw -489197.035839 + Penalty 2736.076832 = -486460.959007 nChanged 92 SP:Iteration 17Q (9075.868904 sec): 3 clusters Score: Raw -489278.323834 + Penalty 2736.076832 = -486542.247002 nChanged 86 SP:Iteration 18Q (9075.922403 sec): 3 clusters Score: Raw -489353.592098 + Penalty 2736.076832 = -486617.515266 nChanged 87 SP:Iteration 19Q (9075.956238 sec): 3 clusters Score: Raw -489435.048216 + Penalty 2736.076832 = -486698.971384 nChanged 77 SP:Iteration 20F (9075.979573 sec): 3 clusters Score: Raw -489493.484003 + Penalty 2736.076832 = -486757.407171 nChanged 58 SP:Iteration 21Q (9076.000475 sec): 3 clusters Score: Raw -489530.795757 + Penalty 2736.076832 = -486794.718925 nChanged 45 SP:Iteration 22Q (9076.019621 sec): 3 clusters Score: Raw -489551.365775 + Penalty 2736.076832 = -486815.288943 nChanged 41 SP:Iteration 23Q (9076.038101 sec): 3 clusters Score: Raw -489572.516880 + Penalty 2736.076832 = -486836.440048 nChanged 34 SP:Iteration 24Q (9076.061815 sec): 3 clusters Score: Raw -489585.081298 + Penalty 2736.076832 = -486849.004466 nChanged 19 SP:Iteration 25Q (9076.080047 sec): 3 clusters Score: Raw -489590.839139 + Penalty 2736.076832 = -486854.762307 nChanged 7 SP:Iteration 26Q (9076.098577 sec): 3 clusters Score: Raw -489592.984639 + Penalty 2736.076832 = -486856.907807 nChanged 5 SP:Iteration 27Q (9076.116845 sec): 3 clusters Score: Raw -489593.896428 + Penalty 2736.076832 = -486857.819596 nChanged 3 SP:Iteration 28Q (9076.135747 sec): 3 clusters Score: Raw -489595.674676 + Penalty 2736.076832 = -486859.597844 nChanged 10 SP:Iteration 29Q (9076.189606 sec): 3 clusters Score: Raw -489599.355763 + Penalty 2736.076832 = -486863.278931 nChanged 9 SP:Iteration 30Q (9076.227575 sec): 3 clusters Score: Raw -489602.118103 + Penalty 2736.076832 = -486866.041271 nChanged 6 SP:Iteration 31Q (9076.246476 sec): 3 clusters Score: Raw -489603.698843 + Penalty 2736.076832 = -486867.622011 nChanged 4 SP:Iteration 32Q (9076.275141 sec): 3 clusters Score: Raw -489605.027645 + Penalty 2736.076832 = -486868.950813 nChanged 7 SP:Iteration 33Q (9076.293966 sec): 3 clusters Score: Raw -489606.862246 + Penalty 2736.076832 = -486870.785414 nChanged 10 SP:Iteration 34Q (9076.348182 sec): 3 clusters Score: Raw -489609.135774 + Penalty 2736.076832 = -486873.058942 nChanged 10 SP:Iteration 35Q (9076.391761 sec): 3 clusters Score: Raw -489613.010629 + Penalty 2736.076832 = -486876.933797 nChanged 8 SP:Iteration 36Q (9076.410803 sec): 3 clusters Score: Raw -489616.761275 + Penalty 2736.076832 = -486880.684443 nChanged 7 SP:Iteration 37Q (9076.458414 sec): 3 clusters Score: Raw -489619.255412 + Penalty 2736.076832 = -486883.178580 nChanged 5 SP:Iteration 38Q (9076.507608 sec): 3 clusters Score: Raw -489621.103189 + Penalty 2736.076832 = -486885.026357 nChanged 7 SP:Iteration 39Q (9076.566852 sec): 3 clusters Score: Raw -489624.200102 + Penalty 2736.076832 = -486888.123270 nChanged 9 SP:Iteration 40F (9076.605204 sec): 3 clusters Score: Raw -489627.380024 + Penalty 2736.076832 = -486891.303192 nChanged 13 SP:Iteration 41Q (9076.659224 sec): 3 clusters Score: Raw -489632.487930 + Penalty 2736.076832 = -486896.411098 nChanged 12 SP:Iteration 42Q (9076.687097 sec): 3 clusters Score: Raw -489638.511725 + Penalty 2736.076832 = -486902.434893 nChanged 19 SP:Iteration 43Q (9076.733832 sec): 3 clusters Score: Raw -489650.002367 + Penalty 2736.076832 = -486913.925535 nChanged 21 SP:Iteration 44Q (9076.778394 sec): 3 clusters Score: Raw -489668.857453 + Penalty 2736.076832 = -486932.780621 nChanged 33 SP:Iteration 45Q (9076.806805 sec): 3 clusters Score: Raw -489704.334584 + Penalty 2736.076832 = -486968.257752 nChanged 43 SP:Iteration 46Q (9076.825934 sec): 3 clusters Score: Raw -489746.322176 + Penalty 2736.076832 = -487010.245344 nChanged 37 SP:Iteration 47Q (9076.847921 sec): 3 clusters Score: Raw -489779.551933 + Penalty 2736.076832 = -487043.475101 nChanged 36 SP:Iteration 48Q (9076.866330 sec): 3 clusters Score: Raw -489808.647405 + Penalty 2736.076832 = -487072.570573 nChanged 42 SP:Iteration 49Q (9076.885017 sec): 3 clusters Score: Raw -489837.049904 + Penalty 2736.076832 = -487100.973072 nChanged 32 SP:Iteration 50Q (9076.903121 sec): 3 clusters Score: Raw -489853.007604 + Penalty 2736.076832 = -487116.930772 nChanged 27 SP:Iteration 51Q (9076.922019 sec): 3 clusters Score: Raw -489869.774473 + Penalty 2736.076832 = -487133.697641 nChanged 22 SP:Iteration 52Q (9076.945466 sec): 3 clusters Score: Raw -489880.670411 + Penalty 2736.076832 = -487144.593579 nChanged 19 SP:Iteration 53Q (9076.964644 sec): 3 clusters Score: Raw -489886.731667 + Penalty 2736.076832 = -487150.654835 nChanged 11 SP:Iteration 54Q (9076.988936 sec): 3 clusters Score: Raw -489891.907245 + Penalty 2736.076832 = -487155.830413 nChanged 14 SP:Iteration 55Q (9077.006546 sec): 3 clusters Score: Raw -489901.097329 + Penalty 2736.076832 = -487165.020497 nChanged 18 SP:Iteration 56Q (9077.025435 sec): 3 clusters Score: Raw -489912.781761 + Penalty 2736.076832 = -487176.704929 nChanged 18 SP:Iteration 57Q (9077.055661 sec): 3 clusters Score: Raw -489925.116825 + Penalty 2736.076832 = -487189.039993 nChanged 22 SP:Iteration 58Q (9077.074075 sec): 3 clusters Score: Raw -489954.010477 + Penalty 2736.076832 = -487217.933645 nChanged 19 SP:Iteration 59Q (9077.092758 sec): 3 clusters Score: Raw -489982.838604 + Penalty 2736.076832 = -487246.761772 nChanged 18 SP:Iteration 60F (9077.112586 sec): 3 clusters Score: Raw -490007.430422 + Penalty 2736.076832 = -487271.353590 nChanged 23 SP:Iteration 61Q (9077.131319 sec): 3 clusters Score: Raw -490031.800767 + Penalty 2736.076832 = -487295.723935 nChanged 20 SP:Iteration 62Q (9077.150107 sec): 3 clusters Score: Raw -490041.856055 + Penalty 2736.076832 = -487305.779223 nChanged 15 SP:Iteration 63Q (9077.168905 sec): 3 clusters Score: Raw -490049.724450 + Penalty 2736.076832 = -487313.647617 nChanged 13 SP:Iteration 64Q (9077.189550 sec): 3 clusters Score: Raw -490055.380415 + Penalty 2736.076832 = -487319.303583 nChanged 10 SP:Iteration 65Q (9077.208248 sec): 3 clusters Score: Raw -490060.429575 + Penalty 2736.076832 = -487324.352743 nChanged 9 SP:Iteration 66Q (9077.227024 sec): 3 clusters Score: Raw -490064.199752 + Penalty 2736.076832 = -487328.122920 nChanged 8 SP:Iteration 67Q (9077.245784 sec): 3 clusters Score: Raw -490067.026036 + Penalty 2736.076832 = -487330.949204 nChanged 8 SP:Iteration 68Q (9077.299672 sec): 3 clusters Score: Raw -490070.938080 + Penalty 2736.076832 = -487334.861248 nChanged 9 SP:Iteration 69Q (9077.360529 sec): 3 clusters Score: Raw -490076.009377 + Penalty 2736.076832 = -487339.932545 nChanged 8 SP:Iteration 70Q (9077.399413 sec): 3 clusters Score: Raw -490079.042449 + Penalty 2736.076832 = -487342.965617 nChanged 4 SP:Iteration 71Q (9077.416476 sec): 3 clusters Score: Raw -490079.874675 + Penalty 2736.076832 = -487343.797843 nChanged 2 SP:Iteration 72Q (9077.435185 sec): 3 clusters Score: Raw -490080.331694 + Penalty 2736.076832 = -487344.254862 nChanged 1 SP:Iteration 73Q (9077.464071 sec): 3 clusters Score: Raw -490080.565656 + Penalty 2736.076832 = -487344.488824 nChanged 0 SP:Iteration 74F (9077.483685 sec): 3 clusters Score: Raw -490080.565656 + Penalty 2736.076832 = -487344.488824 nChanged 0 Score: Raw -129526223.059607 + Penalty 85669.685189 = -129440553.374418 Splitting cluster 6 changes total score from -129440760.927386 to -129440553.374418 So it's not getting split. Trying to split cluster 7 (3485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9101.277153 sec): 2 clusters Score: Raw -431176.094160 + Penalty 1325.386290 = -429850.707870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9101.298635 sec): 3 clusters Score: Raw -429494.639709 + Penalty 2650.772580 = -426843.867129 nChanged 1379 SP:Iteration 1F (9101.317946 sec): 3 clusters Score: Raw -430329.373601 + Penalty 2650.772580 = -427678.601021 nChanged 265 SP:Iteration 2F (9101.338568 sec): 3 clusters Score: Raw -430519.955626 + Penalty 2650.772580 = -427869.183046 nChanged 206 SP:Iteration 3F (9101.380622 sec): 3 clusters Score: Raw -430641.275549 + Penalty 2650.772580 = -427990.502969 nChanged 150 SP:Iteration 4Q (9101.433593 sec): 3 clusters Score: Raw -430747.695932 + Penalty 2650.772580 = -428096.923352 nChanged 163 SP:Iteration 5Q (9101.485018 sec): 3 clusters Score: Raw -430875.391847 + Penalty 2650.772580 = -428224.619267 nChanged 170 SP:Iteration 6Q (9101.522102 sec): 3 clusters Score: Raw -431003.687692 + Penalty 2650.772580 = -428352.915112 nChanged 172 SP:Iteration 7Q (9101.570146 sec): 3 clusters Score: Raw -431162.769141 + Penalty 2650.772580 = -428511.996561 nChanged 182 SP:Iteration 8F (9101.615279 sec): 3 clusters Score: Raw -431333.767134 + Penalty 2650.772580 = -428682.994554 nChanged 164 SP:Iteration 9Q (9101.660671 sec): 3 clusters Score: Raw -431477.297079 + Penalty 2650.772580 = -428826.524499 nChanged 136 SP:Iteration 10Q (9101.711885 sec): 3 clusters Score: Raw -431590.225752 + Penalty 2650.772580 = -428939.453172 nChanged 100 SP:Iteration 11Q (9101.763981 sec): 3 clusters Score: Raw -431672.654020 + Penalty 2650.772580 = -429021.881440 nChanged 66 SP:Iteration 12Q (9101.816007 sec): 3 clusters Score: Raw -431725.392425 + Penalty 2650.772580 = -429074.619845 nChanged 56 SP:Iteration 13Q (9101.868332 sec): 3 clusters Score: Raw -431775.723233 + Penalty 2650.772580 = -429124.950653 nChanged 29 SP:Iteration 14Q (9101.913114 sec): 3 clusters Score: Raw -431795.429332 + Penalty 2650.772580 = -429144.656752 nChanged 17 SP:Iteration 15Q (9101.963757 sec): 3 clusters Score: Raw -431807.154461 + Penalty 2650.772580 = -429156.381881 nChanged 14 SP:Iteration 16Q (9102.015624 sec): 3 clusters Score: Raw -431814.050769 + Penalty 2650.772580 = -429163.278189 nChanged 2 SP:Iteration 17Q (9102.061224 sec): 3 clusters Score: Raw -431815.114313 + Penalty 2650.772580 = -429164.341733 nChanged 2 SP:Iteration 18Q (9102.112905 sec): 3 clusters Score: Raw -431816.163319 + Penalty 2650.772580 = -429165.390738 nChanged 2 SP:Iteration 19Q (9102.175750 sec): 3 clusters Score: Raw -431816.692644 + Penalty 2650.772580 = -429165.920064 nChanged 1 SP:Iteration 20F (9102.218222 sec): 3 clusters Score: Raw -431816.940314 + Penalty 2650.772580 = -429166.167734 nChanged 1 SP:Iteration 21Q (9102.246457 sec): 3 clusters Score: Raw -431817.130703 + Penalty 2650.772580 = -429166.358123 nChanged 1 SP:Iteration 22Q (9102.293318 sec): 3 clusters Score: Raw -431817.274306 + Penalty 2650.772580 = -429166.501726 nChanged 0 SP:Iteration 23F (9102.339407 sec): 3 clusters Score: Raw -431817.274306 + Penalty 2650.772580 = -429166.501726 nChanged 0 Trying to split cluster 8 (14460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9102.388734 sec): 2 clusters Score: Raw -1761352.484652 + Penalty 1556.610493 = -1759795.874159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9102.442202 sec): 3 clusters Score: Raw -1752929.109976 + Penalty 3113.220986 = -1749815.888990 nChanged 6370 SP:Iteration 1F (9102.506331 sec): 3 clusters Score: Raw -1756467.012694 + Penalty 3113.220986 = -1753353.791707 nChanged 887 SP:Iteration 2F (9102.576587 sec): 3 clusters Score: Raw -1756929.501130 + Penalty 3113.220986 = -1753816.280144 nChanged 880 SP:Iteration 3F (9102.652983 sec): 3 clusters Score: Raw -1757429.136408 + Penalty 3113.220986 = -1754315.915421 nChanged 913 SP:Iteration 4F (9102.724523 sec): 3 clusters Score: Raw -1758036.143868 + Penalty 3113.220986 = -1754922.922882 nChanged 991 SP:Iteration 5F (9102.781641 sec): 3 clusters Score: Raw -1758797.629510 + Penalty 3113.220986 = -1755684.408524 nChanged 1043 SP:Iteration 6F (9102.842120 sec): 3 clusters Score: Raw -1759663.105487 + Penalty 3113.220986 = -1756549.884501 nChanged 926 SP:Iteration 7F (9102.912256 sec): 3 clusters Score: Raw -1760481.496881 + Penalty 3113.220986 = -1757368.275895 nChanged 767 SP:Iteration 8F (9102.981808 sec): 3 clusters Score: Raw -1761171.861587 + Penalty 3113.220986 = -1758058.640601 nChanged 521 SP:Iteration 9Q (9103.016510 sec): 3 clusters Score: Raw -1761590.672242 + Penalty 3113.220986 = -1758477.451256 nChanged 408 SP:Iteration 10Q (9103.050438 sec): 3 clusters Score: Raw -1761850.991601 + Penalty 3113.220986 = -1758737.770615 nChanged 295 SP:Iteration 11Q (9103.084499 sec): 3 clusters Score: Raw -1762003.919843 + Penalty 3113.220986 = -1758890.698856 nChanged 220 SP:Iteration 12Q (9103.135690 sec): 3 clusters Score: Raw -1762119.446724 + Penalty 3113.220986 = -1759006.225738 nChanged 195 SP:Iteration 13Q (9103.187847 sec): 3 clusters Score: Raw -1762228.881924 + Penalty 3113.220986 = -1759115.660938 nChanged 171 SP:Iteration 14Q (9103.251065 sec): 3 clusters Score: Raw -1762318.785641 + Penalty 3113.220986 = -1759205.564654 nChanged 122 SP:Iteration 15Q (9103.310805 sec): 3 clusters Score: Raw -1762366.048184 + Penalty 3113.220986 = -1759252.827198 nChanged 105 SP:Iteration 16Q (9103.342495 sec): 3 clusters Score: Raw -1762408.368349 + Penalty 3113.220986 = -1759295.147363 nChanged 80 SP:Iteration 17Q (9103.387724 sec): 3 clusters Score: Raw -1762437.068040 + Penalty 3113.220986 = -1759323.847054 nChanged 71 SP:Iteration 18Q (9103.425799 sec): 3 clusters Score: Raw -1762459.076913 + Penalty 3113.220986 = -1759345.855927 nChanged 52 SP:Iteration 19Q (9103.489260 sec): 3 clusters Score: Raw -1762472.625876 + Penalty 3113.220986 = -1759359.404889 nChanged 44 SP:Iteration 20F (9103.564111 sec): 3 clusters Score: Raw -1762480.898085 + Penalty 3113.220986 = -1759367.677099 nChanged 36 SP:Iteration 21Q (9103.616140 sec): 3 clusters Score: Raw -1762487.916085 + Penalty 3113.220986 = -1759374.695099 nChanged 24 SP:Iteration 22Q (9103.656991 sec): 3 clusters Score: Raw -1762492.585221 + Penalty 3113.220986 = -1759379.364235 nChanged 18 SP:Iteration 23Q (9103.718963 sec): 3 clusters Score: Raw -1762495.333122 + Penalty 3113.220986 = -1759382.112136 nChanged 14 SP:Iteration 24Q (9103.765759 sec): 3 clusters Score: Raw -1762497.544234 + Penalty 3113.220986 = -1759384.323248 nChanged 13 SP:Iteration 25Q (9103.840087 sec): 3 clusters Score: Raw -1762499.429999 + Penalty 3113.220986 = -1759386.209013 nChanged 12 SP:Iteration 26Q (9103.877594 sec): 3 clusters Score: Raw -1762500.733408 + Penalty 3113.220986 = -1759387.512422 nChanged 8 SP:Iteration 27Q (9103.949613 sec): 3 clusters Score: Raw -1762502.002388 + Penalty 3113.220986 = -1759388.781402 nChanged 14 SP:Iteration 28Q (9104.002846 sec): 3 clusters Score: Raw -1762504.121814 + Penalty 3113.220986 = -1759390.900828 nChanged 16 SP:Iteration 29Q (9104.064075 sec): 3 clusters Score: Raw -1762506.078996 + Penalty 3113.220986 = -1759392.858010 nChanged 9 SP:Iteration 30Q (9104.129871 sec): 3 clusters Score: Raw -1762507.232956 + Penalty 3113.220986 = -1759394.011970 nChanged 6 SP:Iteration 31Q (9104.191416 sec): 3 clusters Score: Raw -1762508.139059 + Penalty 3113.220986 = -1759394.918073 nChanged 10 SP:Iteration 32Q (9104.256236 sec): 3 clusters Score: Raw -1762509.542130 + Penalty 3113.220986 = -1759396.321144 nChanged 8 SP:Iteration 33Q (9104.308746 sec): 3 clusters Score: Raw -1762510.449266 + Penalty 3113.220986 = -1759397.228280 nChanged 7 SP:Iteration 34Q (9104.372523 sec): 3 clusters Score: Raw -1762511.131220 + Penalty 3113.220986 = -1759397.910234 nChanged 3 SP:Iteration 35Q (9104.394485 sec): 3 clusters Score: Raw -1762511.447474 + Penalty 3113.220986 = -1759398.226488 nChanged 4 SP:Iteration 36Q (9104.457956 sec): 3 clusters Score: Raw -1762511.783540 + Penalty 3113.220986 = -1759398.562554 nChanged 3 SP:Iteration 37Q (9104.520472 sec): 3 clusters Score: Raw -1762511.989391 + Penalty 3113.220986 = -1759398.768405 nChanged 2 SP:Iteration 38Q (9104.563693 sec): 3 clusters Score: Raw -1762512.162790 + Penalty 3113.220986 = -1759398.941803 nChanged 0 SP:Iteration 39F (9104.624840 sec): 3 clusters Score: Raw -1762512.162790 + Penalty 3113.220986 = -1759398.941803 nChanged 0 Trying to split cluster 9 (3408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9104.642998 sec): 2 clusters Score: Raw -412957.724365 + Penalty 1321.755644 = -411635.968721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9104.694112 sec): 3 clusters Score: Raw -411314.009602 + Penalty 2643.511289 = -408670.498313 nChanged 1321 SP:Iteration 1F (9104.724011 sec): 3 clusters Score: Raw -412093.070983 + Penalty 2643.511289 = -409449.559694 nChanged 273 SP:Iteration 2F (9104.740979 sec): 3 clusters Score: Raw -412288.629293 + Penalty 2643.511289 = -409645.118004 nChanged 194 SP:Iteration 3F (9104.761281 sec): 3 clusters Score: Raw -412504.535879 + Penalty 2643.511289 = -409861.024590 nChanged 244 SP:Iteration 4F (9104.776935 sec): 3 clusters Score: Raw -412752.205041 + Penalty 2643.511289 = -410108.693753 nChanged 231 SP:Iteration 5F (9104.793556 sec): 3 clusters Score: Raw -412999.974797 + Penalty 2643.511289 = -410356.463509 nChanged 220 SP:Iteration 6F (9104.816146 sec): 3 clusters Score: Raw -413202.167453 + Penalty 2643.511289 = -410558.656165 nChanged 168 SP:Iteration 7Q (9104.837879 sec): 3 clusters Score: Raw -413334.098255 + Penalty 2643.511289 = -410690.586966 nChanged 124 SP:Iteration 8Q (9104.856408 sec): 3 clusters Score: Raw -413413.702544 + Penalty 2643.511289 = -410770.191256 nChanged 88 SP:Iteration 9Q (9104.876460 sec): 3 clusters Score: Raw -413464.321165 + Penalty 2643.511289 = -410820.809876 nChanged 72 SP:Iteration 10Q (9104.895510 sec): 3 clusters Score: Raw -413503.786924 + Penalty 2643.511289 = -410860.275635 nChanged 56 SP:Iteration 11Q (9104.912969 sec): 3 clusters Score: Raw -413529.921246 + Penalty 2643.511289 = -410886.409957 nChanged 39 SP:Iteration 12Q (9104.932978 sec): 3 clusters Score: Raw -413547.696133 + Penalty 2643.511289 = -410904.184844 nChanged 30 SP:Iteration 13Q (9104.951173 sec): 3 clusters Score: Raw -413559.429825 + Penalty 2643.511289 = -410915.918536 nChanged 21 SP:Iteration 14Q (9104.970479 sec): 3 clusters Score: Raw -413565.433560 + Penalty 2643.511289 = -410921.922271 nChanged 13 SP:Iteration 15Q (9104.988577 sec): 3 clusters Score: Raw -413570.870022 + Penalty 2643.511289 = -410927.358733 nChanged 11 SP:Iteration 16Q (9105.005090 sec): 3 clusters Score: Raw -413574.891986 + Penalty 2643.511289 = -410931.380698 nChanged 12 SP:Iteration 17Q (9105.027846 sec): 3 clusters Score: Raw -413578.481661 + Penalty 2643.511289 = -410934.970373 nChanged 6 SP:Iteration 18Q (9105.050676 sec): 3 clusters Score: Raw -413579.325917 + Penalty 2643.511289 = -410935.814629 nChanged 2 SP:Iteration 19Q (9105.069923 sec): 3 clusters Score: Raw -413579.636895 + Penalty 2643.511289 = -410936.125606 nChanged 0 SP:Iteration 20F (9105.089991 sec): 3 clusters Score: Raw -413579.636895 + Penalty 2643.511289 = -410936.125606 nChanged 0 Trying to split cluster 10 (9673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9105.124795 sec): 2 clusters Score: Raw -1190119.599257 + Penalty 1491.277739 = -1188628.321518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9105.152225 sec): 3 clusters Score: Raw -1184706.402957 + Penalty 2982.555478 = -1181723.847479 nChanged 4147 SP:Iteration 1F (9105.187141 sec): 3 clusters Score: Raw -1186900.616169 + Penalty 2982.555478 = -1183918.060691 nChanged 645 SP:Iteration 2F (9105.214347 sec): 3 clusters Score: Raw -1187221.857350 + Penalty 2982.555478 = -1184239.301872 nChanged 556 SP:Iteration 3F (9105.242459 sec): 3 clusters Score: Raw -1187515.300280 + Penalty 2982.555478 = -1184532.744802 nChanged 496 SP:Iteration 4F (9105.272532 sec): 3 clusters Score: Raw -1187806.952273 + Penalty 2982.555478 = -1184824.396795 nChanged 510 SP:Iteration 5F (9105.299838 sec): 3 clusters Score: Raw -1188175.808357 + Penalty 2982.555478 = -1185193.252879 nChanged 569 SP:Iteration 6F (9105.327449 sec): 3 clusters Score: Raw -1188660.277022 + Penalty 2982.555478 = -1185677.721544 nChanged 613 SP:Iteration 7F (9105.354662 sec): 3 clusters Score: Raw -1189269.662221 + Penalty 2982.555478 = -1186287.106743 nChanged 568 SP:Iteration 8F (9105.382062 sec): 3 clusters Score: Raw -1189813.960826 + Penalty 2982.555478 = -1186831.405348 nChanged 499 SP:Iteration 9F (9105.409403 sec): 3 clusters Score: Raw -1190224.489115 + Penalty 2982.555478 = -1187241.933637 nChanged 369 SP:Iteration 10Q (9105.437348 sec): 3 clusters Score: Raw -1190409.273657 + Penalty 2982.555478 = -1187426.718179 nChanged 240 SP:Iteration 11Q (9105.467763 sec): 3 clusters Score: Raw -1190512.241256 + Penalty 2982.555478 = -1187529.685778 nChanged 165 SP:Iteration 12Q (9105.494225 sec): 3 clusters Score: Raw -1190588.374096 + Penalty 2982.555478 = -1187605.818618 nChanged 157 SP:Iteration 13Q (9105.537159 sec): 3 clusters Score: Raw -1190677.392187 + Penalty 2982.555478 = -1187694.836709 nChanged 163 SP:Iteration 14Q (9105.563287 sec): 3 clusters Score: Raw -1190756.668550 + Penalty 2982.555478 = -1187774.113072 nChanged 166 SP:Iteration 15Q (9105.589800 sec): 3 clusters Score: Raw -1190851.395617 + Penalty 2982.555478 = -1187868.840139 nChanged 178 SP:Iteration 16Q (9105.618325 sec): 3 clusters Score: Raw -1190956.778486 + Penalty 2982.555478 = -1187974.223008 nChanged 186 SP:Iteration 17Q (9105.647319 sec): 3 clusters Score: Raw -1191063.253030 + Penalty 2982.555478 = -1188080.697552 nChanged 183 SP:Iteration 18Q (9105.673474 sec): 3 clusters Score: Raw -1191165.645984 + Penalty 2982.555478 = -1188183.090506 nChanged 150 SP:Iteration 19Q (9105.699582 sec): 3 clusters Score: Raw -1191239.986748 + Penalty 2982.555478 = -1188257.431270 nChanged 129 SP:Iteration 20F (9105.726898 sec): 3 clusters Score: Raw -1191293.854834 + Penalty 2982.555478 = -1188311.299356 nChanged 123 SP:Iteration 21Q (9105.753083 sec): 3 clusters Score: Raw -1191336.986959 + Penalty 2982.555478 = -1188354.431481 nChanged 99 SP:Iteration 22Q (9105.784614 sec): 3 clusters Score: Raw -1191370.410215 + Penalty 2982.555478 = -1188387.854737 nChanged 84 SP:Iteration 23Q (9105.815206 sec): 3 clusters Score: Raw -1191400.177328 + Penalty 2982.555478 = -1188417.621850 nChanged 78 SP:Iteration 24Q (9105.841401 sec): 3 clusters Score: Raw -1191424.760362 + Penalty 2982.555478 = -1188442.204884 nChanged 66 SP:Iteration 25Q (9105.867164 sec): 3 clusters Score: Raw -1191441.059379 + Penalty 2982.555478 = -1188458.503901 nChanged 45 SP:Iteration 26Q (9105.895945 sec): 3 clusters Score: Raw -1191451.416825 + Penalty 2982.555478 = -1188468.861347 nChanged 48 SP:Iteration 27Q (9105.955808 sec): 3 clusters Score: Raw -1191461.980641 + Penalty 2982.555478 = -1188479.425163 nChanged 31 SP:Iteration 28Q (9105.981055 sec): 3 clusters Score: Raw -1191467.353985 + Penalty 2982.555478 = -1188484.798507 nChanged 24 SP:Iteration 29Q (9106.006842 sec): 3 clusters Score: Raw -1191471.053552 + Penalty 2982.555478 = -1188488.498074 nChanged 30 SP:Iteration 30Q (9106.064736 sec): 3 clusters Score: Raw -1191476.612243 + Penalty 2982.555478 = -1188494.056765 nChanged 26 SP:Iteration 31Q (9106.118591 sec): 3 clusters Score: Raw -1191481.018569 + Penalty 2982.555478 = -1188498.463091 nChanged 26 SP:Iteration 32Q (9106.153697 sec): 3 clusters Score: Raw -1191484.391189 + Penalty 2982.555478 = -1188501.835711 nChanged 25 SP:Iteration 33Q (9106.179502 sec): 3 clusters Score: Raw -1191487.557490 + Penalty 2982.555478 = -1188505.002012 nChanged 26 SP:Iteration 34Q (9106.211792 sec): 3 clusters Score: Raw -1191493.276900 + Penalty 2982.555478 = -1188510.721422 nChanged 28 SP:Iteration 35Q (9106.246541 sec): 3 clusters Score: Raw -1191498.434124 + Penalty 2982.555478 = -1188515.878646 nChanged 26 SP:Iteration 36Q (9106.279423 sec): 3 clusters Score: Raw -1191502.712424 + Penalty 2982.555478 = -1188520.156946 nChanged 22 SP:Iteration 37Q (9106.330505 sec): 3 clusters Score: Raw -1191505.292519 + Penalty 2982.555478 = -1188522.737041 nChanged 15 SP:Iteration 38Q (9106.392091 sec): 3 clusters Score: Raw -1191507.946832 + Penalty 2982.555478 = -1188525.391354 nChanged 21 SP:Iteration 39Q (9106.451337 sec): 3 clusters Score: Raw -1191511.401644 + Penalty 2982.555478 = -1188528.846166 nChanged 19 SP:Iteration 40F (9106.510077 sec): 3 clusters Score: Raw -1191514.881444 + Penalty 2982.555478 = -1188532.325967 nChanged 19 SP:Iteration 41Q (9106.558990 sec): 3 clusters Score: Raw -1191517.323158 + Penalty 2982.555478 = -1188534.767680 nChanged 11 SP:Iteration 42Q (9106.631830 sec): 3 clusters Score: Raw -1191518.402471 + Penalty 2982.555478 = -1188535.846993 nChanged 6 SP:Iteration 43Q (9106.690016 sec): 3 clusters Score: Raw -1191518.919015 + Penalty 2982.555478 = -1188536.363537 nChanged 4 SP:Iteration 44Q (9106.747030 sec): 3 clusters Score: Raw -1191519.286770 + Penalty 2982.555478 = -1188536.731292 nChanged 4 SP:Iteration 45Q (9106.792316 sec): 3 clusters Score: Raw -1191519.805310 + Penalty 2982.555478 = -1188537.249832 nChanged 10 SP:Iteration 46Q (9106.860152 sec): 3 clusters Score: Raw -1191520.843279 + Penalty 2982.555478 = -1188538.287801 nChanged 3 SP:Iteration 47Q (9106.899231 sec): 3 clusters Score: Raw -1191521.397488 + Penalty 2982.555478 = -1188538.842010 nChanged 7 SP:Iteration 48Q (9106.924957 sec): 3 clusters Score: Raw -1191522.879183 + Penalty 2982.555478 = -1188540.323705 nChanged 10 SP:Iteration 49Q (9106.963119 sec): 3 clusters Score: Raw -1191524.161374 + Penalty 2982.555478 = -1188541.605896 nChanged 6 SP:Iteration 50Q (9107.024871 sec): 3 clusters Score: Raw -1191525.097553 + Penalty 2982.555478 = -1188542.542075 nChanged 5 SP:Iteration 51Q (9107.084741 sec): 3 clusters Score: Raw -1191525.685689 + Penalty 2982.555478 = -1188543.130211 nChanged 4 SP:Iteration 52Q (9107.121198 sec): 3 clusters Score: Raw -1191526.177876 + Penalty 2982.555478 = -1188543.622398 nChanged 4 SP:Iteration 53Q (9107.167437 sec): 3 clusters Score: Raw -1191526.604859 + Penalty 2982.555478 = -1188544.049381 nChanged 1 SP:Iteration 54Q (9107.228003 sec): 3 clusters Score: Raw -1191526.713530 + Penalty 2982.555478 = -1188544.158052 nChanged 1 SP:Iteration 55Q (9107.285640 sec): 3 clusters Score: Raw -1191526.960178 + Penalty 2982.555478 = -1188544.404700 nChanged 2 SP:Iteration 56Q (9107.328346 sec): 3 clusters Score: Raw -1191527.204512 + Penalty 2982.555478 = -1188544.649034 nChanged 4 SP:Iteration 57Q (9107.384918 sec): 3 clusters Score: Raw -1191527.580765 + Penalty 2982.555478 = -1188545.025287 nChanged 4 SP:Iteration 58Q (9107.442614 sec): 3 clusters Score: Raw -1191527.893892 + Penalty 2982.555478 = -1188545.338414 nChanged 3 SP:Iteration 59Q (9107.497781 sec): 3 clusters Score: Raw -1191528.246256 + Penalty 2982.555478 = -1188545.690778 nChanged 3 SP:Iteration 60F (9107.561371 sec): 3 clusters Score: Raw -1191528.382077 + Penalty 2982.555478 = -1188545.826599 nChanged 0 Trying to split cluster 11 (11495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9107.589675 sec): 2 clusters Score: Raw -1417902.073928 + Penalty 1519.320959 = -1416382.752970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9107.651893 sec): 3 clusters Score: Raw -1411280.400251 + Penalty 3038.641917 = -1408241.758334 nChanged 5022 SP:Iteration 1F (9107.707083 sec): 3 clusters Score: Raw -1414155.075666 + Penalty 3038.641917 = -1411116.433749 nChanged 779 SP:Iteration 2F (9107.770347 sec): 3 clusters Score: Raw -1414559.459290 + Penalty 3038.641917 = -1411520.817373 nChanged 673 SP:Iteration 3F (9107.835471 sec): 3 clusters Score: Raw -1414923.803750 + Penalty 3038.641917 = -1411885.161833 nChanged 662 SP:Iteration 4F (9107.894763 sec): 3 clusters Score: Raw -1415309.481589 + Penalty 3038.641917 = -1412270.839671 nChanged 613 SP:Iteration 5F (9107.962802 sec): 3 clusters Score: Raw -1415689.680325 + Penalty 3038.641917 = -1412651.038408 nChanged 603 SP:Iteration 6F (9108.028655 sec): 3 clusters Score: Raw -1416079.442758 + Penalty 3038.641917 = -1413040.800841 nChanged 559 SP:Iteration 7Q (9108.075805 sec): 3 clusters Score: Raw -1416430.892464 + Penalty 3038.641917 = -1413392.250547 nChanged 465 SP:Iteration 8Q (9108.115777 sec): 3 clusters Score: Raw -1416718.138046 + Penalty 3038.641917 = -1413679.496129 nChanged 405 SP:Iteration 9Q (9108.179104 sec): 3 clusters Score: Raw -1416946.547805 + Penalty 3038.641917 = -1413907.905888 nChanged 337 SP:Iteration 10Q (9108.220066 sec): 3 clusters Score: Raw -1417113.701961 + Penalty 3038.641917 = -1414075.060044 nChanged 257 SP:Iteration 11Q (9108.250326 sec): 3 clusters Score: Raw -1417235.080446 + Penalty 3038.641917 = -1414196.438529 nChanged 211 SP:Iteration 12Q (9108.306268 sec): 3 clusters Score: Raw -1417328.095522 + Penalty 3038.641917 = -1414289.453605 nChanged 195 SP:Iteration 13Q (9108.367459 sec): 3 clusters Score: Raw -1417412.252362 + Penalty 3038.641917 = -1414373.610445 nChanged 176 SP:Iteration 14Q (9108.402446 sec): 3 clusters Score: Raw -1417484.183792 + Penalty 3038.641917 = -1414445.541875 nChanged 151 SP:Iteration 15Q (9108.453079 sec): 3 clusters Score: Raw -1417548.842693 + Penalty 3038.641917 = -1414510.200776 nChanged 148 SP:Iteration 16Q (9108.507630 sec): 3 clusters Score: Raw -1417613.899664 + Penalty 3038.641917 = -1414575.257747 nChanged 160 SP:Iteration 17Q (9108.548078 sec): 3 clusters Score: Raw -1417686.577978 + Penalty 3038.641917 = -1414647.936061 nChanged 146 SP:Iteration 18Q (9108.609343 sec): 3 clusters Score: Raw -1417748.196909 + Penalty 3038.641917 = -1414709.554992 nChanged 131 SP:Iteration 19Q (9108.669297 sec): 3 clusters Score: Raw -1417808.093556 + Penalty 3038.641917 = -1414769.451639 nChanged 125 SP:Iteration 20F (9108.729445 sec): 3 clusters Score: Raw -1417860.875295 + Penalty 3038.641917 = -1414822.233378 nChanged 115 SP:Iteration 21Q (9108.800982 sec): 3 clusters Score: Raw -1417918.727141 + Penalty 3038.641917 = -1414880.085224 nChanged 116 SP:Iteration 22Q (9108.858233 sec): 3 clusters Score: Raw -1417977.547224 + Penalty 3038.641917 = -1414938.905306 nChanged 117 SP:Iteration 23Q (9108.910149 sec): 3 clusters Score: Raw -1418042.603353 + Penalty 3038.641917 = -1415003.961436 nChanged 103 SP:Iteration 24Q (9108.946212 sec): 3 clusters Score: Raw -1418103.612619 + Penalty 3038.641917 = -1415064.970702 nChanged 106 SP:Iteration 25Q (9108.980557 sec): 3 clusters Score: Raw -1418164.784868 + Penalty 3038.641917 = -1415126.142951 nChanged 89 SP:Iteration 26Q (9109.009088 sec): 3 clusters Score: Raw -1418206.446427 + Penalty 3038.641917 = -1415167.804510 nChanged 67 SP:Iteration 27Q (9109.036502 sec): 3 clusters Score: Raw -1418239.756288 + Penalty 3038.641917 = -1415201.114370 nChanged 49 SP:Iteration 28Q (9109.070450 sec): 3 clusters Score: Raw -1418260.397779 + Penalty 3038.641917 = -1415221.755861 nChanged 39 SP:Iteration 29Q (9109.102578 sec): 3 clusters Score: Raw -1418276.324200 + Penalty 3038.641917 = -1415237.682282 nChanged 33 SP:Iteration 30Q (9109.130352 sec): 3 clusters Score: Raw -1418286.522910 + Penalty 3038.641917 = -1415247.880993 nChanged 33 SP:Iteration 31Q (9109.157507 sec): 3 clusters Score: Raw -1418297.226190 + Penalty 3038.641917 = -1415258.584273 nChanged 27 SP:Iteration 32Q (9109.190891 sec): 3 clusters Score: Raw -1418304.901379 + Penalty 3038.641917 = -1415266.259462 nChanged 18 SP:Iteration 33Q (9109.221419 sec): 3 clusters Score: Raw -1418310.990070 + Penalty 3038.641917 = -1415272.348153 nChanged 23 SP:Iteration 34Q (9109.250191 sec): 3 clusters Score: Raw -1418319.825328 + Penalty 3038.641917 = -1415281.183411 nChanged 22 SP:Iteration 35Q (9109.281644 sec): 3 clusters Score: Raw -1418325.983849 + Penalty 3038.641917 = -1415287.341932 nChanged 16 SP:Iteration 36Q (9109.340851 sec): 3 clusters Score: Raw -1418331.339445 + Penalty 3038.641917 = -1415292.697528 nChanged 13 SP:Iteration 37Q (9109.389141 sec): 3 clusters Score: Raw -1418334.555521 + Penalty 3038.641917 = -1415295.913604 nChanged 8 SP:Iteration 38Q (9109.422654 sec): 3 clusters Score: Raw -1418337.033626 + Penalty 3038.641917 = -1415298.391709 nChanged 12 SP:Iteration 39Q (9109.452991 sec): 3 clusters Score: Raw -1418340.240504 + Penalty 3038.641917 = -1415301.598587 nChanged 12 SP:Iteration 40F (9109.489708 sec): 3 clusters Score: Raw -1418345.024403 + Penalty 3038.641917 = -1415306.382486 nChanged 10 SP:Iteration 41Q (9109.521824 sec): 3 clusters Score: Raw -1418348.873780 + Penalty 3038.641917 = -1415310.231863 nChanged 12 SP:Iteration 42Q (9109.556802 sec): 3 clusters Score: Raw -1418352.506502 + Penalty 3038.641917 = -1415313.864585 nChanged 7 SP:Iteration 43Q (9109.587359 sec): 3 clusters Score: Raw -1418354.295090 + Penalty 3038.641917 = -1415315.653173 nChanged 4 SP:Iteration 44Q (9109.656290 sec): 3 clusters Score: Raw -1418355.145335 + Penalty 3038.641917 = -1415316.503418 nChanged 4 SP:Iteration 45Q (9109.703284 sec): 3 clusters Score: Raw -1418356.655570 + Penalty 3038.641917 = -1415318.013653 nChanged 7 SP:Iteration 46Q (9109.733753 sec): 3 clusters Score: Raw -1418358.885354 + Penalty 3038.641917 = -1415320.243437 nChanged 7 SP:Iteration 47Q (9109.767089 sec): 3 clusters Score: Raw -1418360.809280 + Penalty 3038.641917 = -1415322.167363 nChanged 9 SP:Iteration 48Q (9109.801240 sec): 3 clusters Score: Raw -1418363.407940 + Penalty 3038.641917 = -1415324.766023 nChanged 7 SP:Iteration 49Q (9109.862922 sec): 3 clusters Score: Raw -1418365.282485 + Penalty 3038.641917 = -1415326.640568 nChanged 4 SP:Iteration 50Q (9109.897326 sec): 3 clusters Score: Raw -1418366.155271 + Penalty 3038.641917 = -1415327.513354 nChanged 8 SP:Iteration 51Q (9109.924789 sec): 3 clusters Score: Raw -1418368.672551 + Penalty 3038.641917 = -1415330.030634 nChanged 9 SP:Iteration 52Q (9109.957620 sec): 3 clusters Score: Raw -1418371.076002 + Penalty 3038.641917 = -1415332.434085 nChanged 9 SP:Iteration 53Q (9109.984188 sec): 3 clusters Score: Raw -1418373.515439 + Penalty 3038.641917 = -1415334.873522 nChanged 10 SP:Iteration 54Q (9110.011003 sec): 3 clusters Score: Raw -1418376.016700 + Penalty 3038.641917 = -1415337.374782 nChanged 6 SP:Iteration 55Q (9110.058309 sec): 3 clusters Score: Raw -1418377.659585 + Penalty 3038.641917 = -1415339.017668 nChanged 6 SP:Iteration 56Q (9110.112581 sec): 3 clusters Score: Raw -1418379.210477 + Penalty 3038.641917 = -1415340.568560 nChanged 5 SP:Iteration 57Q (9110.156100 sec): 3 clusters Score: Raw -1418381.142348 + Penalty 3038.641917 = -1415342.500431 nChanged 7 SP:Iteration 58Q (9110.226684 sec): 3 clusters Score: Raw -1418383.015486 + Penalty 3038.641917 = -1415344.373568 nChanged 4 SP:Iteration 59Q (9110.276766 sec): 3 clusters Score: Raw -1418383.954707 + Penalty 3038.641917 = -1415345.312789 nChanged 4 SP:Iteration 60F (9110.338630 sec): 3 clusters Score: Raw -1418385.345607 + Penalty 3038.641917 = -1415346.703690 nChanged 6 SP:Iteration 61Q (9110.400394 sec): 3 clusters Score: Raw -1418387.605485 + Penalty 3038.641917 = -1415348.963568 nChanged 6 SP:Iteration 62Q (9110.461444 sec): 3 clusters Score: Raw -1418388.942418 + Penalty 3038.641917 = -1415350.300501 nChanged 6 SP:Iteration 63Q (9110.524165 sec): 3 clusters Score: Raw -1418390.644314 + Penalty 3038.641917 = -1415352.002397 nChanged 2 SP:Iteration 64Q (9110.586436 sec): 3 clusters Score: Raw -1418391.728468 + Penalty 3038.641917 = -1415353.086551 nChanged 2 SP:Iteration 65Q (9110.641538 sec): 3 clusters Score: Raw -1418392.573334 + Penalty 3038.641917 = -1415353.931417 nChanged 5 SP:Iteration 66Q (9110.698406 sec): 3 clusters Score: Raw -1418394.352356 + Penalty 3038.641917 = -1415355.710439 nChanged 5 SP:Iteration 67Q (9110.763364 sec): 3 clusters Score: Raw -1418395.950941 + Penalty 3038.641917 = -1415357.309024 nChanged 2 SP:Iteration 68Q (9110.811863 sec): 3 clusters Score: Raw -1418396.611633 + Penalty 3038.641917 = -1415357.969716 nChanged 2 SP:Iteration 69Q (9110.862993 sec): 3 clusters Score: Raw -1418397.025082 + Penalty 3038.641917 = -1415358.383164 nChanged 4 SP:Iteration 70Q (9110.907253 sec): 3 clusters Score: Raw -1418398.574081 + Penalty 3038.641917 = -1415359.932164 nChanged 6 SP:Iteration 71Q (9110.964759 sec): 3 clusters Score: Raw -1418400.228319 + Penalty 3038.641917 = -1415361.586402 nChanged 5 SP:Iteration 72Q (9111.027268 sec): 3 clusters Score: Raw -1418401.365311 + Penalty 3038.641917 = -1415362.723394 nChanged 7 SP:Iteration 73Q (9111.089091 sec): 3 clusters Score: Raw -1418404.549884 + Penalty 3038.641917 = -1415365.907967 nChanged 10 SP:Iteration 74Q (9111.135685 sec): 3 clusters Score: Raw -1418407.537047 + Penalty 3038.641917 = -1415368.895130 nChanged 5 SP:Iteration 75Q (9111.203397 sec): 3 clusters Score: Raw -1418408.624140 + Penalty 3038.641917 = -1415369.982223 nChanged 3 SP:Iteration 76Q (9111.248416 sec): 3 clusters Score: Raw -1418409.715121 + Penalty 3038.641917 = -1415371.073204 nChanged 4 SP:Iteration 77Q (9111.308227 sec): 3 clusters Score: Raw -1418410.633097 + Penalty 3038.641917 = -1415371.991180 nChanged 4 SP:Iteration 78Q (9111.376473 sec): 3 clusters Score: Raw -1418411.462515 + Penalty 3038.641917 = -1415372.820598 nChanged 6 SP:Iteration 79Q (9111.418416 sec): 3 clusters Score: Raw -1418412.286159 + Penalty 3038.641917 = -1415373.644242 nChanged 4 SP:Iteration 80F (9111.478637 sec): 3 clusters Score: Raw -1418412.822233 + Penalty 3038.641917 = -1415374.180316 nChanged 3 SP:Iteration 81Q (9111.549317 sec): 3 clusters Score: Raw -1418413.091934 + Penalty 3038.641917 = -1415374.450017 nChanged 3 SP:Iteration 82Q (9111.597898 sec): 3 clusters Score: Raw -1418413.760142 + Penalty 3038.641917 = -1415375.118225 nChanged 4 SP:Iteration 83Q (9111.660767 sec): 3 clusters Score: Raw -1418415.518874 + Penalty 3038.641917 = -1415376.876957 nChanged 5 SP:Iteration 84Q (9111.695321 sec): 3 clusters Score: Raw -1418417.394775 + Penalty 3038.641917 = -1415378.752858 nChanged 4 SP:Iteration 85Q (9111.725269 sec): 3 clusters Score: Raw -1418418.396439 + Penalty 3038.641917 = -1415379.754522 nChanged 4 SP:Iteration 86Q (9111.756751 sec): 3 clusters Score: Raw -1418419.647325 + Penalty 3038.641917 = -1415381.005408 nChanged 6 SP:Iteration 87Q (9111.784809 sec): 3 clusters Score: Raw -1418421.202907 + Penalty 3038.641917 = -1415382.560990 nChanged 6 SP:Iteration 88Q (9111.842182 sec): 3 clusters Score: Raw -1418422.552825 + Penalty 3038.641917 = -1415383.910908 nChanged 4 SP:Iteration 89Q (9111.896127 sec): 3 clusters Score: Raw -1418423.700466 + Penalty 3038.641917 = -1415385.058549 nChanged 5 SP:Iteration 90Q (9111.922739 sec): 3 clusters Score: Raw -1418424.999776 + Penalty 3038.641917 = -1415386.357859 nChanged 2 SP:Iteration 91Q (9111.977344 sec): 3 clusters Score: Raw -1418425.367367 + Penalty 3038.641917 = -1415386.725450 nChanged 1 SP:Iteration 92Q (9112.014908 sec): 3 clusters Score: Raw -1418425.537738 + Penalty 3038.641917 = -1415386.895821 nChanged 0 SP:Iteration 93F (9112.063164 sec): 3 clusters Score: Raw -1418425.537738 + Penalty 3038.641917 = -1415386.895821 nChanged 0 Trying to split cluster 12 (361371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9112.488494 sec): 2 clusters Score: Raw -46255281.892983 + Penalty 2079.619817 = -46253202.273166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9113.048556 sec): 3 clusters Score: Raw -46013156.805317 + Penalty 4159.239633 = -46008997.565684 nChanged 176391 SP:Iteration 1F (9113.601763 sec): 3 clusters Score: Raw -46121976.381841 + Penalty 4159.239633 = -46117817.142208 nChanged 13162 SP:Iteration 2Q (9114.201540 sec): 3 clusters Score: Raw -46126782.525742 + Penalty 4159.239633 = -46122623.286109 nChanged 16279 SP:Iteration 3Q (9114.822731 sec): 3 clusters Score: Raw -46134832.635831 + Penalty 4159.239633 = -46130673.396197 nChanged 19965 SP:Iteration 4F (9115.395135 sec): 3 clusters Score: Raw -46147694.147137 + Penalty 4159.239633 = -46143534.907504 nChanged 23192 SP:Iteration 5F (9115.957169 sec): 3 clusters Score: Raw -46164897.390663 + Penalty 4159.239633 = -46160738.151029 nChanged 24407 SP:Iteration 6F (9116.518722 sec): 3 clusters Score: Raw -46182768.515720 + Penalty 4159.239633 = -46178609.276086 nChanged 22151 SP:Iteration 7F (9117.076496 sec): 3 clusters Score: Raw -46196705.818858 + Penalty 4159.239633 = -46192546.579225 nChanged 17584 SP:Iteration 8Q (9117.673496 sec): 3 clusters Score: Raw -46204951.026834 + Penalty 4159.239633 = -46200791.787201 nChanged 12360 SP:Iteration 9Q (9118.276239 sec): 3 clusters Score: Raw -46209114.519691 + Penalty 4159.239633 = -46204955.280057 nChanged 8316 SP:Iteration 10Q (9118.860184 sec): 3 clusters Score: Raw -46211221.150139 + Penalty 4159.239633 = -46207061.910506 nChanged 5949 SP:Iteration 11Q (9119.420205 sec): 3 clusters Score: Raw -46212485.890066 + Penalty 4159.239633 = -46208326.650432 nChanged 4683 SP:Iteration 12Q (9119.967082 sec): 3 clusters Score: Raw -46213403.777488 + Penalty 4159.239633 = -46209244.537854 nChanged 4085 SP:Iteration 13Q (9120.542217 sec): 3 clusters Score: Raw -46214212.075954 + Penalty 4159.239633 = -46210052.836321 nChanged 3791 SP:Iteration 14Q (9121.109005 sec): 3 clusters Score: Raw -46214962.544479 + Penalty 4159.239633 = -46210803.304846 nChanged 3716 SP:Iteration 15Q (9121.654942 sec): 3 clusters Score: Raw -46215696.635832 + Penalty 4159.239633 = -46211537.396199 nChanged 3663 SP:Iteration 16Q (9122.192273 sec): 3 clusters Score: Raw -46216458.619878 + Penalty 4159.239633 = -46212299.380244 nChanged 3657 SP:Iteration 17Q (9122.726256 sec): 3 clusters Score: Raw -46217247.379995 + Penalty 4159.239633 = -46213088.140362 nChanged 3679 SP:Iteration 18Q (9123.299864 sec): 3 clusters Score: Raw -46218073.079155 + Penalty 4159.239633 = -46213913.839521 nChanged 3770 SP:Iteration 19Q (9123.834640 sec): 3 clusters Score: Raw -46218942.447043 + Penalty 4159.239633 = -46214783.207410 nChanged 3774 SP:Iteration 20F (9124.405786 sec): 3 clusters Score: Raw -46219841.847694 + Penalty 4159.239633 = -46215682.608061 nChanged 3874 SP:Iteration 21Q (9124.940389 sec): 3 clusters Score: Raw -46220789.102071 + Penalty 4159.239633 = -46216629.862438 nChanged 3906 SP:Iteration 22Q (9125.472122 sec): 3 clusters Score: Raw -46221786.565863 + Penalty 4159.239633 = -46217627.326230 nChanged 4052 SP:Iteration 23Q (9125.998670 sec): 3 clusters Score: Raw -46222856.832629 + Penalty 4159.239633 = -46218697.592995 nChanged 4145 SP:Iteration 24Q (9126.532788 sec): 3 clusters Score: Raw -46223992.668504 + Penalty 4159.239633 = -46219833.428871 nChanged 4206 SP:Iteration 25Q (9127.086601 sec): 3 clusters Score: Raw -46225200.212057 + Penalty 4159.239633 = -46221040.972424 nChanged 4298 SP:Iteration 26Q (9127.614933 sec): 3 clusters Score: Raw -46226494.189812 + Penalty 4159.239633 = -46222334.950179 nChanged 4324 SP:Iteration 27Q (9128.151687 sec): 3 clusters Score: Raw -46227840.683070 + Penalty 4159.239633 = -46223681.443436 nChanged 4356 SP:Iteration 28Q (9128.659897 sec): 3 clusters Score: Raw -46229215.877973 + Penalty 4159.239633 = -46225056.638340 nChanged 4348 SP:Iteration 29Q (9129.184456 sec): 3 clusters Score: Raw -46230627.129358 + Penalty 4159.239633 = -46226467.889725 nChanged 4387 SP:Iteration 30Q (9129.691544 sec): 3 clusters Score: Raw -46232049.580028 + Penalty 4159.239633 = -46227890.340395 nChanged 4394 SP:Iteration 31Q (9130.230267 sec): 3 clusters Score: Raw -46233521.744611 + Penalty 4159.239633 = -46229362.504978 nChanged 4294 SP:Iteration 32Q (9130.749448 sec): 3 clusters Score: Raw -46234954.806159 + Penalty 4159.239633 = -46230795.566526 nChanged 4202 SP:Iteration 33Q (9131.259027 sec): 3 clusters Score: Raw -46236326.122709 + Penalty 4159.239633 = -46232166.883076 nChanged 4064 SP:Iteration 34Q (9131.753961 sec): 3 clusters Score: Raw -46237663.280292 + Penalty 4159.239633 = -46233504.040659 nChanged 4006 SP:Iteration 35Q (9132.260355 sec): 3 clusters Score: Raw -46239009.293013 + Penalty 4159.239633 = -46234850.053379 nChanged 3854 SP:Iteration 36Q (9132.747005 sec): 3 clusters Score: Raw -46240343.682905 + Penalty 4159.239633 = -46236184.443272 nChanged 3845 SP:Iteration 37Q (9133.248118 sec): 3 clusters Score: Raw -46241690.003154 + Penalty 4159.239633 = -46237530.763521 nChanged 3641 SP:Iteration 38Q (9133.817078 sec): 3 clusters Score: Raw -46242928.222235 + Penalty 4159.239633 = -46238768.982602 nChanged 3507 SP:Iteration 39Q (9134.313129 sec): 3 clusters Score: Raw -46244134.426568 + Penalty 4159.239633 = -46239975.186934 nChanged 3455 SP:Iteration 40F (9134.891543 sec): 3 clusters Score: Raw -46245378.899822 + Penalty 4159.239633 = -46241219.660188 nChanged 3248 SP:Iteration 41Q (9135.371593 sec): 3 clusters Score: Raw -46246581.196767 + Penalty 4159.239633 = -46242421.957134 nChanged 3121 SP:Iteration 42Q (9135.841395 sec): 3 clusters Score: Raw -46247757.873007 + Penalty 4159.239633 = -46243598.633374 nChanged 2907 SP:Iteration 43Q (9136.304030 sec): 3 clusters Score: Raw -46248879.444474 + Penalty 4159.239633 = -46244720.204840 nChanged 2743 SP:Iteration 44Q (9136.808072 sec): 3 clusters Score: Raw -46249952.360664 + Penalty 4159.239633 = -46245793.121030 nChanged 2397 SP:Iteration 45Q (9137.299264 sec): 3 clusters Score: Raw -46250861.861259 + Penalty 4159.239633 = -46246702.621626 nChanged 2118 SP:Iteration 46Q (9137.777958 sec): 3 clusters Score: Raw -46251688.350475 + Penalty 4159.239633 = -46247529.110841 nChanged 1881 SP:Iteration 47Q (9138.252325 sec): 3 clusters Score: Raw -46252406.891471 + Penalty 4159.239633 = -46248247.651838 nChanged 1599 SP:Iteration 48Q (9138.728614 sec): 3 clusters Score: Raw -46253026.478966 + Penalty 4159.239633 = -46248867.239332 nChanged 1354 SP:Iteration 49Q (9139.202573 sec): 3 clusters Score: Raw -46253552.983541 + Penalty 4159.239633 = -46249393.743908 nChanged 1102 SP:Iteration 50Q (9139.657484 sec): 3 clusters Score: Raw -46253971.307388 + Penalty 4159.239633 = -46249812.067755 nChanged 892 SP:Iteration 51Q (9140.117425 sec): 3 clusters Score: Raw -46254322.394904 + Penalty 4159.239633 = -46250163.155271 nChanged 724 SP:Iteration 52Q (9140.570735 sec): 3 clusters Score: Raw -46254599.633197 + Penalty 4159.239633 = -46250440.393563 nChanged 557 SP:Iteration 53Q (9141.027418 sec): 3 clusters Score: Raw -46254819.404986 + Penalty 4159.239633 = -46250660.165353 nChanged 428 SP:Iteration 54Q (9141.493905 sec): 3 clusters Score: Raw -46254979.136106 + Penalty 4159.239633 = -46250819.896472 nChanged 348 SP:Iteration 55Q (9141.936207 sec): 3 clusters Score: Raw -46255116.540716 + Penalty 4159.239633 = -46250957.301083 nChanged 265 SP:Iteration 56Q (9142.388524 sec): 3 clusters Score: Raw -46255216.146207 + Penalty 4159.239633 = -46251056.906573 nChanged 210 SP:Iteration 57Q (9142.830066 sec): 3 clusters Score: Raw -46255295.481958 + Penalty 4159.239633 = -46251136.242325 nChanged 183 SP:Iteration 58Q (9143.278040 sec): 3 clusters Score: Raw -46255366.616624 + Penalty 4159.239633 = -46251207.376990 nChanged 160 SP:Iteration 59Q (9143.727832 sec): 3 clusters Score: Raw -46255426.549962 + Penalty 4159.239633 = -46251267.310329 nChanged 121 SP:Iteration 60F (9144.277314 sec): 3 clusters Score: Raw -46255468.826826 + Penalty 4159.239633 = -46251309.587193 nChanged 119 SP:Iteration 61Q (9144.717371 sec): 3 clusters Score: Raw -46255507.521145 + Penalty 4159.239633 = -46251348.281511 nChanged 92 SP:Iteration 62Q (9145.157002 sec): 3 clusters Score: Raw -46255536.221889 + Penalty 4159.239633 = -46251376.982256 nChanged 59 SP:Iteration 63Q (9145.599202 sec): 3 clusters Score: Raw -46255551.643109 + Penalty 4159.239633 = -46251392.403476 nChanged 38 SP:Iteration 64Q (9146.068458 sec): 3 clusters Score: Raw -46255560.529992 + Penalty 4159.239633 = -46251401.290359 nChanged 35 SP:Iteration 65Q (9146.539785 sec): 3 clusters Score: Raw -46255570.291435 + Penalty 4159.239633 = -46251411.051801 nChanged 27 SP:Iteration 66Q (9147.000145 sec): 3 clusters Score: Raw -46255579.307821 + Penalty 4159.239633 = -46251420.068188 nChanged 34 SP:Iteration 67Q (9147.443668 sec): 3 clusters Score: Raw -46255589.721030 + Penalty 4159.239633 = -46251430.481396 nChanged 26 SP:Iteration 68Q (9147.890345 sec): 3 clusters Score: Raw -46255595.630138 + Penalty 4159.239633 = -46251436.390505 nChanged 15 SP:Iteration 69Q (9148.328631 sec): 3 clusters Score: Raw -46255599.456007 + Penalty 4159.239633 = -46251440.216374 nChanged 15 SP:Iteration 70Q (9148.793022 sec): 3 clusters Score: Raw -46255602.737795 + Penalty 4159.239633 = -46251443.498161 nChanged 12 SP:Iteration 71Q (9149.238980 sec): 3 clusters Score: Raw -46255605.232028 + Penalty 4159.239633 = -46251445.992395 nChanged 13 SP:Iteration 72Q (9149.696882 sec): 3 clusters Score: Raw -46255608.025951 + Penalty 4159.239633 = -46251448.786318 nChanged 6 SP:Iteration 73Q (9150.151650 sec): 3 clusters Score: Raw -46255609.442388 + Penalty 4159.239633 = -46251450.202755 nChanged 6 SP:Iteration 74Q (9150.586358 sec): 3 clusters Score: Raw -46255610.992614 + Penalty 4159.239633 = -46251451.752981 nChanged 6 SP:Iteration 75Q (9151.048567 sec): 3 clusters Score: Raw -46255612.162740 + Penalty 4159.239633 = -46251452.923107 nChanged 8 SP:Iteration 76Q (9151.499457 sec): 3 clusters Score: Raw -46255614.705725 + Penalty 4159.239633 = -46251455.466092 nChanged 11 SP:Iteration 77Q (9151.945132 sec): 3 clusters Score: Raw -46255618.303626 + Penalty 4159.239633 = -46251459.063992 nChanged 10 SP:Iteration 78Q (9152.402939 sec): 3 clusters Score: Raw -46255620.299023 + Penalty 4159.239633 = -46251461.059389 nChanged 5 SP:Iteration 79Q (9152.834047 sec): 3 clusters Score: Raw -46255621.307875 + Penalty 4159.239633 = -46251462.068242 nChanged 3 SP:Iteration 80F (9153.418787 sec): 3 clusters Score: Raw -46255621.765698 + Penalty 4159.239633 = -46251462.526064 nChanged 0 Trying to split cluster 13 (1710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9153.471894 sec): 2 clusters Score: Raw -206130.064984 + Penalty 1209.690406 = -204920.374579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9153.519564 sec): 3 clusters Score: Raw -205415.951813 + Penalty 2419.380811 = -202996.571002 nChanged 592 SP:Iteration 1F (9153.549098 sec): 3 clusters Score: Raw -205864.088483 + Penalty 2419.380811 = -203444.707672 nChanged 148 SP:Iteration 2F (9153.591481 sec): 3 clusters Score: Raw -206042.424578 + Penalty 2419.380811 = -203623.043767 nChanged 94 SP:Iteration 3F (9153.632627 sec): 3 clusters Score: Raw -206137.842449 + Penalty 2419.380811 = -203718.461638 nChanged 62 SP:Iteration 4Q (9153.641668 sec): 3 clusters Score: Raw -206180.983297 + Penalty 2419.380811 = -203761.602486 nChanged 36 SP:Iteration 5Q (9153.702041 sec): 3 clusters Score: Raw -206220.797945 + Penalty 2419.380811 = -203801.417134 nChanged 46 SP:Iteration 6Q (9153.743221 sec): 3 clusters Score: Raw -206273.931906 + Penalty 2419.380811 = -203854.551095 nChanged 53 SP:Iteration 7Q (9153.776137 sec): 3 clusters Score: Raw -206310.127648 + Penalty 2419.380811 = -203890.746837 nChanged 38 SP:Iteration 8Q (9153.824719 sec): 3 clusters Score: Raw -206335.591295 + Penalty 2419.380811 = -203916.210484 nChanged 28 SP:Iteration 9Q (9153.858960 sec): 3 clusters Score: Raw -206355.036511 + Penalty 2419.380811 = -203935.655700 nChanged 24 SP:Iteration 10Q (9153.867508 sec): 3 clusters Score: Raw -206367.161125 + Penalty 2419.380811 = -203947.780314 nChanged 25 SP:Iteration 11Q (9153.876061 sec): 3 clusters Score: Raw -206380.677770 + Penalty 2419.380811 = -203961.296959 nChanged 18 SP:Iteration 12Q (9153.884614 sec): 3 clusters Score: Raw -206390.819366 + Penalty 2419.380811 = -203971.438554 nChanged 21 SP:Iteration 13Q (9153.895335 sec): 3 clusters Score: Raw -206404.407805 + Penalty 2419.380811 = -203985.026994 nChanged 25 SP:Iteration 14Q (9153.903890 sec): 3 clusters Score: Raw -206418.891834 + Penalty 2419.380811 = -203999.511023 nChanged 18 SP:Iteration 15Q (9153.914304 sec): 3 clusters Score: Raw -206429.064609 + Penalty 2419.380811 = -204009.683798 nChanged 21 SP:Iteration 16Q (9153.922878 sec): 3 clusters Score: Raw -206442.421498 + Penalty 2419.380811 = -204023.040687 nChanged 17 SP:Iteration 17Q (9153.933773 sec): 3 clusters Score: Raw -206451.006370 + Penalty 2419.380811 = -204031.625559 nChanged 13 SP:Iteration 18Q (9153.942242 sec): 3 clusters Score: Raw -206456.683987 + Penalty 2419.380811 = -204037.303176 nChanged 6 SP:Iteration 19Q (9153.952919 sec): 3 clusters Score: Raw -206460.467345 + Penalty 2419.380811 = -204041.086534 nChanged 8 SP:Iteration 20F (9153.961566 sec): 3 clusters Score: Raw -206466.493154 + Penalty 2419.380811 = -204047.112343 nChanged 11 SP:Iteration 21Q (9153.972648 sec): 3 clusters Score: Raw -206473.069367 + Penalty 2419.380811 = -204053.688556 nChanged 14 SP:Iteration 22Q (9153.981221 sec): 3 clusters Score: Raw -206481.245409 + Penalty 2419.380811 = -204061.864598 nChanged 13 SP:Iteration 23Q (9153.992898 sec): 3 clusters Score: Raw -206489.569426 + Penalty 2419.380811 = -204070.188615 nChanged 13 SP:Iteration 24Q (9154.001437 sec): 3 clusters Score: Raw -206499.288552 + Penalty 2419.380811 = -204079.907741 nChanged 16 SP:Iteration 25Q (9154.012322 sec): 3 clusters Score: Raw -206509.401526 + Penalty 2419.380811 = -204090.020715 nChanged 17 SP:Iteration 26Q (9154.020866 sec): 3 clusters Score: Raw -206519.227100 + Penalty 2419.380811 = -204099.846289 nChanged 17 SP:Iteration 27Q (9154.032944 sec): 3 clusters Score: Raw -206527.712709 + Penalty 2419.380811 = -204108.331898 nChanged 14 SP:Iteration 28Q (9154.041506 sec): 3 clusters Score: Raw -206533.176907 + Penalty 2419.380811 = -204113.796096 nChanged 7 SP:Iteration 29Q (9154.052437 sec): 3 clusters Score: Raw -206537.240948 + Penalty 2419.380811 = -204117.860137 nChanged 9 SP:Iteration 30Q (9154.067110 sec): 3 clusters Score: Raw -206543.999848 + Penalty 2419.380811 = -204124.619037 nChanged 12 SP:Iteration 31Q (9154.075645 sec): 3 clusters Score: Raw -206552.027113 + Penalty 2419.380811 = -204132.646301 nChanged 8 SP:Iteration 32Q (9154.084144 sec): 3 clusters Score: Raw -206555.080116 + Penalty 2419.380811 = -204135.699305 nChanged 5 SP:Iteration 33Q (9154.092672 sec): 3 clusters Score: Raw -206558.231249 + Penalty 2419.380811 = -204138.850438 nChanged 5 SP:Iteration 34Q (9154.101120 sec): 3 clusters Score: Raw -206561.761791 + Penalty 2419.380811 = -204142.380980 nChanged 3 SP:Iteration 35Q (9154.109626 sec): 3 clusters Score: Raw -206563.247562 + Penalty 2419.380811 = -204143.866751 nChanged 1 SP:Iteration 36Q (9154.118091 sec): 3 clusters Score: Raw -206563.356925 + Penalty 2419.380811 = -204143.976114 nChanged 0 SP:Iteration 37F (9154.126712 sec): 3 clusters Score: Raw -206563.356925 + Penalty 2419.380811 = -204143.976114 nChanged 0 Trying to split cluster 14 (57243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9154.210182 sec): 2 clusters Score: Raw -6837913.591744 + Penalty 1780.197355 = -6836133.394390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9154.322518 sec): 3 clusters Score: Raw -6801699.675137 + Penalty 3560.394709 = -6798139.280428 nChanged 26862 SP:Iteration 1F (9154.420480 sec): 3 clusters Score: Raw -6817259.377526 + Penalty 3560.394709 = -6813698.982817 nChanged 2764 SP:Iteration 2Q (9154.527142 sec): 3 clusters Score: Raw -6818508.445008 + Penalty 3560.394709 = -6814948.050299 nChanged 3180 SP:Iteration 3F (9154.652600 sec): 3 clusters Score: Raw -6820307.145345 + Penalty 3560.394709 = -6816746.750636 nChanged 3715 SP:Iteration 4F (9154.784898 sec): 3 clusters Score: Raw -6822946.877713 + Penalty 3560.394709 = -6819386.483004 nChanged 4155 SP:Iteration 5F (9154.911868 sec): 3 clusters Score: Raw -6826307.409671 + Penalty 3560.394709 = -6822747.014962 nChanged 4045 SP:Iteration 6F (9155.038596 sec): 3 clusters Score: Raw -6829514.405609 + Penalty 3560.394709 = -6825954.010900 nChanged 3278 SP:Iteration 7F (9155.169940 sec): 3 clusters Score: Raw -6831595.437181 + Penalty 3560.394709 = -6828035.042472 nChanged 2208 SP:Iteration 8Q (9155.302147 sec): 3 clusters Score: Raw -6832599.367744 + Penalty 3560.394709 = -6829038.973035 nChanged 1435 SP:Iteration 9Q (9155.435478 sec): 3 clusters Score: Raw -6833170.887348 + Penalty 3560.394709 = -6829610.492639 nChanged 1100 SP:Iteration 10Q (9155.570189 sec): 3 clusters Score: Raw -6833662.208553 + Penalty 3560.394709 = -6830101.813844 nChanged 1084 SP:Iteration 11Q (9155.695753 sec): 3 clusters Score: Raw -6834193.281941 + Penalty 3560.394709 = -6830632.887232 nChanged 1060 SP:Iteration 12Q (9155.790557 sec): 3 clusters Score: Raw -6834714.419930 + Penalty 3560.394709 = -6831154.025221 nChanged 1009 SP:Iteration 13Q (9155.919036 sec): 3 clusters Score: Raw -6835196.620637 + Penalty 3560.394709 = -6831636.225928 nChanged 911 SP:Iteration 14Q (9156.037741 sec): 3 clusters Score: Raw -6835607.786655 + Penalty 3560.394709 = -6832047.391946 nChanged 822 SP:Iteration 15Q (9156.166203 sec): 3 clusters Score: Raw -6835939.836110 + Penalty 3560.394709 = -6832379.441401 nChanged 712 SP:Iteration 16Q (9156.284975 sec): 3 clusters Score: Raw -6836210.089757 + Penalty 3560.394709 = -6832649.695048 nChanged 657 SP:Iteration 17Q (9156.392947 sec): 3 clusters Score: Raw -6836445.406678 + Penalty 3560.394709 = -6832885.011969 nChanged 575 SP:Iteration 18Q (9156.501373 sec): 3 clusters Score: Raw -6836622.321148 + Penalty 3560.394709 = -6833061.926439 nChanged 535 SP:Iteration 19Q (9156.624528 sec): 3 clusters Score: Raw -6836785.093201 + Penalty 3560.394709 = -6833224.698492 nChanged 500 SP:Iteration 20F (9156.736583 sec): 3 clusters Score: Raw -6836932.205327 + Penalty 3560.394709 = -6833371.810618 nChanged 445 SP:Iteration 21Q (9156.856799 sec): 3 clusters Score: Raw -6837052.620148 + Penalty 3560.394709 = -6833492.225439 nChanged 391 SP:Iteration 22Q (9156.955634 sec): 3 clusters Score: Raw -6837156.365370 + Penalty 3560.394709 = -6833595.970661 nChanged 368 SP:Iteration 23Q (9157.055041 sec): 3 clusters Score: Raw -6837250.699202 + Penalty 3560.394709 = -6833690.304493 nChanged 335 SP:Iteration 24Q (9157.155192 sec): 3 clusters Score: Raw -6837335.955431 + Penalty 3560.394709 = -6833775.560722 nChanged 339 SP:Iteration 25Q (9157.251060 sec): 3 clusters Score: Raw -6837409.054450 + Penalty 3560.394709 = -6833848.659741 nChanged 295 SP:Iteration 26Q (9157.338921 sec): 3 clusters Score: Raw -6837465.044281 + Penalty 3560.394709 = -6833904.649572 nChanged 265 SP:Iteration 27Q (9157.427316 sec): 3 clusters Score: Raw -6837515.741174 + Penalty 3560.394709 = -6833955.346465 nChanged 238 SP:Iteration 28Q (9157.515299 sec): 3 clusters Score: Raw -6837563.875481 + Penalty 3560.394709 = -6834003.480772 nChanged 232 SP:Iteration 29Q (9157.606480 sec): 3 clusters Score: Raw -6837605.080914 + Penalty 3560.394709 = -6834044.686205 nChanged 220 SP:Iteration 30Q (9157.704500 sec): 3 clusters Score: Raw -6837642.727546 + Penalty 3560.394709 = -6834082.332837 nChanged 207 SP:Iteration 31Q (9157.793990 sec): 3 clusters Score: Raw -6837678.506623 + Penalty 3560.394709 = -6834118.111914 nChanged 187 SP:Iteration 32Q (9157.880784 sec): 3 clusters Score: Raw -6837707.631008 + Penalty 3560.394709 = -6834147.236299 nChanged 169 SP:Iteration 33Q (9157.967558 sec): 3 clusters Score: Raw -6837731.633093 + Penalty 3560.394709 = -6834171.238384 nChanged 174 SP:Iteration 34Q (9158.060482 sec): 3 clusters Score: Raw -6837755.840427 + Penalty 3560.394709 = -6834195.445718 nChanged 153 SP:Iteration 35Q (9158.148038 sec): 3 clusters Score: Raw -6837777.407731 + Penalty 3560.394709 = -6834217.013022 nChanged 151 SP:Iteration 36Q (9158.234681 sec): 3 clusters Score: Raw -6837796.279618 + Penalty 3560.394709 = -6834235.884909 nChanged 120 SP:Iteration 37Q (9158.342067 sec): 3 clusters Score: Raw -6837811.563466 + Penalty 3560.394709 = -6834251.168757 nChanged 118 SP:Iteration 38Q (9158.429724 sec): 3 clusters Score: Raw -6837827.603578 + Penalty 3560.394709 = -6834267.208869 nChanged 106 SP:Iteration 39Q (9158.534198 sec): 3 clusters Score: Raw -6837840.682293 + Penalty 3560.394709 = -6834280.287584 nChanged 111 SP:Iteration 40F (9158.637992 sec): 3 clusters Score: Raw -6837854.491791 + Penalty 3560.394709 = -6834294.097082 nChanged 109 SP:Iteration 41Q (9158.747592 sec): 3 clusters Score: Raw -6837867.802655 + Penalty 3560.394709 = -6834307.407946 nChanged 101 SP:Iteration 42Q (9158.834540 sec): 3 clusters Score: Raw -6837880.373601 + Penalty 3560.394709 = -6834319.978892 nChanged 105 SP:Iteration 43Q (9158.936003 sec): 3 clusters Score: Raw -6837892.651153 + Penalty 3560.394709 = -6834332.256444 nChanged 107 SP:Iteration 44Q (9159.034089 sec): 3 clusters Score: Raw -6837906.443660 + Penalty 3560.394709 = -6834346.048951 nChanged 106 SP:Iteration 45Q (9159.124577 sec): 3 clusters Score: Raw -6837920.611399 + Penalty 3560.394709 = -6834360.216690 nChanged 102 SP:Iteration 46Q (9159.221937 sec): 3 clusters Score: Raw -6837932.772607 + Penalty 3560.394709 = -6834372.377898 nChanged 84 SP:Iteration 47Q (9159.307721 sec): 3 clusters Score: Raw -6837943.007055 + Penalty 3560.394709 = -6834382.612346 nChanged 77 SP:Iteration 48Q (9159.413393 sec): 3 clusters Score: Raw -6837952.157549 + Penalty 3560.394709 = -6834391.762840 nChanged 82 SP:Iteration 49Q (9159.532188 sec): 3 clusters Score: Raw -6837961.978615 + Penalty 3560.394709 = -6834401.583906 nChanged 88 SP:Iteration 50Q (9159.641066 sec): 3 clusters Score: Raw -6837972.380441 + Penalty 3560.394709 = -6834411.985732 nChanged 79 SP:Iteration 51Q (9159.762850 sec): 3 clusters Score: Raw -6837981.968978 + Penalty 3560.394709 = -6834421.574269 nChanged 92 SP:Iteration 52Q (9159.879051 sec): 3 clusters Score: Raw -6837994.701147 + Penalty 3560.394709 = -6834434.306438 nChanged 87 SP:Iteration 53Q (9159.997763 sec): 3 clusters Score: Raw -6838005.547579 + Penalty 3560.394709 = -6834445.152870 nChanged 67 SP:Iteration 54Q (9160.106449 sec): 3 clusters Score: Raw -6838013.651372 + Penalty 3560.394709 = -6834453.256663 nChanged 86 SP:Iteration 55Q (9160.217790 sec): 3 clusters Score: Raw -6838024.588547 + Penalty 3560.394709 = -6834464.193838 nChanged 85 SP:Iteration 56Q (9160.330831 sec): 3 clusters Score: Raw -6838034.739424 + Penalty 3560.394709 = -6834474.344715 nChanged 69 SP:Iteration 57Q (9160.434866 sec): 3 clusters Score: Raw -6838042.399936 + Penalty 3560.394709 = -6834482.005227 nChanged 68 SP:Iteration 58Q (9160.532741 sec): 3 clusters Score: Raw -6838050.369727 + Penalty 3560.394709 = -6834489.975018 nChanged 61 SP:Iteration 59Q (9160.651679 sec): 3 clusters Score: Raw -6838057.379102 + Penalty 3560.394709 = -6834496.984393 nChanged 74 SP:Iteration 60F (9160.749668 sec): 3 clusters Score: Raw -6838067.446468 + Penalty 3560.394709 = -6834507.051759 nChanged 69 SP:Iteration 61Q (9160.865122 sec): 3 clusters Score: Raw -6838074.523748 + Penalty 3560.394709 = -6834514.129039 nChanged 55 SP:Iteration 62Q (9160.984699 sec): 3 clusters Score: Raw -6838080.140455 + Penalty 3560.394709 = -6834519.745746 nChanged 60 SP:Iteration 63Q (9161.093477 sec): 3 clusters Score: Raw -6838086.854768 + Penalty 3560.394709 = -6834526.460059 nChanged 57 SP:Iteration 64Q (9161.195471 sec): 3 clusters Score: Raw -6838092.860000 + Penalty 3560.394709 = -6834532.465291 nChanged 50 SP:Iteration 65Q (9161.315450 sec): 3 clusters Score: Raw -6838097.985650 + Penalty 3560.394709 = -6834537.590941 nChanged 41 SP:Iteration 66Q (9161.424748 sec): 3 clusters Score: Raw -6838102.548869 + Penalty 3560.394709 = -6834542.154160 nChanged 42 SP:Iteration 67Q (9161.519125 sec): 3 clusters Score: Raw -6838107.608030 + Penalty 3560.394709 = -6834547.213321 nChanged 45 SP:Iteration 68Q (9161.602746 sec): 3 clusters Score: Raw -6838112.270418 + Penalty 3560.394709 = -6834551.875709 nChanged 32 SP:Iteration 69Q (9161.687154 sec): 3 clusters Score: Raw -6838115.405951 + Penalty 3560.394709 = -6834555.011242 nChanged 33 SP:Iteration 70Q (9161.794092 sec): 3 clusters Score: Raw -6838119.242238 + Penalty 3560.394709 = -6834558.847529 nChanged 35 SP:Iteration 71Q (9161.906542 sec): 3 clusters Score: Raw -6838122.886496 + Penalty 3560.394709 = -6834562.491786 nChanged 31 SP:Iteration 72Q (9162.018448 sec): 3 clusters Score: Raw -6838126.420509 + Penalty 3560.394709 = -6834566.025800 nChanged 40 SP:Iteration 73Q (9162.126639 sec): 3 clusters Score: Raw -6838131.868973 + Penalty 3560.394709 = -6834571.474264 nChanged 39 SP:Iteration 74Q (9162.239616 sec): 3 clusters Score: Raw -6838136.009293 + Penalty 3560.394709 = -6834575.614584 nChanged 36 SP:Iteration 75Q (9162.351550 sec): 3 clusters Score: Raw -6838140.220986 + Penalty 3560.394709 = -6834579.826277 nChanged 36 SP:Iteration 76Q (9162.454999 sec): 3 clusters Score: Raw -6838144.766192 + Penalty 3560.394709 = -6834584.371483 nChanged 37 SP:Iteration 77Q (9162.567654 sec): 3 clusters Score: Raw -6838148.860056 + Penalty 3560.394709 = -6834588.465347 nChanged 36 SP:Iteration 78Q (9162.681240 sec): 3 clusters Score: Raw -6838152.625668 + Penalty 3560.394709 = -6834592.230959 nChanged 28 SP:Iteration 79Q (9162.786463 sec): 3 clusters Score: Raw -6838155.142493 + Penalty 3560.394709 = -6834594.747784 nChanged 29 SP:Iteration 80F (9162.918699 sec): 3 clusters Score: Raw -6838158.084666 + Penalty 3560.394709 = -6834597.689957 nChanged 21 SP:Iteration 81Q (9163.028571 sec): 3 clusters Score: Raw -6838159.666960 + Penalty 3560.394709 = -6834599.272251 nChanged 12 SP:Iteration 82Q (9163.139236 sec): 3 clusters Score: Raw -6838160.818676 + Penalty 3560.394709 = -6834600.423967 nChanged 19 SP:Iteration 83Q (9163.252455 sec): 3 clusters Score: Raw -6838162.535856 + Penalty 3560.394709 = -6834602.141147 nChanged 22 SP:Iteration 84Q (9163.355056 sec): 3 clusters Score: Raw -6838164.340742 + Penalty 3560.394709 = -6834603.946033 nChanged 13 SP:Iteration 85Q (9163.449247 sec): 3 clusters Score: Raw -6838165.087541 + Penalty 3560.394709 = -6834604.692832 nChanged 8 SP:Iteration 86Q (9163.567992 sec): 3 clusters Score: Raw -6838165.926491 + Penalty 3560.394709 = -6834605.531782 nChanged 4 SP:Iteration 87Q (9163.683472 sec): 3 clusters Score: Raw -6838166.216794 + Penalty 3560.394709 = -6834605.822085 nChanged 6 SP:Iteration 88Q (9163.786150 sec): 3 clusters Score: Raw -6838166.684217 + Penalty 3560.394709 = -6834606.289508 nChanged 8 SP:Iteration 89Q (9163.894323 sec): 3 clusters Score: Raw -6838167.515409 + Penalty 3560.394709 = -6834607.120700 nChanged 13 SP:Iteration 90Q (9164.009458 sec): 3 clusters Score: Raw -6838168.495751 + Penalty 3560.394709 = -6834608.101042 nChanged 10 SP:Iteration 91Q (9164.126429 sec): 3 clusters Score: Raw -6838169.035150 + Penalty 3560.394709 = -6834608.640441 nChanged 8 SP:Iteration 92Q (9164.234716 sec): 3 clusters Score: Raw -6838169.549268 + Penalty 3560.394709 = -6834609.154559 nChanged 8 SP:Iteration 93Q (9164.347182 sec): 3 clusters Score: Raw -6838169.963935 + Penalty 3560.394709 = -6834609.569225 nChanged 8 SP:Iteration 94Q (9164.454327 sec): 3 clusters Score: Raw -6838170.536694 + Penalty 3560.394709 = -6834610.141985 nChanged 7 SP:Iteration 95Q (9164.576378 sec): 3 clusters Score: Raw -6838171.048441 + Penalty 3560.394709 = -6834610.653732 nChanged 5 SP:Iteration 96Q (9164.683837 sec): 3 clusters Score: Raw -6838171.404709 + Penalty 3560.394709 = -6834611.010000 nChanged 6 SP:Iteration 97Q (9164.800831 sec): 3 clusters Score: Raw -6838171.821278 + Penalty 3560.394709 = -6834611.426569 nChanged 4 SP:Iteration 98Q (9164.895946 sec): 3 clusters Score: Raw -6838172.072485 + Penalty 3560.394709 = -6834611.677776 nChanged 3 SP:Iteration 99Q (9165.004431 sec): 3 clusters Score: Raw -6838172.234258 + Penalty 3560.394709 = -6834611.839549 nChanged 4 SP:Iteration 100F (9165.117167 sec): 3 clusters Score: Raw -6838172.504988 + Penalty 3560.394709 = -6834612.110279 nChanged 5 SP:Iteration 101Q (9165.234060 sec): 3 clusters Score: Raw -6838172.956481 + Penalty 3560.394709 = -6834612.561772 nChanged 7 SP:Iteration 102Q (9165.339750 sec): 3 clusters Score: Raw -6838173.331065 + Penalty 3560.394709 = -6834612.936356 nChanged 11 SP:Iteration 103Q (9165.456206 sec): 3 clusters Score: Raw -6838174.008860 + Penalty 3560.394709 = -6834613.614151 nChanged 9 SP:Iteration 104Q (9165.551497 sec): 3 clusters Score: Raw -6838174.536209 + Penalty 3560.394709 = -6834614.141500 nChanged 7 SP:Iteration 105Q (9165.657880 sec): 3 clusters Score: Raw -6838174.893937 + Penalty 3560.394709 = -6834614.499228 nChanged 7 SP:Iteration 106Q (9165.741635 sec): 3 clusters Score: Raw -6838175.358790 + Penalty 3560.394709 = -6834614.964081 nChanged 7 SP:Iteration 107Q (9165.824599 sec): 3 clusters Score: Raw -6838175.922155 + Penalty 3560.394709 = -6834615.527446 nChanged 6 SP:Iteration 108Q (9165.916116 sec): 3 clusters Score: Raw -6838176.475454 + Penalty 3560.394709 = -6834616.080745 nChanged 10 SP:Iteration 109Q (9166.001358 sec): 3 clusters Score: Raw -6838177.186546 + Penalty 3560.394709 = -6834616.791837 nChanged 8 SP:Iteration 110Q (9166.119022 sec): 3 clusters Score: Raw -6838177.756413 + Penalty 3560.394709 = -6834617.361704 nChanged 12 SP:Iteration 111Q (9166.225150 sec): 3 clusters Score: Raw -6838178.789135 + Penalty 3560.394709 = -6834618.394426 nChanged 14 SP:Iteration 112Q (9166.309649 sec): 3 clusters Score: Raw -6838180.111979 + Penalty 3560.394709 = -6834619.717270 nChanged 14 SP:Iteration 113Q (9166.404395 sec): 3 clusters Score: Raw -6838181.210731 + Penalty 3560.394709 = -6834620.816022 nChanged 16 SP:Iteration 114Q (9166.511274 sec): 3 clusters Score: Raw -6838182.437794 + Penalty 3560.394709 = -6834622.043085 nChanged 8 SP:Iteration 115Q (9166.595066 sec): 3 clusters Score: Raw -6838183.322455 + Penalty 3560.394709 = -6834622.927746 nChanged 9 SP:Iteration 116Q (9166.693472 sec): 3 clusters Score: Raw -6838183.844062 + Penalty 3560.394709 = -6834623.449353 nChanged 2 SP:Iteration 117Q (9166.788401 sec): 3 clusters Score: Raw -6838184.025512 + Penalty 3560.394709 = -6834623.630802 nChanged 3 SP:Iteration 118Q (9166.873951 sec): 3 clusters Score: Raw -6838184.120779 + Penalty 3560.394709 = -6834623.726070 nChanged 2 SP:Iteration 119Q (9166.958170 sec): 3 clusters Score: Raw -6838184.249930 + Penalty 3560.394709 = -6834623.855221 nChanged 2 SP:Iteration 120F (9167.055733 sec): 3 clusters Score: Raw -6838184.352146 + Penalty 3560.394709 = -6834623.957437 nChanged 3 SP:Iteration 121Q (9167.144664 sec): 3 clusters Score: Raw -6838184.446021 + Penalty 3560.394709 = -6834624.051312 nChanged 3 SP:Iteration 122Q (9167.252473 sec): 3 clusters Score: Raw -6838184.601897 + Penalty 3560.394709 = -6834624.207188 nChanged 3 SP:Iteration 123Q (9167.357859 sec): 3 clusters Score: Raw -6838184.878300 + Penalty 3560.394709 = -6834624.483591 nChanged 3 SP:Iteration 124Q (9167.456142 sec): 3 clusters Score: Raw -6838185.116618 + Penalty 3560.394709 = -6834624.721909 nChanged 5 SP:Iteration 125Q (9167.539508 sec): 3 clusters Score: Raw -6838185.480931 + Penalty 3560.394709 = -6834625.086222 nChanged 2 SP:Iteration 126Q (9167.623331 sec): 3 clusters Score: Raw -6838185.552778 + Penalty 3560.394709 = -6834625.158068 nChanged 2 SP:Iteration 127Q (9167.731796 sec): 3 clusters Score: Raw -6838185.651209 + Penalty 3560.394709 = -6834625.256500 nChanged 4 SP:Iteration 128Q (9167.819602 sec): 3 clusters Score: Raw -6838185.871854 + Penalty 3560.394709 = -6834625.477145 nChanged 6 SP:Iteration 129Q (9167.903942 sec): 3 clusters Score: Raw -6838186.391739 + Penalty 3560.394709 = -6834625.997030 nChanged 6 SP:Iteration 130Q (9167.987861 sec): 3 clusters Score: Raw -6838186.926717 + Penalty 3560.394709 = -6834626.532008 nChanged 5 SP:Iteration 131Q (9168.070726 sec): 3 clusters Score: Raw -6838187.238764 + Penalty 3560.394709 = -6834626.844055 nChanged 8 SP:Iteration 132Q (9168.159626 sec): 3 clusters Score: Raw -6838187.814511 + Penalty 3560.394709 = -6834627.419802 nChanged 2 SP:Iteration 133Q (9168.242966 sec): 3 clusters Score: Raw -6838187.882035 + Penalty 3560.394709 = -6834627.487326 nChanged 2 SP:Iteration 134Q (9168.347690 sec): 3 clusters Score: Raw -6838188.008744 + Penalty 3560.394709 = -6834627.614035 nChanged 3 SP:Iteration 135Q (9168.453817 sec): 3 clusters Score: Raw -6838188.130732 + Penalty 3560.394709 = -6834627.736023 nChanged 1 SP:Iteration 136Q (9168.543104 sec): 3 clusters Score: Raw -6838188.157798 + Penalty 3560.394709 = -6834627.763089 nChanged 0 SP:Iteration 137F (9168.651364 sec): 3 clusters Score: Raw -6838188.157798 + Penalty 3560.394709 = -6834627.763089 nChanged 0 Trying to split cluster 15 (15617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9168.684840 sec): 2 clusters Score: Raw -1938084.314623 + Penalty 1569.118743 = -1936515.195880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9168.756992 sec): 3 clusters Score: Raw -1928872.732934 + Penalty 3138.237487 = -1925734.495447 nChanged 7026 SP:Iteration 1F (9168.808138 sec): 3 clusters Score: Raw -1932801.263832 + Penalty 3138.237487 = -1929663.026346 nChanged 861 SP:Iteration 2F (9168.875422 sec): 3 clusters Score: Raw -1933110.250902 + Penalty 3138.237487 = -1929972.013416 nChanged 711 SP:Iteration 3Q (9168.915212 sec): 3 clusters Score: Raw -1933341.823196 + Penalty 3138.237487 = -1930203.585710 nChanged 573 SP:Iteration 4Q (9168.983055 sec): 3 clusters Score: Raw -1933526.518436 + Penalty 3138.237487 = -1930388.280949 nChanged 550 SP:Iteration 5Q (9169.031495 sec): 3 clusters Score: Raw -1933724.739311 + Penalty 3138.237487 = -1930586.501824 nChanged 554 SP:Iteration 6Q (9169.094729 sec): 3 clusters Score: Raw -1933954.043066 + Penalty 3138.237487 = -1930815.805579 nChanged 585 SP:Iteration 7Q (9169.130749 sec): 3 clusters Score: Raw -1934232.255997 + Penalty 3138.237487 = -1931094.018510 nChanged 627 SP:Iteration 8Q (9169.166659 sec): 3 clusters Score: Raw -1934579.022785 + Penalty 3138.237487 = -1931440.785299 nChanged 661 SP:Iteration 9Q (9169.214429 sec): 3 clusters Score: Raw -1934982.017724 + Penalty 3138.237487 = -1931843.780238 nChanged 697 SP:Iteration 10Q (9169.251098 sec): 3 clusters Score: Raw -1935492.592628 + Penalty 3138.237487 = -1932354.355141 nChanged 738 SP:Iteration 11Q (9169.286563 sec): 3 clusters Score: Raw -1935982.261997 + Penalty 3138.237487 = -1932844.024511 nChanged 645 SP:Iteration 12Q (9169.321409 sec): 3 clusters Score: Raw -1936319.290042 + Penalty 3138.237487 = -1933181.052555 nChanged 454 SP:Iteration 13Q (9169.358353 sec): 3 clusters Score: Raw -1936488.604184 + Penalty 3138.237487 = -1933350.366698 nChanged 299 SP:Iteration 14Q (9169.395873 sec): 3 clusters Score: Raw -1936576.793720 + Penalty 3138.237487 = -1933438.556234 nChanged 233 SP:Iteration 15Q (9169.430048 sec): 3 clusters Score: Raw -1936634.504702 + Penalty 3138.237487 = -1933496.267216 nChanged 180 SP:Iteration 16Q (9169.464409 sec): 3 clusters Score: Raw -1936678.532942 + Penalty 3138.237487 = -1933540.295455 nChanged 165 SP:Iteration 17Q (9169.501282 sec): 3 clusters Score: Raw -1936722.625241 + Penalty 3138.237487 = -1933584.387755 nChanged 159 SP:Iteration 18Q (9169.557957 sec): 3 clusters Score: Raw -1936766.766188 + Penalty 3138.237487 = -1933628.528702 nChanged 161 SP:Iteration 19Q (9169.628645 sec): 3 clusters Score: Raw -1936807.005703 + Penalty 3138.237487 = -1933668.768216 nChanged 173 SP:Iteration 20F (9169.695462 sec): 3 clusters Score: Raw -1936850.630475 + Penalty 3138.237487 = -1933712.392988 nChanged 159 SP:Iteration 21Q (9169.759772 sec): 3 clusters Score: Raw -1936895.247462 + Penalty 3138.237487 = -1933757.009975 nChanged 156 SP:Iteration 22Q (9169.822045 sec): 3 clusters Score: Raw -1936931.735885 + Penalty 3138.237487 = -1933793.498399 nChanged 137 SP:Iteration 23Q (9169.891026 sec): 3 clusters Score: Raw -1936965.292472 + Penalty 3138.237487 = -1933827.054985 nChanged 150 SP:Iteration 24Q (9169.967878 sec): 3 clusters Score: Raw -1937003.733620 + Penalty 3138.237487 = -1933865.496133 nChanged 148 SP:Iteration 25Q (9170.022492 sec): 3 clusters Score: Raw -1937039.881339 + Penalty 3138.237487 = -1933901.643852 nChanged 153 SP:Iteration 26Q (9170.084352 sec): 3 clusters Score: Raw -1937079.428168 + Penalty 3138.237487 = -1933941.190681 nChanged 159 SP:Iteration 27Q (9170.150266 sec): 3 clusters Score: Raw -1937123.112673 + Penalty 3138.237487 = -1933984.875186 nChanged 153 SP:Iteration 28Q (9170.226884 sec): 3 clusters Score: Raw -1937173.649337 + Penalty 3138.237487 = -1934035.411851 nChanged 173 SP:Iteration 29Q (9170.281144 sec): 3 clusters Score: Raw -1937222.788353 + Penalty 3138.237487 = -1934084.550866 nChanged 155 SP:Iteration 30Q (9170.351476 sec): 3 clusters Score: Raw -1937271.264158 + Penalty 3138.237487 = -1934133.026672 nChanged 168 SP:Iteration 31Q (9170.411756 sec): 3 clusters Score: Raw -1937321.398272 + Penalty 3138.237487 = -1934183.160785 nChanged 156 SP:Iteration 32Q (9170.475572 sec): 3 clusters Score: Raw -1937370.784290 + Penalty 3138.237487 = -1934232.546803 nChanged 161 SP:Iteration 33Q (9170.537661 sec): 3 clusters Score: Raw -1937418.977343 + Penalty 3138.237487 = -1934280.739857 nChanged 149 SP:Iteration 34Q (9170.611948 sec): 3 clusters Score: Raw -1937456.744288 + Penalty 3138.237487 = -1934318.506801 nChanged 131 SP:Iteration 35Q (9170.662390 sec): 3 clusters Score: Raw -1937489.229853 + Penalty 3138.237487 = -1934350.992366 nChanged 128 SP:Iteration 36Q (9170.724480 sec): 3 clusters Score: Raw -1937524.089238 + Penalty 3138.237487 = -1934385.851751 nChanged 131 SP:Iteration 37Q (9170.788473 sec): 3 clusters Score: Raw -1937557.990818 + Penalty 3138.237487 = -1934419.753332 nChanged 118 SP:Iteration 38Q (9170.850265 sec): 3 clusters Score: Raw -1937590.669675 + Penalty 3138.237487 = -1934452.432188 nChanged 122 SP:Iteration 39Q (9170.908624 sec): 3 clusters Score: Raw -1937620.998392 + Penalty 3138.237487 = -1934482.760905 nChanged 122 SP:Iteration 40F (9170.955885 sec): 3 clusters Score: Raw -1937651.579779 + Penalty 3138.237487 = -1934513.342292 nChanged 120 SP:Iteration 41Q (9170.992205 sec): 3 clusters Score: Raw -1937680.789547 + Penalty 3138.237487 = -1934542.552061 nChanged 117 SP:Iteration 42Q (9171.029729 sec): 3 clusters Score: Raw -1937705.959966 + Penalty 3138.237487 = -1934567.722479 nChanged 93 SP:Iteration 43Q (9171.102546 sec): 3 clusters Score: Raw -1937726.097424 + Penalty 3138.237487 = -1934587.859938 nChanged 105 SP:Iteration 44Q (9171.150576 sec): 3 clusters Score: Raw -1937748.754967 + Penalty 3138.237487 = -1934610.517480 nChanged 89 SP:Iteration 45Q (9171.184655 sec): 3 clusters Score: Raw -1937765.145443 + Penalty 3138.237487 = -1934626.907956 nChanged 72 SP:Iteration 46Q (9171.244058 sec): 3 clusters Score: Raw -1937776.612121 + Penalty 3138.237487 = -1934638.374634 nChanged 58 SP:Iteration 47Q (9171.297241 sec): 3 clusters Score: Raw -1937785.040019 + Penalty 3138.237487 = -1934646.802533 nChanged 57 SP:Iteration 48Q (9171.356794 sec): 3 clusters Score: Raw -1937793.289099 + Penalty 3138.237487 = -1934655.051612 nChanged 61 SP:Iteration 49Q (9171.427556 sec): 3 clusters Score: Raw -1937802.557805 + Penalty 3138.237487 = -1934664.320319 nChanged 65 SP:Iteration 50Q (9171.486155 sec): 3 clusters Score: Raw -1937812.199450 + Penalty 3138.237487 = -1934673.961964 nChanged 63 SP:Iteration 51Q (9171.528281 sec): 3 clusters Score: Raw -1937822.288957 + Penalty 3138.237487 = -1934684.051470 nChanged 66 SP:Iteration 52Q (9171.595215 sec): 3 clusters Score: Raw -1937832.184099 + Penalty 3138.237487 = -1934693.946612 nChanged 63 SP:Iteration 53Q (9171.648390 sec): 3 clusters Score: Raw -1937842.739221 + Penalty 3138.237487 = -1934704.501735 nChanged 60 SP:Iteration 54Q (9171.722279 sec): 3 clusters Score: Raw -1937853.771508 + Penalty 3138.237487 = -1934715.534021 nChanged 63 SP:Iteration 55Q (9171.775859 sec): 3 clusters Score: Raw -1937864.625162 + Penalty 3138.237487 = -1934726.387675 nChanged 66 SP:Iteration 56Q (9171.835886 sec): 3 clusters Score: Raw -1937876.204462 + Penalty 3138.237487 = -1934737.966975 nChanged 67 SP:Iteration 57Q (9171.899966 sec): 3 clusters Score: Raw -1937887.916886 + Penalty 3138.237487 = -1934749.679399 nChanged 60 SP:Iteration 58Q (9171.954402 sec): 3 clusters Score: Raw -1937896.685996 + Penalty 3138.237487 = -1934758.448509 nChanged 47 SP:Iteration 59Q (9172.009663 sec): 3 clusters Score: Raw -1937903.551263 + Penalty 3138.237487 = -1934765.313776 nChanged 37 SP:Iteration 60F (9172.081893 sec): 3 clusters Score: Raw -1937908.466600 + Penalty 3138.237487 = -1934770.229113 nChanged 39 SP:Iteration 61Q (9172.125525 sec): 3 clusters Score: Raw -1937913.628797 + Penalty 3138.237487 = -1934775.391311 nChanged 39 SP:Iteration 62Q (9172.177147 sec): 3 clusters Score: Raw -1937919.437166 + Penalty 3138.237487 = -1934781.199680 nChanged 46 SP:Iteration 63Q (9172.241617 sec): 3 clusters Score: Raw -1937927.972019 + Penalty 3138.237487 = -1934789.734532 nChanged 61 SP:Iteration 64Q (9172.294611 sec): 3 clusters Score: Raw -1937938.615964 + Penalty 3138.237487 = -1934800.378477 nChanged 65 SP:Iteration 65Q (9172.362959 sec): 3 clusters Score: Raw -1937950.893749 + Penalty 3138.237487 = -1934812.656262 nChanged 69 SP:Iteration 66Q (9172.426566 sec): 3 clusters Score: Raw -1937964.844484 + Penalty 3138.237487 = -1934826.606998 nChanged 72 SP:Iteration 67Q (9172.458939 sec): 3 clusters Score: Raw -1937978.942833 + Penalty 3138.237487 = -1934840.705346 nChanged 56 SP:Iteration 68Q (9172.492085 sec): 3 clusters Score: Raw -1937989.271365 + Penalty 3138.237487 = -1934851.033878 nChanged 46 SP:Iteration 69Q (9172.556541 sec): 3 clusters Score: Raw -1937998.268957 + Penalty 3138.237487 = -1934860.031470 nChanged 50 SP:Iteration 70Q (9172.617422 sec): 3 clusters Score: Raw -1938006.439021 + Penalty 3138.237487 = -1934868.201534 nChanged 49 SP:Iteration 71Q (9172.651903 sec): 3 clusters Score: Raw -1938015.060451 + Penalty 3138.237487 = -1934876.822965 nChanged 49 SP:Iteration 72Q (9172.690628 sec): 3 clusters Score: Raw -1938022.897937 + Penalty 3138.237487 = -1934884.660450 nChanged 43 SP:Iteration 73Q (9172.725361 sec): 3 clusters Score: Raw -1938028.235088 + Penalty 3138.237487 = -1934889.997601 nChanged 37 SP:Iteration 74Q (9172.763207 sec): 3 clusters Score: Raw -1938033.460238 + Penalty 3138.237487 = -1934895.222751 nChanged 38 SP:Iteration 75Q (9172.798381 sec): 3 clusters Score: Raw -1938038.905519 + Penalty 3138.237487 = -1934900.668032 nChanged 43 SP:Iteration 76Q (9172.831012 sec): 3 clusters Score: Raw -1938045.586291 + Penalty 3138.237487 = -1934907.348804 nChanged 48 SP:Iteration 77Q (9172.863484 sec): 3 clusters Score: Raw -1938053.003990 + Penalty 3138.237487 = -1934914.766503 nChanged 52 SP:Iteration 78Q (9172.895635 sec): 3 clusters Score: Raw -1938060.836525 + Penalty 3138.237487 = -1934922.599038 nChanged 42 SP:Iteration 79Q (9172.927799 sec): 3 clusters Score: Raw -1938068.078792 + Penalty 3138.237487 = -1934929.841305 nChanged 41 SP:Iteration 80F (9172.975480 sec): 3 clusters Score: Raw -1938074.612092 + Penalty 3138.237487 = -1934936.374606 nChanged 36 SP:Iteration 81Q (9173.008031 sec): 3 clusters Score: Raw -1938079.722707 + Penalty 3138.237487 = -1934941.485220 nChanged 29 SP:Iteration 82Q (9173.073077 sec): 3 clusters Score: Raw -1938083.857094 + Penalty 3138.237487 = -1934945.619608 nChanged 30 SP:Iteration 83Q (9173.135698 sec): 3 clusters Score: Raw -1938088.039448 + Penalty 3138.237487 = -1934949.801961 nChanged 27 SP:Iteration 84Q (9173.202012 sec): 3 clusters Score: Raw -1938091.189372 + Penalty 3138.237487 = -1934952.951885 nChanged 16 SP:Iteration 85Q (9173.234052 sec): 3 clusters Score: Raw -1938093.381603 + Penalty 3138.237487 = -1934955.144116 nChanged 19 SP:Iteration 86Q (9173.266377 sec): 3 clusters Score: Raw -1938095.539397 + Penalty 3138.237487 = -1934957.301910 nChanged 16 SP:Iteration 87Q (9173.298639 sec): 3 clusters Score: Raw -1938097.435746 + Penalty 3138.237487 = -1934959.198259 nChanged 19 SP:Iteration 88Q (9173.364708 sec): 3 clusters Score: Raw -1938099.841038 + Penalty 3138.237487 = -1934961.603552 nChanged 16 SP:Iteration 89Q (9173.398843 sec): 3 clusters Score: Raw -1938102.235479 + Penalty 3138.237487 = -1934963.997992 nChanged 14 SP:Iteration 90Q (9173.437626 sec): 3 clusters Score: Raw -1938104.138638 + Penalty 3138.237487 = -1934965.901151 nChanged 26 SP:Iteration 91Q (9173.475850 sec): 3 clusters Score: Raw -1938107.770497 + Penalty 3138.237487 = -1934969.533010 nChanged 20 SP:Iteration 92Q (9173.508574 sec): 3 clusters Score: Raw -1938111.293537 + Penalty 3138.237487 = -1934973.056051 nChanged 26 SP:Iteration 93Q (9173.545603 sec): 3 clusters Score: Raw -1938114.989133 + Penalty 3138.237487 = -1934976.751646 nChanged 26 SP:Iteration 94Q (9173.588728 sec): 3 clusters Score: Raw -1938118.654741 + Penalty 3138.237487 = -1934980.417254 nChanged 30 SP:Iteration 95Q (9173.620942 sec): 3 clusters Score: Raw -1938122.874804 + Penalty 3138.237487 = -1934984.637317 nChanged 27 SP:Iteration 96Q (9173.656735 sec): 3 clusters Score: Raw -1938126.924766 + Penalty 3138.237487 = -1934988.687279 nChanged 30 SP:Iteration 97Q (9173.691478 sec): 3 clusters Score: Raw -1938132.045317 + Penalty 3138.237487 = -1934993.807831 nChanged 27 SP:Iteration 98Q (9173.726765 sec): 3 clusters Score: Raw -1938136.515194 + Penalty 3138.237487 = -1934998.277708 nChanged 22 SP:Iteration 99Q (9173.758807 sec): 3 clusters Score: Raw -1938140.072476 + Penalty 3138.237487 = -1935001.834990 nChanged 23 SP:Iteration 100F (9173.793882 sec): 3 clusters Score: Raw -1938143.000694 + Penalty 3138.237487 = -1935004.763208 nChanged 20 SP:Iteration 101Q (9173.826084 sec): 3 clusters Score: Raw -1938145.778313 + Penalty 3138.237487 = -1935007.540826 nChanged 19 SP:Iteration 102Q (9173.869442 sec): 3 clusters Score: Raw -1938147.634197 + Penalty 3138.237487 = -1935009.396710 nChanged 11 SP:Iteration 103Q (9173.930766 sec): 3 clusters Score: Raw -1938148.691838 + Penalty 3138.237487 = -1935010.454351 nChanged 7 SP:Iteration 104Q (9173.991788 sec): 3 clusters Score: Raw -1938149.704676 + Penalty 3138.237487 = -1935011.467189 nChanged 6 SP:Iteration 105Q (9174.033502 sec): 3 clusters Score: Raw -1938150.293437 + Penalty 3138.237487 = -1935012.055950 nChanged 3 SP:Iteration 106Q (9174.070182 sec): 3 clusters Score: Raw -1938150.630638 + Penalty 3138.237487 = -1935012.393151 nChanged 6 SP:Iteration 107Q (9174.107315 sec): 3 clusters Score: Raw -1938151.380582 + Penalty 3138.237487 = -1935013.143095 nChanged 8 SP:Iteration 108Q (9174.145789 sec): 3 clusters Score: Raw -1938152.242173 + Penalty 3138.237487 = -1935014.004686 nChanged 4 SP:Iteration 109Q (9174.183876 sec): 3 clusters Score: Raw -1938152.576753 + Penalty 3138.237487 = -1935014.339267 nChanged 3 SP:Iteration 110Q (9174.219511 sec): 3 clusters Score: Raw -1938152.946712 + Penalty 3138.237487 = -1935014.709225 nChanged 6 SP:Iteration 111Q (9174.258566 sec): 3 clusters Score: Raw -1938153.570528 + Penalty 3138.237487 = -1935015.333042 nChanged 7 SP:Iteration 112Q (9174.293925 sec): 3 clusters Score: Raw -1938154.468674 + Penalty 3138.237487 = -1935016.231188 nChanged 10 SP:Iteration 113Q (9174.325831 sec): 3 clusters Score: Raw -1938156.057031 + Penalty 3138.237487 = -1935017.819544 nChanged 14 SP:Iteration 114Q (9174.393251 sec): 3 clusters Score: Raw -1938157.653659 + Penalty 3138.237487 = -1935019.416172 nChanged 12 SP:Iteration 115Q (9174.455287 sec): 3 clusters Score: Raw -1938159.197540 + Penalty 3138.237487 = -1935020.960053 nChanged 10 SP:Iteration 116Q (9174.522973 sec): 3 clusters Score: Raw -1938160.455102 + Penalty 3138.237487 = -1935022.217616 nChanged 12 SP:Iteration 117Q (9174.590754 sec): 3 clusters Score: Raw -1938161.580983 + Penalty 3138.237487 = -1935023.343496 nChanged 14 SP:Iteration 118Q (9174.658221 sec): 3 clusters Score: Raw -1938163.326713 + Penalty 3138.237487 = -1935025.089227 nChanged 12 SP:Iteration 119Q (9174.697233 sec): 3 clusters Score: Raw -1938164.264723 + Penalty 3138.237487 = -1935026.027236 nChanged 8 SP:Iteration 120F (9174.769134 sec): 3 clusters Score: Raw -1938165.006325 + Penalty 3138.237487 = -1935026.768838 nChanged 7 SP:Iteration 121Q (9174.800005 sec): 3 clusters Score: Raw -1938165.872460 + Penalty 3138.237487 = -1935027.634973 nChanged 8 SP:Iteration 122Q (9174.832112 sec): 3 clusters Score: Raw -1938167.124099 + Penalty 3138.237487 = -1935028.886612 nChanged 8 SP:Iteration 123Q (9174.890208 sec): 3 clusters Score: Raw -1938168.106919 + Penalty 3138.237487 = -1935029.869433 nChanged 9 SP:Iteration 124Q (9174.945136 sec): 3 clusters Score: Raw -1938169.274846 + Penalty 3138.237487 = -1935031.037360 nChanged 10 SP:Iteration 125Q (9175.011541 sec): 3 clusters Score: Raw -1938170.517486 + Penalty 3138.237487 = -1935032.279999 nChanged 9 SP:Iteration 126Q (9175.068403 sec): 3 clusters Score: Raw -1938171.694911 + Penalty 3138.237487 = -1935033.457425 nChanged 6 SP:Iteration 127Q (9175.136921 sec): 3 clusters Score: Raw -1938172.326055 + Penalty 3138.237487 = -1935034.088569 nChanged 6 SP:Iteration 128Q (9175.195890 sec): 3 clusters Score: Raw -1938172.966619 + Penalty 3138.237487 = -1935034.729132 nChanged 4 SP:Iteration 129Q (9175.250611 sec): 3 clusters Score: Raw -1938173.400434 + Penalty 3138.237487 = -1935035.162947 nChanged 1 SP:Iteration 130Q (9175.305161 sec): 3 clusters Score: Raw -1938173.499887 + Penalty 3138.237487 = -1935035.262400 nChanged 3 SP:Iteration 131Q (9175.367536 sec): 3 clusters Score: Raw -1938173.639925 + Penalty 3138.237487 = -1935035.402439 nChanged 1 SP:Iteration 132Q (9175.435385 sec): 3 clusters Score: Raw -1938173.697872 + Penalty 3138.237487 = -1935035.460385 nChanged 1 SP:Iteration 133Q (9175.502286 sec): 3 clusters Score: Raw -1938173.751723 + Penalty 3138.237487 = -1935035.514236 nChanged 0 SP:Iteration 134F (9175.573540 sec): 3 clusters Score: Raw -1938173.751723 + Penalty 3138.237487 = -1935035.514236 nChanged 0 Trying to split cluster 16 (6261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9175.603522 sec): 2 clusters Score: Raw -753710.064938 + Penalty 1420.590469 = -752289.474468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9175.658543 sec): 3 clusters Score: Raw -750323.792990 + Penalty 2841.180939 = -747482.612051 nChanged 2582 SP:Iteration 1F (9175.715485 sec): 3 clusters Score: Raw -751892.520774 + Penalty 2841.180939 = -749051.339835 nChanged 509 SP:Iteration 2F (9175.777664 sec): 3 clusters Score: Raw -752274.183189 + Penalty 2841.180939 = -749433.002250 nChanged 448 SP:Iteration 3F (9175.816756 sec): 3 clusters Score: Raw -752686.077880 + Penalty 2841.180939 = -749844.896942 nChanged 487 SP:Iteration 4F (9175.865560 sec): 3 clusters Score: Raw -753251.969856 + Penalty 2841.180939 = -750410.788917 nChanged 480 SP:Iteration 5F (9175.926664 sec): 3 clusters Score: Raw -753833.076962 + Penalty 2841.180939 = -750991.896024 nChanged 439 SP:Iteration 6F (9175.964851 sec): 3 clusters Score: Raw -754340.337243 + Penalty 2841.180939 = -751499.156304 nChanged 309 SP:Iteration 7Q (9176.021141 sec): 3 clusters Score: Raw -754664.828819 + Penalty 2841.180939 = -751823.647880 nChanged 219 SP:Iteration 8Q (9176.065254 sec): 3 clusters Score: Raw -754836.047367 + Penalty 2841.180939 = -751994.866429 nChanged 144 SP:Iteration 9Q (9176.111178 sec): 3 clusters Score: Raw -754905.508037 + Penalty 2841.180939 = -752064.327098 nChanged 70 SP:Iteration 10Q (9176.170868 sec): 3 clusters Score: Raw -754931.794928 + Penalty 2841.180939 = -752090.613989 nChanged 44 SP:Iteration 11Q (9176.208686 sec): 3 clusters Score: Raw -754947.504634 + Penalty 2841.180939 = -752106.323695 nChanged 25 SP:Iteration 12Q (9176.260801 sec): 3 clusters Score: Raw -754954.016797 + Penalty 2841.180939 = -752112.835859 nChanged 15 SP:Iteration 13Q (9176.322417 sec): 3 clusters Score: Raw -754958.545596 + Penalty 2841.180939 = -752117.364658 nChanged 15 SP:Iteration 14Q (9176.367292 sec): 3 clusters Score: Raw -754962.452543 + Penalty 2841.180939 = -752121.271604 nChanged 16 SP:Iteration 15Q (9176.422432 sec): 3 clusters Score: Raw -754966.045158 + Penalty 2841.180939 = -752124.864219 nChanged 16 SP:Iteration 16Q (9176.485144 sec): 3 clusters Score: Raw -754971.603677 + Penalty 2841.180939 = -752130.422738 nChanged 19 SP:Iteration 17Q (9176.529623 sec): 3 clusters Score: Raw -754977.490021 + Penalty 2841.180939 = -752136.309082 nChanged 16 SP:Iteration 18Q (9176.576487 sec): 3 clusters Score: Raw -754982.516848 + Penalty 2841.180939 = -752141.335909 nChanged 15 SP:Iteration 19Q (9176.624664 sec): 3 clusters Score: Raw -754985.917090 + Penalty 2841.180939 = -752144.736152 nChanged 10 SP:Iteration 20F (9176.681951 sec): 3 clusters Score: Raw -754988.037854 + Penalty 2841.180939 = -752146.856916 nChanged 7 SP:Iteration 21Q (9176.729988 sec): 3 clusters Score: Raw -754989.938818 + Penalty 2841.180939 = -752148.757880 nChanged 8 SP:Iteration 22Q (9176.790107 sec): 3 clusters Score: Raw -754991.650275 + Penalty 2841.180939 = -752150.469337 nChanged 4 SP:Iteration 23Q (9176.836106 sec): 3 clusters Score: Raw -754992.281730 + Penalty 2841.180939 = -752151.100792 nChanged 6 SP:Iteration 24Q (9176.860282 sec): 3 clusters Score: Raw -754993.010952 + Penalty 2841.180939 = -752151.830013 nChanged 6 SP:Iteration 25Q (9176.897065 sec): 3 clusters Score: Raw -754993.786481 + Penalty 2841.180939 = -752152.605542 nChanged 4 SP:Iteration 26Q (9176.947155 sec): 3 clusters Score: Raw -754994.315616 + Penalty 2841.180939 = -752153.134678 nChanged 4 SP:Iteration 27Q (9176.996465 sec): 3 clusters Score: Raw -754994.891740 + Penalty 2841.180939 = -752153.710802 nChanged 4 SP:Iteration 28Q (9177.052608 sec): 3 clusters Score: Raw -754995.516590 + Penalty 2841.180939 = -752154.335651 nChanged 3 SP:Iteration 29Q (9177.088853 sec): 3 clusters Score: Raw -754996.256972 + Penalty 2841.180939 = -752155.076033 nChanged 6 SP:Iteration 30Q (9177.137133 sec): 3 clusters Score: Raw -754998.207266 + Penalty 2841.180939 = -752157.026327 nChanged 6 SP:Iteration 31Q (9177.172741 sec): 3 clusters Score: Raw -755000.123911 + Penalty 2841.180939 = -752158.942972 nChanged 8 SP:Iteration 32Q (9177.225683 sec): 3 clusters Score: Raw -755002.402702 + Penalty 2841.180939 = -752161.221763 nChanged 11 SP:Iteration 33Q (9177.279936 sec): 3 clusters Score: Raw -755006.141441 + Penalty 2841.180939 = -752164.960502 nChanged 18 SP:Iteration 34Q (9177.326036 sec): 3 clusters Score: Raw -755011.465889 + Penalty 2841.180939 = -752170.284951 nChanged 17 SP:Iteration 35Q (9177.378199 sec): 3 clusters Score: Raw -755017.724083 + Penalty 2841.180939 = -752176.543145 nChanged 11 SP:Iteration 36Q (9177.427043 sec): 3 clusters Score: Raw -755020.953962 + Penalty 2841.180939 = -752179.773024 nChanged 11 SP:Iteration 37Q (9177.475040 sec): 3 clusters Score: Raw -755024.064409 + Penalty 2841.180939 = -752182.883470 nChanged 14 SP:Iteration 38Q (9177.525207 sec): 3 clusters Score: Raw -755027.239947 + Penalty 2841.180939 = -752186.059009 nChanged 16 SP:Iteration 39Q (9177.587958 sec): 3 clusters Score: Raw -755031.254964 + Penalty 2841.180939 = -752190.074025 nChanged 21 SP:Iteration 40F (9177.633651 sec): 3 clusters Score: Raw -755040.181635 + Penalty 2841.180939 = -752199.000697 nChanged 21 SP:Iteration 41Q (9177.677001 sec): 3 clusters Score: Raw -755049.248342 + Penalty 2841.180939 = -752208.067403 nChanged 22 SP:Iteration 42Q (9177.731615 sec): 3 clusters Score: Raw -755057.386819 + Penalty 2841.180939 = -752216.205881 nChanged 27 SP:Iteration 43Q (9177.789736 sec): 3 clusters Score: Raw -755071.724700 + Penalty 2841.180939 = -752230.543761 nChanged 38 SP:Iteration 44Q (9177.840173 sec): 3 clusters Score: Raw -755096.010250 + Penalty 2841.180939 = -752254.829311 nChanged 38 SP:Iteration 45Q (9177.850355 sec): 3 clusters Score: Raw -755128.643457 + Penalty 2841.180939 = -752287.462518 nChanged 43 SP:Iteration 46Q (9177.905736 sec): 3 clusters Score: Raw -755167.788056 + Penalty 2841.180939 = -752326.607117 nChanged 52 SP:Iteration 47Q (9177.955866 sec): 3 clusters Score: Raw -755213.908840 + Penalty 2841.180939 = -752372.727901 nChanged 50 SP:Iteration 48Q (9177.975750 sec): 3 clusters Score: Raw -755250.133947 + Penalty 2841.180939 = -752408.953008 nChanged 35 SP:Iteration 49Q (9177.996394 sec): 3 clusters Score: Raw -755271.234603 + Penalty 2841.180939 = -752430.053665 nChanged 36 SP:Iteration 50Q (9178.037631 sec): 3 clusters Score: Raw -755288.338772 + Penalty 2841.180939 = -752447.157833 nChanged 16 SP:Iteration 51Q (9178.089683 sec): 3 clusters Score: Raw -755294.842784 + Penalty 2841.180939 = -752453.661846 nChanged 21 SP:Iteration 52Q (9178.108970 sec): 3 clusters Score: Raw -755302.490709 + Penalty 2841.180939 = -752461.309770 nChanged 11 SP:Iteration 53Q (9178.129545 sec): 3 clusters Score: Raw -755305.374789 + Penalty 2841.180939 = -752464.193851 nChanged 5 SP:Iteration 54Q (9178.179175 sec): 3 clusters Score: Raw -755305.999731 + Penalty 2841.180939 = -752464.818793 nChanged 1 SP:Iteration 55Q (9178.230902 sec): 3 clusters Score: Raw -755306.096913 + Penalty 2841.180939 = -752464.915974 nChanged 1 SP:Iteration 56Q (9178.285142 sec): 3 clusters Score: Raw -755306.244604 + Penalty 2841.180939 = -752465.063666 nChanged 1 SP:Iteration 57Q (9178.346954 sec): 3 clusters Score: Raw -755306.477852 + Penalty 2841.180939 = -752465.296914 nChanged 2 SP:Iteration 58Q (9178.385938 sec): 3 clusters Score: Raw -755306.752467 + Penalty 2841.180939 = -752465.571528 nChanged 1 SP:Iteration 59Q (9178.406379 sec): 3 clusters Score: Raw -755307.163560 + Penalty 2841.180939 = -752465.982621 nChanged 1 SP:Iteration 60F (9178.430630 sec): 3 clusters Score: Raw -755307.313915 + Penalty 2841.180939 = -752466.132976 nChanged 0 Score: Raw -129525773.749339 + Penalty 85669.685189 = -129440104.064150 Splitting cluster 16 changes total score from -129440760.927386 to -129440104.064150 So it's not getting split. Trying to split cluster 17 (2710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9202.180443 sec): 2 clusters Score: Raw -329472.260426 + Penalty 1284.514386 = -328187.746040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9202.197552 sec): 3 clusters Score: Raw -328264.894664 + Penalty 2569.028772 = -325695.865892 nChanged 1012 SP:Iteration 1F (9202.215604 sec): 3 clusters Score: Raw -328842.427104 + Penalty 2569.028772 = -326273.398332 nChanged 203 SP:Iteration 2F (9202.242853 sec): 3 clusters Score: Raw -328955.019308 + Penalty 2569.028772 = -326385.990536 nChanged 122 SP:Iteration 3Q (9202.256418 sec): 3 clusters Score: Raw -329026.374448 + Penalty 2569.028772 = -326457.345676 nChanged 98 SP:Iteration 4Q (9202.273433 sec): 3 clusters Score: Raw -329091.401716 + Penalty 2569.028772 = -326522.372944 nChanged 84 SP:Iteration 5Q (9202.295773 sec): 3 clusters Score: Raw -329137.002594 + Penalty 2569.028772 = -326567.973822 nChanged 83 SP:Iteration 6Q (9202.318188 sec): 3 clusters Score: Raw -329190.759499 + Penalty 2569.028772 = -326621.730727 nChanged 77 SP:Iteration 7Q (9202.340955 sec): 3 clusters Score: Raw -329243.117843 + Penalty 2569.028772 = -326674.089071 nChanged 72 SP:Iteration 8Q (9202.362990 sec): 3 clusters Score: Raw -329300.695092 + Penalty 2569.028772 = -326731.666320 nChanged 86 SP:Iteration 9Q (9202.385363 sec): 3 clusters Score: Raw -329369.992627 + Penalty 2569.028772 = -326800.963855 nChanged 89 SP:Iteration 10Q (9202.407803 sec): 3 clusters Score: Raw -329446.308096 + Penalty 2569.028772 = -326877.279324 nChanged 86 SP:Iteration 11Q (9202.430239 sec): 3 clusters Score: Raw -329511.202998 + Penalty 2569.028772 = -326942.174226 nChanged 76 SP:Iteration 12Q (9202.457588 sec): 3 clusters Score: Raw -329566.176179 + Penalty 2569.028772 = -326997.147407 nChanged 73 SP:Iteration 13Q (9202.471005 sec): 3 clusters Score: Raw -329623.412592 + Penalty 2569.028772 = -327054.383820 nChanged 54 SP:Iteration 14Q (9202.488432 sec): 3 clusters Score: Raw -329656.100116 + Penalty 2569.028772 = -327087.071344 nChanged 43 SP:Iteration 15Q (9202.510583 sec): 3 clusters Score: Raw -329687.880131 + Penalty 2569.028772 = -327118.851359 nChanged 33 SP:Iteration 16Q (9202.532754 sec): 3 clusters Score: Raw -329708.290815 + Penalty 2569.028772 = -327139.262043 nChanged 30 SP:Iteration 17Q (9202.554973 sec): 3 clusters Score: Raw -329724.474203 + Penalty 2569.028772 = -327155.445431 nChanged 22 SP:Iteration 18Q (9202.568755 sec): 3 clusters Score: Raw -329735.988796 + Penalty 2569.028772 = -327166.960024 nChanged 24 SP:Iteration 19Q (9202.582250 sec): 3 clusters Score: Raw -329752.827361 + Penalty 2569.028772 = -327183.798589 nChanged 24 SP:Iteration 20F (9202.596214 sec): 3 clusters Score: Raw -329767.929400 + Penalty 2569.028772 = -327198.900628 nChanged 21 SP:Iteration 21Q (9202.623015 sec): 3 clusters Score: Raw -329781.175403 + Penalty 2569.028772 = -327212.146631 nChanged 18 SP:Iteration 22Q (9202.636449 sec): 3 clusters Score: Raw -329790.312595 + Penalty 2569.028772 = -327221.283823 nChanged 12 SP:Iteration 23Q (9202.649762 sec): 3 clusters Score: Raw -329795.662193 + Penalty 2569.028772 = -327226.633421 nChanged 10 SP:Iteration 24Q (9202.663043 sec): 3 clusters Score: Raw -329800.321773 + Penalty 2569.028772 = -327231.293001 nChanged 11 SP:Iteration 25Q (9202.676396 sec): 3 clusters Score: Raw -329807.277285 + Penalty 2569.028772 = -327238.248513 nChanged 14 SP:Iteration 26Q (9202.689783 sec): 3 clusters Score: Raw -329812.856352 + Penalty 2569.028772 = -327243.827580 nChanged 10 SP:Iteration 27Q (9202.703146 sec): 3 clusters Score: Raw -329818.559286 + Penalty 2569.028772 = -327249.530514 nChanged 12 SP:Iteration 28Q (9202.751368 sec): 3 clusters Score: Raw -329823.915683 + Penalty 2569.028772 = -327254.886911 nChanged 9 SP:Iteration 29Q (9202.805151 sec): 3 clusters Score: Raw -329827.097969 + Penalty 2569.028772 = -327258.069197 nChanged 6 SP:Iteration 30Q (9202.852411 sec): 3 clusters Score: Raw -329831.105595 + Penalty 2569.028772 = -327262.076823 nChanged 7 SP:Iteration 31Q (9202.886797 sec): 3 clusters Score: Raw -329833.883794 + Penalty 2569.028772 = -327264.855022 nChanged 9 SP:Iteration 32Q (9202.927331 sec): 3 clusters Score: Raw -329836.884930 + Penalty 2569.028772 = -327267.856158 nChanged 9 SP:Iteration 33Q (9202.972198 sec): 3 clusters Score: Raw -329841.539419 + Penalty 2569.028772 = -327272.510647 nChanged 11 SP:Iteration 34Q (9203.013420 sec): 3 clusters Score: Raw -329846.661943 + Penalty 2569.028772 = -327277.633171 nChanged 11 SP:Iteration 35Q (9203.054275 sec): 3 clusters Score: Raw -329854.052321 + Penalty 2569.028772 = -327285.023549 nChanged 8 SP:Iteration 36Q (9203.104284 sec): 3 clusters Score: Raw -329856.607453 + Penalty 2569.028772 = -327287.578681 nChanged 3 SP:Iteration 37Q (9203.135224 sec): 3 clusters Score: Raw -329858.019378 + Penalty 2569.028772 = -327288.990606 nChanged 6 SP:Iteration 38Q (9203.187179 sec): 3 clusters Score: Raw -329859.936718 + Penalty 2569.028772 = -327290.907946 nChanged 4 SP:Iteration 39Q (9203.217845 sec): 3 clusters Score: Raw -329861.103359 + Penalty 2569.028772 = -327292.074587 nChanged 1 SP:Iteration 40F (9203.242343 sec): 3 clusters Score: Raw -329861.338390 + Penalty 2569.028772 = -327292.309618 nChanged 1 SP:Iteration 41Q (9203.258644 sec): 3 clusters Score: Raw -329861.527860 + Penalty 2569.028772 = -327292.499088 nChanged 1 SP:Iteration 42Q (9203.272055 sec): 3 clusters Score: Raw -329862.014502 + Penalty 2569.028772 = -327292.985730 nChanged 4 SP:Iteration 43Q (9203.285489 sec): 3 clusters Score: Raw -329863.703155 + Penalty 2569.028772 = -327294.674383 nChanged 7 SP:Iteration 44Q (9203.301049 sec): 3 clusters Score: Raw -329866.977065 + Penalty 2569.028772 = -327297.948293 nChanged 6 SP:Iteration 45Q (9203.314246 sec): 3 clusters Score: Raw -329870.107945 + Penalty 2569.028772 = -327301.079173 nChanged 10 SP:Iteration 46Q (9203.327907 sec): 3 clusters Score: Raw -329876.910108 + Penalty 2569.028772 = -327307.881336 nChanged 10 SP:Iteration 47Q (9203.342387 sec): 3 clusters Score: Raw -329880.876907 + Penalty 2569.028772 = -327311.848135 nChanged 12 SP:Iteration 48Q (9203.355712 sec): 3 clusters Score: Raw -329885.525226 + Penalty 2569.028772 = -327316.496454 nChanged 8 SP:Iteration 49Q (9203.369222 sec): 3 clusters Score: Raw -329887.968987 + Penalty 2569.028772 = -327318.940215 nChanged 3 SP:Iteration 50Q (9203.382363 sec): 3 clusters Score: Raw -329888.775619 + Penalty 2569.028772 = -327319.746847 nChanged 1 SP:Iteration 51Q (9203.396483 sec): 3 clusters Score: Raw -329889.377861 + Penalty 2569.028772 = -327320.349089 nChanged 3 SP:Iteration 52Q (9203.408899 sec): 3 clusters Score: Raw -329890.456255 + Penalty 2569.028772 = -327321.427483 nChanged 1 SP:Iteration 53Q (9203.427847 sec): 3 clusters Score: Raw -329890.661605 + Penalty 2569.028772 = -327321.632833 nChanged 0 SP:Iteration 54F (9203.441398 sec): 3 clusters Score: Raw -329890.661605 + Penalty 2569.028772 = -327321.632833 nChanged 0 Trying to split cluster 18 (82460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9203.558793 sec): 2 clusters Score: Raw -10350423.025128 + Penalty 1839.511149 = -10348583.513980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9203.705093 sec): 3 clusters Score: Raw -10297195.814200 + Penalty 3679.022297 = -10293516.791903 nChanged 39071 SP:Iteration 1F (9203.846292 sec): 3 clusters Score: Raw -10319943.106719 + Penalty 3679.022297 = -10316264.084422 nChanged 3028 SP:Iteration 2Q (9204.003572 sec): 3 clusters Score: Raw -10320872.244355 + Penalty 3679.022297 = -10317193.222058 nChanged 3401 SP:Iteration 3Q (9204.158675 sec): 3 clusters Score: Raw -10322130.355535 + Penalty 3679.022297 = -10318451.333238 nChanged 3960 SP:Iteration 4Q (9204.335453 sec): 3 clusters Score: Raw -10324007.693533 + Penalty 3679.022297 = -10320328.671236 nChanged 4710 SP:Iteration 5F (9204.492389 sec): 3 clusters Score: Raw -10326757.483851 + Penalty 3679.022297 = -10323078.461554 nChanged 5209 SP:Iteration 6F (9204.659536 sec): 3 clusters Score: Raw -10330342.992914 + Penalty 3679.022297 = -10326663.970617 nChanged 5296 SP:Iteration 7F (9204.827511 sec): 3 clusters Score: Raw -10334130.797459 + Penalty 3679.022297 = -10330451.775162 nChanged 4723 SP:Iteration 8F (9204.978385 sec): 3 clusters Score: Raw -10337239.145104 + Penalty 3679.022297 = -10333560.122807 nChanged 3840 SP:Iteration 9Q (9205.149734 sec): 3 clusters Score: Raw -10339420.119479 + Penalty 3679.022297 = -10335741.097182 nChanged 2889 SP:Iteration 10Q (9205.309852 sec): 3 clusters Score: Raw -10340766.383088 + Penalty 3679.022297 = -10337087.360791 nChanged 2267 SP:Iteration 11Q (9205.460700 sec): 3 clusters Score: Raw -10341786.609840 + Penalty 3679.022297 = -10338107.587543 nChanged 2050 SP:Iteration 12Q (9205.620339 sec): 3 clusters Score: Raw -10342745.960191 + Penalty 3679.022297 = -10339066.937894 nChanged 2001 SP:Iteration 13Q (9205.768683 sec): 3 clusters Score: Raw -10343743.599374 + Penalty 3679.022297 = -10340064.577077 nChanged 1957 SP:Iteration 14Q (9205.920590 sec): 3 clusters Score: Raw -10344770.655032 + Penalty 3679.022297 = -10341091.632734 nChanged 1815 SP:Iteration 15Q (9206.070949 sec): 3 clusters Score: Raw -10345748.825263 + Penalty 3679.022297 = -10342069.802966 nChanged 1645 SP:Iteration 16Q (9206.197802 sec): 3 clusters Score: Raw -10346668.986797 + Penalty 3679.022297 = -10342989.964500 nChanged 1524 SP:Iteration 17Q (9206.320988 sec): 3 clusters Score: Raw -10347543.027100 + Penalty 3679.022297 = -10343864.004803 nChanged 1290 SP:Iteration 18Q (9206.444675 sec): 3 clusters Score: Raw -10348313.463696 + Penalty 3679.022297 = -10344634.441399 nChanged 1094 SP:Iteration 19Q (9206.586439 sec): 3 clusters Score: Raw -10348965.382824 + Penalty 3679.022297 = -10345286.360527 nChanged 886 SP:Iteration 20F (9206.723627 sec): 3 clusters Score: Raw -10349473.763721 + Penalty 3679.022297 = -10345794.741424 nChanged 710 SP:Iteration 21Q (9206.848764 sec): 3 clusters Score: Raw -10349871.836128 + Penalty 3679.022297 = -10346192.813831 nChanged 526 SP:Iteration 22Q (9206.964943 sec): 3 clusters Score: Raw -10350158.759077 + Penalty 3679.022297 = -10346479.736780 nChanged 379 SP:Iteration 23Q (9207.079430 sec): 3 clusters Score: Raw -10350359.915534 + Penalty 3679.022297 = -10346680.893237 nChanged 278 SP:Iteration 24Q (9207.196582 sec): 3 clusters Score: Raw -10350504.501417 + Penalty 3679.022297 = -10346825.479120 nChanged 210 SP:Iteration 25Q (9207.308432 sec): 3 clusters Score: Raw -10350605.241610 + Penalty 3679.022297 = -10346926.219313 nChanged 140 SP:Iteration 26Q (9207.424375 sec): 3 clusters Score: Raw -10350673.464326 + Penalty 3679.022297 = -10346994.442029 nChanged 110 SP:Iteration 27Q (9207.551646 sec): 3 clusters Score: Raw -10350715.359309 + Penalty 3679.022297 = -10347036.337012 nChanged 83 SP:Iteration 28Q (9207.692770 sec): 3 clusters Score: Raw -10350746.432338 + Penalty 3679.022297 = -10347067.410041 nChanged 63 SP:Iteration 29Q (9207.819881 sec): 3 clusters Score: Raw -10350768.376733 + Penalty 3679.022297 = -10347089.354436 nChanged 46 SP:Iteration 30Q (9207.951513 sec): 3 clusters Score: Raw -10350784.730161 + Penalty 3679.022297 = -10347105.707864 nChanged 38 SP:Iteration 31Q (9208.085610 sec): 3 clusters Score: Raw -10350797.509449 + Penalty 3679.022297 = -10347118.487152 nChanged 44 SP:Iteration 32Q (9208.223941 sec): 3 clusters Score: Raw -10350810.600450 + Penalty 3679.022297 = -10347131.578153 nChanged 26 SP:Iteration 33Q (9208.350236 sec): 3 clusters Score: Raw -10350818.229487 + Penalty 3679.022297 = -10347139.207190 nChanged 21 SP:Iteration 34Q (9208.469589 sec): 3 clusters Score: Raw -10350826.669227 + Penalty 3679.022297 = -10347147.646930 nChanged 21 SP:Iteration 35Q (9208.598588 sec): 3 clusters Score: Raw -10350835.183272 + Penalty 3679.022297 = -10347156.160975 nChanged 21 SP:Iteration 36Q (9208.722884 sec): 3 clusters Score: Raw -10350843.364563 + Penalty 3679.022297 = -10347164.342266 nChanged 20 SP:Iteration 37Q (9208.844267 sec): 3 clusters Score: Raw -10350850.555574 + Penalty 3679.022297 = -10347171.533277 nChanged 12 SP:Iteration 38Q (9208.985140 sec): 3 clusters Score: Raw -10350853.765836 + Penalty 3679.022297 = -10347174.743538 nChanged 8 SP:Iteration 39Q (9209.116636 sec): 3 clusters Score: Raw -10350855.579812 + Penalty 3679.022297 = -10347176.557515 nChanged 7 SP:Iteration 40F (9209.285589 sec): 3 clusters Score: Raw -10350857.379607 + Penalty 3679.022297 = -10347178.357310 nChanged 5 SP:Iteration 41Q (9209.404044 sec): 3 clusters Score: Raw -10350858.997793 + Penalty 3679.022297 = -10347179.975496 nChanged 9 SP:Iteration 42Q (9209.533428 sec): 3 clusters Score: Raw -10350861.711577 + Penalty 3679.022297 = -10347182.689280 nChanged 7 SP:Iteration 43Q (9209.643000 sec): 3 clusters Score: Raw -10350863.075365 + Penalty 3679.022297 = -10347184.053068 nChanged 6 SP:Iteration 44Q (9209.752467 sec): 3 clusters Score: Raw -10350864.956729 + Penalty 3679.022297 = -10347185.934432 nChanged 9 SP:Iteration 45Q (9209.862662 sec): 3 clusters Score: Raw -10350867.802800 + Penalty 3679.022297 = -10347188.780503 nChanged 7 SP:Iteration 46Q (9209.971757 sec): 3 clusters Score: Raw -10350869.829322 + Penalty 3679.022297 = -10347190.807025 nChanged 5 SP:Iteration 47Q (9210.087144 sec): 3 clusters Score: Raw -10350871.175803 + Penalty 3679.022297 = -10347192.153506 nChanged 3 SP:Iteration 48Q (9210.225404 sec): 3 clusters Score: Raw -10350871.827987 + Penalty 3679.022297 = -10347192.805690 nChanged 1 SP:Iteration 49Q (9210.369715 sec): 3 clusters Score: Raw -10350872.211992 + Penalty 3679.022297 = -10347193.189695 nChanged 1 SP:Iteration 50Q (9210.513921 sec): 3 clusters Score: Raw -10350872.352256 + Penalty 3679.022297 = -10347193.329959 nChanged 0 SP:Iteration 51F (9210.683888 sec): 3 clusters Score: Raw -10350872.352256 + Penalty 3679.022297 = -10347193.329959 nChanged 0 Trying to split cluster 19 (11586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9210.715197 sec): 2 clusters Score: Raw -1360018.831194 + Penalty 1520.602322 = -1358498.228872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9210.775120 sec): 3 clusters Score: Raw -1353313.728702 + Penalty 3041.204644 = -1350272.524058 nChanged 5132 SP:Iteration 1F (9210.830201 sec): 3 clusters Score: Raw -1356272.982933 + Penalty 3041.204644 = -1353231.778289 nChanged 845 SP:Iteration 2F (9210.900709 sec): 3 clusters Score: Raw -1356766.852059 + Penalty 3041.204644 = -1353725.647415 nChanged 756 SP:Iteration 3F (9210.951123 sec): 3 clusters Score: Raw -1357240.300890 + Penalty 3041.204644 = -1354199.096246 nChanged 742 SP:Iteration 4F (9211.008983 sec): 3 clusters Score: Raw -1357928.976111 + Penalty 3041.204644 = -1354887.771466 nChanged 852 SP:Iteration 5F (9211.070799 sec): 3 clusters Score: Raw -1358875.522377 + Penalty 3041.204644 = -1355834.317733 nChanged 859 SP:Iteration 6F (9211.120585 sec): 3 clusters Score: Raw -1359767.870836 + Penalty 3041.204644 = -1356726.666191 nChanged 788 SP:Iteration 7F (9211.176252 sec): 3 clusters Score: Raw -1360435.521621 + Penalty 3041.204644 = -1357394.316976 nChanged 573 SP:Iteration 8Q (9211.235510 sec): 3 clusters Score: Raw -1360798.843167 + Penalty 3041.204644 = -1357757.638522 nChanged 342 SP:Iteration 9Q (9211.299766 sec): 3 clusters Score: Raw -1361005.528540 + Penalty 3041.204644 = -1357964.323895 nChanged 255 SP:Iteration 10Q (9211.364153 sec): 3 clusters Score: Raw -1361152.107560 + Penalty 3041.204644 = -1358110.902916 nChanged 177 SP:Iteration 11Q (9211.422558 sec): 3 clusters Score: Raw -1361249.496791 + Penalty 3041.204644 = -1358208.292147 nChanged 124 SP:Iteration 12Q (9211.484437 sec): 3 clusters Score: Raw -1361294.007238 + Penalty 3041.204644 = -1358252.802594 nChanged 77 SP:Iteration 13Q (9211.519398 sec): 3 clusters Score: Raw -1361317.240523 + Penalty 3041.204644 = -1358276.035879 nChanged 41 SP:Iteration 14Q (9211.554753 sec): 3 clusters Score: Raw -1361325.732166 + Penalty 3041.204644 = -1358284.527522 nChanged 24 SP:Iteration 15Q (9211.617527 sec): 3 clusters Score: Raw -1361331.368106 + Penalty 3041.204644 = -1358290.163461 nChanged 23 SP:Iteration 16Q (9211.680754 sec): 3 clusters Score: Raw -1361335.684553 + Penalty 3041.204644 = -1358294.479909 nChanged 17 SP:Iteration 17Q (9211.713792 sec): 3 clusters Score: Raw -1361339.335077 + Penalty 3041.204644 = -1358298.130432 nChanged 13 SP:Iteration 18Q (9211.755240 sec): 3 clusters Score: Raw -1361341.063960 + Penalty 3041.204644 = -1358299.859316 nChanged 8 SP:Iteration 19Q (9211.807916 sec): 3 clusters Score: Raw -1361342.872540 + Penalty 3041.204644 = -1358301.667895 nChanged 8 SP:Iteration 20F (9211.850570 sec): 3 clusters Score: Raw -1361343.802932 + Penalty 3041.204644 = -1358302.598288 nChanged 6 SP:Iteration 21Q (9211.910960 sec): 3 clusters Score: Raw -1361344.378452 + Penalty 3041.204644 = -1358303.173807 nChanged 5 SP:Iteration 22Q (9211.975319 sec): 3 clusters Score: Raw -1361345.184621 + Penalty 3041.204644 = -1358303.979977 nChanged 5 SP:Iteration 23Q (9212.038503 sec): 3 clusters Score: Raw -1361345.764599 + Penalty 3041.204644 = -1358304.559955 nChanged 2 SP:Iteration 24Q (9212.093411 sec): 3 clusters Score: Raw -1361346.337922 + Penalty 3041.204644 = -1358305.133278 nChanged 3 SP:Iteration 25Q (9212.149633 sec): 3 clusters Score: Raw -1361346.792135 + Penalty 3041.204644 = -1358305.587491 nChanged 1 SP:Iteration 26Q (9212.197687 sec): 3 clusters Score: Raw -1361346.862754 + Penalty 3041.204644 = -1358305.658109 nChanged 0 SP:Iteration 27F (9212.258850 sec): 3 clusters Score: Raw -1361346.862754 + Penalty 3041.204644 = -1358305.658109 nChanged 0 Trying to split cluster 20 (4338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9212.277198 sec): 2 clusters Score: Raw -511717.170039 + Penalty 1360.964912 = -510356.205127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9212.327240 sec): 3 clusters Score: Raw -509539.821394 + Penalty 2721.929825 = -506817.891569 nChanged 1743 SP:Iteration 1F (9212.374537 sec): 3 clusters Score: Raw -510803.381469 + Penalty 2721.929825 = -508081.451644 nChanged 444 SP:Iteration 2F (9212.421989 sec): 3 clusters Score: Raw -511316.333357 + Penalty 2721.929825 = -508594.403532 nChanged 403 SP:Iteration 3F (9212.476658 sec): 3 clusters Score: Raw -511916.792420 + Penalty 2721.929825 = -509194.862595 nChanged 415 SP:Iteration 4F (9212.530233 sec): 3 clusters Score: Raw -512470.366331 + Penalty 2721.929825 = -509748.436506 nChanged 298 SP:Iteration 5F (9212.580303 sec): 3 clusters Score: Raw -512788.494598 + Penalty 2721.929825 = -510066.564773 nChanged 168 SP:Iteration 6Q (9212.629482 sec): 3 clusters Score: Raw -512917.811364 + Penalty 2721.929825 = -510195.881540 nChanged 103 SP:Iteration 7Q (9212.686935 sec): 3 clusters Score: Raw -512978.323823 + Penalty 2721.929825 = -510256.393998 nChanged 79 SP:Iteration 8Q (9212.736297 sec): 3 clusters Score: Raw -513024.212136 + Penalty 2721.929825 = -510302.282311 nChanged 50 SP:Iteration 9Q (9212.776335 sec): 3 clusters Score: Raw -513047.996193 + Penalty 2721.929825 = -510326.066369 nChanged 27 SP:Iteration 10Q (9212.826076 sec): 3 clusters Score: Raw -513057.665597 + Penalty 2721.929825 = -510335.735772 nChanged 10 SP:Iteration 11Q (9212.875557 sec): 3 clusters Score: Raw -513060.372052 + Penalty 2721.929825 = -510338.442228 nChanged 4 SP:Iteration 12Q (9212.926610 sec): 3 clusters Score: Raw -513061.515797 + Penalty 2721.929825 = -510339.585973 nChanged 4 SP:Iteration 13Q (9212.967562 sec): 3 clusters Score: Raw -513062.721718 + Penalty 2721.929825 = -510340.791893 nChanged 3 SP:Iteration 14Q (9213.015101 sec): 3 clusters Score: Raw -513063.243930 + Penalty 2721.929825 = -510341.314105 nChanged 3 SP:Iteration 15Q (9213.031032 sec): 3 clusters Score: Raw -513063.687323 + Penalty 2721.929825 = -510341.757498 nChanged 1 SP:Iteration 16Q (9213.061907 sec): 3 clusters Score: Raw -513063.838746 + Penalty 2721.929825 = -510341.908922 nChanged 1 SP:Iteration 17Q (9213.098597 sec): 3 clusters Score: Raw -513064.023570 + Penalty 2721.929825 = -510342.093745 nChanged 2 SP:Iteration 18Q (9213.161985 sec): 3 clusters Score: Raw -513064.417400 + Penalty 2721.929825 = -510342.487576 nChanged 0 SP:Iteration 19F (9213.195317 sec): 3 clusters Score: Raw -513064.417400 + Penalty 2721.929825 = -510342.487576 nChanged 0 Trying to split cluster 21 (17936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9213.238697 sec): 2 clusters Score: Raw -2251828.677039 + Penalty 1591.616836 = -2250237.060203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9213.278382 sec): 3 clusters Score: Raw -2241169.674891 + Penalty 3183.233672 = -2237986.441219 nChanged 8030 SP:Iteration 1F (9213.319649 sec): 3 clusters Score: Raw -2245666.955652 + Penalty 3183.233672 = -2242483.721980 nChanged 1062 SP:Iteration 2F (9213.362065 sec): 3 clusters Score: Raw -2246184.730138 + Penalty 3183.233672 = -2243001.496465 nChanged 1038 SP:Iteration 3F (9213.402531 sec): 3 clusters Score: Raw -2246783.758039 + Penalty 3183.233672 = -2243600.524366 nChanged 1093 SP:Iteration 4F (9213.444445 sec): 3 clusters Score: Raw -2247469.570235 + Penalty 3183.233672 = -2244286.336563 nChanged 1052 SP:Iteration 5F (9213.505947 sec): 3 clusters Score: Raw -2248178.780572 + Penalty 3183.233672 = -2244995.546900 nChanged 1059 SP:Iteration 6F (9213.571394 sec): 3 clusters Score: Raw -2248864.046112 + Penalty 3183.233672 = -2245680.812440 nChanged 949 SP:Iteration 7F (9213.609986 sec): 3 clusters Score: Raw -2249451.550379 + Penalty 3183.233672 = -2246268.316707 nChanged 766 SP:Iteration 8Q (9213.648247 sec): 3 clusters Score: Raw -2249861.597145 + Penalty 3183.233672 = -2246678.363472 nChanged 579 SP:Iteration 9Q (9213.688471 sec): 3 clusters Score: Raw -2250142.095502 + Penalty 3183.233672 = -2246958.861830 nChanged 508 SP:Iteration 10Q (9213.728680 sec): 3 clusters Score: Raw -2250368.895740 + Penalty 3183.233672 = -2247185.662068 nChanged 401 SP:Iteration 11Q (9213.766536 sec): 3 clusters Score: Raw -2250548.419299 + Penalty 3183.233672 = -2247365.185627 nChanged 345 SP:Iteration 12Q (9213.807307 sec): 3 clusters Score: Raw -2250699.633765 + Penalty 3183.233672 = -2247516.400093 nChanged 338 SP:Iteration 13Q (9213.854088 sec): 3 clusters Score: Raw -2250863.920671 + Penalty 3183.233672 = -2247680.686999 nChanged 358 SP:Iteration 14Q (9213.893421 sec): 3 clusters Score: Raw -2251038.355310 + Penalty 3183.233672 = -2247855.121638 nChanged 336 SP:Iteration 15Q (9213.931348 sec): 3 clusters Score: Raw -2251204.045698 + Penalty 3183.233672 = -2248020.812026 nChanged 295 SP:Iteration 16Q (9213.995917 sec): 3 clusters Score: Raw -2251346.929756 + Penalty 3183.233672 = -2248163.696084 nChanged 258 SP:Iteration 17Q (9214.054393 sec): 3 clusters Score: Raw -2251460.316449 + Penalty 3183.233672 = -2248277.082776 nChanged 237 SP:Iteration 18Q (9214.089801 sec): 3 clusters Score: Raw -2251569.811444 + Penalty 3183.233672 = -2248386.577772 nChanged 209 SP:Iteration 19Q (9214.125391 sec): 3 clusters Score: Raw -2251672.038340 + Penalty 3183.233672 = -2248488.804667 nChanged 188 SP:Iteration 20F (9214.183249 sec): 3 clusters Score: Raw -2251766.861308 + Penalty 3183.233672 = -2248583.627635 nChanged 186 SP:Iteration 21Q (9214.217872 sec): 3 clusters Score: Raw -2251870.250083 + Penalty 3183.233672 = -2248687.016411 nChanged 148 SP:Iteration 22Q (9214.263202 sec): 3 clusters Score: Raw -2251934.644799 + Penalty 3183.233672 = -2248751.411127 nChanged 122 SP:Iteration 23Q (9214.330864 sec): 3 clusters Score: Raw -2251981.125070 + Penalty 3183.233672 = -2248797.891397 nChanged 101 SP:Iteration 24Q (9214.393106 sec): 3 clusters Score: Raw -2252024.061448 + Penalty 3183.233672 = -2248840.827776 nChanged 92 SP:Iteration 25Q (9214.442728 sec): 3 clusters Score: Raw -2252060.988329 + Penalty 3183.233672 = -2248877.754657 nChanged 63 SP:Iteration 26Q (9214.503643 sec): 3 clusters Score: Raw -2252084.904346 + Penalty 3183.233672 = -2248901.670674 nChanged 51 SP:Iteration 27Q (9214.573471 sec): 3 clusters Score: Raw -2252105.362465 + Penalty 3183.233672 = -2248922.128793 nChanged 55 SP:Iteration 28Q (9214.612436 sec): 3 clusters Score: Raw -2252127.896611 + Penalty 3183.233672 = -2248944.662939 nChanged 41 SP:Iteration 29Q (9214.651465 sec): 3 clusters Score: Raw -2252143.958517 + Penalty 3183.233672 = -2248960.724845 nChanged 32 SP:Iteration 30Q (9214.688820 sec): 3 clusters Score: Raw -2252159.761772 + Penalty 3183.233672 = -2248976.528100 nChanged 32 SP:Iteration 31Q (9214.721983 sec): 3 clusters Score: Raw -2252171.775209 + Penalty 3183.233672 = -2248988.541537 nChanged 22 SP:Iteration 32Q (9214.755030 sec): 3 clusters Score: Raw -2252180.296334 + Penalty 3183.233672 = -2248997.062662 nChanged 22 SP:Iteration 33Q (9214.796145 sec): 3 clusters Score: Raw -2252187.892487 + Penalty 3183.233672 = -2249004.658814 nChanged 16 SP:Iteration 34Q (9214.832332 sec): 3 clusters Score: Raw -2252195.002275 + Penalty 3183.233672 = -2249011.768603 nChanged 21 SP:Iteration 35Q (9214.865243 sec): 3 clusters Score: Raw -2252201.875882 + Penalty 3183.233672 = -2249018.642210 nChanged 7 SP:Iteration 36Q (9214.911199 sec): 3 clusters Score: Raw -2252203.928979 + Penalty 3183.233672 = -2249020.695307 nChanged 5 SP:Iteration 37Q (9214.944287 sec): 3 clusters Score: Raw -2252205.666965 + Penalty 3183.233672 = -2249022.433293 nChanged 6 SP:Iteration 38Q (9214.977345 sec): 3 clusters Score: Raw -2252206.646329 + Penalty 3183.233672 = -2249023.412656 nChanged 1 SP:Iteration 39Q (9215.013063 sec): 3 clusters Score: Raw -2252207.346122 + Penalty 3183.233672 = -2249024.112449 nChanged 2 SP:Iteration 40F (9215.051692 sec): 3 clusters Score: Raw -2252207.897574 + Penalty 3183.233672 = -2249024.663902 nChanged 2 SP:Iteration 41Q (9215.088072 sec): 3 clusters Score: Raw -2252208.850784 + Penalty 3183.233672 = -2249025.617112 nChanged 2 SP:Iteration 42Q (9215.127340 sec): 3 clusters Score: Raw -2252209.161194 + Penalty 3183.233672 = -2249025.927522 nChanged 0 SP:Iteration 43F (9215.168661 sec): 3 clusters Score: Raw -2252209.161194 + Penalty 3183.233672 = -2249025.927522 nChanged 0 Trying to split cluster 22 (61874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9215.261507 sec): 2 clusters Score: Raw -7708281.879177 + Penalty 1792.838992 = -7706489.040184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9215.396536 sec): 3 clusters Score: Raw -7668700.571978 + Penalty 3585.677985 = -7665114.893993 nChanged 29205 SP:Iteration 1F (9215.524264 sec): 3 clusters Score: Raw -7685856.681800 + Penalty 3585.677985 = -7682271.003815 nChanged 3063 SP:Iteration 2Q (9215.671650 sec): 3 clusters Score: Raw -7687112.425856 + Penalty 3585.677985 = -7683526.747871 nChanged 3407 SP:Iteration 3F (9215.803142 sec): 3 clusters Score: Raw -7688799.512760 + Penalty 3585.677985 = -7685213.834776 nChanged 3782 SP:Iteration 4F (9215.937256 sec): 3 clusters Score: Raw -7691068.266097 + Penalty 3585.677985 = -7687482.588112 nChanged 4146 SP:Iteration 5F (9216.068829 sec): 3 clusters Score: Raw -7693936.979893 + Penalty 3585.677985 = -7690351.301908 nChanged 4072 SP:Iteration 6F (9216.207355 sec): 3 clusters Score: Raw -7697038.020006 + Penalty 3585.677985 = -7693452.342021 nChanged 3589 SP:Iteration 7F (9216.343828 sec): 3 clusters Score: Raw -7699919.628781 + Penalty 3585.677985 = -7696333.950796 nChanged 2947 SP:Iteration 8Q (9216.483684 sec): 3 clusters Score: Raw -7702305.540886 + Penalty 3585.677985 = -7698719.862901 nChanged 2295 SP:Iteration 9Q (9216.611627 sec): 3 clusters Score: Raw -7704004.074630 + Penalty 3585.677985 = -7700418.396645 nChanged 1788 SP:Iteration 10Q (9216.745057 sec): 3 clusters Score: Raw -7705237.282414 + Penalty 3585.677985 = -7701651.604429 nChanged 1368 SP:Iteration 11Q (9216.846301 sec): 3 clusters Score: Raw -7706097.999125 + Penalty 3585.677985 = -7702512.321140 nChanged 1091 SP:Iteration 12Q (9216.968947 sec): 3 clusters Score: Raw -7706730.985106 + Penalty 3585.677985 = -7703145.307121 nChanged 902 SP:Iteration 13Q (9217.098976 sec): 3 clusters Score: Raw -7707231.876980 + Penalty 3585.677985 = -7703646.198995 nChanged 706 SP:Iteration 14Q (9217.215479 sec): 3 clusters Score: Raw -7707566.033690 + Penalty 3585.677985 = -7703980.355705 nChanged 552 SP:Iteration 15Q (9217.325528 sec): 3 clusters Score: Raw -7707800.658095 + Penalty 3585.677985 = -7704214.980111 nChanged 459 SP:Iteration 16Q (9217.427005 sec): 3 clusters Score: Raw -7707987.440804 + Penalty 3585.677985 = -7704401.762819 nChanged 361 SP:Iteration 17Q (9217.540642 sec): 3 clusters Score: Raw -7708126.827479 + Penalty 3585.677985 = -7704541.149494 nChanged 309 SP:Iteration 18Q (9217.644745 sec): 3 clusters Score: Raw -7708250.519291 + Penalty 3585.677985 = -7704664.841306 nChanged 254 SP:Iteration 19Q (9217.763052 sec): 3 clusters Score: Raw -7708356.997428 + Penalty 3585.677985 = -7704771.319444 nChanged 214 SP:Iteration 20F (9217.875675 sec): 3 clusters Score: Raw -7708432.262161 + Penalty 3585.677985 = -7704846.584176 nChanged 162 SP:Iteration 21Q (9217.997047 sec): 3 clusters Score: Raw -7708489.400741 + Penalty 3585.677985 = -7704903.722756 nChanged 148 SP:Iteration 22Q (9218.106010 sec): 3 clusters Score: Raw -7708539.298798 + Penalty 3585.677985 = -7704953.620814 nChanged 119 SP:Iteration 23Q (9218.197447 sec): 3 clusters Score: Raw -7708575.341596 + Penalty 3585.677985 = -7704989.663611 nChanged 104 SP:Iteration 24Q (9218.284204 sec): 3 clusters Score: Raw -7708605.893813 + Penalty 3585.677985 = -7705020.215828 nChanged 69 SP:Iteration 25Q (9218.399351 sec): 3 clusters Score: Raw -7708628.816790 + Penalty 3585.677985 = -7705043.138805 nChanged 60 SP:Iteration 26Q (9218.516562 sec): 3 clusters Score: Raw -7708649.384992 + Penalty 3585.677985 = -7705063.707007 nChanged 56 SP:Iteration 27Q (9218.602970 sec): 3 clusters Score: Raw -7708669.098558 + Penalty 3585.677985 = -7705083.420573 nChanged 40 SP:Iteration 28Q (9218.698940 sec): 3 clusters Score: Raw -7708680.755422 + Penalty 3585.677985 = -7705095.077437 nChanged 41 SP:Iteration 29Q (9218.791443 sec): 3 clusters Score: Raw -7708692.319480 + Penalty 3585.677985 = -7705106.641495 nChanged 29 SP:Iteration 30Q (9218.878902 sec): 3 clusters Score: Raw -7708699.591440 + Penalty 3585.677985 = -7705113.913455 nChanged 27 SP:Iteration 31Q (9218.997686 sec): 3 clusters Score: Raw -7708706.614824 + Penalty 3585.677985 = -7705120.936839 nChanged 27 SP:Iteration 32Q (9219.112745 sec): 3 clusters Score: Raw -7708714.416294 + Penalty 3585.677985 = -7705128.738309 nChanged 23 SP:Iteration 33Q (9219.223071 sec): 3 clusters Score: Raw -7708721.767167 + Penalty 3585.677985 = -7705136.089183 nChanged 28 SP:Iteration 34Q (9219.344159 sec): 3 clusters Score: Raw -7708732.491827 + Penalty 3585.677985 = -7705146.813842 nChanged 30 SP:Iteration 35Q (9219.465820 sec): 3 clusters Score: Raw -7708740.267264 + Penalty 3585.677985 = -7705154.589279 nChanged 15 SP:Iteration 36Q (9219.586092 sec): 3 clusters Score: Raw -7708743.788546 + Penalty 3585.677985 = -7705158.110561 nChanged 11 SP:Iteration 37Q (9219.705691 sec): 3 clusters Score: Raw -7708748.373448 + Penalty 3585.677985 = -7705162.695463 nChanged 14 SP:Iteration 38Q (9219.821355 sec): 3 clusters Score: Raw -7708752.441875 + Penalty 3585.677985 = -7705166.763891 nChanged 13 SP:Iteration 39Q (9219.929781 sec): 3 clusters Score: Raw -7708757.292540 + Penalty 3585.677985 = -7705171.614555 nChanged 16 SP:Iteration 40F (9220.041561 sec): 3 clusters Score: Raw -7708762.353164 + Penalty 3585.677985 = -7705176.675179 nChanged 14 SP:Iteration 41Q (9220.156516 sec): 3 clusters Score: Raw -7708766.752576 + Penalty 3585.677985 = -7705181.074591 nChanged 14 SP:Iteration 42Q (9220.268290 sec): 3 clusters Score: Raw -7708772.159079 + Penalty 3585.677985 = -7705186.481094 nChanged 14 SP:Iteration 43Q (9220.377394 sec): 3 clusters Score: Raw -7708776.033652 + Penalty 3585.677985 = -7705190.355667 nChanged 16 SP:Iteration 44Q (9220.485624 sec): 3 clusters Score: Raw -7708782.056974 + Penalty 3585.677985 = -7705196.378989 nChanged 12 SP:Iteration 45Q (9220.588376 sec): 3 clusters Score: Raw -7708785.495314 + Penalty 3585.677985 = -7705199.817329 nChanged 8 SP:Iteration 46Q (9220.689638 sec): 3 clusters Score: Raw -7708788.115372 + Penalty 3585.677985 = -7705202.437387 nChanged 7 SP:Iteration 47Q (9220.809806 sec): 3 clusters Score: Raw -7708790.164273 + Penalty 3585.677985 = -7705204.486288 nChanged 5 SP:Iteration 48Q (9220.908963 sec): 3 clusters Score: Raw -7708791.504465 + Penalty 3585.677985 = -7705205.826480 nChanged 2 SP:Iteration 49Q (9221.014391 sec): 3 clusters Score: Raw -7708792.083876 + Penalty 3585.677985 = -7705206.405891 nChanged 1 SP:Iteration 50Q (9221.123956 sec): 3 clusters Score: Raw -7708792.276491 + Penalty 3585.677985 = -7705206.598506 nChanged 1 SP:Iteration 51Q (9221.217851 sec): 3 clusters Score: Raw -7708792.535189 + Penalty 3585.677985 = -7705206.857204 nChanged 0 SP:Iteration 52F (9221.321703 sec): 3 clusters Score: Raw -7708792.535189 + Penalty 3585.677985 = -7705206.857204 nChanged 0 Trying to split cluster 23 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9221.328313 sec): 2 clusters Score: Raw -53926.831688 + Penalty 1023.280264 = -52903.551423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9221.331893 sec): 3 clusters Score: Raw -54104.878135 + Penalty 2046.560529 = -52058.317606 nChanged 181 SP:Iteration 1F (9221.335144 sec): 3 clusters Score: Raw -54857.890847 + Penalty 2046.560529 = -52811.330318 nChanged 84 SP:Iteration 2F (9221.338399 sec): 3 clusters Score: Raw -55303.482803 + Penalty 2046.560529 = -53256.922274 nChanged 32 SP:Iteration 3F (9221.341667 sec): 3 clusters Score: Raw -55390.930350 + Penalty 2046.560529 = -53344.369821 nChanged 11 SP:Iteration 4Q (9221.344728 sec): 3 clusters Score: Raw -55411.486633 + Penalty 2046.560529 = -53364.926104 nChanged 6 SP:Iteration 5Q (9221.347759 sec): 3 clusters Score: Raw -55422.741018 + Penalty 2046.560529 = -53376.180489 nChanged 2 SP:Iteration 6Q (9221.350791 sec): 3 clusters Score: Raw -55424.421961 + Penalty 2046.560529 = -53377.861432 nChanged 0 SP:Iteration 7F (9221.354105 sec): 3 clusters Score: Raw -55424.421961 + Penalty 2046.560529 = -53377.861432 nChanged 0 Score: Raw -129525674.090634 + Penalty 85669.685189 = -129440004.405446 Splitting cluster 23 changes total score from -129440760.927386 to -129440004.405446 So it's not getting split. Trying to split cluster 24 (2477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9245.078341 sec): 2 clusters Score: Raw -301161.964462 + Penalty 1269.905557 = -299892.058904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9245.119285 sec): 3 clusters Score: Raw -300085.556260 + Penalty 2539.811115 = -297545.745145 nChanged 889 SP:Iteration 1F (9245.152037 sec): 3 clusters Score: Raw -300673.661392 + Penalty 2539.811115 = -298133.850278 nChanged 214 SP:Iteration 2F (9245.193362 sec): 3 clusters Score: Raw -300872.693548 + Penalty 2539.811115 = -298332.882433 nChanged 155 SP:Iteration 3F (9245.234583 sec): 3 clusters Score: Raw -301017.943617 + Penalty 2539.811115 = -298478.132502 nChanged 138 SP:Iteration 4F (9245.280246 sec): 3 clusters Score: Raw -301160.871081 + Penalty 2539.811115 = -298621.059967 nChanged 115 SP:Iteration 5Q (9245.334495 sec): 3 clusters Score: Raw -301264.408099 + Penalty 2539.811115 = -298724.596984 nChanged 86 SP:Iteration 6Q (9245.376341 sec): 3 clusters Score: Raw -301336.858072 + Penalty 2539.811115 = -298797.046957 nChanged 58 SP:Iteration 7Q (9245.408881 sec): 3 clusters Score: Raw -301376.699253 + Penalty 2539.811115 = -298836.888138 nChanged 51 SP:Iteration 8Q (9245.462249 sec): 3 clusters Score: Raw -301413.307837 + Penalty 2539.811115 = -298873.496723 nChanged 42 SP:Iteration 9Q (9245.506294 sec): 3 clusters Score: Raw -301442.477239 + Penalty 2539.811115 = -298902.666125 nChanged 28 SP:Iteration 10Q (9245.534168 sec): 3 clusters Score: Raw -301460.854588 + Penalty 2539.811115 = -298921.043474 nChanged 26 SP:Iteration 11Q (9245.583464 sec): 3 clusters Score: Raw -301476.686545 + Penalty 2539.811115 = -298936.875431 nChanged 26 SP:Iteration 12Q (9245.632479 sec): 3 clusters Score: Raw -301496.901623 + Penalty 2539.811115 = -298957.090508 nChanged 18 SP:Iteration 13Q (9245.676001 sec): 3 clusters Score: Raw -301505.039199 + Penalty 2539.811115 = -298965.228085 nChanged 12 SP:Iteration 14Q (9245.722878 sec): 3 clusters Score: Raw -301510.246452 + Penalty 2539.811115 = -298970.435337 nChanged 12 SP:Iteration 15Q (9245.734512 sec): 3 clusters Score: Raw -301516.135293 + Penalty 2539.811115 = -298976.324178 nChanged 11 SP:Iteration 16Q (9245.748593 sec): 3 clusters Score: Raw -301524.176482 + Penalty 2539.811115 = -298984.365368 nChanged 21 SP:Iteration 17Q (9245.760621 sec): 3 clusters Score: Raw -301533.149284 + Penalty 2539.811115 = -298993.338170 nChanged 7 SP:Iteration 18Q (9245.772668 sec): 3 clusters Score: Raw -301535.153456 + Penalty 2539.811115 = -298995.342342 nChanged 6 SP:Iteration 19Q (9245.785817 sec): 3 clusters Score: Raw -301537.020356 + Penalty 2539.811115 = -298997.209241 nChanged 2 SP:Iteration 20F (9245.825472 sec): 3 clusters Score: Raw -301538.308424 + Penalty 2539.811115 = -298998.497310 nChanged 3 SP:Iteration 21Q (9245.837183 sec): 3 clusters Score: Raw -301540.883194 + Penalty 2539.811115 = -299001.072080 nChanged 8 SP:Iteration 22Q (9245.853982 sec): 3 clusters Score: Raw -301543.679014 + Penalty 2539.811115 = -299003.867899 nChanged 4 SP:Iteration 23Q (9245.911228 sec): 3 clusters Score: Raw -301546.357969 + Penalty 2539.811115 = -299006.546854 nChanged 8 SP:Iteration 24Q (9245.950660 sec): 3 clusters Score: Raw -301549.861368 + Penalty 2539.811115 = -299010.050253 nChanged 7 SP:Iteration 25Q (9245.997413 sec): 3 clusters Score: Raw -301552.703192 + Penalty 2539.811115 = -299012.892078 nChanged 11 SP:Iteration 26Q (9246.010612 sec): 3 clusters Score: Raw -301559.107426 + Penalty 2539.811115 = -299019.296311 nChanged 12 SP:Iteration 27Q (9246.030267 sec): 3 clusters Score: Raw -301566.152333 + Penalty 2539.811115 = -299026.341218 nChanged 10 SP:Iteration 28Q (9246.050113 sec): 3 clusters Score: Raw -301570.100370 + Penalty 2539.811115 = -299030.289255 nChanged 2 SP:Iteration 29Q (9246.062652 sec): 3 clusters Score: Raw -301571.003267 + Penalty 2539.811115 = -299031.192153 nChanged 6 SP:Iteration 30Q (9246.080792 sec): 3 clusters Score: Raw -301573.307452 + Penalty 2539.811115 = -299033.496338 nChanged 4 SP:Iteration 31Q (9246.099794 sec): 3 clusters Score: Raw -301575.842041 + Penalty 2539.811115 = -299036.030926 nChanged 5 SP:Iteration 32Q (9246.120446 sec): 3 clusters Score: Raw -301578.285667 + Penalty 2539.811115 = -299038.474552 nChanged 5 SP:Iteration 33Q (9246.154345 sec): 3 clusters Score: Raw -301580.749124 + Penalty 2539.811115 = -299040.938010 nChanged 5 SP:Iteration 34Q (9246.200002 sec): 3 clusters Score: Raw -301582.861090 + Penalty 2539.811115 = -299043.049976 nChanged 6 SP:Iteration 35Q (9246.248700 sec): 3 clusters Score: Raw -301585.065727 + Penalty 2539.811115 = -299045.254613 nChanged 7 SP:Iteration 36Q (9246.290503 sec): 3 clusters Score: Raw -301589.014104 + Penalty 2539.811115 = -299049.202990 nChanged 7 SP:Iteration 37Q (9246.341074 sec): 3 clusters Score: Raw -301591.500924 + Penalty 2539.811115 = -299051.689810 nChanged 4 SP:Iteration 38Q (9246.391017 sec): 3 clusters Score: Raw -301592.601760 + Penalty 2539.811115 = -299052.790646 nChanged 1 SP:Iteration 39Q (9246.440814 sec): 3 clusters Score: Raw -301593.280625 + Penalty 2539.811115 = -299053.469510 nChanged 2 SP:Iteration 40F (9246.497367 sec): 3 clusters Score: Raw -301594.049398 + Penalty 2539.811115 = -299054.238284 nChanged 4 SP:Iteration 41Q (9246.534877 sec): 3 clusters Score: Raw -301596.313538 + Penalty 2539.811115 = -299056.502424 nChanged 2 SP:Iteration 42Q (9246.582242 sec): 3 clusters Score: Raw -301597.337265 + Penalty 2539.811115 = -299057.526151 nChanged 4 SP:Iteration 43Q (9246.631150 sec): 3 clusters Score: Raw -301598.952905 + Penalty 2539.811115 = -299059.141791 nChanged 5 SP:Iteration 44Q (9246.661431 sec): 3 clusters Score: Raw -301600.635506 + Penalty 2539.811115 = -299060.824391 nChanged 2 SP:Iteration 45Q (9246.679839 sec): 3 clusters Score: Raw -301601.280699 + Penalty 2539.811115 = -299061.469584 nChanged 3 SP:Iteration 46Q (9246.728431 sec): 3 clusters Score: Raw -301604.271481 + Penalty 2539.811115 = -299064.460366 nChanged 3 SP:Iteration 47Q (9246.762288 sec): 3 clusters Score: Raw -301605.394546 + Penalty 2539.811115 = -299065.583432 nChanged 2 SP:Iteration 48Q (9246.797188 sec): 3 clusters Score: Raw -301606.257114 + Penalty 2539.811115 = -299066.446000 nChanged 3 SP:Iteration 49Q (9246.836210 sec): 3 clusters Score: Raw -301607.140015 + Penalty 2539.811115 = -299067.328901 nChanged 2 SP:Iteration 50Q (9246.885836 sec): 3 clusters Score: Raw -301608.207063 + Penalty 2539.811115 = -299068.395949 nChanged 2 SP:Iteration 51Q (9246.930458 sec): 3 clusters Score: Raw -301608.808924 + Penalty 2539.811115 = -299068.997810 nChanged 1 SP:Iteration 52Q (9246.976147 sec): 3 clusters Score: Raw -301609.013296 + Penalty 2539.811115 = -299069.202181 nChanged 0 SP:Iteration 53F (9247.028084 sec): 3 clusters Score: Raw -301609.013296 + Penalty 2539.811115 = -299069.202181 nChanged 0 Trying to split cluster 25 (15611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9247.070007 sec): 2 clusters Score: Raw -1862826.649773 + Penalty 1569.056299 = -1861257.593474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9247.132613 sec): 3 clusters Score: Raw -1853628.714157 + Penalty 3138.112599 = -1850490.601558 nChanged 7043 SP:Iteration 1F (9247.201002 sec): 3 clusters Score: Raw -1857453.998198 + Penalty 3138.112599 = -1854315.885599 nChanged 915 SP:Iteration 2F (9247.261419 sec): 3 clusters Score: Raw -1857881.862452 + Penalty 3138.112599 = -1854743.749853 nChanged 881 SP:Iteration 3F (9247.333600 sec): 3 clusters Score: Raw -1858336.042187 + Penalty 3138.112599 = -1855197.929588 nChanged 859 SP:Iteration 4F (9247.383460 sec): 3 clusters Score: Raw -1858798.636245 + Penalty 3138.112599 = -1855660.523646 nChanged 825 SP:Iteration 5F (9247.419840 sec): 3 clusters Score: Raw -1859262.485594 + Penalty 3138.112599 = -1856124.372995 nChanged 816 SP:Iteration 6F (9247.475686 sec): 3 clusters Score: Raw -1859738.426417 + Penalty 3138.112599 = -1856600.313818 nChanged 768 SP:Iteration 7Q (9247.512135 sec): 3 clusters Score: Raw -1860189.557822 + Penalty 3138.112599 = -1857051.445223 nChanged 732 SP:Iteration 8Q (9247.549013 sec): 3 clusters Score: Raw -1860589.654357 + Penalty 3138.112599 = -1857451.541758 nChanged 612 SP:Iteration 9Q (9247.585063 sec): 3 clusters Score: Raw -1860914.109031 + Penalty 3138.112599 = -1857775.996432 nChanged 546 SP:Iteration 10Q (9247.621123 sec): 3 clusters Score: Raw -1861171.371329 + Penalty 3138.112599 = -1858033.258731 nChanged 430 SP:Iteration 11Q (9247.657011 sec): 3 clusters Score: Raw -1861332.461262 + Penalty 3138.112599 = -1858194.348663 nChanged 284 SP:Iteration 12Q (9247.692680 sec): 3 clusters Score: Raw -1861413.827424 + Penalty 3138.112599 = -1858275.714826 nChanged 219 SP:Iteration 13Q (9247.728334 sec): 3 clusters Score: Raw -1861463.854641 + Penalty 3138.112599 = -1858325.742042 nChanged 168 SP:Iteration 14Q (9247.795130 sec): 3 clusters Score: Raw -1861501.401934 + Penalty 3138.112599 = -1858363.289335 nChanged 147 SP:Iteration 15Q (9247.843738 sec): 3 clusters Score: Raw -1861531.827900 + Penalty 3138.112599 = -1858393.715301 nChanged 125 SP:Iteration 16Q (9247.880562 sec): 3 clusters Score: Raw -1861559.099595 + Penalty 3138.112599 = -1858420.986996 nChanged 133 SP:Iteration 17Q (9247.915744 sec): 3 clusters Score: Raw -1861587.620033 + Penalty 3138.112599 = -1858449.507434 nChanged 145 SP:Iteration 18Q (9247.953629 sec): 3 clusters Score: Raw -1861619.944020 + Penalty 3138.112599 = -1858481.831421 nChanged 163 SP:Iteration 19Q (9247.999149 sec): 3 clusters Score: Raw -1861667.646401 + Penalty 3138.112599 = -1858529.533802 nChanged 154 SP:Iteration 20F (9248.068786 sec): 3 clusters Score: Raw -1861716.340444 + Penalty 3138.112599 = -1858578.227846 nChanged 167 SP:Iteration 21Q (9248.110324 sec): 3 clusters Score: Raw -1861767.559437 + Penalty 3138.112599 = -1858629.446838 nChanged 175 SP:Iteration 22Q (9248.145199 sec): 3 clusters Score: Raw -1861826.902137 + Penalty 3138.112599 = -1858688.789539 nChanged 202 SP:Iteration 23Q (9248.180091 sec): 3 clusters Score: Raw -1861890.946030 + Penalty 3138.112599 = -1858752.833431 nChanged 173 SP:Iteration 24Q (9248.224822 sec): 3 clusters Score: Raw -1861941.122038 + Penalty 3138.112599 = -1858803.009439 nChanged 159 SP:Iteration 25Q (9248.259140 sec): 3 clusters Score: Raw -1861995.853583 + Penalty 3138.112599 = -1858857.740984 nChanged 192 SP:Iteration 26Q (9248.325132 sec): 3 clusters Score: Raw -1862067.645759 + Penalty 3138.112599 = -1858929.533161 nChanged 188 SP:Iteration 27Q (9248.359338 sec): 3 clusters Score: Raw -1862147.011212 + Penalty 3138.112599 = -1859008.898614 nChanged 204 SP:Iteration 28Q (9248.395511 sec): 3 clusters Score: Raw -1862239.957956 + Penalty 3138.112599 = -1859101.845357 nChanged 199 SP:Iteration 29Q (9248.429444 sec): 3 clusters Score: Raw -1862330.787068 + Penalty 3138.112599 = -1859192.674470 nChanged 201 SP:Iteration 30Q (9248.467796 sec): 3 clusters Score: Raw -1862422.942165 + Penalty 3138.112599 = -1859284.829567 nChanged 203 SP:Iteration 31Q (9248.504474 sec): 3 clusters Score: Raw -1862518.799007 + Penalty 3138.112599 = -1859380.686409 nChanged 186 SP:Iteration 32Q (9248.542213 sec): 3 clusters Score: Raw -1862595.779339 + Penalty 3138.112599 = -1859457.666741 nChanged 155 SP:Iteration 33Q (9248.577342 sec): 3 clusters Score: Raw -1862654.982227 + Penalty 3138.112599 = -1859516.869628 nChanged 121 SP:Iteration 34Q (9248.614402 sec): 3 clusters Score: Raw -1862705.549121 + Penalty 3138.112599 = -1859567.436522 nChanged 136 SP:Iteration 35Q (9248.650690 sec): 3 clusters Score: Raw -1862762.795223 + Penalty 3138.112599 = -1859624.682625 nChanged 133 SP:Iteration 36Q (9248.690276 sec): 3 clusters Score: Raw -1862817.047803 + Penalty 3138.112599 = -1859678.935204 nChanged 120 SP:Iteration 37Q (9248.726636 sec): 3 clusters Score: Raw -1862863.341823 + Penalty 3138.112599 = -1859725.229225 nChanged 106 SP:Iteration 38Q (9248.767669 sec): 3 clusters Score: Raw -1862898.306566 + Penalty 3138.112599 = -1859760.193967 nChanged 102 SP:Iteration 39Q (9248.812065 sec): 3 clusters Score: Raw -1862934.925104 + Penalty 3138.112599 = -1859796.812505 nChanged 93 SP:Iteration 40F (9248.865358 sec): 3 clusters Score: Raw -1862970.409494 + Penalty 3138.112599 = -1859832.296895 nChanged 79 SP:Iteration 41Q (9248.906852 sec): 3 clusters Score: Raw -1862997.930724 + Penalty 3138.112599 = -1859859.818125 nChanged 67 SP:Iteration 42Q (9248.948757 sec): 3 clusters Score: Raw -1863018.046155 + Penalty 3138.112599 = -1859879.933556 nChanged 47 SP:Iteration 43Q (9248.983652 sec): 3 clusters Score: Raw -1863034.822581 + Penalty 3138.112599 = -1859896.709983 nChanged 53 SP:Iteration 44Q (9249.015805 sec): 3 clusters Score: Raw -1863054.777865 + Penalty 3138.112599 = -1859916.665267 nChanged 48 SP:Iteration 45Q (9249.081414 sec): 3 clusters Score: Raw -1863066.719282 + Penalty 3138.112599 = -1859928.606684 nChanged 35 SP:Iteration 46Q (9249.116888 sec): 3 clusters Score: Raw -1863077.093633 + Penalty 3138.112599 = -1859938.981034 nChanged 40 SP:Iteration 47Q (9249.172409 sec): 3 clusters Score: Raw -1863086.947397 + Penalty 3138.112599 = -1859948.834798 nChanged 34 SP:Iteration 48Q (9249.226243 sec): 3 clusters Score: Raw -1863099.647531 + Penalty 3138.112599 = -1859961.534933 nChanged 34 SP:Iteration 49Q (9249.275826 sec): 3 clusters Score: Raw -1863109.480568 + Penalty 3138.112599 = -1859971.367970 nChanged 34 SP:Iteration 50Q (9249.339509 sec): 3 clusters Score: Raw -1863119.837139 + Penalty 3138.112599 = -1859981.724540 nChanged 32 SP:Iteration 51Q (9249.408738 sec): 3 clusters Score: Raw -1863131.260237 + Penalty 3138.112599 = -1859993.147638 nChanged 34 SP:Iteration 52Q (9249.442991 sec): 3 clusters Score: Raw -1863141.420079 + Penalty 3138.112599 = -1860003.307480 nChanged 34 SP:Iteration 53Q (9249.474438 sec): 3 clusters Score: Raw -1863151.468268 + Penalty 3138.112599 = -1860013.355669 nChanged 27 SP:Iteration 54Q (9249.509677 sec): 3 clusters Score: Raw -1863159.760221 + Penalty 3138.112599 = -1860021.647622 nChanged 21 SP:Iteration 55Q (9249.541174 sec): 3 clusters Score: Raw -1863165.069763 + Penalty 3138.112599 = -1860026.957164 nChanged 26 SP:Iteration 56Q (9249.579398 sec): 3 clusters Score: Raw -1863172.153418 + Penalty 3138.112599 = -1860034.040819 nChanged 26 SP:Iteration 57Q (9249.615215 sec): 3 clusters Score: Raw -1863179.648900 + Penalty 3138.112599 = -1860041.536301 nChanged 21 SP:Iteration 58Q (9249.651783 sec): 3 clusters Score: Raw -1863184.692980 + Penalty 3138.112599 = -1860046.580382 nChanged 17 SP:Iteration 59Q (9249.686135 sec): 3 clusters Score: Raw -1863187.722329 + Penalty 3138.112599 = -1860049.609731 nChanged 18 SP:Iteration 60F (9249.747030 sec): 3 clusters Score: Raw -1863191.368544 + Penalty 3138.112599 = -1860053.255945 nChanged 9 SP:Iteration 61Q (9249.814421 sec): 3 clusters Score: Raw -1863193.121166 + Penalty 3138.112599 = -1860055.008568 nChanged 5 SP:Iteration 62Q (9249.878244 sec): 3 clusters Score: Raw -1863194.159925 + Penalty 3138.112599 = -1860056.047326 nChanged 3 SP:Iteration 63Q (9249.939761 sec): 3 clusters Score: Raw -1863194.654775 + Penalty 3138.112599 = -1860056.542177 nChanged 5 SP:Iteration 64Q (9250.001507 sec): 3 clusters Score: Raw -1863195.547245 + Penalty 3138.112599 = -1860057.434647 nChanged 9 SP:Iteration 65Q (9250.062626 sec): 3 clusters Score: Raw -1863198.162336 + Penalty 3138.112599 = -1860060.049737 nChanged 9 SP:Iteration 66Q (9250.124156 sec): 3 clusters Score: Raw -1863200.111908 + Penalty 3138.112599 = -1860061.999310 nChanged 8 SP:Iteration 67Q (9250.188175 sec): 3 clusters Score: Raw -1863201.995188 + Penalty 3138.112599 = -1860063.882589 nChanged 13 SP:Iteration 68Q (9250.250124 sec): 3 clusters Score: Raw -1863205.024087 + Penalty 3138.112599 = -1860066.911489 nChanged 15 SP:Iteration 69Q (9250.311548 sec): 3 clusters Score: Raw -1863207.582629 + Penalty 3138.112599 = -1860069.470031 nChanged 10 SP:Iteration 70Q (9250.368193 sec): 3 clusters Score: Raw -1863210.603985 + Penalty 3138.112599 = -1860072.491386 nChanged 14 SP:Iteration 71Q (9250.434247 sec): 3 clusters Score: Raw -1863215.571852 + Penalty 3138.112599 = -1860077.459254 nChanged 25 SP:Iteration 72Q (9250.495242 sec): 3 clusters Score: Raw -1863223.422700 + Penalty 3138.112599 = -1860085.310101 nChanged 22 SP:Iteration 73Q (9250.561720 sec): 3 clusters Score: Raw -1863229.023618 + Penalty 3138.112599 = -1860090.911020 nChanged 19 SP:Iteration 74Q (9250.608406 sec): 3 clusters Score: Raw -1863235.251584 + Penalty 3138.112599 = -1860097.138985 nChanged 23 SP:Iteration 75Q (9250.663680 sec): 3 clusters Score: Raw -1863241.335523 + Penalty 3138.112599 = -1860103.222924 nChanged 20 SP:Iteration 76Q (9250.725073 sec): 3 clusters Score: Raw -1863247.314615 + Penalty 3138.112599 = -1860109.202017 nChanged 17 SP:Iteration 77Q (9250.786013 sec): 3 clusters Score: Raw -1863250.846594 + Penalty 3138.112599 = -1860112.733995 nChanged 10 SP:Iteration 78Q (9250.848100 sec): 3 clusters Score: Raw -1863252.967588 + Penalty 3138.112599 = -1860114.854989 nChanged 13 SP:Iteration 79Q (9250.911033 sec): 3 clusters Score: Raw -1863255.578865 + Penalty 3138.112599 = -1860117.466266 nChanged 11 SP:Iteration 80F (9250.977454 sec): 3 clusters Score: Raw -1863258.365852 + Penalty 3138.112599 = -1860120.253253 nChanged 10 SP:Iteration 81Q (9251.045652 sec): 3 clusters Score: Raw -1863260.835127 + Penalty 3138.112599 = -1860122.722528 nChanged 10 SP:Iteration 82Q (9251.114398 sec): 3 clusters Score: Raw -1863263.785552 + Penalty 3138.112599 = -1860125.672953 nChanged 8 SP:Iteration 83Q (9251.159644 sec): 3 clusters Score: Raw -1863265.641040 + Penalty 3138.112599 = -1860127.528442 nChanged 5 SP:Iteration 84Q (9251.193268 sec): 3 clusters Score: Raw -1863266.886832 + Penalty 3138.112599 = -1860128.774233 nChanged 5 SP:Iteration 85Q (9251.246961 sec): 3 clusters Score: Raw -1863267.842387 + Penalty 3138.112599 = -1860129.729788 nChanged 8 SP:Iteration 86Q (9251.283269 sec): 3 clusters Score: Raw -1863269.101768 + Penalty 3138.112599 = -1860130.989169 nChanged 4 SP:Iteration 87Q (9251.344657 sec): 3 clusters Score: Raw -1863269.659851 + Penalty 3138.112599 = -1860131.547252 nChanged 2 SP:Iteration 88Q (9251.396410 sec): 3 clusters Score: Raw -1863269.785795 + Penalty 3138.112599 = -1860131.673196 nChanged 0 SP:Iteration 89F (9251.465825 sec): 3 clusters Score: Raw -1863269.785795 + Penalty 3138.112599 = -1860131.673196 nChanged 0 Trying to split cluster 26 (4114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9251.495725 sec): 2 clusters Score: Raw -486751.623387 + Penalty 1352.349549 = -485399.273838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9251.529361 sec): 3 clusters Score: Raw -484682.630135 + Penalty 2704.699098 = -481977.931038 nChanged 1626 SP:Iteration 1F (9251.576564 sec): 3 clusters Score: Raw -485652.642179 + Penalty 2704.699098 = -482947.943081 nChanged 315 SP:Iteration 2F (9251.628100 sec): 3 clusters Score: Raw -485866.864543 + Penalty 2704.699098 = -483162.165445 nChanged 268 SP:Iteration 3F (9251.678487 sec): 3 clusters Score: Raw -486058.688481 + Penalty 2704.699098 = -483353.989383 nChanged 228 SP:Iteration 4F (9251.708327 sec): 3 clusters Score: Raw -486229.150187 + Penalty 2704.699098 = -483524.451089 nChanged 202 SP:Iteration 5Q (9251.768726 sec): 3 clusters Score: Raw -486400.370037 + Penalty 2704.699098 = -483695.670939 nChanged 198 SP:Iteration 6Q (9251.809246 sec): 3 clusters Score: Raw -486651.569595 + Penalty 2704.699098 = -483946.870497 nChanged 187 SP:Iteration 7Q (9251.870072 sec): 3 clusters Score: Raw -486972.494039 + Penalty 2704.699098 = -484267.794941 nChanged 186 SP:Iteration 8Q (9251.900663 sec): 3 clusters Score: Raw -487288.075635 + Penalty 2704.699098 = -484583.376537 nChanged 196 SP:Iteration 9Q (9251.948867 sec): 3 clusters Score: Raw -487459.794400 + Penalty 2704.699098 = -484755.095302 nChanged 166 SP:Iteration 10Q (9251.994273 sec): 3 clusters Score: Raw -487593.625794 + Penalty 2704.699098 = -484888.926696 nChanged 151 SP:Iteration 11Q (9252.042690 sec): 3 clusters Score: Raw -487714.097349 + Penalty 2704.699098 = -485009.398251 nChanged 120 SP:Iteration 12Q (9252.083870 sec): 3 clusters Score: Raw -487802.370943 + Penalty 2704.699098 = -485097.671846 nChanged 94 SP:Iteration 13Q (9252.135442 sec): 3 clusters Score: Raw -487866.362526 + Penalty 2704.699098 = -485161.663428 nChanged 72 SP:Iteration 14Q (9252.182497 sec): 3 clusters Score: Raw -487907.289938 + Penalty 2704.699098 = -485202.590840 nChanged 41 SP:Iteration 15Q (9252.223003 sec): 3 clusters Score: Raw -487927.807519 + Penalty 2704.699098 = -485223.108421 nChanged 29 SP:Iteration 16Q (9252.264529 sec): 3 clusters Score: Raw -487942.862118 + Penalty 2704.699098 = -485238.163021 nChanged 22 SP:Iteration 17Q (9252.307759 sec): 3 clusters Score: Raw -487952.628157 + Penalty 2704.699098 = -485247.929060 nChanged 21 SP:Iteration 18Q (9252.353184 sec): 3 clusters Score: Raw -487965.001103 + Penalty 2704.699098 = -485260.302005 nChanged 16 SP:Iteration 19Q (9252.399208 sec): 3 clusters Score: Raw -487973.576483 + Penalty 2704.699098 = -485268.877386 nChanged 13 SP:Iteration 20F (9252.445329 sec): 3 clusters Score: Raw -487978.354867 + Penalty 2704.699098 = -485273.655769 nChanged 10 SP:Iteration 21Q (9252.494088 sec): 3 clusters Score: Raw -487982.434381 + Penalty 2704.699098 = -485277.735283 nChanged 9 SP:Iteration 22Q (9252.532606 sec): 3 clusters Score: Raw -487986.766746 + Penalty 2704.699098 = -485282.067648 nChanged 9 SP:Iteration 23Q (9252.578430 sec): 3 clusters Score: Raw -487990.011986 + Penalty 2704.699098 = -485285.312888 nChanged 5 SP:Iteration 24Q (9252.624502 sec): 3 clusters Score: Raw -487992.303484 + Penalty 2704.699098 = -485287.604386 nChanged 3 SP:Iteration 25Q (9252.668212 sec): 3 clusters Score: Raw -487993.215659 + Penalty 2704.699098 = -485288.516561 nChanged 2 SP:Iteration 26Q (9252.723651 sec): 3 clusters Score: Raw -487993.419736 + Penalty 2704.699098 = -485288.720638 nChanged 1 SP:Iteration 27Q (9252.760285 sec): 3 clusters Score: Raw -487993.480226 + Penalty 2704.699098 = -485288.781128 nChanged 1 SP:Iteration 28Q (9252.801336 sec): 3 clusters Score: Raw -487993.781167 + Penalty 2704.699098 = -485289.082069 nChanged 1 SP:Iteration 29Q (9252.853007 sec): 3 clusters Score: Raw -487994.359080 + Penalty 2704.699098 = -485289.659983 nChanged 2 SP:Iteration 30Q (9252.906714 sec): 3 clusters Score: Raw -487995.377988 + Penalty 2704.699098 = -485290.678890 nChanged 4 SP:Iteration 31Q (9252.958285 sec): 3 clusters Score: Raw -487997.912502 + Penalty 2704.699098 = -485293.213404 nChanged 6 SP:Iteration 32Q (9253.008243 sec): 3 clusters Score: Raw -488000.531394 + Penalty 2704.699098 = -485295.832296 nChanged 3 SP:Iteration 33Q (9253.056374 sec): 3 clusters Score: Raw -488001.542367 + Penalty 2704.699098 = -485296.843269 nChanged 1 SP:Iteration 34Q (9253.106966 sec): 3 clusters Score: Raw -488001.614463 + Penalty 2704.699098 = -485296.915365 nChanged 1 SP:Iteration 35Q (9253.149004 sec): 3 clusters Score: Raw -488001.686524 + Penalty 2704.699098 = -485296.987426 nChanged 0 SP:Iteration 36F (9253.195206 sec): 3 clusters Score: Raw -488001.686524 + Penalty 2704.699098 = -485296.987426 nChanged 0 Trying to split cluster 27 (5724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9253.237631 sec): 2 clusters Score: Raw -693217.488128 + Penalty 1406.018760 = -691811.469368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9253.279081 sec): 3 clusters Score: Raw -690266.423740 + Penalty 2812.037521 = -687454.386219 nChanged 2307 SP:Iteration 1F (9253.337232 sec): 3 clusters Score: Raw -691581.702123 + Penalty 2812.037521 = -688769.664603 nChanged 441 SP:Iteration 2F (9253.362645 sec): 3 clusters Score: Raw -691857.630873 + Penalty 2812.037521 = -689045.593353 nChanged 380 SP:Iteration 3F (9253.413361 sec): 3 clusters Score: Raw -692141.311610 + Penalty 2812.037521 = -689329.274089 nChanged 377 SP:Iteration 4F (9253.442311 sec): 3 clusters Score: Raw -692462.016831 + Penalty 2812.037521 = -689649.979310 nChanged 396 SP:Iteration 5F (9253.464291 sec): 3 clusters Score: Raw -692818.497018 + Penalty 2812.037521 = -690006.459498 nChanged 346 SP:Iteration 6F (9253.518160 sec): 3 clusters Score: Raw -693097.935412 + Penalty 2812.037521 = -690285.897891 nChanged 287 SP:Iteration 7F (9253.578242 sec): 3 clusters Score: Raw -693369.399150 + Penalty 2812.037521 = -690557.361629 nChanged 235 SP:Iteration 8Q (9253.629707 sec): 3 clusters Score: Raw -693572.514141 + Penalty 2812.037521 = -690760.476620 nChanged 172 SP:Iteration 9Q (9253.650204 sec): 3 clusters Score: Raw -693719.416214 + Penalty 2812.037521 = -690907.378693 nChanged 124 SP:Iteration 10Q (9253.671694 sec): 3 clusters Score: Raw -693821.044246 + Penalty 2812.037521 = -691009.006725 nChanged 105 SP:Iteration 11Q (9253.725180 sec): 3 clusters Score: Raw -693911.248298 + Penalty 2812.037521 = -691099.210778 nChanged 83 SP:Iteration 12Q (9253.764458 sec): 3 clusters Score: Raw -693977.171182 + Penalty 2812.037521 = -691165.133662 nChanged 69 SP:Iteration 13Q (9253.826209 sec): 3 clusters Score: Raw -694019.058536 + Penalty 2812.037521 = -691207.021016 nChanged 44 SP:Iteration 14Q (9253.859835 sec): 3 clusters Score: Raw -694049.486781 + Penalty 2812.037521 = -691237.449260 nChanged 37 SP:Iteration 15Q (9253.880794 sec): 3 clusters Score: Raw -694071.944546 + Penalty 2812.037521 = -691259.907025 nChanged 41 SP:Iteration 16Q (9253.901544 sec): 3 clusters Score: Raw -694091.837224 + Penalty 2812.037521 = -691279.799703 nChanged 31 SP:Iteration 17Q (9253.926985 sec): 3 clusters Score: Raw -694112.962736 + Penalty 2812.037521 = -691300.925215 nChanged 27 SP:Iteration 18Q (9253.982990 sec): 3 clusters Score: Raw -694131.095706 + Penalty 2812.037521 = -691319.058186 nChanged 36 SP:Iteration 19Q (9254.035246 sec): 3 clusters Score: Raw -694145.619554 + Penalty 2812.037521 = -691333.582033 nChanged 20 SP:Iteration 20F (9254.078054 sec): 3 clusters Score: Raw -694153.300007 + Penalty 2812.037521 = -691341.262486 nChanged 18 SP:Iteration 21Q (9254.122605 sec): 3 clusters Score: Raw -694159.923021 + Penalty 2812.037521 = -691347.885501 nChanged 12 SP:Iteration 22Q (9254.170486 sec): 3 clusters Score: Raw -694165.799599 + Penalty 2812.037521 = -691353.762078 nChanged 7 SP:Iteration 23Q (9254.197330 sec): 3 clusters Score: Raw -694168.020110 + Penalty 2812.037521 = -691355.982590 nChanged 4 SP:Iteration 24Q (9254.217748 sec): 3 clusters Score: Raw -694168.969633 + Penalty 2812.037521 = -691356.932113 nChanged 2 SP:Iteration 25Q (9254.267363 sec): 3 clusters Score: Raw -694169.266230 + Penalty 2812.037521 = -691357.228709 nChanged 1 SP:Iteration 26Q (9254.323023 sec): 3 clusters Score: Raw -694169.355049 + Penalty 2812.037521 = -691357.317528 nChanged 0 SP:Iteration 27F (9254.373734 sec): 3 clusters Score: Raw -694169.355049 + Penalty 2812.037521 = -691357.317528 nChanged 0 Trying to split cluster 28 (16822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9254.407491 sec): 2 clusters Score: Raw -2118917.956761 + Penalty 1581.196960 = -2117336.759800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9254.476825 sec): 3 clusters Score: Raw -2108918.230263 + Penalty 3162.393921 = -2105755.836342 nChanged 7542 SP:Iteration 1F (9254.546640 sec): 3 clusters Score: Raw -2113057.550787 + Penalty 3162.393921 = -2109895.156866 nChanged 903 SP:Iteration 2F (9254.609679 sec): 3 clusters Score: Raw -2113452.229114 + Penalty 3162.393921 = -2110289.835194 nChanged 867 SP:Iteration 3F (9254.671415 sec): 3 clusters Score: Raw -2113840.566101 + Penalty 3162.393921 = -2110678.172181 nChanged 813 SP:Iteration 4Q (9254.709855 sec): 3 clusters Score: Raw -2114249.024449 + Penalty 3162.393921 = -2111086.630528 nChanged 816 SP:Iteration 5Q (9254.760524 sec): 3 clusters Score: Raw -2114702.044150 + Penalty 3162.393921 = -2111539.650230 nChanged 829 SP:Iteration 6Q (9254.802646 sec): 3 clusters Score: Raw -2115186.627549 + Penalty 3162.393921 = -2112024.233628 nChanged 790 SP:Iteration 7Q (9254.840924 sec): 3 clusters Score: Raw -2115696.550654 + Penalty 3162.393921 = -2112534.156733 nChanged 743 SP:Iteration 8Q (9254.894707 sec): 3 clusters Score: Raw -2116201.261346 + Penalty 3162.393921 = -2113038.867426 nChanged 700 SP:Iteration 9Q (9254.938881 sec): 3 clusters Score: Raw -2116639.871155 + Penalty 3162.393921 = -2113477.477235 nChanged 578 SP:Iteration 10Q (9254.979431 sec): 3 clusters Score: Raw -2117009.623965 + Penalty 3162.393921 = -2113847.230044 nChanged 481 SP:Iteration 11Q (9255.016151 sec): 3 clusters Score: Raw -2117292.479347 + Penalty 3162.393921 = -2114130.085427 nChanged 407 SP:Iteration 12Q (9255.060184 sec): 3 clusters Score: Raw -2117499.032060 + Penalty 3162.393921 = -2114336.638139 nChanged 359 SP:Iteration 13Q (9255.104951 sec): 3 clusters Score: Raw -2117672.401145 + Penalty 3162.393921 = -2114510.007225 nChanged 310 SP:Iteration 14Q (9255.170708 sec): 3 clusters Score: Raw -2117826.836497 + Penalty 3162.393921 = -2114664.442576 nChanged 314 SP:Iteration 15Q (9255.240518 sec): 3 clusters Score: Raw -2117980.227452 + Penalty 3162.393921 = -2114817.833531 nChanged 305 SP:Iteration 16Q (9255.284007 sec): 3 clusters Score: Raw -2118136.648926 + Penalty 3162.393921 = -2114974.255006 nChanged 289 SP:Iteration 17Q (9255.352580 sec): 3 clusters Score: Raw -2118284.463859 + Penalty 3162.393921 = -2115122.069939 nChanged 265 SP:Iteration 18Q (9255.390010 sec): 3 clusters Score: Raw -2118427.087689 + Penalty 3162.393921 = -2115264.693769 nChanged 215 SP:Iteration 19Q (9255.461335 sec): 3 clusters Score: Raw -2118535.300819 + Penalty 3162.393921 = -2115372.906899 nChanged 185 SP:Iteration 20F (9255.529553 sec): 3 clusters Score: Raw -2118628.270306 + Penalty 3162.393921 = -2115465.876385 nChanged 171 SP:Iteration 21Q (9255.579987 sec): 3 clusters Score: Raw -2118721.952222 + Penalty 3162.393921 = -2115559.558302 nChanged 146 SP:Iteration 22Q (9255.618581 sec): 3 clusters Score: Raw -2118794.078027 + Penalty 3162.393921 = -2115631.684107 nChanged 120 SP:Iteration 23Q (9255.672388 sec): 3 clusters Score: Raw -2118862.453418 + Penalty 3162.393921 = -2115700.059498 nChanged 116 SP:Iteration 24Q (9255.711315 sec): 3 clusters Score: Raw -2118932.158942 + Penalty 3162.393921 = -2115769.765021 nChanged 102 SP:Iteration 25Q (9255.776323 sec): 3 clusters Score: Raw -2118983.824838 + Penalty 3162.393921 = -2115821.430917 nChanged 70 SP:Iteration 26Q (9255.836980 sec): 3 clusters Score: Raw -2119018.848662 + Penalty 3162.393921 = -2115856.454741 nChanged 56 SP:Iteration 27Q (9255.903277 sec): 3 clusters Score: Raw -2119049.021961 + Penalty 3162.393921 = -2115886.628040 nChanged 46 SP:Iteration 28Q (9255.955536 sec): 3 clusters Score: Raw -2119071.477247 + Penalty 3162.393921 = -2115909.083327 nChanged 28 SP:Iteration 29Q (9256.011195 sec): 3 clusters Score: Raw -2119083.303516 + Penalty 3162.393921 = -2115920.909596 nChanged 25 SP:Iteration 30Q (9256.076698 sec): 3 clusters Score: Raw -2119094.682416 + Penalty 3162.393921 = -2115932.288495 nChanged 25 SP:Iteration 31Q (9256.144822 sec): 3 clusters Score: Raw -2119109.084782 + Penalty 3162.393921 = -2115946.690862 nChanged 27 SP:Iteration 32Q (9256.196471 sec): 3 clusters Score: Raw -2119122.100825 + Penalty 3162.393921 = -2115959.706904 nChanged 24 SP:Iteration 33Q (9256.259576 sec): 3 clusters Score: Raw -2119134.502167 + Penalty 3162.393921 = -2115972.108247 nChanged 22 SP:Iteration 34Q (9256.318976 sec): 3 clusters Score: Raw -2119148.024238 + Penalty 3162.393921 = -2115985.630318 nChanged 21 SP:Iteration 35Q (9256.379723 sec): 3 clusters Score: Raw -2119161.687604 + Penalty 3162.393921 = -2115999.293684 nChanged 23 SP:Iteration 36Q (9256.447133 sec): 3 clusters Score: Raw -2119174.822926 + Penalty 3162.393921 = -2116012.429006 nChanged 23 SP:Iteration 37Q (9256.509250 sec): 3 clusters Score: Raw -2119188.613434 + Penalty 3162.393921 = -2116026.219513 nChanged 14 SP:Iteration 38Q (9256.576329 sec): 3 clusters Score: Raw -2119195.357202 + Penalty 3162.393921 = -2116032.963281 nChanged 11 SP:Iteration 39Q (9256.639100 sec): 3 clusters Score: Raw -2119201.795146 + Penalty 3162.393921 = -2116039.401226 nChanged 9 SP:Iteration 40F (9256.705965 sec): 3 clusters Score: Raw -2119207.217918 + Penalty 3162.393921 = -2116044.823997 nChanged 9 SP:Iteration 41Q (9256.768494 sec): 3 clusters Score: Raw -2119211.559863 + Penalty 3162.393921 = -2116049.165942 nChanged 9 SP:Iteration 42Q (9256.831204 sec): 3 clusters Score: Raw -2119216.493066 + Penalty 3162.393921 = -2116054.099145 nChanged 8 SP:Iteration 43Q (9256.896032 sec): 3 clusters Score: Raw -2119220.444680 + Penalty 3162.393921 = -2116058.050759 nChanged 8 SP:Iteration 44Q (9256.975083 sec): 3 clusters Score: Raw -2119224.075119 + Penalty 3162.393921 = -2116061.681198 nChanged 6 SP:Iteration 45Q (9257.028256 sec): 3 clusters Score: Raw -2119227.765498 + Penalty 3162.393921 = -2116065.371578 nChanged 3 SP:Iteration 46Q (9257.062535 sec): 3 clusters Score: Raw -2119229.331932 + Penalty 3162.393921 = -2116066.938011 nChanged 3 SP:Iteration 47Q (9257.094647 sec): 3 clusters Score: Raw -2119231.015888 + Penalty 3162.393921 = -2116068.621967 nChanged 2 SP:Iteration 48Q (9257.153876 sec): 3 clusters Score: Raw -2119232.092769 + Penalty 3162.393921 = -2116069.698849 nChanged 1 SP:Iteration 49Q (9257.190981 sec): 3 clusters Score: Raw -2119233.403654 + Penalty 3162.393921 = -2116071.009734 nChanged 2 SP:Iteration 50Q (9257.226340 sec): 3 clusters Score: Raw -2119234.100816 + Penalty 3162.393921 = -2116071.706896 nChanged 2 SP:Iteration 51Q (9257.258790 sec): 3 clusters Score: Raw -2119234.626763 + Penalty 3162.393921 = -2116072.232842 nChanged 2 SP:Iteration 52Q (9257.316058 sec): 3 clusters Score: Raw -2119235.756043 + Penalty 3162.393921 = -2116073.362122 nChanged 0 SP:Iteration 53F (9257.371896 sec): 3 clusters Score: Raw -2119235.756043 + Penalty 3162.393921 = -2116073.362122 nChanged 0 Trying to split cluster 29 (3414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9257.393014 sec): 2 clusters Score: Raw -397648.736501 + Penalty 1322.041484 = -396326.695017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9257.420686 sec): 3 clusters Score: Raw -396003.444234 + Penalty 2644.082969 = -393359.361265 nChanged 1326 SP:Iteration 1F (9257.439827 sec): 3 clusters Score: Raw -396793.565105 + Penalty 2644.082969 = -394149.482137 nChanged 256 SP:Iteration 2F (9257.459505 sec): 3 clusters Score: Raw -396979.142443 + Penalty 2644.082969 = -394335.059474 nChanged 198 SP:Iteration 3F (9257.498115 sec): 3 clusters Score: Raw -397144.377575 + Penalty 2644.082969 = -394500.294607 nChanged 168 SP:Iteration 4Q (9257.550070 sec): 3 clusters Score: Raw -397285.866513 + Penalty 2644.082969 = -394641.783545 nChanged 146 SP:Iteration 5Q (9257.613399 sec): 3 clusters Score: Raw -397410.564599 + Penalty 2644.082969 = -394766.481630 nChanged 156 SP:Iteration 6Q (9257.651814 sec): 3 clusters Score: Raw -397550.317955 + Penalty 2644.082969 = -394906.234987 nChanged 142 SP:Iteration 7Q (9257.702041 sec): 3 clusters Score: Raw -397651.499992 + Penalty 2644.082969 = -395007.417023 nChanged 111 SP:Iteration 8Q (9257.722962 sec): 3 clusters Score: Raw -397708.013358 + Penalty 2644.082969 = -395063.930390 nChanged 77 SP:Iteration 9Q (9257.775695 sec): 3 clusters Score: Raw -397752.053701 + Penalty 2644.082969 = -395107.970732 nChanged 73 SP:Iteration 10Q (9257.830147 sec): 3 clusters Score: Raw -397792.038129 + Penalty 2644.082969 = -395147.955160 nChanged 64 SP:Iteration 11Q (9257.878532 sec): 3 clusters Score: Raw -397828.981967 + Penalty 2644.082969 = -395184.898999 nChanged 64 SP:Iteration 12Q (9257.941247 sec): 3 clusters Score: Raw -397870.660937 + Penalty 2644.082969 = -395226.577968 nChanged 66 SP:Iteration 13Q (9257.978742 sec): 3 clusters Score: Raw -397903.479538 + Penalty 2644.082969 = -395259.396570 nChanged 55 SP:Iteration 14Q (9258.028267 sec): 3 clusters Score: Raw -397929.766855 + Penalty 2644.082969 = -395285.683887 nChanged 56 SP:Iteration 15Q (9258.070920 sec): 3 clusters Score: Raw -397956.606195 + Penalty 2644.082969 = -395312.523226 nChanged 47 SP:Iteration 16Q (9258.113852 sec): 3 clusters Score: Raw -397983.111400 + Penalty 2644.082969 = -395339.028431 nChanged 47 SP:Iteration 17Q (9258.166352 sec): 3 clusters Score: Raw -398007.676416 + Penalty 2644.082969 = -395363.593447 nChanged 41 SP:Iteration 18Q (9258.203808 sec): 3 clusters Score: Raw -398028.092846 + Penalty 2644.082969 = -395384.009878 nChanged 38 SP:Iteration 19Q (9258.248126 sec): 3 clusters Score: Raw -398047.556959 + Penalty 2644.082969 = -395403.473990 nChanged 37 SP:Iteration 20F (9258.291479 sec): 3 clusters Score: Raw -398065.056181 + Penalty 2644.082969 = -395420.973212 nChanged 31 SP:Iteration 21Q (9258.328254 sec): 3 clusters Score: Raw -398077.026743 + Penalty 2644.082969 = -395432.943774 nChanged 36 SP:Iteration 22Q (9258.366772 sec): 3 clusters Score: Raw -398093.238784 + Penalty 2644.082969 = -395449.155816 nChanged 31 SP:Iteration 23Q (9258.410666 sec): 3 clusters Score: Raw -398109.808125 + Penalty 2644.082969 = -395465.725157 nChanged 32 SP:Iteration 24Q (9258.456449 sec): 3 clusters Score: Raw -398121.242734 + Penalty 2644.082969 = -395477.159766 nChanged 19 SP:Iteration 25Q (9258.506209 sec): 3 clusters Score: Raw -398128.014994 + Penalty 2644.082969 = -395483.932025 nChanged 16 SP:Iteration 26Q (9258.563027 sec): 3 clusters Score: Raw -398136.480737 + Penalty 2644.082969 = -395492.397768 nChanged 20 SP:Iteration 27Q (9258.596698 sec): 3 clusters Score: Raw -398143.177928 + Penalty 2644.082969 = -395499.094959 nChanged 14 SP:Iteration 28Q (9258.643391 sec): 3 clusters Score: Raw -398147.230688 + Penalty 2644.082969 = -395503.147720 nChanged 9 SP:Iteration 29Q (9258.691529 sec): 3 clusters Score: Raw -398150.026617 + Penalty 2644.082969 = -395505.943649 nChanged 7 SP:Iteration 30Q (9258.743328 sec): 3 clusters Score: Raw -398151.483732 + Penalty 2644.082969 = -395507.400763 nChanged 4 SP:Iteration 31Q (9258.782175 sec): 3 clusters Score: Raw -398153.842816 + Penalty 2644.082969 = -395509.759848 nChanged 3 SP:Iteration 32Q (9258.822159 sec): 3 clusters Score: Raw -398154.867892 + Penalty 2644.082969 = -395510.784924 nChanged 1 SP:Iteration 33Q (9258.863052 sec): 3 clusters Score: Raw -398155.294712 + Penalty 2644.082969 = -395511.211744 nChanged 1 SP:Iteration 34Q (9258.915648 sec): 3 clusters Score: Raw -398155.524389 + Penalty 2644.082969 = -395511.441420 nChanged 2 SP:Iteration 35Q (9258.967593 sec): 3 clusters Score: Raw -398156.024470 + Penalty 2644.082969 = -395511.941501 nChanged 2 SP:Iteration 36Q (9258.983243 sec): 3 clusters Score: Raw -398156.918511 + Penalty 2644.082969 = -395512.835542 nChanged 4 SP:Iteration 37Q (9258.999583 sec): 3 clusters Score: Raw -398158.176249 + Penalty 2644.082969 = -395514.093280 nChanged 3 SP:Iteration 38Q (9259.015913 sec): 3 clusters Score: Raw -398159.050400 + Penalty 2644.082969 = -395514.967431 nChanged 5 SP:Iteration 39Q (9259.063365 sec): 3 clusters Score: Raw -398159.627692 + Penalty 2644.082969 = -395515.544724 nChanged 2 SP:Iteration 40F (9259.121641 sec): 3 clusters Score: Raw -398159.977782 + Penalty 2644.082969 = -395515.894814 nChanged 1 SP:Iteration 41Q (9259.160714 sec): 3 clusters Score: Raw -398160.217412 + Penalty 2644.082969 = -395516.134443 nChanged 1 SP:Iteration 42Q (9259.171370 sec): 3 clusters Score: Raw -398160.591192 + Penalty 2644.082969 = -395516.508224 nChanged 1 SP:Iteration 43Q (9259.191831 sec): 3 clusters Score: Raw -398160.726816 + Penalty 2644.082969 = -395516.643848 nChanged 1 SP:Iteration 44Q (9259.210372 sec): 3 clusters Score: Raw -398161.060767 + Penalty 2644.082969 = -395516.977799 nChanged 2 SP:Iteration 45Q (9259.228098 sec): 3 clusters Score: Raw -398161.508915 + Penalty 2644.082969 = -395517.425946 nChanged 1 SP:Iteration 46Q (9259.243575 sec): 3 clusters Score: Raw -398161.656594 + Penalty 2644.082969 = -395517.573625 nChanged 1 SP:Iteration 47Q (9259.262992 sec): 3 clusters Score: Raw -398161.794223 + Penalty 2644.082969 = -395517.711255 nChanged 0 SP:Iteration 48F (9259.282529 sec): 3 clusters Score: Raw -398161.794223 + Penalty 2644.082969 = -395517.711255 nChanged 0 Trying to split cluster 30 (131447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9259.463092 sec): 2 clusters Score: Raw -16269704.708256 + Penalty 1915.283339 = -16267789.424917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9259.671125 sec): 3 clusters Score: Raw -16183379.839857 + Penalty 3830.566677 = -16179549.273180 nChanged 63246 SP:Iteration 1F (9259.879348 sec): 3 clusters Score: Raw -16221481.902880 + Penalty 3830.566677 = -16217651.336202 nChanged 5976 SP:Iteration 2Q (9260.100782 sec): 3 clusters Score: Raw -16223800.766618 + Penalty 3830.566677 = -16219970.199940 nChanged 7206 SP:Iteration 3F (9260.316881 sec): 3 clusters Score: Raw -16227461.893726 + Penalty 3830.566677 = -16223631.327048 nChanged 8831 SP:Iteration 4F (9260.524918 sec): 3 clusters Score: Raw -16233151.684124 + Penalty 3830.566677 = -16229321.117446 nChanged 10076 SP:Iteration 5F (9260.736188 sec): 3 clusters Score: Raw -16240905.835146 + Penalty 3830.566677 = -16237075.268468 nChanged 10041 SP:Iteration 6F (9260.958221 sec): 3 clusters Score: Raw -16249448.408192 + Penalty 3830.566677 = -16245617.841514 nChanged 8540 SP:Iteration 7F (9261.182050 sec): 3 clusters Score: Raw -16257011.958830 + Penalty 3830.566677 = -16253181.392152 nChanged 6267 SP:Iteration 8Q (9261.435659 sec): 3 clusters Score: Raw -16262502.737057 + Penalty 3830.566677 = -16258672.170379 nChanged 4166 SP:Iteration 9Q (9261.677197 sec): 3 clusters Score: Raw -16265846.011859 + Penalty 3830.566677 = -16262015.445182 nChanged 2665 SP:Iteration 10Q (9261.873504 sec): 3 clusters Score: Raw -16267716.868097 + Penalty 3830.566677 = -16263886.301420 nChanged 1715 SP:Iteration 11Q (9262.096587 sec): 3 clusters Score: Raw -16268769.578875 + Penalty 3830.566677 = -16264939.012197 nChanged 1144 SP:Iteration 12Q (9262.303795 sec): 3 clusters Score: Raw -16269369.496815 + Penalty 3830.566677 = -16265538.930138 nChanged 796 SP:Iteration 13Q (9262.516229 sec): 3 clusters Score: Raw -16269732.975461 + Penalty 3830.566677 = -16265902.408784 nChanged 548 SP:Iteration 14Q (9262.705652 sec): 3 clusters Score: Raw -16269953.633209 + Penalty 3830.566677 = -16266123.066531 nChanged 411 SP:Iteration 15Q (9262.884894 sec): 3 clusters Score: Raw -16270097.244320 + Penalty 3830.566677 = -16266266.677642 nChanged 296 SP:Iteration 16Q (9263.067854 sec): 3 clusters Score: Raw -16270192.152946 + Penalty 3830.566677 = -16266361.586269 nChanged 203 SP:Iteration 17Q (9263.259859 sec): 3 clusters Score: Raw -16270250.484144 + Penalty 3830.566677 = -16266419.917466 nChanged 161 SP:Iteration 18Q (9263.454892 sec): 3 clusters Score: Raw -16270294.001008 + Penalty 3830.566677 = -16266463.434331 nChanged 115 SP:Iteration 19Q (9263.659620 sec): 3 clusters Score: Raw -16270323.432875 + Penalty 3830.566677 = -16266492.866198 nChanged 107 SP:Iteration 20F (9263.917221 sec): 3 clusters Score: Raw -16270351.865995 + Penalty 3830.566677 = -16266521.299317 nChanged 96 SP:Iteration 21Q (9264.121312 sec): 3 clusters Score: Raw -16270377.821593 + Penalty 3830.566677 = -16266547.254916 nChanged 83 SP:Iteration 22Q (9264.325739 sec): 3 clusters Score: Raw -16270403.293070 + Penalty 3830.566677 = -16266572.726393 nChanged 76 SP:Iteration 23Q (9264.547042 sec): 3 clusters Score: Raw -16270427.185809 + Penalty 3830.566677 = -16266596.619132 nChanged 68 SP:Iteration 24Q (9264.749489 sec): 3 clusters Score: Raw -16270449.112030 + Penalty 3830.566677 = -16266618.545352 nChanged 67 SP:Iteration 25Q (9264.933762 sec): 3 clusters Score: Raw -16270465.818998 + Penalty 3830.566677 = -16266635.252321 nChanged 47 SP:Iteration 26Q (9265.133538 sec): 3 clusters Score: Raw -16270480.398658 + Penalty 3830.566677 = -16266649.831981 nChanged 51 SP:Iteration 27Q (9265.329046 sec): 3 clusters Score: Raw -16270496.190725 + Penalty 3830.566677 = -16266665.624047 nChanged 48 SP:Iteration 28Q (9265.522657 sec): 3 clusters Score: Raw -16270507.467868 + Penalty 3830.566677 = -16266676.901190 nChanged 38 SP:Iteration 29Q (9265.713694 sec): 3 clusters Score: Raw -16270516.622004 + Penalty 3830.566677 = -16266686.055327 nChanged 29 SP:Iteration 30Q (9265.906836 sec): 3 clusters Score: Raw -16270522.465209 + Penalty 3830.566677 = -16266691.898531 nChanged 22 SP:Iteration 31Q (9266.077848 sec): 3 clusters Score: Raw -16270526.396598 + Penalty 3830.566677 = -16266695.829921 nChanged 18 SP:Iteration 32Q (9266.256074 sec): 3 clusters Score: Raw -16270531.433819 + Penalty 3830.566677 = -16266700.867142 nChanged 18 SP:Iteration 33Q (9266.437255 sec): 3 clusters Score: Raw -16270535.311660 + Penalty 3830.566677 = -16266704.744982 nChanged 15 SP:Iteration 34Q (9266.631056 sec): 3 clusters Score: Raw -16270537.704386 + Penalty 3830.566677 = -16266707.137708 nChanged 11 SP:Iteration 35Q (9266.823025 sec): 3 clusters Score: Raw -16270539.507822 + Penalty 3830.566677 = -16266708.941145 nChanged 9 SP:Iteration 36Q (9267.016765 sec): 3 clusters Score: Raw -16270540.511772 + Penalty 3830.566677 = -16266709.945094 nChanged 14 SP:Iteration 37Q (9267.218722 sec): 3 clusters Score: Raw -16270542.611367 + Penalty 3830.566677 = -16266712.044689 nChanged 13 SP:Iteration 38Q (9267.412519 sec): 3 clusters Score: Raw -16270544.256643 + Penalty 3830.566677 = -16266713.689965 nChanged 10 SP:Iteration 39Q (9267.609177 sec): 3 clusters Score: Raw -16270545.921577 + Penalty 3830.566677 = -16266715.354899 nChanged 9 SP:Iteration 40F (9267.823803 sec): 3 clusters Score: Raw -16270547.294047 + Penalty 3830.566677 = -16266716.727370 nChanged 4 SP:Iteration 41Q (9268.025090 sec): 3 clusters Score: Raw -16270548.126717 + Penalty 3830.566677 = -16266717.560040 nChanged 7 SP:Iteration 42Q (9268.231784 sec): 3 clusters Score: Raw -16270548.990499 + Penalty 3830.566677 = -16266718.423821 nChanged 8 SP:Iteration 43Q (9268.445463 sec): 3 clusters Score: Raw -16270550.594497 + Penalty 3830.566677 = -16266720.027819 nChanged 7 SP:Iteration 44Q (9268.639235 sec): 3 clusters Score: Raw -16270551.596633 + Penalty 3830.566677 = -16266721.029955 nChanged 3 SP:Iteration 45Q (9268.835393 sec): 3 clusters Score: Raw -16270551.925864 + Penalty 3830.566677 = -16266721.359186 nChanged 1 SP:Iteration 46Q (9269.040045 sec): 3 clusters Score: Raw -16270552.042929 + Penalty 3830.566677 = -16266721.476252 nChanged 0 SP:Iteration 47F (9269.280036 sec): 3 clusters Score: Raw -16270552.042929 + Penalty 3830.566677 = -16266721.476252 nChanged 0 Trying to split cluster 31 (46231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9269.351490 sec): 2 clusters Score: Raw -5746017.492569 + Penalty 1745.478450 = -5744272.014119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9269.466480 sec): 3 clusters Score: Raw -5716797.602200 + Penalty 3490.956901 = -5713306.645299 nChanged 21619 SP:Iteration 1F (9269.581327 sec): 3 clusters Score: Raw -5729664.533792 + Penalty 3490.956901 = -5726173.576891 nChanged 2485 SP:Iteration 2F (9269.689498 sec): 3 clusters Score: Raw -5730899.043790 + Penalty 3490.956901 = -5727408.086889 nChanged 2636 SP:Iteration 3F (9269.805104 sec): 3 clusters Score: Raw -5732467.149625 + Penalty 3490.956901 = -5728976.192724 nChanged 2846 SP:Iteration 4F (9269.914503 sec): 3 clusters Score: Raw -5734382.338723 + Penalty 3490.956901 = -5730891.381823 nChanged 3092 SP:Iteration 5F (9270.026306 sec): 3 clusters Score: Raw -5736643.246993 + Penalty 3490.956901 = -5733152.290092 nChanged 3079 SP:Iteration 6F (9270.140991 sec): 3 clusters Score: Raw -5738838.315912 + Penalty 3490.956901 = -5735347.359012 nChanged 2653 SP:Iteration 7F (9270.254845 sec): 3 clusters Score: Raw -5740316.024265 + Penalty 3490.956901 = -5736825.067365 nChanged 1889 SP:Iteration 8Q (9270.366717 sec): 3 clusters Score: Raw -5741056.199181 + Penalty 3490.956901 = -5737565.242280 nChanged 1202 SP:Iteration 9Q (9270.476322 sec): 3 clusters Score: Raw -5741384.423579 + Penalty 3490.956901 = -5737893.466679 nChanged 823 SP:Iteration 10Q (9270.584527 sec): 3 clusters Score: Raw -5741556.089810 + Penalty 3490.956901 = -5738065.132910 nChanged 582 SP:Iteration 11Q (9270.693657 sec): 3 clusters Score: Raw -5741665.521315 + Penalty 3490.956901 = -5738174.564415 nChanged 473 SP:Iteration 12Q (9270.805191 sec): 3 clusters Score: Raw -5741754.389997 + Penalty 3490.956901 = -5738263.433096 nChanged 428 SP:Iteration 13Q (9270.910968 sec): 3 clusters Score: Raw -5741830.645872 + Penalty 3490.956901 = -5738339.688971 nChanged 406 SP:Iteration 14Q (9271.007194 sec): 3 clusters Score: Raw -5741898.579328 + Penalty 3490.956901 = -5738407.622428 nChanged 381 SP:Iteration 15Q (9271.122075 sec): 3 clusters Score: Raw -5741956.330595 + Penalty 3490.956901 = -5738465.373695 nChanged 350 SP:Iteration 16Q (9271.234678 sec): 3 clusters Score: Raw -5742003.232983 + Penalty 3490.956901 = -5738512.276082 nChanged 320 SP:Iteration 17Q (9271.349674 sec): 3 clusters Score: Raw -5742044.697883 + Penalty 3490.956901 = -5738553.740983 nChanged 308 SP:Iteration 18Q (9271.454215 sec): 3 clusters Score: Raw -5742079.870848 + Penalty 3490.956901 = -5738588.913948 nChanged 257 SP:Iteration 19Q (9271.551844 sec): 3 clusters Score: Raw -5742110.443118 + Penalty 3490.956901 = -5738619.486218 nChanged 241 SP:Iteration 20F (9271.637389 sec): 3 clusters Score: Raw -5742135.278044 + Penalty 3490.956901 = -5738644.321143 nChanged 245 SP:Iteration 21Q (9271.726066 sec): 3 clusters Score: Raw -5742155.907308 + Penalty 3490.956901 = -5738664.950407 nChanged 182 SP:Iteration 22Q (9271.807938 sec): 3 clusters Score: Raw -5742169.325042 + Penalty 3490.956901 = -5738678.368142 nChanged 159 SP:Iteration 23Q (9271.921561 sec): 3 clusters Score: Raw -5742181.888645 + Penalty 3490.956901 = -5738690.931745 nChanged 164 SP:Iteration 24Q (9272.008348 sec): 3 clusters Score: Raw -5742195.598269 + Penalty 3490.956901 = -5738704.641369 nChanged 146 SP:Iteration 25Q (9272.091066 sec): 3 clusters Score: Raw -5742208.141452 + Penalty 3490.956901 = -5738717.184551 nChanged 154 SP:Iteration 26Q (9272.182022 sec): 3 clusters Score: Raw -5742220.938608 + Penalty 3490.956901 = -5738729.981707 nChanged 156 SP:Iteration 27Q (9272.266971 sec): 3 clusters Score: Raw -5742234.103245 + Penalty 3490.956901 = -5738743.146344 nChanged 170 SP:Iteration 28Q (9272.360303 sec): 3 clusters Score: Raw -5742247.808207 + Penalty 3490.956901 = -5738756.851307 nChanged 161 SP:Iteration 29Q (9272.460277 sec): 3 clusters Score: Raw -5742260.375944 + Penalty 3490.956901 = -5738769.419044 nChanged 137 SP:Iteration 30Q (9272.543375 sec): 3 clusters Score: Raw -5742269.512529 + Penalty 3490.956901 = -5738778.555629 nChanged 125 SP:Iteration 31Q (9272.632879 sec): 3 clusters Score: Raw -5742278.251851 + Penalty 3490.956901 = -5738787.294950 nChanged 111 SP:Iteration 32Q (9272.716743 sec): 3 clusters Score: Raw -5742284.787093 + Penalty 3490.956901 = -5738793.830192 nChanged 94 SP:Iteration 33Q (9272.803345 sec): 3 clusters Score: Raw -5742290.272107 + Penalty 3490.956901 = -5738799.315206 nChanged 107 SP:Iteration 34Q (9272.893095 sec): 3 clusters Score: Raw -5742297.127299 + Penalty 3490.956901 = -5738806.170398 nChanged 107 SP:Iteration 35Q (9273.002382 sec): 3 clusters Score: Raw -5742304.255534 + Penalty 3490.956901 = -5738813.298633 nChanged 105 SP:Iteration 36Q (9273.105345 sec): 3 clusters Score: Raw -5742311.235556 + Penalty 3490.956901 = -5738820.278656 nChanged 94 SP:Iteration 37Q (9273.216451 sec): 3 clusters Score: Raw -5742316.474028 + Penalty 3490.956901 = -5738825.517128 nChanged 86 SP:Iteration 38Q (9273.327309 sec): 3 clusters Score: Raw -5742321.441106 + Penalty 3490.956901 = -5738830.484206 nChanged 97 SP:Iteration 39Q (9273.410187 sec): 3 clusters Score: Raw -5742326.509475 + Penalty 3490.956901 = -5738835.552574 nChanged 91 SP:Iteration 40F (9273.498086 sec): 3 clusters Score: Raw -5742332.031472 + Penalty 3490.956901 = -5738841.074571 nChanged 100 SP:Iteration 41Q (9273.585150 sec): 3 clusters Score: Raw -5742339.096973 + Penalty 3490.956901 = -5738848.140073 nChanged 95 SP:Iteration 42Q (9273.666923 sec): 3 clusters Score: Raw -5742344.786395 + Penalty 3490.956901 = -5738853.829495 nChanged 80 SP:Iteration 43Q (9273.751266 sec): 3 clusters Score: Raw -5742348.967886 + Penalty 3490.956901 = -5738858.010985 nChanged 79 SP:Iteration 44Q (9273.845022 sec): 3 clusters Score: Raw -5742353.291633 + Penalty 3490.956901 = -5738862.334732 nChanged 84 SP:Iteration 45Q (9273.927770 sec): 3 clusters Score: Raw -5742358.635945 + Penalty 3490.956901 = -5738867.679044 nChanged 94 SP:Iteration 46Q (9274.018484 sec): 3 clusters Score: Raw -5742364.425352 + Penalty 3490.956901 = -5738873.468451 nChanged 97 SP:Iteration 47Q (9274.101350 sec): 3 clusters Score: Raw -5742370.808770 + Penalty 3490.956901 = -5738879.851869 nChanged 75 SP:Iteration 48Q (9274.189397 sec): 3 clusters Score: Raw -5742375.267234 + Penalty 3490.956901 = -5738884.310334 nChanged 76 SP:Iteration 49Q (9274.300914 sec): 3 clusters Score: Raw -5742379.252620 + Penalty 3490.956901 = -5738888.295719 nChanged 66 SP:Iteration 50Q (9274.418135 sec): 3 clusters Score: Raw -5742382.019577 + Penalty 3490.956901 = -5738891.062676 nChanged 49 SP:Iteration 51Q (9274.525299 sec): 3 clusters Score: Raw -5742384.217577 + Penalty 3490.956901 = -5738893.260677 nChanged 52 SP:Iteration 52Q (9274.613266 sec): 3 clusters Score: Raw -5742386.402442 + Penalty 3490.956901 = -5738895.445542 nChanged 39 SP:Iteration 53Q (9274.694478 sec): 3 clusters Score: Raw -5742388.032374 + Penalty 3490.956901 = -5738897.075473 nChanged 36 SP:Iteration 54Q (9274.786172 sec): 3 clusters Score: Raw -5742389.534366 + Penalty 3490.956901 = -5738898.577465 nChanged 30 SP:Iteration 55Q (9274.866855 sec): 3 clusters Score: Raw -5742390.690860 + Penalty 3490.956901 = -5738899.733960 nChanged 26 SP:Iteration 56Q (9274.956292 sec): 3 clusters Score: Raw -5742391.685263 + Penalty 3490.956901 = -5738900.728362 nChanged 15 SP:Iteration 57Q (9275.043575 sec): 3 clusters Score: Raw -5742392.180650 + Penalty 3490.956901 = -5738901.223750 nChanged 16 SP:Iteration 58Q (9275.125639 sec): 3 clusters Score: Raw -5742392.591560 + Penalty 3490.956901 = -5738901.634659 nChanged 15 SP:Iteration 59Q (9275.210364 sec): 3 clusters Score: Raw -5742393.028399 + Penalty 3490.956901 = -5738902.071499 nChanged 16 SP:Iteration 60F (9275.316651 sec): 3 clusters Score: Raw -5742393.419857 + Penalty 3490.956901 = -5738902.462957 nChanged 10 SP:Iteration 61Q (9275.396319 sec): 3 clusters Score: Raw -5742393.624138 + Penalty 3490.956901 = -5738902.667237 nChanged 5 SP:Iteration 62Q (9275.480769 sec): 3 clusters Score: Raw -5742393.728056 + Penalty 3490.956901 = -5738902.771156 nChanged 2 SP:Iteration 63Q (9275.566465 sec): 3 clusters Score: Raw -5742393.759342 + Penalty 3490.956901 = -5738902.802442 nChanged 1 SP:Iteration 64Q (9275.661327 sec): 3 clusters Score: Raw -5742393.780341 + Penalty 3490.956901 = -5738902.823441 nChanged 3 SP:Iteration 65Q (9275.782752 sec): 3 clusters Score: Raw -5742393.813568 + Penalty 3490.956901 = -5738902.856668 nChanged 1 SP:Iteration 66Q (9275.894940 sec): 3 clusters Score: Raw -5742393.834476 + Penalty 3490.956901 = -5738902.877576 nChanged 1 SP:Iteration 67Q (9275.977495 sec): 3 clusters Score: Raw -5742393.845216 + Penalty 3490.956901 = -5738902.888315 nChanged 0 SP:Iteration 68F (9276.088749 sec): 3 clusters Score: Raw -5742393.845216 + Penalty 3490.956901 = -5738902.888315 nChanged 0 Trying to split cluster 32 (13756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9276.119655 sec): 2 clusters Score: Raw -1751786.391055 + Penalty 1548.499935 = -1750237.891119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9276.187591 sec): 3 clusters Score: Raw -1743692.039010 + Penalty 3096.999871 = -1740595.039139 nChanged 6109 SP:Iteration 1F (9276.254960 sec): 3 clusters Score: Raw -1747101.869518 + Penalty 3096.999871 = -1744004.869647 nChanged 771 SP:Iteration 2F (9276.325276 sec): 3 clusters Score: Raw -1747410.191634 + Penalty 3096.999871 = -1744313.191763 nChanged 663 SP:Iteration 3Q (9276.380683 sec): 3 clusters Score: Raw -1747639.425637 + Penalty 3096.999871 = -1744542.425766 nChanged 552 SP:Iteration 4Q (9276.446413 sec): 3 clusters Score: Raw -1747833.787172 + Penalty 3096.999871 = -1744736.787302 nChanged 479 SP:Iteration 5Q (9276.510804 sec): 3 clusters Score: Raw -1748039.869981 + Penalty 3096.999871 = -1744942.870111 nChanged 523 SP:Iteration 6Q (9276.574923 sec): 3 clusters Score: Raw -1748283.308365 + Penalty 3096.999871 = -1745186.308494 nChanged 551 SP:Iteration 7Q (9276.639569 sec): 3 clusters Score: Raw -1748572.172557 + Penalty 3096.999871 = -1745475.172687 nChanged 606 SP:Iteration 8Q (9276.694632 sec): 3 clusters Score: Raw -1748903.358451 + Penalty 3096.999871 = -1745806.358580 nChanged 606 SP:Iteration 9Q (9276.762407 sec): 3 clusters Score: Raw -1749293.276558 + Penalty 3096.999871 = -1746196.276687 nChanged 677 SP:Iteration 10Q (9276.825866 sec): 3 clusters Score: Raw -1749751.055403 + Penalty 3096.999871 = -1746654.055532 nChanged 634 SP:Iteration 11Q (9276.890400 sec): 3 clusters Score: Raw -1750188.556068 + Penalty 3096.999871 = -1747091.556198 nChanged 574 SP:Iteration 12Q (9276.952380 sec): 3 clusters Score: Raw -1750620.455463 + Penalty 3096.999871 = -1747523.455593 nChanged 482 SP:Iteration 13Q (9277.010705 sec): 3 clusters Score: Raw -1750985.294852 + Penalty 3096.999871 = -1747888.294981 nChanged 380 SP:Iteration 14Q (9277.073442 sec): 3 clusters Score: Raw -1751242.909238 + Penalty 3096.999871 = -1748145.909368 nChanged 257 SP:Iteration 15Q (9277.135841 sec): 3 clusters Score: Raw -1751382.415144 + Penalty 3096.999871 = -1748285.415273 nChanged 186 SP:Iteration 16Q (9277.201272 sec): 3 clusters Score: Raw -1751483.378862 + Penalty 3096.999871 = -1748386.378991 nChanged 178 SP:Iteration 17Q (9277.238413 sec): 3 clusters Score: Raw -1751589.432844 + Penalty 3096.999871 = -1748492.432974 nChanged 140 SP:Iteration 18Q (9277.271518 sec): 3 clusters Score: Raw -1751675.896360 + Penalty 3096.999871 = -1748578.896489 nChanged 111 SP:Iteration 19Q (9277.308530 sec): 3 clusters Score: Raw -1751748.744777 + Penalty 3096.999871 = -1748651.744906 nChanged 99 SP:Iteration 20F (9277.374360 sec): 3 clusters Score: Raw -1751806.578767 + Penalty 3096.999871 = -1748709.578896 nChanged 79 SP:Iteration 21Q (9277.437830 sec): 3 clusters Score: Raw -1751849.825566 + Penalty 3096.999871 = -1748752.825695 nChanged 65 SP:Iteration 22Q (9277.475161 sec): 3 clusters Score: Raw -1751892.611853 + Penalty 3096.999871 = -1748795.611982 nChanged 57 SP:Iteration 23Q (9277.527091 sec): 3 clusters Score: Raw -1751928.916776 + Penalty 3096.999871 = -1748831.916905 nChanged 49 SP:Iteration 24Q (9277.576581 sec): 3 clusters Score: Raw -1751956.280522 + Penalty 3096.999871 = -1748859.280651 nChanged 32 SP:Iteration 25Q (9277.628347 sec): 3 clusters Score: Raw -1751971.067027 + Penalty 3096.999871 = -1748874.067157 nChanged 20 SP:Iteration 26Q (9277.688594 sec): 3 clusters Score: Raw -1751980.268083 + Penalty 3096.999871 = -1748883.268213 nChanged 20 SP:Iteration 27Q (9277.752555 sec): 3 clusters Score: Raw -1751989.389867 + Penalty 3096.999871 = -1748892.389997 nChanged 12 SP:Iteration 28Q (9277.813314 sec): 3 clusters Score: Raw -1751993.736472 + Penalty 3096.999871 = -1748896.736601 nChanged 8 SP:Iteration 29Q (9277.844463 sec): 3 clusters Score: Raw -1751997.655593 + Penalty 3096.999871 = -1748900.655722 nChanged 10 SP:Iteration 30Q (9277.898443 sec): 3 clusters Score: Raw -1752003.195687 + Penalty 3096.999871 = -1748906.195816 nChanged 16 SP:Iteration 31Q (9277.938984 sec): 3 clusters Score: Raw -1752011.102404 + Penalty 3096.999871 = -1748914.102533 nChanged 18 SP:Iteration 32Q (9278.002409 sec): 3 clusters Score: Raw -1752020.895014 + Penalty 3096.999871 = -1748923.895143 nChanged 13 SP:Iteration 33Q (9278.045657 sec): 3 clusters Score: Raw -1752027.512060 + Penalty 3096.999871 = -1748930.512189 nChanged 9 SP:Iteration 34Q (9278.104655 sec): 3 clusters Score: Raw -1752031.356526 + Penalty 3096.999871 = -1748934.356656 nChanged 6 SP:Iteration 35Q (9278.161874 sec): 3 clusters Score: Raw -1752033.799430 + Penalty 3096.999871 = -1748936.799559 nChanged 5 SP:Iteration 36Q (9278.206970 sec): 3 clusters Score: Raw -1752035.878667 + Penalty 3096.999871 = -1748938.878797 nChanged 9 SP:Iteration 37Q (9278.266220 sec): 3 clusters Score: Raw -1752040.551720 + Penalty 3096.999871 = -1748943.551849 nChanged 9 SP:Iteration 38Q (9278.328589 sec): 3 clusters Score: Raw -1752045.354678 + Penalty 3096.999871 = -1748948.354808 nChanged 9 SP:Iteration 39Q (9278.379706 sec): 3 clusters Score: Raw -1752048.981137 + Penalty 3096.999871 = -1748951.981266 nChanged 4 SP:Iteration 40F (9278.444851 sec): 3 clusters Score: Raw -1752050.343778 + Penalty 3096.999871 = -1748953.343907 nChanged 4 SP:Iteration 41Q (9278.505192 sec): 3 clusters Score: Raw -1752052.126257 + Penalty 3096.999871 = -1748955.126387 nChanged 5 SP:Iteration 42Q (9278.569936 sec): 3 clusters Score: Raw -1752054.260354 + Penalty 3096.999871 = -1748957.260483 nChanged 3 SP:Iteration 43Q (9278.629132 sec): 3 clusters Score: Raw -1752054.791481 + Penalty 3096.999871 = -1748957.791610 nChanged 4 SP:Iteration 44Q (9278.668811 sec): 3 clusters Score: Raw -1752056.256527 + Penalty 3096.999871 = -1748959.256656 nChanged 3 SP:Iteration 45Q (9278.732818 sec): 3 clusters Score: Raw -1752058.064742 + Penalty 3096.999871 = -1748961.064871 nChanged 3 SP:Iteration 46Q (9278.768518 sec): 3 clusters Score: Raw -1752059.639618 + Penalty 3096.999871 = -1748962.639747 nChanged 4 SP:Iteration 47Q (9278.797199 sec): 3 clusters Score: Raw -1752060.826968 + Penalty 3096.999871 = -1748963.827097 nChanged 1 SP:Iteration 48Q (9278.836947 sec): 3 clusters Score: Raw -1752061.206658 + Penalty 3096.999871 = -1748964.206787 nChanged 2 SP:Iteration 49Q (9278.871740 sec): 3 clusters Score: Raw -1752061.891290 + Penalty 3096.999871 = -1748964.891419 nChanged 2 SP:Iteration 50Q (9278.900463 sec): 3 clusters Score: Raw -1752063.398936 + Penalty 3096.999871 = -1748966.399065 nChanged 2 SP:Iteration 51Q (9278.942573 sec): 3 clusters Score: Raw -1752063.963339 + Penalty 3096.999871 = -1748966.963469 nChanged 3 SP:Iteration 52Q (9278.971097 sec): 3 clusters Score: Raw -1752064.922825 + Penalty 3096.999871 = -1748967.922954 nChanged 2 SP:Iteration 53Q (9278.999724 sec): 3 clusters Score: Raw -1752065.447706 + Penalty 3096.999871 = -1748968.447836 nChanged 1 SP:Iteration 54Q (9279.030049 sec): 3 clusters Score: Raw -1752065.866524 + Penalty 3096.999871 = -1748968.866653 nChanged 3 SP:Iteration 55Q (9279.069014 sec): 3 clusters Score: Raw -1752067.453999 + Penalty 3096.999871 = -1748970.454128 nChanged 2 SP:Iteration 56Q (9279.110473 sec): 3 clusters Score: Raw -1752068.937347 + Penalty 3096.999871 = -1748971.937477 nChanged 3 SP:Iteration 57Q (9279.165250 sec): 3 clusters Score: Raw -1752069.701920 + Penalty 3096.999871 = -1748972.702049 nChanged 2 SP:Iteration 58Q (9279.227576 sec): 3 clusters Score: Raw -1752070.991678 + Penalty 3096.999871 = -1748973.991807 nChanged 2 SP:Iteration 59Q (9279.291742 sec): 3 clusters Score: Raw -1752071.358944 + Penalty 3096.999871 = -1748974.359073 nChanged 2 SP:Iteration 60F (9279.352896 sec): 3 clusters Score: Raw -1752072.054716 + Penalty 3096.999871 = -1748975.054845 nChanged 4 SP:Iteration 61Q (9279.400474 sec): 3 clusters Score: Raw -1752073.449305 + Penalty 3096.999871 = -1748976.449434 nChanged 3 SP:Iteration 62Q (9279.463251 sec): 3 clusters Score: Raw -1752074.556263 + Penalty 3096.999871 = -1748977.556392 nChanged 1 SP:Iteration 63Q (9279.498058 sec): 3 clusters Score: Raw -1752074.744036 + Penalty 3096.999871 = -1748977.744166 nChanged 0 SP:Iteration 64F (9279.534374 sec): 3 clusters Score: Raw -1752074.744036 + Penalty 3096.999871 = -1748977.744166 nChanged 0 Trying to split cluster 33 (4826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9279.553254 sec): 2 clusters Score: Raw -571472.427411 + Penalty 1378.288153 = -570094.139259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9279.573945 sec): 3 clusters Score: Raw -568957.321201 + Penalty 2756.576305 = -566200.744896 nChanged 1962 SP:Iteration 1F (9279.594271 sec): 3 clusters Score: Raw -570112.897652 + Penalty 2756.576305 = -567356.321347 nChanged 391 SP:Iteration 2F (9279.614695 sec): 3 clusters Score: Raw -570362.833749 + Penalty 2756.576305 = -567606.257444 nChanged 293 SP:Iteration 3F (9279.634628 sec): 3 clusters Score: Raw -570531.316521 + Penalty 2756.576305 = -567774.740216 nChanged 231 SP:Iteration 4Q (9279.671547 sec): 3 clusters Score: Raw -570666.627858 + Penalty 2756.576305 = -567910.051553 nChanged 222 SP:Iteration 5Q (9279.700682 sec): 3 clusters Score: Raw -570802.534946 + Penalty 2756.576305 = -568045.958641 nChanged 195 SP:Iteration 6Q (9279.720354 sec): 3 clusters Score: Raw -570924.854992 + Penalty 2756.576305 = -568168.278687 nChanged 174 SP:Iteration 7Q (9279.772956 sec): 3 clusters Score: Raw -571024.885175 + Penalty 2756.576305 = -568268.308870 nChanged 158 SP:Iteration 8Q (9279.815729 sec): 3 clusters Score: Raw -571116.833268 + Penalty 2756.576305 = -568360.256963 nChanged 157 SP:Iteration 9Q (9279.835841 sec): 3 clusters Score: Raw -571199.198194 + Penalty 2756.576305 = -568442.621889 nChanged 124 SP:Iteration 10Q (9279.856163 sec): 3 clusters Score: Raw -571259.653760 + Penalty 2756.576305 = -568503.077455 nChanged 99 SP:Iteration 11Q (9279.883969 sec): 3 clusters Score: Raw -571302.141148 + Penalty 2756.576305 = -568545.564843 nChanged 90 SP:Iteration 12Q (9279.903713 sec): 3 clusters Score: Raw -571343.040172 + Penalty 2756.576305 = -568586.463867 nChanged 77 SP:Iteration 13Q (9279.923179 sec): 3 clusters Score: Raw -571380.075429 + Penalty 2756.576305 = -568623.499124 nChanged 73 SP:Iteration 14Q (9279.975730 sec): 3 clusters Score: Raw -571409.429250 + Penalty 2756.576305 = -568652.852945 nChanged 60 SP:Iteration 15Q (9280.023566 sec): 3 clusters Score: Raw -571437.637982 + Penalty 2756.576305 = -568681.061677 nChanged 54 SP:Iteration 16Q (9280.066163 sec): 3 clusters Score: Raw -571463.668857 + Penalty 2756.576305 = -568707.092552 nChanged 54 SP:Iteration 17Q (9280.092862 sec): 3 clusters Score: Raw -571492.039716 + Penalty 2756.576305 = -568735.463411 nChanged 57 SP:Iteration 18Q (9280.112650 sec): 3 clusters Score: Raw -571518.823283 + Penalty 2756.576305 = -568762.246978 nChanged 53 SP:Iteration 19Q (9280.132041 sec): 3 clusters Score: Raw -571550.636755 + Penalty 2756.576305 = -568794.060450 nChanged 53 SP:Iteration 20F (9280.187306 sec): 3 clusters Score: Raw -571584.808972 + Penalty 2756.576305 = -568828.232667 nChanged 62 SP:Iteration 21Q (9280.237334 sec): 3 clusters Score: Raw -571627.100976 + Penalty 2756.576305 = -568870.524671 nChanged 52 SP:Iteration 22Q (9280.266640 sec): 3 clusters Score: Raw -571659.192831 + Penalty 2756.576305 = -568902.616526 nChanged 47 SP:Iteration 23Q (9280.285466 sec): 3 clusters Score: Raw -571687.986792 + Penalty 2756.576305 = -568931.410487 nChanged 38 SP:Iteration 24Q (9280.311045 sec): 3 clusters Score: Raw -571716.716083 + Penalty 2756.576305 = -568960.139778 nChanged 45 SP:Iteration 25Q (9280.330210 sec): 3 clusters Score: Raw -571745.004964 + Penalty 2756.576305 = -568988.428659 nChanged 35 SP:Iteration 26Q (9280.349034 sec): 3 clusters Score: Raw -571764.540145 + Penalty 2756.576305 = -569007.963840 nChanged 18 SP:Iteration 27Q (9280.368018 sec): 3 clusters Score: Raw -571775.684716 + Penalty 2756.576305 = -569019.108411 nChanged 19 SP:Iteration 28Q (9280.386985 sec): 3 clusters Score: Raw -571784.057179 + Penalty 2756.576305 = -569027.480874 nChanged 12 SP:Iteration 29Q (9280.405701 sec): 3 clusters Score: Raw -571787.735455 + Penalty 2756.576305 = -569031.159150 nChanged 10 SP:Iteration 30Q (9280.424518 sec): 3 clusters Score: Raw -571791.203608 + Penalty 2756.576305 = -569034.627303 nChanged 8 SP:Iteration 31Q (9280.443356 sec): 3 clusters Score: Raw -571793.600051 + Penalty 2756.576305 = -569037.023746 nChanged 5 SP:Iteration 32Q (9280.494358 sec): 3 clusters Score: Raw -571795.753801 + Penalty 2756.576305 = -569039.177496 nChanged 6 SP:Iteration 33Q (9280.541364 sec): 3 clusters Score: Raw -571797.510151 + Penalty 2756.576305 = -569040.933846 nChanged 7 SP:Iteration 34Q (9280.596450 sec): 3 clusters Score: Raw -571800.213302 + Penalty 2756.576305 = -569043.636997 nChanged 4 SP:Iteration 35Q (9280.642650 sec): 3 clusters Score: Raw -571802.635940 + Penalty 2756.576305 = -569046.059635 nChanged 6 SP:Iteration 36Q (9280.684301 sec): 3 clusters Score: Raw -571805.219475 + Penalty 2756.576305 = -569048.643170 nChanged 2 SP:Iteration 37Q (9280.728947 sec): 3 clusters Score: Raw -571805.980665 + Penalty 2756.576305 = -569049.404360 nChanged 1 SP:Iteration 38Q (9280.778582 sec): 3 clusters Score: Raw -571806.118951 + Penalty 2756.576305 = -569049.542646 nChanged 0 SP:Iteration 39F (9280.833626 sec): 3 clusters Score: Raw -571806.118951 + Penalty 2756.576305 = -569049.542646 nChanged 0 Trying to split cluster 34 (13070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9280.867111 sec): 2 clusters Score: Raw -1556271.248888 + Penalty 1540.187156 = -1554731.061732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9280.928893 sec): 3 clusters Score: Raw -1548630.699156 + Penalty 3080.374312 = -1545550.324844 nChanged 5862 SP:Iteration 1F (9280.984375 sec): 3 clusters Score: Raw -1551973.191024 + Penalty 3080.374312 = -1548892.816712 nChanged 828 SP:Iteration 2F (9281.052290 sec): 3 clusters Score: Raw -1552370.483419 + Penalty 3080.374312 = -1549290.109107 nChanged 717 SP:Iteration 3F (9281.113721 sec): 3 clusters Score: Raw -1552733.699612 + Penalty 3080.374312 = -1549653.325300 nChanged 678 SP:Iteration 4F (9281.179371 sec): 3 clusters Score: Raw -1553088.591512 + Penalty 3080.374312 = -1550008.217200 nChanged 656 SP:Iteration 5F (9281.247146 sec): 3 clusters Score: Raw -1553431.903074 + Penalty 3080.374312 = -1550351.528762 nChanged 616 SP:Iteration 6Q (9281.304643 sec): 3 clusters Score: Raw -1553780.029451 + Penalty 3080.374312 = -1550699.655139 nChanged 616 SP:Iteration 7Q (9281.368149 sec): 3 clusters Score: Raw -1554114.699119 + Penalty 3080.374312 = -1551034.324807 nChanged 541 SP:Iteration 8Q (9281.427470 sec): 3 clusters Score: Raw -1554384.531062 + Penalty 3080.374312 = -1551304.156750 nChanged 468 SP:Iteration 9Q (9281.494998 sec): 3 clusters Score: Raw -1554628.879502 + Penalty 3080.374312 = -1551548.505190 nChanged 431 SP:Iteration 10Q (9281.551631 sec): 3 clusters Score: Raw -1554856.698683 + Penalty 3080.374312 = -1551776.324371 nChanged 386 SP:Iteration 11Q (9281.612696 sec): 3 clusters Score: Raw -1555051.943673 + Penalty 3080.374312 = -1551971.569361 nChanged 335 SP:Iteration 12Q (9281.678995 sec): 3 clusters Score: Raw -1555236.451177 + Penalty 3080.374312 = -1552156.076865 nChanged 297 SP:Iteration 13Q (9281.737723 sec): 3 clusters Score: Raw -1555400.219509 + Penalty 3080.374312 = -1552319.845197 nChanged 255 SP:Iteration 14Q (9281.801951 sec): 3 clusters Score: Raw -1555555.581698 + Penalty 3080.374312 = -1552475.207386 nChanged 237 SP:Iteration 15Q (9281.854257 sec): 3 clusters Score: Raw -1555710.285139 + Penalty 3080.374312 = -1552629.910827 nChanged 224 SP:Iteration 16Q (9281.907282 sec): 3 clusters Score: Raw -1555843.498397 + Penalty 3080.374312 = -1552763.124085 nChanged 212 SP:Iteration 17Q (9281.973486 sec): 3 clusters Score: Raw -1555972.757857 + Penalty 3080.374312 = -1552892.383545 nChanged 208 SP:Iteration 18Q (9282.017898 sec): 3 clusters Score: Raw -1556093.481541 + Penalty 3080.374312 = -1553013.107229 nChanged 170 SP:Iteration 19Q (9282.065609 sec): 3 clusters Score: Raw -1556182.110879 + Penalty 3080.374312 = -1553101.736566 nChanged 166 SP:Iteration 20F (9282.128064 sec): 3 clusters Score: Raw -1556265.638189 + Penalty 3080.374312 = -1553185.263877 nChanged 149 SP:Iteration 21Q (9282.187711 sec): 3 clusters Score: Raw -1556328.879163 + Penalty 3080.374312 = -1553248.504850 nChanged 116 SP:Iteration 22Q (9282.250732 sec): 3 clusters Score: Raw -1556372.570992 + Penalty 3080.374312 = -1553292.196680 nChanged 98 SP:Iteration 23Q (9282.289644 sec): 3 clusters Score: Raw -1556411.382928 + Penalty 3080.374312 = -1553331.008616 nChanged 104 SP:Iteration 24Q (9282.354450 sec): 3 clusters Score: Raw -1556449.185733 + Penalty 3080.374312 = -1553368.811421 nChanged 88 SP:Iteration 25Q (9282.406878 sec): 3 clusters Score: Raw -1556481.343076 + Penalty 3080.374312 = -1553400.968764 nChanged 85 SP:Iteration 26Q (9282.473941 sec): 3 clusters Score: Raw -1556517.071233 + Penalty 3080.374312 = -1553436.696921 nChanged 91 SP:Iteration 27Q (9282.526488 sec): 3 clusters Score: Raw -1556557.789253 + Penalty 3080.374312 = -1553477.414941 nChanged 81 SP:Iteration 28Q (9282.554985 sec): 3 clusters Score: Raw -1556588.600386 + Penalty 3080.374312 = -1553508.226074 nChanged 74 SP:Iteration 29Q (9282.611409 sec): 3 clusters Score: Raw -1556614.756856 + Penalty 3080.374312 = -1553534.382544 nChanged 67 SP:Iteration 30Q (9282.671527 sec): 3 clusters Score: Raw -1556644.907557 + Penalty 3080.374312 = -1553564.533245 nChanged 65 SP:Iteration 31Q (9282.717683 sec): 3 clusters Score: Raw -1556673.275724 + Penalty 3080.374312 = -1553592.901412 nChanged 61 SP:Iteration 32Q (9282.766594 sec): 3 clusters Score: Raw -1556700.086097 + Penalty 3080.374312 = -1553619.711785 nChanged 54 SP:Iteration 33Q (9282.812050 sec): 3 clusters Score: Raw -1556720.463688 + Penalty 3080.374312 = -1553640.089376 nChanged 56 SP:Iteration 34Q (9282.875681 sec): 3 clusters Score: Raw -1556742.747160 + Penalty 3080.374312 = -1553662.372848 nChanged 58 SP:Iteration 35Q (9282.930172 sec): 3 clusters Score: Raw -1556765.759123 + Penalty 3080.374312 = -1553685.384811 nChanged 42 SP:Iteration 36Q (9282.985480 sec): 3 clusters Score: Raw -1556780.774096 + Penalty 3080.374312 = -1553700.399784 nChanged 40 SP:Iteration 37Q (9283.046330 sec): 3 clusters Score: Raw -1556793.355081 + Penalty 3080.374312 = -1553712.980769 nChanged 30 SP:Iteration 38Q (9283.110409 sec): 3 clusters Score: Raw -1556803.306032 + Penalty 3080.374312 = -1553722.931720 nChanged 31 SP:Iteration 39Q (9283.175260 sec): 3 clusters Score: Raw -1556811.813242 + Penalty 3080.374312 = -1553731.438929 nChanged 25 SP:Iteration 40F (9283.202292 sec): 3 clusters Score: Raw -1556818.905790 + Penalty 3080.374312 = -1553738.531478 nChanged 24 SP:Iteration 41Q (9283.252082 sec): 3 clusters Score: Raw -1556826.029986 + Penalty 3080.374312 = -1553745.655674 nChanged 21 SP:Iteration 42Q (9283.286369 sec): 3 clusters Score: Raw -1556832.584095 + Penalty 3080.374312 = -1553752.209783 nChanged 17 SP:Iteration 43Q (9283.348812 sec): 3 clusters Score: Raw -1556838.606817 + Penalty 3080.374312 = -1553758.232505 nChanged 15 SP:Iteration 44Q (9283.391129 sec): 3 clusters Score: Raw -1556842.529103 + Penalty 3080.374312 = -1553762.154791 nChanged 11 SP:Iteration 45Q (9283.444975 sec): 3 clusters Score: Raw -1556846.270380 + Penalty 3080.374312 = -1553765.896068 nChanged 13 SP:Iteration 46Q (9283.472706 sec): 3 clusters Score: Raw -1556850.344864 + Penalty 3080.374312 = -1553769.970552 nChanged 14 SP:Iteration 47Q (9283.505932 sec): 3 clusters Score: Raw -1556855.080838 + Penalty 3080.374312 = -1553774.706526 nChanged 11 SP:Iteration 48Q (9283.560536 sec): 3 clusters Score: Raw -1556859.342040 + Penalty 3080.374312 = -1553778.967728 nChanged 14 SP:Iteration 49Q (9283.588606 sec): 3 clusters Score: Raw -1556865.644324 + Penalty 3080.374312 = -1553785.270012 nChanged 15 SP:Iteration 50Q (9283.622012 sec): 3 clusters Score: Raw -1556869.784281 + Penalty 3080.374312 = -1553789.409969 nChanged 11 SP:Iteration 51Q (9283.673776 sec): 3 clusters Score: Raw -1556872.662002 + Penalty 3080.374312 = -1553792.287689 nChanged 10 SP:Iteration 52Q (9283.711584 sec): 3 clusters Score: Raw -1556874.781376 + Penalty 3080.374312 = -1553794.407063 nChanged 4 SP:Iteration 53Q (9283.739399 sec): 3 clusters Score: Raw -1556875.814413 + Penalty 3080.374312 = -1553795.440101 nChanged 6 SP:Iteration 54Q (9283.767329 sec): 3 clusters Score: Raw -1556877.202755 + Penalty 3080.374312 = -1553796.828443 nChanged 6 SP:Iteration 55Q (9283.795001 sec): 3 clusters Score: Raw -1556878.335657 + Penalty 3080.374312 = -1553797.961344 nChanged 3 SP:Iteration 56Q (9283.825719 sec): 3 clusters Score: Raw -1556879.071193 + Penalty 3080.374312 = -1553798.696881 nChanged 3 SP:Iteration 57Q (9283.874583 sec): 3 clusters Score: Raw -1556879.491575 + Penalty 3080.374312 = -1553799.117263 nChanged 2 SP:Iteration 58Q (9283.902252 sec): 3 clusters Score: Raw -1556879.733695 + Penalty 3080.374312 = -1553799.359382 nChanged 1 SP:Iteration 59Q (9283.930134 sec): 3 clusters Score: Raw -1556880.039786 + Penalty 3080.374312 = -1553799.665474 nChanged 0 SP:Iteration 60F (9283.968225 sec): 3 clusters Score: Raw -1556880.039786 + Penalty 3080.374312 = -1553799.665474 nChanged 0 Trying to split cluster 35 (2839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9283.985084 sec): 2 clusters Score: Raw -336696.709443 + Penalty 1292.071163 = -335404.638280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9284.006121 sec): 3 clusters Score: Raw -335371.550622 + Penalty 2584.142326 = -332787.408296 nChanged 1085 SP:Iteration 1F (9284.026068 sec): 3 clusters Score: Raw -335960.263314 + Penalty 2584.142326 = -333376.120988 nChanged 197 SP:Iteration 2F (9284.045552 sec): 3 clusters Score: Raw -336088.312682 + Penalty 2584.142326 = -333504.170357 nChanged 151 SP:Iteration 3F (9284.064390 sec): 3 clusters Score: Raw -336172.595594 + Penalty 2584.142326 = -333588.453268 nChanged 111 SP:Iteration 4Q (9284.078641 sec): 3 clusters Score: Raw -336242.763512 + Penalty 2584.142326 = -333658.621187 nChanged 100 SP:Iteration 5Q (9284.092869 sec): 3 clusters Score: Raw -336313.071622 + Penalty 2584.142326 = -333728.929296 nChanged 78 SP:Iteration 6Q (9284.119874 sec): 3 clusters Score: Raw -336363.350870 + Penalty 2584.142326 = -333779.208544 nChanged 57 SP:Iteration 7Q (9284.134617 sec): 3 clusters Score: Raw -336396.112469 + Penalty 2584.142326 = -333811.970143 nChanged 68 SP:Iteration 8Q (9284.148826 sec): 3 clusters Score: Raw -336423.515050 + Penalty 2584.142326 = -333839.372725 nChanged 48 SP:Iteration 9Q (9284.163161 sec): 3 clusters Score: Raw -336450.679979 + Penalty 2584.142326 = -333866.537653 nChanged 57 SP:Iteration 10Q (9284.177420 sec): 3 clusters Score: Raw -336478.242674 + Penalty 2584.142326 = -333894.100348 nChanged 42 SP:Iteration 11Q (9284.191619 sec): 3 clusters Score: Raw -336497.604454 + Penalty 2584.142326 = -333913.462128 nChanged 42 SP:Iteration 12Q (9284.205948 sec): 3 clusters Score: Raw -336520.466926 + Penalty 2584.142326 = -333936.324600 nChanged 46 SP:Iteration 13Q (9284.220273 sec): 3 clusters Score: Raw -336545.089760 + Penalty 2584.142326 = -333960.947434 nChanged 45 SP:Iteration 14Q (9284.233477 sec): 3 clusters Score: Raw -336567.665181 + Penalty 2584.142326 = -333983.522855 nChanged 54 SP:Iteration 15Q (9284.247758 sec): 3 clusters Score: Raw -336598.660416 + Penalty 2584.142326 = -334014.518091 nChanged 55 SP:Iteration 16Q (9284.296980 sec): 3 clusters Score: Raw -336631.832001 + Penalty 2584.142326 = -334047.689675 nChanged 60 SP:Iteration 17Q (9284.334115 sec): 3 clusters Score: Raw -336675.154608 + Penalty 2584.142326 = -334091.012282 nChanged 83 SP:Iteration 18Q (9284.383123 sec): 3 clusters Score: Raw -336757.944904 + Penalty 2584.142326 = -334173.802578 nChanged 108 SP:Iteration 19Q (9284.429271 sec): 3 clusters Score: Raw -336882.558772 + Penalty 2584.142326 = -334298.416446 nChanged 118 SP:Iteration 20F (9284.471804 sec): 3 clusters Score: Raw -337052.846889 + Penalty 2584.142326 = -334468.704563 nChanged 147 SP:Iteration 21F (9284.492387 sec): 3 clusters Score: Raw -337273.991550 + Penalty 2584.142326 = -334689.849224 nChanged 145 SP:Iteration 22F (9284.511117 sec): 3 clusters Score: Raw -337475.896465 + Penalty 2584.142326 = -334891.754139 nChanged 115 SP:Iteration 23Q (9284.530162 sec): 3 clusters Score: Raw -337635.034955 + Penalty 2584.142326 = -335050.892629 nChanged 99 SP:Iteration 24Q (9284.547445 sec): 3 clusters Score: Raw -337763.794547 + Penalty 2584.142326 = -335179.652221 nChanged 69 SP:Iteration 25Q (9284.565076 sec): 3 clusters Score: Raw -337835.218757 + Penalty 2584.142326 = -335251.076431 nChanged 51 SP:Iteration 26Q (9284.583066 sec): 3 clusters Score: Raw -337879.692565 + Penalty 2584.142326 = -335295.550239 nChanged 25 SP:Iteration 27Q (9284.602015 sec): 3 clusters Score: Raw -337896.602874 + Penalty 2584.142326 = -335312.460548 nChanged 23 SP:Iteration 28Q (9284.620990 sec): 3 clusters Score: Raw -337913.548697 + Penalty 2584.142326 = -335329.406371 nChanged 18 SP:Iteration 29Q (9284.639600 sec): 3 clusters Score: Raw -337923.665522 + Penalty 2584.142326 = -335339.523197 nChanged 16 SP:Iteration 30Q (9284.658311 sec): 3 clusters Score: Raw -337932.794528 + Penalty 2584.142326 = -335348.652202 nChanged 7 SP:Iteration 31Q (9284.677748 sec): 3 clusters Score: Raw -337938.352587 + Penalty 2584.142326 = -335354.210261 nChanged 10 SP:Iteration 32Q (9284.696206 sec): 3 clusters Score: Raw -337944.350137 + Penalty 2584.142326 = -335360.207811 nChanged 11 SP:Iteration 33Q (9284.715087 sec): 3 clusters Score: Raw -337949.392415 + Penalty 2584.142326 = -335365.250089 nChanged 7 SP:Iteration 34Q (9284.733962 sec): 3 clusters Score: Raw -337952.075285 + Penalty 2584.142326 = -335367.932959 nChanged 4 SP:Iteration 35Q (9284.753131 sec): 3 clusters Score: Raw -337953.388827 + Penalty 2584.142326 = -335369.246501 nChanged 4 SP:Iteration 36Q (9284.773085 sec): 3 clusters Score: Raw -337954.643617 + Penalty 2584.142326 = -335370.501291 nChanged 5 SP:Iteration 37Q (9284.791720 sec): 3 clusters Score: Raw -337957.125222 + Penalty 2584.142326 = -335372.982897 nChanged 4 SP:Iteration 38Q (9284.810511 sec): 3 clusters Score: Raw -337959.177701 + Penalty 2584.142326 = -335375.035375 nChanged 2 SP:Iteration 39Q (9284.829809 sec): 3 clusters Score: Raw -337960.141276 + Penalty 2584.142326 = -335375.998950 nChanged 2 SP:Iteration 40F (9284.849060 sec): 3 clusters Score: Raw -337960.534283 + Penalty 2584.142326 = -335376.391957 nChanged 0 Trying to split cluster 36 (3020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9284.869967 sec): 2 clusters Score: Raw -404997.426716 + Penalty 1302.114468 = -403695.312248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9284.891701 sec): 3 clusters Score: Raw -403536.932257 + Penalty 2604.228936 = -400932.703321 nChanged 1148 SP:Iteration 1F (9284.910551 sec): 3 clusters Score: Raw -404166.346967 + Penalty 2604.228936 = -401562.118031 nChanged 249 SP:Iteration 2F (9284.930306 sec): 3 clusters Score: Raw -404325.067164 + Penalty 2604.228936 = -401720.838228 nChanged 180 SP:Iteration 3F (9284.949052 sec): 3 clusters Score: Raw -404439.970618 + Penalty 2604.228936 = -401835.741682 nChanged 124 SP:Iteration 4Q (9284.968059 sec): 3 clusters Score: Raw -404502.641452 + Penalty 2604.228936 = -401898.412516 nChanged 97 SP:Iteration 5Q (9284.987051 sec): 3 clusters Score: Raw -404566.364669 + Penalty 2604.228936 = -401962.135733 nChanged 87 SP:Iteration 6Q (9285.005823 sec): 3 clusters Score: Raw -404614.318232 + Penalty 2604.228936 = -402010.089296 nChanged 80 SP:Iteration 7Q (9285.020627 sec): 3 clusters Score: Raw -404653.983421 + Penalty 2604.228936 = -402049.754485 nChanged 66 SP:Iteration 8Q (9285.035411 sec): 3 clusters Score: Raw -404696.642252 + Penalty 2604.228936 = -402092.413316 nChanged 66 SP:Iteration 9Q (9285.050254 sec): 3 clusters Score: Raw -404735.598460 + Penalty 2604.228936 = -402131.369524 nChanged 73 SP:Iteration 10Q (9285.065174 sec): 3 clusters Score: Raw -404788.974654 + Penalty 2604.228936 = -402184.745718 nChanged 69 SP:Iteration 11Q (9285.086875 sec): 3 clusters Score: Raw -404830.483027 + Penalty 2604.228936 = -402226.254091 nChanged 67 SP:Iteration 12Q (9285.104653 sec): 3 clusters Score: Raw -404874.309141 + Penalty 2604.228936 = -402270.080205 nChanged 67 SP:Iteration 13Q (9285.121873 sec): 3 clusters Score: Raw -404927.073068 + Penalty 2604.228936 = -402322.844132 nChanged 79 SP:Iteration 14Q (9285.140322 sec): 3 clusters Score: Raw -404986.450601 + Penalty 2604.228936 = -402382.221666 nChanged 66 SP:Iteration 15Q (9285.159077 sec): 3 clusters Score: Raw -405033.626732 + Penalty 2604.228936 = -402429.397796 nChanged 44 SP:Iteration 16Q (9285.178980 sec): 3 clusters Score: Raw -405069.890992 + Penalty 2604.228936 = -402465.662056 nChanged 49 SP:Iteration 17Q (9285.196412 sec): 3 clusters Score: Raw -405113.757324 + Penalty 2604.228936 = -402509.528388 nChanged 41 SP:Iteration 18Q (9285.214437 sec): 3 clusters Score: Raw -405153.257513 + Penalty 2604.228936 = -402549.028577 nChanged 33 SP:Iteration 19Q (9285.232952 sec): 3 clusters Score: Raw -405183.684007 + Penalty 2604.228936 = -402579.455071 nChanged 26 SP:Iteration 20F (9285.282064 sec): 3 clusters Score: Raw -405209.165472 + Penalty 2604.228936 = -402604.936536 nChanged 27 SP:Iteration 21Q (9285.317301 sec): 3 clusters Score: Raw -405235.850528 + Penalty 2604.228936 = -402631.621592 nChanged 18 SP:Iteration 22Q (9285.330487 sec): 3 clusters Score: Raw -405252.539744 + Penalty 2604.228936 = -402648.310808 nChanged 11 SP:Iteration 23Q (9285.348157 sec): 3 clusters Score: Raw -405262.238793 + Penalty 2604.228936 = -402658.009857 nChanged 9 SP:Iteration 24Q (9285.365003 sec): 3 clusters Score: Raw -405272.284727 + Penalty 2604.228936 = -402668.055791 nChanged 12 SP:Iteration 25Q (9285.381815 sec): 3 clusters Score: Raw -405281.436511 + Penalty 2604.228936 = -402677.207576 nChanged 7 SP:Iteration 26Q (9285.394946 sec): 3 clusters Score: Raw -405286.694898 + Penalty 2604.228936 = -402682.465962 nChanged 6 SP:Iteration 27Q (9285.412517 sec): 3 clusters Score: Raw -405292.491040 + Penalty 2604.228936 = -402688.262104 nChanged 7 SP:Iteration 28Q (9285.432410 sec): 3 clusters Score: Raw -405301.349643 + Penalty 2604.228936 = -402697.120707 nChanged 7 SP:Iteration 29Q (9285.452580 sec): 3 clusters Score: Raw -405308.863168 + Penalty 2604.228936 = -402704.634232 nChanged 8 SP:Iteration 30Q (9285.469411 sec): 3 clusters Score: Raw -405316.108566 + Penalty 2604.228936 = -402711.879630 nChanged 3 SP:Iteration 31Q (9285.517885 sec): 3 clusters Score: Raw -405319.358575 + Penalty 2604.228936 = -402715.129639 nChanged 1 SP:Iteration 32Q (9285.555597 sec): 3 clusters Score: Raw -405319.713250 + Penalty 2604.228936 = -402715.484315 nChanged 0 SP:Iteration 33F (9285.600557 sec): 3 clusters Score: Raw -405319.713250 + Penalty 2604.228936 = -402715.484315 nChanged 0 Trying to split cluster 37 (3610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9285.628086 sec): 2 clusters Score: Raw -448425.120103 + Penalty 1331.112746 = -447094.007357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9285.647008 sec): 3 clusters Score: Raw -446682.233103 + Penalty 2662.225492 = -444020.007611 nChanged 1380 SP:Iteration 1F (9285.698315 sec): 3 clusters Score: Raw -447533.839327 + Penalty 2662.225492 = -444871.613836 nChanged 282 SP:Iteration 2F (9285.748788 sec): 3 clusters Score: Raw -447728.593382 + Penalty 2662.225492 = -445066.367891 nChanged 207 SP:Iteration 3F (9285.801338 sec): 3 clusters Score: Raw -447858.449884 + Penalty 2662.225492 = -445196.224392 nChanged 146 SP:Iteration 4Q (9285.844292 sec): 3 clusters Score: Raw -447951.188578 + Penalty 2662.225492 = -445288.963086 nChanged 129 SP:Iteration 5Q (9285.889515 sec): 3 clusters Score: Raw -448023.836440 + Penalty 2662.225492 = -445361.610949 nChanged 100 SP:Iteration 6Q (9285.953164 sec): 3 clusters Score: Raw -448080.526073 + Penalty 2662.225492 = -445418.300581 nChanged 93 SP:Iteration 7Q (9285.989708 sec): 3 clusters Score: Raw -448126.524083 + Penalty 2662.225492 = -445464.298592 nChanged 86 SP:Iteration 8Q (9286.029639 sec): 3 clusters Score: Raw -448171.382293 + Penalty 2662.225492 = -445509.156801 nChanged 89 SP:Iteration 9Q (9286.072924 sec): 3 clusters Score: Raw -448215.682092 + Penalty 2662.225492 = -445553.456601 nChanged 69 SP:Iteration 10Q (9286.123405 sec): 3 clusters Score: Raw -448253.976105 + Penalty 2662.225492 = -445591.750613 nChanged 57 SP:Iteration 11Q (9286.165660 sec): 3 clusters Score: Raw -448286.229223 + Penalty 2662.225492 = -445624.003732 nChanged 61 SP:Iteration 12Q (9286.197212 sec): 3 clusters Score: Raw -448309.911963 + Penalty 2662.225492 = -445647.686472 nChanged 54 SP:Iteration 13Q (9286.255025 sec): 3 clusters Score: Raw -448332.911746 + Penalty 2662.225492 = -445670.686254 nChanged 59 SP:Iteration 14Q (9286.313273 sec): 3 clusters Score: Raw -448358.331579 + Penalty 2662.225492 = -445696.106087 nChanged 38 SP:Iteration 15Q (9286.347542 sec): 3 clusters Score: Raw -448375.070317 + Penalty 2662.225492 = -445712.844825 nChanged 33 SP:Iteration 16Q (9286.397807 sec): 3 clusters Score: Raw -448393.763825 + Penalty 2662.225492 = -445731.538333 nChanged 43 SP:Iteration 17Q (9286.442494 sec): 3 clusters Score: Raw -448415.254057 + Penalty 2662.225492 = -445753.028566 nChanged 46 SP:Iteration 18Q (9286.491608 sec): 3 clusters Score: Raw -448432.905160 + Penalty 2662.225492 = -445770.679669 nChanged 35 SP:Iteration 19Q (9286.542357 sec): 3 clusters Score: Raw -448444.073342 + Penalty 2662.225492 = -445781.847851 nChanged 27 SP:Iteration 20F (9286.588918 sec): 3 clusters Score: Raw -448454.391558 + Penalty 2662.225492 = -445792.166067 nChanged 27 SP:Iteration 21Q (9286.633308 sec): 3 clusters Score: Raw -448463.904801 + Penalty 2662.225492 = -445801.679310 nChanged 16 SP:Iteration 22Q (9286.682455 sec): 3 clusters Score: Raw -448467.703299 + Penalty 2662.225492 = -445805.477808 nChanged 11 SP:Iteration 23Q (9286.720125 sec): 3 clusters Score: Raw -448471.213087 + Penalty 2662.225492 = -445808.987595 nChanged 13 SP:Iteration 24Q (9286.771705 sec): 3 clusters Score: Raw -448474.966456 + Penalty 2662.225492 = -445812.740965 nChanged 14 SP:Iteration 25Q (9286.823822 sec): 3 clusters Score: Raw -448479.551252 + Penalty 2662.225492 = -445817.325760 nChanged 9 SP:Iteration 26Q (9286.874892 sec): 3 clusters Score: Raw -448482.114992 + Penalty 2662.225492 = -445819.889500 nChanged 11 SP:Iteration 27Q (9286.927323 sec): 3 clusters Score: Raw -448488.035059 + Penalty 2662.225492 = -445825.809567 nChanged 20 SP:Iteration 28Q (9286.973786 sec): 3 clusters Score: Raw -448495.937419 + Penalty 2662.225492 = -445833.711927 nChanged 14 SP:Iteration 29Q (9287.018428 sec): 3 clusters Score: Raw -448499.411428 + Penalty 2662.225492 = -445837.185936 nChanged 14 SP:Iteration 30Q (9287.066800 sec): 3 clusters Score: Raw -448503.417449 + Penalty 2662.225492 = -445841.191958 nChanged 14 SP:Iteration 31Q (9287.124761 sec): 3 clusters Score: Raw -448508.545209 + Penalty 2662.225492 = -445846.319717 nChanged 14 SP:Iteration 32Q (9287.171910 sec): 3 clusters Score: Raw -448513.474196 + Penalty 2662.225492 = -445851.248705 nChanged 13 SP:Iteration 33Q (9287.213468 sec): 3 clusters Score: Raw -448517.407610 + Penalty 2662.225492 = -445855.182118 nChanged 15 SP:Iteration 34Q (9287.254695 sec): 3 clusters Score: Raw -448522.591855 + Penalty 2662.225492 = -445860.366364 nChanged 12 SP:Iteration 35Q (9287.303083 sec): 3 clusters Score: Raw -448525.854058 + Penalty 2662.225492 = -445863.628566 nChanged 9 SP:Iteration 36Q (9287.343027 sec): 3 clusters Score: Raw -448529.403871 + Penalty 2662.225492 = -445867.178379 nChanged 9 SP:Iteration 37Q (9287.400855 sec): 3 clusters Score: Raw -448531.543896 + Penalty 2662.225492 = -445869.318405 nChanged 10 SP:Iteration 38Q (9287.438760 sec): 3 clusters Score: Raw -448534.229205 + Penalty 2662.225492 = -445872.003714 nChanged 9 SP:Iteration 39Q (9287.496066 sec): 3 clusters Score: Raw -448536.893664 + Penalty 2662.225492 = -445874.668172 nChanged 10 SP:Iteration 40F (9287.546447 sec): 3 clusters Score: Raw -448539.742762 + Penalty 2662.225492 = -445877.517271 nChanged 9 SP:Iteration 41Q (9287.585042 sec): 3 clusters Score: Raw -448542.463381 + Penalty 2662.225492 = -445880.237889 nChanged 11 SP:Iteration 42Q (9287.628561 sec): 3 clusters Score: Raw -448546.413832 + Penalty 2662.225492 = -445884.188341 nChanged 16 SP:Iteration 43Q (9287.675873 sec): 3 clusters Score: Raw -448551.906013 + Penalty 2662.225492 = -445889.680521 nChanged 19 SP:Iteration 44Q (9287.726155 sec): 3 clusters Score: Raw -448557.772136 + Penalty 2662.225492 = -445895.546644 nChanged 13 SP:Iteration 45Q (9287.747864 sec): 3 clusters Score: Raw -448562.175343 + Penalty 2662.225492 = -445899.949851 nChanged 13 SP:Iteration 46Q (9287.769858 sec): 3 clusters Score: Raw -448566.014179 + Penalty 2662.225492 = -445903.788687 nChanged 8 SP:Iteration 47Q (9287.789673 sec): 3 clusters Score: Raw -448567.351631 + Penalty 2662.225492 = -445905.126140 nChanged 4 SP:Iteration 48Q (9287.808008 sec): 3 clusters Score: Raw -448567.896579 + Penalty 2662.225492 = -445905.671087 nChanged 2 SP:Iteration 49Q (9287.824325 sec): 3 clusters Score: Raw -448568.236996 + Penalty 2662.225492 = -445906.011505 nChanged 1 SP:Iteration 50Q (9287.843061 sec): 3 clusters Score: Raw -448568.591358 + Penalty 2662.225492 = -445906.365866 nChanged 2 SP:Iteration 51Q (9287.861132 sec): 3 clusters Score: Raw -448569.494522 + Penalty 2662.225492 = -445907.269031 nChanged 2 SP:Iteration 52Q (9287.880841 sec): 3 clusters Score: Raw -448570.635203 + Penalty 2662.225492 = -445908.409712 nChanged 2 SP:Iteration 53Q (9287.912666 sec): 3 clusters Score: Raw -448570.991571 + Penalty 2662.225492 = -445908.766079 nChanged 2 SP:Iteration 54Q (9287.932417 sec): 3 clusters Score: Raw -448571.349653 + Penalty 2662.225492 = -445909.124161 nChanged 1 SP:Iteration 55Q (9287.980013 sec): 3 clusters Score: Raw -448571.569511 + Penalty 2662.225492 = -445909.344019 nChanged 1 SP:Iteration 56Q (9288.028903 sec): 3 clusters Score: Raw -448572.059638 + Penalty 2662.225492 = -445909.834147 nChanged 3 SP:Iteration 57Q (9288.077422 sec): 3 clusters Score: Raw -448573.314792 + Penalty 2662.225492 = -445911.089300 nChanged 3 SP:Iteration 58Q (9288.126784 sec): 3 clusters Score: Raw -448573.862041 + Penalty 2662.225492 = -445911.636549 nChanged 3 SP:Iteration 59Q (9288.189540 sec): 3 clusters Score: Raw -448574.499746 + Penalty 2662.225492 = -445912.274255 nChanged 1 SP:Iteration 60F (9288.236096 sec): 3 clusters Score: Raw -448574.736114 + Penalty 2662.225492 = -445912.510622 nChanged 3 SP:Iteration 61Q (9288.271534 sec): 3 clusters Score: Raw -448576.334116 + Penalty 2662.225492 = -445914.108624 nChanged 3 SP:Iteration 62Q (9288.323370 sec): 3 clusters Score: Raw -448577.460529 + Penalty 2662.225492 = -445915.235037 nChanged 2 SP:Iteration 63Q (9288.373187 sec): 3 clusters Score: Raw -448577.783270 + Penalty 2662.225492 = -445915.557778 nChanged 1 SP:Iteration 64Q (9288.421332 sec): 3 clusters Score: Raw -448577.852154 + Penalty 2662.225492 = -445915.626663 nChanged 0 SP:Iteration 65F (9288.472630 sec): 3 clusters Score: Raw -448577.852154 + Penalty 2662.225492 = -445915.626663 nChanged 0 Iteration 179Q (9299.045640 sec): 38 clusters Score: Raw -129524176.512650 + Penalty 83415.219789 = -129440761.292861 nChanged 7 Iteration 180F (9322.548337 sec): 38 clusters Score: Raw -129524176.639605 + Penalty 83415.219789 = -129440761.419815 nChanged 8 Iteration 181Q (9332.933285 sec): 38 clusters Score: Raw -129524176.775758 + Penalty 83415.219789 = -129440761.555968 nChanged 6 Iteration 182Q (9343.402490 sec): 38 clusters Score: Raw -129524176.831938 + Penalty 83415.219789 = -129440761.612149 nChanged 10 Iteration 183Q (9353.787257 sec): 38 clusters Score: Raw -129524176.934711 + Penalty 83415.219789 = -129440761.714921 nChanged 11 Iteration 184Q (9364.165507 sec): 38 clusters Score: Raw -129524177.059355 + Penalty 83415.219789 = -129440761.839566 nChanged 9 Iteration 185Q (9374.608536 sec): 38 clusters Score: Raw -129524177.168517 + Penalty 83415.219789 = -129440761.948728 nChanged 8 Iteration 186Q (9385.059333 sec): 38 clusters Score: Raw -129524177.278386 + Penalty 83415.219789 = -129440762.058596 nChanged 5 Iteration 187Q (9395.518336 sec): 38 clusters Score: Raw -129524177.356668 + Penalty 83415.219789 = -129440762.136879 nChanged 4 Iteration 188Q (9405.947811 sec): 38 clusters Score: Raw -129524177.420268 + Penalty 83415.219789 = -129440762.200478 nChanged 4 Iteration 189Q (9416.295839 sec): 38 clusters Score: Raw -129524177.492907 + Penalty 83415.219789 = -129440762.273118 nChanged 7 Iteration 190Q (9426.753260 sec): 38 clusters Score: Raw -129524177.586435 + Penalty 83415.219789 = -129440762.366646 nChanged 8 Iteration 191Q (9436.792128 sec): 38 clusters Score: Raw -129524177.684734 + Penalty 83415.219789 = -129440762.464945 nChanged 4 Iteration 192Q (9447.199337 sec): 38 clusters Score: Raw -129524177.705242 + Penalty 83415.219789 = -129440762.485453 nChanged 2 Iteration 193Q (9457.679374 sec): 38 clusters Score: Raw -129524177.724432 + Penalty 83415.219789 = -129440762.504642 nChanged 3 Iteration 194Q (9468.164703 sec): 38 clusters Score: Raw -129524177.749623 + Penalty 83415.219789 = -129440762.529834 nChanged 3 Iteration 195Q (9478.699731 sec): 38 clusters Score: Raw -129524177.780107 + Penalty 83415.219789 = -129440762.560317 nChanged 5 Iteration 196Q (9489.146808 sec): 38 clusters Score: Raw -129524177.837152 + Penalty 83415.219789 = -129440762.617363 nChanged 4 Iteration 197Q (9499.554569 sec): 38 clusters Score: Raw -129524177.886640 + Penalty 83415.219789 = -129440762.666850 nChanged 6 Iteration 198Q (9509.923142 sec): 38 clusters Score: Raw -129524178.030427 + Penalty 83415.219789 = -129440762.810638 nChanged 7 Iteration 199Q (9520.273947 sec): 38 clusters Score: Raw -129524178.100184 + Penalty 83415.219789 = -129440762.880395 nChanged 7 Iteration 200F (9543.596695 sec): 38 clusters Score: Raw -129524178.235294 + Penalty 83415.219789 = -129440763.015505 nChanged 9 Iteration 201Q (9554.213299 sec): 38 clusters Score: Raw -129524178.401601 + Penalty 83415.219789 = -129440763.181812 nChanged 5 Iteration 202Q (9564.582435 sec): 38 clusters Score: Raw -129524178.542007 + Penalty 83415.219789 = -129440763.322218 nChanged 8 Iteration 203Q (9574.850277 sec): 38 clusters Score: Raw -129524178.766239 + Penalty 83415.219789 = -129440763.546450 nChanged 9 Iteration 204Q (9585.306489 sec): 38 clusters Score: Raw -129524179.247023 + Penalty 83415.219789 = -129440764.027234 nChanged 6 Iteration 205Q (9595.767897 sec): 38 clusters Score: Raw -129524179.504407 + Penalty 83415.219789 = -129440764.284618 nChanged 5 Iteration 206Q (9606.142588 sec): 38 clusters Score: Raw -129524179.680671 + Penalty 83415.219789 = -129440764.460881 nChanged 2 Iteration 207Q (9616.575028 sec): 38 clusters Score: Raw -129524179.712233 + Penalty 83415.219789 = -129440764.492444 nChanged 1 Iteration 208Q (9626.894976 sec): 38 clusters Score: Raw -129524179.770613 + Penalty 83415.219789 = -129440764.550824 nChanged 1 Iteration 209Q (9637.285648 sec): 38 clusters Score: Raw -129524179.799348 + Penalty 83415.219789 = -129440764.579558 nChanged 0 Iteration 210F (9660.736409 sec): 38 clusters Score: Raw -129524179.799348 + Penalty 83415.219789 = -129440764.579558 nChanged 0 Compute initial score before splitting: Score: Raw -129524179.799348 + Penalty 83415.219789 = -129440764.579558 Trying to split cluster 1 (35282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9660.920970 sec): 2 clusters Score: Raw -4400069.514865 + Penalty 1701.558332 = -4398367.956533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9660.990457 sec): 3 clusters Score: Raw -4378068.737486 + Penalty 3403.116664 = -4374665.620822 nChanged 16318 SP:Iteration 1F (9661.056642 sec): 3 clusters Score: Raw -4387411.135015 + Penalty 3403.116664 = -4384008.018350 nChanged 1785 SP:Iteration 2F (9661.120056 sec): 3 clusters Score: Raw -4388204.692757 + Penalty 3403.116664 = -4384801.576093 nChanged 1971 SP:Iteration 3F (9661.183646 sec): 3 clusters Score: Raw -4389364.113704 + Penalty 3403.116664 = -4385960.997040 nChanged 2383 SP:Iteration 4F (9661.248300 sec): 3 clusters Score: Raw -4391168.048059 + Penalty 3403.116664 = -4387764.931395 nChanged 2775 SP:Iteration 5F (9661.311101 sec): 3 clusters Score: Raw -4393582.619376 + Penalty 3403.116664 = -4390179.502712 nChanged 2785 SP:Iteration 6F (9661.412525 sec): 3 clusters Score: Raw -4396221.320811 + Penalty 3403.116664 = -4392818.204147 nChanged 2084 SP:Iteration 7F (9661.506248 sec): 3 clusters Score: Raw -4398173.451123 + Penalty 3403.116664 = -4394770.334459 nChanged 1279 SP:Iteration 8Q (9661.580965 sec): 3 clusters Score: Raw -4399359.045665 + Penalty 3403.116664 = -4395955.929001 nChanged 561 SP:Iteration 9Q (9661.661484 sec): 3 clusters Score: Raw -4399869.276634 + Penalty 3403.116664 = -4396466.159970 nChanged 245 SP:Iteration 10Q (9661.736110 sec): 3 clusters Score: Raw -4400079.164566 + Penalty 3403.116664 = -4396676.047901 nChanged 100 SP:Iteration 11Q (9661.818808 sec): 3 clusters Score: Raw -4400169.949112 + Penalty 3403.116664 = -4396766.832448 nChanged 49 SP:Iteration 12Q (9661.904056 sec): 3 clusters Score: Raw -4400217.815107 + Penalty 3403.116664 = -4396814.698443 nChanged 36 SP:Iteration 13Q (9661.984636 sec): 3 clusters Score: Raw -4400249.795372 + Penalty 3403.116664 = -4396846.678707 nChanged 26 SP:Iteration 14Q (9662.061037 sec): 3 clusters Score: Raw -4400273.149258 + Penalty 3403.116664 = -4396870.032593 nChanged 18 SP:Iteration 15Q (9662.138986 sec): 3 clusters Score: Raw -4400288.989126 + Penalty 3403.116664 = -4396885.872462 nChanged 14 SP:Iteration 16Q (9662.221717 sec): 3 clusters Score: Raw -4400305.408650 + Penalty 3403.116664 = -4396902.291986 nChanged 10 SP:Iteration 17Q (9662.294807 sec): 3 clusters Score: Raw -4400313.711678 + Penalty 3403.116664 = -4396910.595014 nChanged 8 SP:Iteration 18Q (9662.373523 sec): 3 clusters Score: Raw -4400325.185891 + Penalty 3403.116664 = -4396922.069226 nChanged 10 SP:Iteration 19Q (9662.426808 sec): 3 clusters Score: Raw -4400335.565300 + Penalty 3403.116664 = -4396932.448635 nChanged 6 SP:Iteration 20F (9662.488594 sec): 3 clusters Score: Raw -4400342.043014 + Penalty 3403.116664 = -4396938.926350 nChanged 7 SP:Iteration 21Q (9662.574952 sec): 3 clusters Score: Raw -4400348.061640 + Penalty 3403.116664 = -4396944.944976 nChanged 4 SP:Iteration 22Q (9662.651917 sec): 3 clusters Score: Raw -4400351.575895 + Penalty 3403.116664 = -4396948.459230 nChanged 6 SP:Iteration 23Q (9662.721073 sec): 3 clusters Score: Raw -4400355.694392 + Penalty 3403.116664 = -4396952.577728 nChanged 2 SP:Iteration 24Q (9662.800810 sec): 3 clusters Score: Raw -4400356.823473 + Penalty 3403.116664 = -4396953.706809 nChanged 0 SP:Iteration 25F (9662.873928 sec): 3 clusters Score: Raw -4400356.823473 + Penalty 3403.116664 = -4396953.706809 nChanged 0 Trying to split cluster 2 (1226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9662.892750 sec): 2 clusters Score: Raw -140489.528442 + Penalty 1155.620719 = -139333.907723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9662.940008 sec): 3 clusters Score: Raw -140071.936709 + Penalty 2311.241438 = -137760.695271 nChanged 350 SP:Iteration 1F (9662.984546 sec): 3 clusters Score: Raw -140355.323589 + Penalty 2311.241438 = -138044.082151 nChanged 104 SP:Iteration 2F (9663.016956 sec): 3 clusters Score: Raw -140451.860679 + Penalty 2311.241438 = -138140.619241 nChanged 46 SP:Iteration 3Q (9663.056683 sec): 3 clusters Score: Raw -140494.720644 + Penalty 2311.241438 = -138183.479206 nChanged 32 SP:Iteration 4Q (9663.063163 sec): 3 clusters Score: Raw -140523.344591 + Penalty 2311.241438 = -138212.103153 nChanged 32 SP:Iteration 5Q (9663.069572 sec): 3 clusters Score: Raw -140545.815195 + Penalty 2311.241438 = -138234.573757 nChanged 10 SP:Iteration 6Q (9663.075951 sec): 3 clusters Score: Raw -140554.160724 + Penalty 2311.241438 = -138242.919286 nChanged 5 SP:Iteration 7Q (9663.082371 sec): 3 clusters Score: Raw -140558.340552 + Penalty 2311.241438 = -138247.099114 nChanged 10 SP:Iteration 8Q (9663.119273 sec): 3 clusters Score: Raw -140572.063028 + Penalty 2311.241438 = -138260.821590 nChanged 14 SP:Iteration 9Q (9663.168878 sec): 3 clusters Score: Raw -140583.996684 + Penalty 2311.241438 = -138272.755246 nChanged 7 SP:Iteration 10Q (9663.214823 sec): 3 clusters Score: Raw -140590.536701 + Penalty 2311.241438 = -138279.295263 nChanged 5 SP:Iteration 11Q (9663.258134 sec): 3 clusters Score: Raw -140596.194246 + Penalty 2311.241438 = -138284.952808 nChanged 4 SP:Iteration 12Q (9663.307233 sec): 3 clusters Score: Raw -140602.425553 + Penalty 2311.241438 = -138291.184115 nChanged 6 SP:Iteration 13Q (9663.340036 sec): 3 clusters Score: Raw -140607.109090 + Penalty 2311.241438 = -138295.867652 nChanged 3 SP:Iteration 14Q (9663.346424 sec): 3 clusters Score: Raw -140609.718373 + Penalty 2311.241438 = -138298.476935 nChanged 2 SP:Iteration 15Q (9663.352737 sec): 3 clusters Score: Raw -140611.797111 + Penalty 2311.241438 = -138300.555673 nChanged 3 SP:Iteration 16Q (9663.359093 sec): 3 clusters Score: Raw -140613.470612 + Penalty 2311.241438 = -138302.229175 nChanged 4 SP:Iteration 17Q (9663.377510 sec): 3 clusters Score: Raw -140616.037970 + Penalty 2311.241438 = -138304.796532 nChanged 3 SP:Iteration 18Q (9663.428319 sec): 3 clusters Score: Raw -140618.814190 + Penalty 2311.241438 = -138307.572752 nChanged 4 SP:Iteration 19Q (9663.480158 sec): 3 clusters Score: Raw -140621.700240 + Penalty 2311.241438 = -138310.458802 nChanged 2 SP:Iteration 20F (9663.510542 sec): 3 clusters Score: Raw -140622.844345 + Penalty 2311.241438 = -138311.602908 nChanged 0 Trying to split cluster 3 (12882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9663.549114 sec): 2 clusters Score: Raw -1473069.809569 + Penalty 1537.832768 = -1471531.976800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9663.621718 sec): 3 clusters Score: Raw -1465656.274336 + Penalty 3075.665537 = -1462580.608799 nChanged 5714 SP:Iteration 1F (9663.671427 sec): 3 clusters Score: Raw -1469362.036842 + Penalty 3075.665537 = -1466286.371306 nChanged 1128 SP:Iteration 2F (9663.730483 sec): 3 clusters Score: Raw -1470428.308974 + Penalty 3075.665537 = -1467352.643437 nChanged 1223 SP:Iteration 3F (9663.799507 sec): 3 clusters Score: Raw -1471627.038238 + Penalty 3075.665537 = -1468551.372702 nChanged 1117 SP:Iteration 4F (9663.864438 sec): 3 clusters Score: Raw -1472512.422815 + Penalty 3075.665537 = -1469436.757278 nChanged 805 SP:Iteration 5F (9663.921794 sec): 3 clusters Score: Raw -1473010.651425 + Penalty 3075.665537 = -1469934.985888 nChanged 561 SP:Iteration 6Q (9663.983235 sec): 3 clusters Score: Raw -1473288.974517 + Penalty 3075.665537 = -1470213.308980 nChanged 338 SP:Iteration 7Q (9664.028560 sec): 3 clusters Score: Raw -1473426.846720 + Penalty 3075.665537 = -1470351.181183 nChanged 236 SP:Iteration 8Q (9664.071631 sec): 3 clusters Score: Raw -1473519.710447 + Penalty 3075.665537 = -1470444.044911 nChanged 200 SP:Iteration 9Q (9664.110922 sec): 3 clusters Score: Raw -1473588.608973 + Penalty 3075.665537 = -1470512.943437 nChanged 152 SP:Iteration 10Q (9664.178052 sec): 3 clusters Score: Raw -1473639.847133 + Penalty 3075.665537 = -1470564.181597 nChanged 140 SP:Iteration 11Q (9664.211735 sec): 3 clusters Score: Raw -1473682.089381 + Penalty 3075.665537 = -1470606.423844 nChanged 112 SP:Iteration 12Q (9664.245909 sec): 3 clusters Score: Raw -1473713.357630 + Penalty 3075.665537 = -1470637.692093 nChanged 101 SP:Iteration 13Q (9664.290304 sec): 3 clusters Score: Raw -1473746.812149 + Penalty 3075.665537 = -1470671.146612 nChanged 87 SP:Iteration 14Q (9664.330997 sec): 3 clusters Score: Raw -1473772.027407 + Penalty 3075.665537 = -1470696.361870 nChanged 78 SP:Iteration 15Q (9664.376022 sec): 3 clusters Score: Raw -1473793.382722 + Penalty 3075.665537 = -1470717.717185 nChanged 70 SP:Iteration 16Q (9664.435050 sec): 3 clusters Score: Raw -1473810.918512 + Penalty 3075.665537 = -1470735.252975 nChanged 64 SP:Iteration 17Q (9664.475051 sec): 3 clusters Score: Raw -1473825.849685 + Penalty 3075.665537 = -1470750.184148 nChanged 56 SP:Iteration 18Q (9664.516954 sec): 3 clusters Score: Raw -1473840.757128 + Penalty 3075.665537 = -1470765.091591 nChanged 56 SP:Iteration 19Q (9664.549275 sec): 3 clusters Score: Raw -1473856.609084 + Penalty 3075.665537 = -1470780.943548 nChanged 52 SP:Iteration 20F (9664.581357 sec): 3 clusters Score: Raw -1473871.657971 + Penalty 3075.665537 = -1470795.992435 nChanged 41 SP:Iteration 21Q (9664.613664 sec): 3 clusters Score: Raw -1473880.087509 + Penalty 3075.665537 = -1470804.421973 nChanged 42 SP:Iteration 22Q (9664.651360 sec): 3 clusters Score: Raw -1473888.926620 + Penalty 3075.665537 = -1470813.261083 nChanged 35 SP:Iteration 23Q (9664.683904 sec): 3 clusters Score: Raw -1473898.423239 + Penalty 3075.665537 = -1470822.757702 nChanged 36 SP:Iteration 24Q (9664.716109 sec): 3 clusters Score: Raw -1473908.186002 + Penalty 3075.665537 = -1470832.520465 nChanged 33 SP:Iteration 25Q (9664.748350 sec): 3 clusters Score: Raw -1473920.951238 + Penalty 3075.665537 = -1470845.285701 nChanged 41 SP:Iteration 26Q (9664.780998 sec): 3 clusters Score: Raw -1473939.689800 + Penalty 3075.665537 = -1470864.024263 nChanged 58 SP:Iteration 27Q (9664.821056 sec): 3 clusters Score: Raw -1473957.034226 + Penalty 3075.665537 = -1470881.368689 nChanged 58 SP:Iteration 28Q (9664.886857 sec): 3 clusters Score: Raw -1473977.520113 + Penalty 3075.665537 = -1470901.854577 nChanged 45 SP:Iteration 29Q (9664.951435 sec): 3 clusters Score: Raw -1473997.354438 + Penalty 3075.665537 = -1470921.688902 nChanged 45 SP:Iteration 30Q (9664.993117 sec): 3 clusters Score: Raw -1474017.990960 + Penalty 3075.665537 = -1470942.325423 nChanged 43 SP:Iteration 31Q (9665.025047 sec): 3 clusters Score: Raw -1474034.688010 + Penalty 3075.665537 = -1470959.022473 nChanged 42 SP:Iteration 32Q (9665.058598 sec): 3 clusters Score: Raw -1474052.864057 + Penalty 3075.665537 = -1470977.198520 nChanged 32 SP:Iteration 33Q (9665.108194 sec): 3 clusters Score: Raw -1474062.512707 + Penalty 3075.665537 = -1470986.847171 nChanged 35 SP:Iteration 34Q (9665.144585 sec): 3 clusters Score: Raw -1474072.789802 + Penalty 3075.665537 = -1470997.124265 nChanged 17 SP:Iteration 35Q (9665.176615 sec): 3 clusters Score: Raw -1474077.125270 + Penalty 3075.665537 = -1471001.459733 nChanged 12 SP:Iteration 36Q (9665.227632 sec): 3 clusters Score: Raw -1474080.746871 + Penalty 3075.665537 = -1471005.081334 nChanged 14 SP:Iteration 37Q (9665.264754 sec): 3 clusters Score: Raw -1474085.357456 + Penalty 3075.665537 = -1471009.691919 nChanged 14 SP:Iteration 38Q (9665.302400 sec): 3 clusters Score: Raw -1474089.043155 + Penalty 3075.665537 = -1471013.377618 nChanged 13 SP:Iteration 39Q (9665.330037 sec): 3 clusters Score: Raw -1474092.422990 + Penalty 3075.665537 = -1471016.757453 nChanged 9 SP:Iteration 40F (9665.369252 sec): 3 clusters Score: Raw -1474094.573220 + Penalty 3075.665537 = -1471018.907684 nChanged 7 SP:Iteration 41Q (9665.399620 sec): 3 clusters Score: Raw -1474096.295952 + Penalty 3075.665537 = -1471020.630415 nChanged 6 SP:Iteration 42Q (9665.429997 sec): 3 clusters Score: Raw -1474097.968347 + Penalty 3075.665537 = -1471022.302811 nChanged 5 SP:Iteration 43Q (9665.460308 sec): 3 clusters Score: Raw -1474098.657531 + Penalty 3075.665537 = -1471022.991994 nChanged 0 SP:Iteration 44F (9665.508730 sec): 3 clusters Score: Raw -1474098.657531 + Penalty 3075.665537 = -1471022.991994 nChanged 0 Trying to split cluster 4 (59228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9665.594137 sec): 2 clusters Score: Raw -7364017.245202 + Penalty 1785.736823 = -7362231.508379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9665.699397 sec): 3 clusters Score: Raw -7326129.764794 + Penalty 3571.473647 = -7322558.291148 nChanged 27915 SP:Iteration 1F (9665.802264 sec): 3 clusters Score: Raw -7342777.497166 + Penalty 3571.473647 = -7339206.023520 nChanged 2873 SP:Iteration 2Q (9665.908858 sec): 3 clusters Score: Raw -7344059.761181 + Penalty 3571.473647 = -7340488.287534 nChanged 3286 SP:Iteration 3F (9666.041141 sec): 3 clusters Score: Raw -7345706.026177 + Penalty 3571.473647 = -7342134.552530 nChanged 3456 SP:Iteration 4F (9666.175625 sec): 3 clusters Score: Raw -7347529.262713 + Penalty 3571.473647 = -7343957.789066 nChanged 3556 SP:Iteration 5F (9666.280862 sec): 3 clusters Score: Raw -7349490.763983 + Penalty 3571.473647 = -7345919.290336 nChanged 3531 SP:Iteration 6F (9666.379726 sec): 3 clusters Score: Raw -7351534.486572 + Penalty 3571.473647 = -7347963.012925 nChanged 3227 SP:Iteration 7F (9666.490804 sec): 3 clusters Score: Raw -7353349.504937 + Penalty 3571.473647 = -7349778.031291 nChanged 2794 SP:Iteration 8Q (9666.603474 sec): 3 clusters Score: Raw -7354819.552900 + Penalty 3571.473647 = -7351248.079253 nChanged 2259 SP:Iteration 9Q (9666.708318 sec): 3 clusters Score: Raw -7355855.674456 + Penalty 3571.473647 = -7352284.200809 nChanged 1788 SP:Iteration 10Q (9666.846634 sec): 3 clusters Score: Raw -7356511.136867 + Penalty 3571.473647 = -7352939.663220 nChanged 1322 SP:Iteration 11Q (9666.980630 sec): 3 clusters Score: Raw -7356884.182683 + Penalty 3571.473647 = -7353312.709036 nChanged 935 SP:Iteration 12Q (9667.103438 sec): 3 clusters Score: Raw -7357108.939952 + Penalty 3571.473647 = -7353537.466305 nChanged 781 SP:Iteration 13Q (9667.237451 sec): 3 clusters Score: Raw -7357282.997707 + Penalty 3571.473647 = -7353711.524061 nChanged 700 SP:Iteration 14Q (9667.366273 sec): 3 clusters Score: Raw -7357446.173074 + Penalty 3571.473647 = -7353874.699427 nChanged 714 SP:Iteration 15Q (9667.496359 sec): 3 clusters Score: Raw -7357616.624606 + Penalty 3571.473647 = -7354045.150959 nChanged 780 SP:Iteration 16Q (9667.624432 sec): 3 clusters Score: Raw -7357813.311828 + Penalty 3571.473647 = -7354241.838181 nChanged 802 SP:Iteration 17Q (9667.725680 sec): 3 clusters Score: Raw -7358021.076405 + Penalty 3571.473647 = -7354449.602758 nChanged 842 SP:Iteration 18Q (9667.842158 sec): 3 clusters Score: Raw -7358241.141544 + Penalty 3571.473647 = -7354669.667898 nChanged 869 SP:Iteration 19Q (9667.955248 sec): 3 clusters Score: Raw -7358479.296697 + Penalty 3571.473647 = -7354907.823051 nChanged 869 SP:Iteration 20F (9668.077468 sec): 3 clusters Score: Raw -7358737.879406 + Penalty 3571.473647 = -7355166.405759 nChanged 898 SP:Iteration 21Q (9668.206635 sec): 3 clusters Score: Raw -7359020.467668 + Penalty 3571.473647 = -7355448.994021 nChanged 931 SP:Iteration 22Q (9668.327737 sec): 3 clusters Score: Raw -7359322.881476 + Penalty 3571.473647 = -7355751.407830 nChanged 923 SP:Iteration 23Q (9668.443654 sec): 3 clusters Score: Raw -7359639.790076 + Penalty 3571.473647 = -7356068.316429 nChanged 940 SP:Iteration 24Q (9668.559687 sec): 3 clusters Score: Raw -7359967.682687 + Penalty 3571.473647 = -7356396.209040 nChanged 894 SP:Iteration 25Q (9668.686775 sec): 3 clusters Score: Raw -7360288.636162 + Penalty 3571.473647 = -7356717.162515 nChanged 895 SP:Iteration 26Q (9668.794072 sec): 3 clusters Score: Raw -7360624.303010 + Penalty 3571.473647 = -7357052.829363 nChanged 880 SP:Iteration 27Q (9668.894409 sec): 3 clusters Score: Raw -7360968.527575 + Penalty 3571.473647 = -7357397.053929 nChanged 864 SP:Iteration 28Q (9668.986436 sec): 3 clusters Score: Raw -7361340.353243 + Penalty 3571.473647 = -7357768.879596 nChanged 885 SP:Iteration 29Q (9669.115514 sec): 3 clusters Score: Raw -7361738.524309 + Penalty 3571.473647 = -7358167.050662 nChanged 851 SP:Iteration 30Q (9669.237999 sec): 3 clusters Score: Raw -7362130.159350 + Penalty 3571.473647 = -7358558.685703 nChanged 840 SP:Iteration 31Q (9669.352591 sec): 3 clusters Score: Raw -7362526.331246 + Penalty 3571.473647 = -7358954.857599 nChanged 792 SP:Iteration 32Q (9669.454090 sec): 3 clusters Score: Raw -7362938.705322 + Penalty 3571.473647 = -7359367.231676 nChanged 751 SP:Iteration 33Q (9669.547486 sec): 3 clusters Score: Raw -7363337.140015 + Penalty 3571.473647 = -7359765.666368 nChanged 688 SP:Iteration 34Q (9669.644662 sec): 3 clusters Score: Raw -7363698.717539 + Penalty 3571.473647 = -7360127.243893 nChanged 582 SP:Iteration 35Q (9669.751124 sec): 3 clusters Score: Raw -7364044.474314 + Penalty 3571.473647 = -7360473.000667 nChanged 485 SP:Iteration 36Q (9669.837555 sec): 3 clusters Score: Raw -7364340.293051 + Penalty 3571.473647 = -7360768.819405 nChanged 423 SP:Iteration 37Q (9669.953963 sec): 3 clusters Score: Raw -7364604.270168 + Penalty 3571.473647 = -7361032.796522 nChanged 335 SP:Iteration 38Q (9670.069405 sec): 3 clusters Score: Raw -7364808.537433 + Penalty 3571.473647 = -7361237.063786 nChanged 229 SP:Iteration 39Q (9670.184074 sec): 3 clusters Score: Raw -7364936.720115 + Penalty 3571.473647 = -7361365.246469 nChanged 207 SP:Iteration 40F (9670.318695 sec): 3 clusters Score: Raw -7365051.650882 + Penalty 3571.473647 = -7361480.177236 nChanged 173 SP:Iteration 41Q (9670.422471 sec): 3 clusters Score: Raw -7365141.257925 + Penalty 3571.473647 = -7361569.784278 nChanged 141 SP:Iteration 42Q (9670.528814 sec): 3 clusters Score: Raw -7365204.997896 + Penalty 3571.473647 = -7361633.524249 nChanged 107 SP:Iteration 43Q (9670.632017 sec): 3 clusters Score: Raw -7365246.010721 + Penalty 3571.473647 = -7361674.537075 nChanged 77 SP:Iteration 44Q (9670.747649 sec): 3 clusters Score: Raw -7365270.967146 + Penalty 3571.473647 = -7361699.493499 nChanged 57 SP:Iteration 45Q (9670.854797 sec): 3 clusters Score: Raw -7365286.109672 + Penalty 3571.473647 = -7361714.636025 nChanged 40 SP:Iteration 46Q (9670.953623 sec): 3 clusters Score: Raw -7365294.553040 + Penalty 3571.473647 = -7361723.079394 nChanged 35 SP:Iteration 47Q (9671.073560 sec): 3 clusters Score: Raw -7365301.106844 + Penalty 3571.473647 = -7361729.633197 nChanged 19 SP:Iteration 48Q (9671.176031 sec): 3 clusters Score: Raw -7365304.270171 + Penalty 3571.473647 = -7361732.796524 nChanged 15 SP:Iteration 49Q (9671.286424 sec): 3 clusters Score: Raw -7365306.421198 + Penalty 3571.473647 = -7361734.947552 nChanged 16 SP:Iteration 50Q (9671.390232 sec): 3 clusters Score: Raw -7365310.849317 + Penalty 3571.473647 = -7361739.375670 nChanged 14 SP:Iteration 51Q (9671.494064 sec): 3 clusters Score: Raw -7365314.940708 + Penalty 3571.473647 = -7361743.467061 nChanged 14 SP:Iteration 52Q (9671.617307 sec): 3 clusters Score: Raw -7365317.117622 + Penalty 3571.473647 = -7361745.643975 nChanged 7 SP:Iteration 53Q (9671.731626 sec): 3 clusters Score: Raw -7365318.099116 + Penalty 3571.473647 = -7361746.625469 nChanged 4 SP:Iteration 54Q (9671.834345 sec): 3 clusters Score: Raw -7365318.565381 + Penalty 3571.473647 = -7361747.091734 nChanged 2 SP:Iteration 55Q (9671.929030 sec): 3 clusters Score: Raw -7365318.738087 + Penalty 3571.473647 = -7361747.264440 nChanged 1 SP:Iteration 56Q (9672.042278 sec): 3 clusters Score: Raw -7365318.800558 + Penalty 3571.473647 = -7361747.326912 nChanged 1 SP:Iteration 57Q (9672.136320 sec): 3 clusters Score: Raw -7365318.890945 + Penalty 3571.473647 = -7361747.417298 nChanged 1 SP:Iteration 58Q (9672.234809 sec): 3 clusters Score: Raw -7365318.946972 + Penalty 3571.473647 = -7361747.473325 nChanged 2 SP:Iteration 59Q (9672.317378 sec): 3 clusters Score: Raw -7365319.148252 + Penalty 3571.473647 = -7361747.674605 nChanged 1 SP:Iteration 60F (9672.415868 sec): 3 clusters Score: Raw -7365319.340923 + Penalty 3571.473647 = -7361747.867276 nChanged 0 Trying to split cluster 5 (13512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9672.435969 sec): 2 clusters Score: Raw -1644662.295550 + Penalty 1545.591687 = -1643116.703863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9672.482495 sec): 3 clusters Score: Raw -1636827.485840 + Penalty 3091.183374 = -1633736.302466 nChanged 6012 SP:Iteration 1F (9672.543528 sec): 3 clusters Score: Raw -1640027.262925 + Penalty 3091.183374 = -1636936.079551 nChanged 832 SP:Iteration 2F (9672.610980 sec): 3 clusters Score: Raw -1640454.953756 + Penalty 3091.183374 = -1637363.770382 nChanged 839 SP:Iteration 3F (9672.657414 sec): 3 clusters Score: Raw -1641032.028136 + Penalty 3091.183374 = -1637940.844762 nChanged 937 SP:Iteration 4F (9672.691316 sec): 3 clusters Score: Raw -1641750.955257 + Penalty 3091.183374 = -1638659.771883 nChanged 1029 SP:Iteration 5F (9672.754387 sec): 3 clusters Score: Raw -1642622.900618 + Penalty 3091.183374 = -1639531.717244 nChanged 1057 SP:Iteration 6F (9672.823924 sec): 3 clusters Score: Raw -1643545.265446 + Penalty 3091.183374 = -1640454.082072 nChanged 898 SP:Iteration 7F (9672.901663 sec): 3 clusters Score: Raw -1644292.301439 + Penalty 3091.183374 = -1641201.118065 nChanged 626 SP:Iteration 8Q (9672.957325 sec): 3 clusters Score: Raw -1644712.500786 + Penalty 3091.183374 = -1641621.317412 nChanged 405 SP:Iteration 9Q (9673.024310 sec): 3 clusters Score: Raw -1644916.861496 + Penalty 3091.183374 = -1641825.678122 nChanged 256 SP:Iteration 10Q (9673.075034 sec): 3 clusters Score: Raw -1645013.510992 + Penalty 3091.183374 = -1641922.327618 nChanged 173 SP:Iteration 11Q (9673.114734 sec): 3 clusters Score: Raw -1645074.283820 + Penalty 3091.183374 = -1641983.100446 nChanged 132 SP:Iteration 12Q (9673.146842 sec): 3 clusters Score: Raw -1645108.582683 + Penalty 3091.183374 = -1642017.399309 nChanged 106 SP:Iteration 13Q (9673.178871 sec): 3 clusters Score: Raw -1645130.580398 + Penalty 3091.183374 = -1642039.397024 nChanged 71 SP:Iteration 14Q (9673.215218 sec): 3 clusters Score: Raw -1645144.653297 + Penalty 3091.183374 = -1642053.469923 nChanged 62 SP:Iteration 15Q (9673.247347 sec): 3 clusters Score: Raw -1645157.059844 + Penalty 3091.183374 = -1642065.876470 nChanged 55 SP:Iteration 16Q (9673.300398 sec): 3 clusters Score: Raw -1645168.202297 + Penalty 3091.183374 = -1642077.018923 nChanged 51 SP:Iteration 17Q (9673.339368 sec): 3 clusters Score: Raw -1645179.560495 + Penalty 3091.183374 = -1642088.377121 nChanged 63 SP:Iteration 18Q (9673.378615 sec): 3 clusters Score: Raw -1645194.649212 + Penalty 3091.183374 = -1642103.465838 nChanged 58 SP:Iteration 19Q (9673.418175 sec): 3 clusters Score: Raw -1645206.743894 + Penalty 3091.183374 = -1642115.560520 nChanged 32 SP:Iteration 20F (9673.450587 sec): 3 clusters Score: Raw -1645211.331502 + Penalty 3091.183374 = -1642120.148128 nChanged 31 SP:Iteration 21Q (9673.521568 sec): 3 clusters Score: Raw -1645216.066361 + Penalty 3091.183374 = -1642124.882987 nChanged 28 SP:Iteration 22Q (9673.572168 sec): 3 clusters Score: Raw -1645220.569012 + Penalty 3091.183374 = -1642129.385638 nChanged 23 SP:Iteration 23Q (9673.638503 sec): 3 clusters Score: Raw -1645223.815766 + Penalty 3091.183374 = -1642132.632392 nChanged 22 SP:Iteration 24Q (9673.708620 sec): 3 clusters Score: Raw -1645227.049605 + Penalty 3091.183374 = -1642135.866231 nChanged 24 SP:Iteration 25Q (9673.767853 sec): 3 clusters Score: Raw -1645230.506859 + Penalty 3091.183374 = -1642139.323485 nChanged 17 SP:Iteration 26Q (9673.819122 sec): 3 clusters Score: Raw -1645233.280392 + Penalty 3091.183374 = -1642142.097018 nChanged 19 SP:Iteration 27Q (9673.886000 sec): 3 clusters Score: Raw -1645236.761347 + Penalty 3091.183374 = -1642145.577973 nChanged 26 SP:Iteration 28Q (9673.952000 sec): 3 clusters Score: Raw -1645242.994177 + Penalty 3091.183374 = -1642151.810803 nChanged 25 SP:Iteration 29Q (9674.030946 sec): 3 clusters Score: Raw -1645249.590688 + Penalty 3091.183374 = -1642158.407314 nChanged 39 SP:Iteration 30Q (9674.078022 sec): 3 clusters Score: Raw -1645261.416439 + Penalty 3091.183374 = -1642170.233065 nChanged 50 SP:Iteration 31Q (9674.121817 sec): 3 clusters Score: Raw -1645281.943061 + Penalty 3091.183374 = -1642190.759687 nChanged 75 SP:Iteration 32Q (9674.178012 sec): 3 clusters Score: Raw -1645329.821532 + Penalty 3091.183374 = -1642238.638158 nChanged 91 SP:Iteration 33Q (9674.246786 sec): 3 clusters Score: Raw -1645424.201646 + Penalty 3091.183374 = -1642333.018272 nChanged 93 SP:Iteration 34Q (9674.302997 sec): 3 clusters Score: Raw -1645510.754441 + Penalty 3091.183374 = -1642419.571067 nChanged 72 SP:Iteration 35Q (9674.362404 sec): 3 clusters Score: Raw -1645545.531803 + Penalty 3091.183374 = -1642454.348429 nChanged 56 SP:Iteration 36Q (9674.427213 sec): 3 clusters Score: Raw -1645562.325295 + Penalty 3091.183374 = -1642471.141921 nChanged 47 SP:Iteration 37Q (9674.486683 sec): 3 clusters Score: Raw -1645575.720764 + Penalty 3091.183374 = -1642484.537390 nChanged 34 SP:Iteration 38Q (9674.552039 sec): 3 clusters Score: Raw -1645585.588810 + Penalty 3091.183374 = -1642494.405436 nChanged 31 SP:Iteration 39Q (9674.615171 sec): 3 clusters Score: Raw -1645594.095403 + Penalty 3091.183374 = -1642502.912029 nChanged 32 SP:Iteration 40F (9674.681644 sec): 3 clusters Score: Raw -1645601.469092 + Penalty 3091.183374 = -1642510.285718 nChanged 25 SP:Iteration 41Q (9674.734833 sec): 3 clusters Score: Raw -1645606.357006 + Penalty 3091.183374 = -1642515.173632 nChanged 23 SP:Iteration 42Q (9674.792939 sec): 3 clusters Score: Raw -1645611.977741 + Penalty 3091.183374 = -1642520.794367 nChanged 17 SP:Iteration 43Q (9674.857746 sec): 3 clusters Score: Raw -1645614.668035 + Penalty 3091.183374 = -1642523.484661 nChanged 10 SP:Iteration 44Q (9674.915904 sec): 3 clusters Score: Raw -1645616.166637 + Penalty 3091.183374 = -1642524.983263 nChanged 7 SP:Iteration 45Q (9674.973835 sec): 3 clusters Score: Raw -1645616.918985 + Penalty 3091.183374 = -1642525.735611 nChanged 6 SP:Iteration 46Q (9675.037981 sec): 3 clusters Score: Raw -1645617.978086 + Penalty 3091.183374 = -1642526.794712 nChanged 5 SP:Iteration 47Q (9675.083918 sec): 3 clusters Score: Raw -1645618.971644 + Penalty 3091.183374 = -1642527.788270 nChanged 7 SP:Iteration 48Q (9675.144824 sec): 3 clusters Score: Raw -1645619.820700 + Penalty 3091.183374 = -1642528.637326 nChanged 8 SP:Iteration 49Q (9675.187457 sec): 3 clusters Score: Raw -1645620.977795 + Penalty 3091.183374 = -1642529.794421 nChanged 7 SP:Iteration 50Q (9675.218492 sec): 3 clusters Score: Raw -1645622.019837 + Penalty 3091.183374 = -1642530.836463 nChanged 7 SP:Iteration 51Q (9675.271318 sec): 3 clusters Score: Raw -1645622.752534 + Penalty 3091.183374 = -1642531.569160 nChanged 7 SP:Iteration 52Q (9675.331459 sec): 3 clusters Score: Raw -1645623.656980 + Penalty 3091.183374 = -1642532.473606 nChanged 7 SP:Iteration 53Q (9675.383817 sec): 3 clusters Score: Raw -1645624.553336 + Penalty 3091.183374 = -1642533.369962 nChanged 3 SP:Iteration 54Q (9675.443484 sec): 3 clusters Score: Raw -1645624.983489 + Penalty 3091.183374 = -1642533.800115 nChanged 2 SP:Iteration 55Q (9675.505777 sec): 3 clusters Score: Raw -1645625.123126 + Penalty 3091.183374 = -1642533.939752 nChanged 1 SP:Iteration 56Q (9675.568551 sec): 3 clusters Score: Raw -1645625.162974 + Penalty 3091.183374 = -1642533.979600 nChanged 1 SP:Iteration 57Q (9675.633754 sec): 3 clusters Score: Raw -1645625.252894 + Penalty 3091.183374 = -1642534.069520 nChanged 2 SP:Iteration 58Q (9675.691004 sec): 3 clusters Score: Raw -1645625.739938 + Penalty 3091.183374 = -1642534.556564 nChanged 3 SP:Iteration 59Q (9675.720295 sec): 3 clusters Score: Raw -1645626.304474 + Penalty 3091.183374 = -1642535.121100 nChanged 4 SP:Iteration 60F (9675.773364 sec): 3 clusters Score: Raw -1645626.663267 + Penalty 3091.183374 = -1642535.479893 nChanged 3 SP:Iteration 61Q (9675.803262 sec): 3 clusters Score: Raw -1645627.082033 + Penalty 3091.183374 = -1642535.898659 nChanged 5 SP:Iteration 62Q (9675.856950 sec): 3 clusters Score: Raw -1645627.699762 + Penalty 3091.183374 = -1642536.516388 nChanged 3 SP:Iteration 63Q (9675.918896 sec): 3 clusters Score: Raw -1645628.224084 + Penalty 3091.183374 = -1642537.040710 nChanged 5 SP:Iteration 64Q (9675.988344 sec): 3 clusters Score: Raw -1645629.105443 + Penalty 3091.183374 = -1642537.922069 nChanged 6 SP:Iteration 65Q (9676.041815 sec): 3 clusters Score: Raw -1645629.800356 + Penalty 3091.183374 = -1642538.616982 nChanged 2 SP:Iteration 66Q (9676.094402 sec): 3 clusters Score: Raw -1645630.028440 + Penalty 3091.183374 = -1642538.845066 nChanged 5 SP:Iteration 67Q (9676.124806 sec): 3 clusters Score: Raw -1645630.413952 + Penalty 3091.183374 = -1642539.230578 nChanged 3 SP:Iteration 68Q (9676.159028 sec): 3 clusters Score: Raw -1645630.601935 + Penalty 3091.183374 = -1642539.418561 nChanged 0 SP:Iteration 69F (9676.191502 sec): 3 clusters Score: Raw -1645630.601935 + Penalty 3091.183374 = -1642539.418561 nChanged 0 Trying to split cluster 6 (4531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9676.209963 sec): 2 clusters Score: Raw -488034.006410 + Penalty 1368.038416 = -486665.967994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9676.229646 sec): 3 clusters Score: Raw -485823.945983 + Penalty 2736.076832 = -483087.869151 nChanged 1813 SP:Iteration 1F (9676.257320 sec): 3 clusters Score: Raw -487319.655176 + Penalty 2736.076832 = -484583.578344 nChanged 509 SP:Iteration 2F (9676.316594 sec): 3 clusters Score: Raw -488077.138563 + Penalty 2736.076832 = -485341.061731 nChanged 464 SP:Iteration 3F (9676.354971 sec): 3 clusters Score: Raw -488734.966827 + Penalty 2736.076832 = -485998.889995 nChanged 332 SP:Iteration 4F (9676.389415 sec): 3 clusters Score: Raw -489121.247963 + Penalty 2736.076832 = -486385.171130 nChanged 203 SP:Iteration 5Q (9676.444205 sec): 3 clusters Score: Raw -489371.661639 + Penalty 2736.076832 = -486635.584807 nChanged 136 SP:Iteration 6Q (9676.493000 sec): 3 clusters Score: Raw -489537.149426 + Penalty 2736.076832 = -486801.072594 nChanged 93 SP:Iteration 7Q (9676.555127 sec): 3 clusters Score: Raw -489633.112297 + Penalty 2736.076832 = -486897.035465 nChanged 66 SP:Iteration 8Q (9676.588169 sec): 3 clusters Score: Raw -489680.475466 + Penalty 2736.076832 = -486944.398634 nChanged 36 SP:Iteration 9Q (9676.641446 sec): 3 clusters Score: Raw -489695.036954 + Penalty 2736.076832 = -486958.960122 nChanged 13 SP:Iteration 10Q (9676.690586 sec): 3 clusters Score: Raw -489699.086554 + Penalty 2736.076832 = -486963.009722 nChanged 9 SP:Iteration 11Q (9676.734503 sec): 3 clusters Score: Raw -489701.609538 + Penalty 2736.076832 = -486965.532706 nChanged 3 SP:Iteration 12Q (9676.791576 sec): 3 clusters Score: Raw -489702.808298 + Penalty 2736.076832 = -486966.731466 nChanged 2 SP:Iteration 13Q (9676.835425 sec): 3 clusters Score: Raw -489703.185722 + Penalty 2736.076832 = -486967.108890 nChanged 4 SP:Iteration 14Q (9676.889997 sec): 3 clusters Score: Raw -489703.728500 + Penalty 2736.076832 = -486967.651668 nChanged 2 SP:Iteration 15Q (9676.925333 sec): 3 clusters Score: Raw -489704.834217 + Penalty 2736.076832 = -486968.757385 nChanged 2 SP:Iteration 16Q (9676.982173 sec): 3 clusters Score: Raw -489705.342681 + Penalty 2736.076832 = -486969.265849 nChanged 3 SP:Iteration 17Q (9677.025192 sec): 3 clusters Score: Raw -489705.903044 + Penalty 2736.076832 = -486969.826211 nChanged 1 SP:Iteration 18Q (9677.079940 sec): 3 clusters Score: Raw -489705.995047 + Penalty 2736.076832 = -486969.918215 nChanged 1 SP:Iteration 19Q (9677.131003 sec): 3 clusters Score: Raw -489706.170917 + Penalty 2736.076832 = -486970.094085 nChanged 1 SP:Iteration 20F (9677.153840 sec): 3 clusters Score: Raw -489706.350607 + Penalty 2736.076832 = -486970.273775 nChanged 1 SP:Iteration 21Q (9677.173092 sec): 3 clusters Score: Raw -489706.464518 + Penalty 2736.076832 = -486970.387686 nChanged 1 SP:Iteration 22Q (9677.191924 sec): 3 clusters Score: Raw -489706.547753 + Penalty 2736.076832 = -486970.470921 nChanged 0 SP:Iteration 23F (9677.218386 sec): 3 clusters Score: Raw -489706.547753 + Penalty 2736.076832 = -486970.470921 nChanged 0 Score: Raw -129525852.340690 + Penalty 85669.685189 = -129440182.655501 Splitting cluster 6 changes total score from -129440764.579558 to -129440182.655501 So it's not getting split. Trying to split cluster 7 (3485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9700.831922 sec): 2 clusters Score: Raw -431176.094160 + Penalty 1325.386290 = -429850.707870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9700.872397 sec): 3 clusters Score: Raw -429463.608058 + Penalty 2650.772580 = -426812.835478 nChanged 1366 SP:Iteration 1F (9700.888209 sec): 3 clusters Score: Raw -430379.159701 + Penalty 2650.772580 = -427728.387121 nChanged 341 SP:Iteration 2F (9700.905076 sec): 3 clusters Score: Raw -430699.792226 + Penalty 2650.772580 = -428049.019645 nChanged 270 SP:Iteration 3F (9700.921970 sec): 3 clusters Score: Raw -430928.541374 + Penalty 2650.772580 = -428277.768793 nChanged 220 SP:Iteration 4F (9700.937589 sec): 3 clusters Score: Raw -431127.394762 + Penalty 2650.772580 = -428476.622182 nChanged 202 SP:Iteration 5F (9700.953548 sec): 3 clusters Score: Raw -431301.055803 + Penalty 2650.772580 = -428650.283223 nChanged 162 SP:Iteration 6Q (9700.973604 sec): 3 clusters Score: Raw -431423.308342 + Penalty 2650.772580 = -428772.535762 nChanged 116 SP:Iteration 7Q (9700.991777 sec): 3 clusters Score: Raw -431506.207318 + Penalty 2650.772580 = -428855.434738 nChanged 96 SP:Iteration 8Q (9701.041000 sec): 3 clusters Score: Raw -431579.357608 + Penalty 2650.772580 = -428928.585028 nChanged 77 SP:Iteration 9Q (9701.082872 sec): 3 clusters Score: Raw -431636.466370 + Penalty 2650.772580 = -428985.693790 nChanged 65 SP:Iteration 10Q (9701.125033 sec): 3 clusters Score: Raw -431681.630462 + Penalty 2650.772580 = -429030.857882 nChanged 51 SP:Iteration 11Q (9701.150771 sec): 3 clusters Score: Raw -431715.901721 + Penalty 2650.772580 = -429065.129141 nChanged 42 SP:Iteration 12Q (9701.188399 sec): 3 clusters Score: Raw -431743.576938 + Penalty 2650.772580 = -429092.804358 nChanged 26 SP:Iteration 13Q (9701.237025 sec): 3 clusters Score: Raw -431762.908787 + Penalty 2650.772580 = -429112.136207 nChanged 21 SP:Iteration 14Q (9701.286517 sec): 3 clusters Score: Raw -431779.265810 + Penalty 2650.772580 = -429128.493230 nChanged 20 SP:Iteration 15Q (9701.337973 sec): 3 clusters Score: Raw -431794.638987 + Penalty 2650.772580 = -429143.866407 nChanged 27 SP:Iteration 16Q (9701.401769 sec): 3 clusters Score: Raw -431815.371435 + Penalty 2650.772580 = -429164.598855 nChanged 16 SP:Iteration 17Q (9701.438027 sec): 3 clusters Score: Raw -431825.795042 + Penalty 2650.772580 = -429175.022462 nChanged 14 SP:Iteration 18Q (9701.483294 sec): 3 clusters Score: Raw -431833.110263 + Penalty 2650.772580 = -429182.337683 nChanged 8 SP:Iteration 19Q (9701.535220 sec): 3 clusters Score: Raw -431836.244069 + Penalty 2650.772580 = -429185.471489 nChanged 9 SP:Iteration 20F (9701.588579 sec): 3 clusters Score: Raw -431842.419149 + Penalty 2650.772580 = -429191.646569 nChanged 10 SP:Iteration 21Q (9701.637639 sec): 3 clusters Score: Raw -431848.566562 + Penalty 2650.772580 = -429197.793982 nChanged 9 SP:Iteration 22Q (9701.686137 sec): 3 clusters Score: Raw -431851.484464 + Penalty 2650.772580 = -429200.711884 nChanged 4 SP:Iteration 23Q (9701.731653 sec): 3 clusters Score: Raw -431852.499588 + Penalty 2650.772580 = -429201.727008 nChanged 5 SP:Iteration 24Q (9701.778364 sec): 3 clusters Score: Raw -431854.077759 + Penalty 2650.772580 = -429203.305179 nChanged 2 SP:Iteration 25Q (9701.828917 sec): 3 clusters Score: Raw -431855.136115 + Penalty 2650.772580 = -429204.363535 nChanged 1 SP:Iteration 26Q (9701.845165 sec): 3 clusters Score: Raw -431855.581517 + Penalty 2650.772580 = -429204.808937 nChanged 0 SP:Iteration 27F (9701.898138 sec): 3 clusters Score: Raw -431855.581517 + Penalty 2650.772580 = -429204.808937 nChanged 0 Trying to split cluster 8 (14454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9701.933555 sec): 2 clusters Score: Raw -1760618.994409 + Penalty 1556.543052 = -1759062.451357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9701.993419 sec): 3 clusters Score: Raw -1752104.999722 + Penalty 3113.086103 = -1748991.913618 nChanged 6507 SP:Iteration 1F (9702.054071 sec): 3 clusters Score: Raw -1755970.241937 + Penalty 3113.086103 = -1752857.155834 nChanged 1002 SP:Iteration 2F (9702.127724 sec): 3 clusters Score: Raw -1756572.190683 + Penalty 3113.086103 = -1753459.104580 nChanged 961 SP:Iteration 3F (9702.158098 sec): 3 clusters Score: Raw -1757170.107415 + Penalty 3113.086103 = -1754057.021312 nChanged 886 SP:Iteration 4F (9702.222931 sec): 3 clusters Score: Raw -1757733.440019 + Penalty 3113.086103 = -1754620.353915 nChanged 867 SP:Iteration 5F (9702.266575 sec): 3 clusters Score: Raw -1758386.285535 + Penalty 3113.086103 = -1755273.199431 nChanged 881 SP:Iteration 6F (9702.322332 sec): 3 clusters Score: Raw -1759028.872899 + Penalty 3113.086103 = -1755915.786795 nChanged 794 SP:Iteration 7F (9702.380626 sec): 3 clusters Score: Raw -1759547.530070 + Penalty 3113.086103 = -1756434.443967 nChanged 694 SP:Iteration 8Q (9702.440700 sec): 3 clusters Score: Raw -1759932.148727 + Penalty 3113.086103 = -1756819.062624 nChanged 534 SP:Iteration 9Q (9702.474871 sec): 3 clusters Score: Raw -1760186.722581 + Penalty 3113.086103 = -1757073.636478 nChanged 421 SP:Iteration 10Q (9702.543312 sec): 3 clusters Score: Raw -1760378.000998 + Penalty 3113.086103 = -1757264.914895 nChanged 350 SP:Iteration 11Q (9702.609281 sec): 3 clusters Score: Raw -1760526.279673 + Penalty 3113.086103 = -1757413.193569 nChanged 302 SP:Iteration 12Q (9702.680696 sec): 3 clusters Score: Raw -1760648.513547 + Penalty 3113.086103 = -1757535.427444 nChanged 286 SP:Iteration 13Q (9702.722984 sec): 3 clusters Score: Raw -1760753.304728 + Penalty 3113.086103 = -1757640.218625 nChanged 229 SP:Iteration 14Q (9702.782673 sec): 3 clusters Score: Raw -1760825.360832 + Penalty 3113.086103 = -1757712.274728 nChanged 178 SP:Iteration 15Q (9702.842454 sec): 3 clusters Score: Raw -1760892.059655 + Penalty 3113.086103 = -1757778.973551 nChanged 193 SP:Iteration 16Q (9702.906490 sec): 3 clusters Score: Raw -1760971.770638 + Penalty 3113.086103 = -1757858.684534 nChanged 199 SP:Iteration 17Q (9702.969374 sec): 3 clusters Score: Raw -1761064.250136 + Penalty 3113.086103 = -1757951.164033 nChanged 199 SP:Iteration 18Q (9703.031662 sec): 3 clusters Score: Raw -1761160.858984 + Penalty 3113.086103 = -1758047.772880 nChanged 170 SP:Iteration 19Q (9703.096564 sec): 3 clusters Score: Raw -1761237.605773 + Penalty 3113.086103 = -1758124.519670 nChanged 155 SP:Iteration 20F (9703.157975 sec): 3 clusters Score: Raw -1761311.311734 + Penalty 3113.086103 = -1758198.225630 nChanged 152 SP:Iteration 21Q (9703.195581 sec): 3 clusters Score: Raw -1761383.476272 + Penalty 3113.086103 = -1758270.390169 nChanged 145 SP:Iteration 22Q (9703.234515 sec): 3 clusters Score: Raw -1761454.054747 + Penalty 3113.086103 = -1758340.968644 nChanged 136 SP:Iteration 23Q (9703.267549 sec): 3 clusters Score: Raw -1761507.008528 + Penalty 3113.086103 = -1758393.922425 nChanged 129 SP:Iteration 24Q (9703.302055 sec): 3 clusters Score: Raw -1761548.799201 + Penalty 3113.086103 = -1758435.713097 nChanged 126 SP:Iteration 25Q (9703.340074 sec): 3 clusters Score: Raw -1761590.661456 + Penalty 3113.086103 = -1758477.575353 nChanged 111 SP:Iteration 26Q (9703.374818 sec): 3 clusters Score: Raw -1761631.927387 + Penalty 3113.086103 = -1758518.841284 nChanged 111 SP:Iteration 27Q (9703.407739 sec): 3 clusters Score: Raw -1761669.244469 + Penalty 3113.086103 = -1758556.158366 nChanged 83 SP:Iteration 28Q (9703.439891 sec): 3 clusters Score: Raw -1761692.248974 + Penalty 3113.086103 = -1758579.162870 nChanged 68 SP:Iteration 29Q (9703.475006 sec): 3 clusters Score: Raw -1761706.496670 + Penalty 3113.086103 = -1758593.410566 nChanged 47 SP:Iteration 30Q (9703.508921 sec): 3 clusters Score: Raw -1761714.503214 + Penalty 3113.086103 = -1758601.417111 nChanged 27 SP:Iteration 31Q (9703.540781 sec): 3 clusters Score: Raw -1761717.714169 + Penalty 3113.086103 = -1758604.628066 nChanged 17 SP:Iteration 32Q (9703.572900 sec): 3 clusters Score: Raw -1761720.201731 + Penalty 3113.086103 = -1758607.115627 nChanged 13 SP:Iteration 33Q (9703.607623 sec): 3 clusters Score: Raw -1761721.634647 + Penalty 3113.086103 = -1758608.548543 nChanged 12 SP:Iteration 34Q (9703.642425 sec): 3 clusters Score: Raw -1761723.427854 + Penalty 3113.086103 = -1758610.341751 nChanged 13 SP:Iteration 35Q (9703.674248 sec): 3 clusters Score: Raw -1761725.764316 + Penalty 3113.086103 = -1758612.678213 nChanged 13 SP:Iteration 36Q (9703.705932 sec): 3 clusters Score: Raw -1761727.651668 + Penalty 3113.086103 = -1758614.565565 nChanged 16 SP:Iteration 37Q (9703.765699 sec): 3 clusters Score: Raw -1761730.627205 + Penalty 3113.086103 = -1758617.541102 nChanged 19 SP:Iteration 38Q (9703.797580 sec): 3 clusters Score: Raw -1761733.865095 + Penalty 3113.086103 = -1758620.778991 nChanged 16 SP:Iteration 39Q (9703.829370 sec): 3 clusters Score: Raw -1761736.115342 + Penalty 3113.086103 = -1758623.029239 nChanged 14 SP:Iteration 40F (9703.863981 sec): 3 clusters Score: Raw -1761738.255165 + Penalty 3113.086103 = -1758625.169062 nChanged 16 SP:Iteration 41Q (9703.896024 sec): 3 clusters Score: Raw -1761740.157158 + Penalty 3113.086103 = -1758627.071055 nChanged 15 SP:Iteration 42Q (9703.950454 sec): 3 clusters Score: Raw -1761742.243104 + Penalty 3113.086103 = -1758629.157000 nChanged 15 SP:Iteration 43Q (9703.982225 sec): 3 clusters Score: Raw -1761744.387408 + Penalty 3113.086103 = -1758631.301305 nChanged 15 SP:Iteration 44Q (9704.050269 sec): 3 clusters Score: Raw -1761746.350538 + Penalty 3113.086103 = -1758633.264434 nChanged 14 SP:Iteration 45Q (9704.115164 sec): 3 clusters Score: Raw -1761747.826645 + Penalty 3113.086103 = -1758634.740542 nChanged 9 SP:Iteration 46Q (9704.172060 sec): 3 clusters Score: Raw -1761749.014618 + Penalty 3113.086103 = -1758635.928514 nChanged 10 SP:Iteration 47Q (9704.234488 sec): 3 clusters Score: Raw -1761749.898075 + Penalty 3113.086103 = -1758636.811971 nChanged 7 SP:Iteration 48Q (9704.303379 sec): 3 clusters Score: Raw -1761750.675972 + Penalty 3113.086103 = -1758637.589869 nChanged 8 SP:Iteration 49Q (9704.369126 sec): 3 clusters Score: Raw -1761751.325158 + Penalty 3113.086103 = -1758638.239055 nChanged 5 SP:Iteration 50Q (9704.431903 sec): 3 clusters Score: Raw -1761751.835318 + Penalty 3113.086103 = -1758638.749215 nChanged 5 SP:Iteration 51Q (9704.492452 sec): 3 clusters Score: Raw -1761752.286273 + Penalty 3113.086103 = -1758639.200169 nChanged 3 SP:Iteration 52Q (9704.563949 sec): 3 clusters Score: Raw -1761752.638622 + Penalty 3113.086103 = -1758639.552518 nChanged 5 SP:Iteration 53Q (9704.615697 sec): 3 clusters Score: Raw -1761753.027892 + Penalty 3113.086103 = -1758639.941789 nChanged 2 SP:Iteration 54Q (9704.676532 sec): 3 clusters Score: Raw -1761753.212536 + Penalty 3113.086103 = -1758640.126433 nChanged 2 SP:Iteration 55Q (9704.748294 sec): 3 clusters Score: Raw -1761753.516736 + Penalty 3113.086103 = -1758640.430633 nChanged 6 SP:Iteration 56Q (9704.799719 sec): 3 clusters Score: Raw -1761754.224511 + Penalty 3113.086103 = -1758641.138408 nChanged 4 SP:Iteration 57Q (9704.866579 sec): 3 clusters Score: Raw -1761754.532591 + Penalty 3113.086103 = -1758641.446488 nChanged 5 SP:Iteration 58Q (9704.926146 sec): 3 clusters Score: Raw -1761754.895124 + Penalty 3113.086103 = -1758641.809021 nChanged 3 SP:Iteration 59Q (9704.995040 sec): 3 clusters Score: Raw -1761755.143372 + Penalty 3113.086103 = -1758642.057268 nChanged 0 SP:Iteration 60F (9705.066038 sec): 3 clusters Score: Raw -1761755.143372 + Penalty 3113.086103 = -1758642.057268 nChanged 0 Trying to split cluster 9 (3408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9705.086819 sec): 2 clusters Score: Raw -412957.724365 + Penalty 1321.755644 = -411635.968721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9705.136483 sec): 3 clusters Score: Raw -411332.455774 + Penalty 2643.511289 = -408688.944486 nChanged 1302 SP:Iteration 1F (9705.179626 sec): 3 clusters Score: Raw -412084.816334 + Penalty 2643.511289 = -409441.305046 nChanged 304 SP:Iteration 2F (9705.223422 sec): 3 clusters Score: Raw -412338.454663 + Penalty 2643.511289 = -409694.943374 nChanged 222 SP:Iteration 3F (9705.259298 sec): 3 clusters Score: Raw -412516.327553 + Penalty 2643.511289 = -409872.816265 nChanged 190 SP:Iteration 4F (9705.276443 sec): 3 clusters Score: Raw -412665.638118 + Penalty 2643.511289 = -410022.126829 nChanged 170 SP:Iteration 5Q (9705.323126 sec): 3 clusters Score: Raw -412787.491159 + Penalty 2643.511289 = -410143.979871 nChanged 134 SP:Iteration 6Q (9705.370629 sec): 3 clusters Score: Raw -412886.560828 + Penalty 2643.511289 = -410243.049539 nChanged 123 SP:Iteration 7Q (9705.410300 sec): 3 clusters Score: Raw -412972.427624 + Penalty 2643.511289 = -410328.916336 nChanged 111 SP:Iteration 8Q (9705.449625 sec): 3 clusters Score: Raw -413047.136886 + Penalty 2643.511289 = -410403.625598 nChanged 99 SP:Iteration 9Q (9705.496978 sec): 3 clusters Score: Raw -413112.865665 + Penalty 2643.511289 = -410469.354376 nChanged 107 SP:Iteration 10Q (9705.542313 sec): 3 clusters Score: Raw -413189.609567 + Penalty 2643.511289 = -410546.098279 nChanged 107 SP:Iteration 11Q (9705.588968 sec): 3 clusters Score: Raw -413261.224353 + Penalty 2643.511289 = -410617.713064 nChanged 103 SP:Iteration 12Q (9705.636570 sec): 3 clusters Score: Raw -413341.421850 + Penalty 2643.511289 = -410697.910561 nChanged 115 SP:Iteration 13Q (9705.681354 sec): 3 clusters Score: Raw -413417.178645 + Penalty 2643.511289 = -410773.667357 nChanged 83 SP:Iteration 14Q (9705.723241 sec): 3 clusters Score: Raw -413460.486620 + Penalty 2643.511289 = -410816.975331 nChanged 59 SP:Iteration 15Q (9705.772349 sec): 3 clusters Score: Raw -413488.095150 + Penalty 2643.511289 = -410844.583861 nChanged 37 SP:Iteration 16Q (9705.824795 sec): 3 clusters Score: Raw -413506.440932 + Penalty 2643.511289 = -410862.929643 nChanged 41 SP:Iteration 17Q (9705.874785 sec): 3 clusters Score: Raw -413527.816496 + Penalty 2643.511289 = -410884.305207 nChanged 42 SP:Iteration 18Q (9705.920975 sec): 3 clusters Score: Raw -413548.243095 + Penalty 2643.511289 = -410904.731806 nChanged 40 SP:Iteration 19Q (9705.943881 sec): 3 clusters Score: Raw -413568.433936 + Penalty 2643.511289 = -410924.922647 nChanged 40 SP:Iteration 20F (9705.991712 sec): 3 clusters Score: Raw -413590.157061 + Penalty 2643.511289 = -410946.645772 nChanged 39 SP:Iteration 21Q (9706.040554 sec): 3 clusters Score: Raw -413605.469366 + Penalty 2643.511289 = -410961.958077 nChanged 34 SP:Iteration 22Q (9706.099927 sec): 3 clusters Score: Raw -413615.426296 + Penalty 2643.511289 = -410971.915008 nChanged 20 SP:Iteration 23Q (9706.144296 sec): 3 clusters Score: Raw -413624.605937 + Penalty 2643.511289 = -410981.094648 nChanged 32 SP:Iteration 24Q (9706.173663 sec): 3 clusters Score: Raw -413636.159103 + Penalty 2643.511289 = -410992.647815 nChanged 23 SP:Iteration 25Q (9706.218812 sec): 3 clusters Score: Raw -413648.504260 + Penalty 2643.511289 = -411004.992972 nChanged 33 SP:Iteration 26Q (9706.252404 sec): 3 clusters Score: Raw -413666.438237 + Penalty 2643.511289 = -411022.926948 nChanged 25 SP:Iteration 27Q (9706.293084 sec): 3 clusters Score: Raw -413678.370405 + Penalty 2643.511289 = -411034.859117 nChanged 28 SP:Iteration 28Q (9706.332796 sec): 3 clusters Score: Raw -413689.928280 + Penalty 2643.511289 = -411046.416991 nChanged 20 SP:Iteration 29Q (9706.364834 sec): 3 clusters Score: Raw -413702.601215 + Penalty 2643.511289 = -411059.089927 nChanged 20 SP:Iteration 30Q (9706.415999 sec): 3 clusters Score: Raw -413712.243481 + Penalty 2643.511289 = -411068.732192 nChanged 25 SP:Iteration 31Q (9706.467257 sec): 3 clusters Score: Raw -413724.723916 + Penalty 2643.511289 = -411081.212628 nChanged 17 SP:Iteration 32Q (9706.509113 sec): 3 clusters Score: Raw -413731.795299 + Penalty 2643.511289 = -411088.284011 nChanged 14 SP:Iteration 33Q (9706.560509 sec): 3 clusters Score: Raw -413736.661306 + Penalty 2643.511289 = -411093.150018 nChanged 12 SP:Iteration 34Q (9706.607264 sec): 3 clusters Score: Raw -413741.066873 + Penalty 2643.511289 = -411097.555585 nChanged 11 SP:Iteration 35Q (9706.654152 sec): 3 clusters Score: Raw -413745.532783 + Penalty 2643.511289 = -411102.021494 nChanged 9 SP:Iteration 36Q (9706.705188 sec): 3 clusters Score: Raw -413749.594192 + Penalty 2643.511289 = -411106.082903 nChanged 4 SP:Iteration 37Q (9706.755148 sec): 3 clusters Score: Raw -413750.485839 + Penalty 2643.511289 = -411106.974550 nChanged 5 SP:Iteration 38Q (9706.802649 sec): 3 clusters Score: Raw -413752.033953 + Penalty 2643.511289 = -411108.522664 nChanged 2 SP:Iteration 39Q (9706.847334 sec): 3 clusters Score: Raw -413752.734106 + Penalty 2643.511289 = -411109.222817 nChanged 4 SP:Iteration 40F (9706.869220 sec): 3 clusters Score: Raw -413753.867278 + Penalty 2643.511289 = -411110.355989 nChanged 0 Trying to split cluster 10 (9671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9706.894095 sec): 2 clusters Score: Raw -1189876.398866 + Penalty 1491.244137 = -1188385.154729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9706.922167 sec): 3 clusters Score: Raw -1184460.940235 + Penalty 2982.488274 = -1181478.451961 nChanged 4179 SP:Iteration 1F (9706.981466 sec): 3 clusters Score: Raw -1186795.456218 + Penalty 2982.488274 = -1183812.967944 nChanged 715 SP:Iteration 2F (9707.046106 sec): 3 clusters Score: Raw -1187190.206145 + Penalty 2982.488274 = -1184207.717872 nChanged 612 SP:Iteration 3F (9707.097626 sec): 3 clusters Score: Raw -1187554.846730 + Penalty 2982.488274 = -1184572.358456 nChanged 597 SP:Iteration 4F (9707.157219 sec): 3 clusters Score: Raw -1187909.077048 + Penalty 2982.488274 = -1184926.588774 nChanged 524 SP:Iteration 5F (9707.212973 sec): 3 clusters Score: Raw -1188221.448167 + Penalty 2982.488274 = -1185238.959893 nChanged 462 SP:Iteration 6Q (9707.263665 sec): 3 clusters Score: Raw -1188482.330458 + Penalty 2982.488274 = -1185499.842184 nChanged 439 SP:Iteration 7Q (9707.318118 sec): 3 clusters Score: Raw -1188746.872134 + Penalty 2982.488274 = -1185764.383860 nChanged 400 SP:Iteration 8Q (9707.379454 sec): 3 clusters Score: Raw -1188989.930760 + Penalty 2982.488274 = -1186007.442486 nChanged 352 SP:Iteration 9Q (9707.445291 sec): 3 clusters Score: Raw -1189195.153011 + Penalty 2982.488274 = -1186212.664737 nChanged 309 SP:Iteration 10Q (9707.488637 sec): 3 clusters Score: Raw -1189392.052412 + Penalty 2982.488274 = -1186409.564138 nChanged 282 SP:Iteration 11Q (9707.544029 sec): 3 clusters Score: Raw -1189582.626888 + Penalty 2982.488274 = -1186600.138615 nChanged 263 SP:Iteration 12Q (9707.603762 sec): 3 clusters Score: Raw -1189745.076376 + Penalty 2982.488274 = -1186762.588102 nChanged 233 SP:Iteration 13Q (9707.662787 sec): 3 clusters Score: Raw -1189881.825196 + Penalty 2982.488274 = -1186899.336923 nChanged 206 SP:Iteration 14Q (9707.722459 sec): 3 clusters Score: Raw -1190006.046010 + Penalty 2982.488274 = -1187023.557737 nChanged 184 SP:Iteration 15Q (9707.756490 sec): 3 clusters Score: Raw -1190095.897831 + Penalty 2982.488274 = -1187113.409558 nChanged 153 SP:Iteration 16Q (9707.792640 sec): 3 clusters Score: Raw -1190161.848142 + Penalty 2982.488274 = -1187179.359868 nChanged 132 SP:Iteration 17Q (9707.819057 sec): 3 clusters Score: Raw -1190228.968999 + Penalty 2982.488274 = -1187246.480726 nChanged 115 SP:Iteration 18Q (9707.879412 sec): 3 clusters Score: Raw -1190275.366189 + Penalty 2982.488274 = -1187292.877915 nChanged 123 SP:Iteration 19Q (9707.932121 sec): 3 clusters Score: Raw -1190330.823162 + Penalty 2982.488274 = -1187348.334889 nChanged 103 SP:Iteration 20F (9707.959198 sec): 3 clusters Score: Raw -1190373.652697 + Penalty 2982.488274 = -1187391.164423 nChanged 100 SP:Iteration 21Q (9707.985495 sec): 3 clusters Score: Raw -1190424.797269 + Penalty 2982.488274 = -1187442.308996 nChanged 109 SP:Iteration 22Q (9708.021763 sec): 3 clusters Score: Raw -1190472.389329 + Penalty 2982.488274 = -1187489.901056 nChanged 113 SP:Iteration 23Q (9708.055417 sec): 3 clusters Score: Raw -1190518.230715 + Penalty 2982.488274 = -1187535.742441 nChanged 98 SP:Iteration 24Q (9708.081609 sec): 3 clusters Score: Raw -1190566.769469 + Penalty 2982.488274 = -1187584.281195 nChanged 119 SP:Iteration 25Q (9708.107385 sec): 3 clusters Score: Raw -1190624.360290 + Penalty 2982.488274 = -1187641.872016 nChanged 118 SP:Iteration 26Q (9708.157630 sec): 3 clusters Score: Raw -1190684.141963 + Penalty 2982.488274 = -1187701.653689 nChanged 137 SP:Iteration 27Q (9708.214011 sec): 3 clusters Score: Raw -1190759.310205 + Penalty 2982.488274 = -1187776.821932 nChanged 143 SP:Iteration 28Q (9708.271120 sec): 3 clusters Score: Raw -1190843.556835 + Penalty 2982.488274 = -1187861.068561 nChanged 132 SP:Iteration 29Q (9708.332526 sec): 3 clusters Score: Raw -1190920.029595 + Penalty 2982.488274 = -1187937.541322 nChanged 124 SP:Iteration 30Q (9708.397730 sec): 3 clusters Score: Raw -1190976.469290 + Penalty 2982.488274 = -1187993.981016 nChanged 108 SP:Iteration 31Q (9708.431693 sec): 3 clusters Score: Raw -1191014.523744 + Penalty 2982.488274 = -1188032.035470 nChanged 84 SP:Iteration 32Q (9708.489557 sec): 3 clusters Score: Raw -1191045.447217 + Penalty 2982.488274 = -1188062.958943 nChanged 78 SP:Iteration 33Q (9708.522489 sec): 3 clusters Score: Raw -1191070.714936 + Penalty 2982.488274 = -1188088.226662 nChanged 71 SP:Iteration 34Q (9708.568637 sec): 3 clusters Score: Raw -1191090.843984 + Penalty 2982.488274 = -1188108.355710 nChanged 53 SP:Iteration 35Q (9708.594930 sec): 3 clusters Score: Raw -1191105.986394 + Penalty 2982.488274 = -1188123.498120 nChanged 63 SP:Iteration 36Q (9708.641032 sec): 3 clusters Score: Raw -1191123.348278 + Penalty 2982.488274 = -1188140.860004 nChanged 60 SP:Iteration 37Q (9708.666484 sec): 3 clusters Score: Raw -1191141.899846 + Penalty 2982.488274 = -1188159.411573 nChanged 66 SP:Iteration 38Q (9708.705187 sec): 3 clusters Score: Raw -1191161.136194 + Penalty 2982.488274 = -1188178.647921 nChanged 51 SP:Iteration 39Q (9708.740587 sec): 3 clusters Score: Raw -1191173.557406 + Penalty 2982.488274 = -1188191.069132 nChanged 46 SP:Iteration 40F (9708.768396 sec): 3 clusters Score: Raw -1191191.655643 + Penalty 2982.488274 = -1188209.167369 nChanged 53 SP:Iteration 41Q (9708.828746 sec): 3 clusters Score: Raw -1191207.688712 + Penalty 2982.488274 = -1188225.200438 nChanged 41 SP:Iteration 42Q (9708.844602 sec): 3 clusters Score: Raw -1191219.785889 + Penalty 2982.488274 = -1188237.297616 nChanged 42 SP:Iteration 43Q (9708.870288 sec): 3 clusters Score: Raw -1191229.133662 + Penalty 2982.488274 = -1188246.645388 nChanged 30 SP:Iteration 44Q (9708.905872 sec): 3 clusters Score: Raw -1191235.332514 + Penalty 2982.488274 = -1188252.844240 nChanged 22 SP:Iteration 45Q (9708.934177 sec): 3 clusters Score: Raw -1191239.136593 + Penalty 2982.488274 = -1188256.648320 nChanged 22 SP:Iteration 46Q (9708.957193 sec): 3 clusters Score: Raw -1191242.567973 + Penalty 2982.488274 = -1188260.079700 nChanged 26 SP:Iteration 47Q (9708.987111 sec): 3 clusters Score: Raw -1191247.862474 + Penalty 2982.488274 = -1188265.374200 nChanged 24 SP:Iteration 48Q (9709.033601 sec): 3 clusters Score: Raw -1191252.605460 + Penalty 2982.488274 = -1188270.117186 nChanged 25 SP:Iteration 49Q (9709.065196 sec): 3 clusters Score: Raw -1191257.355543 + Penalty 2982.488274 = -1188274.867270 nChanged 25 SP:Iteration 50Q (9709.090868 sec): 3 clusters Score: Raw -1191261.695358 + Penalty 2982.488274 = -1188279.207084 nChanged 28 SP:Iteration 51Q (9709.135831 sec): 3 clusters Score: Raw -1191266.944674 + Penalty 2982.488274 = -1188284.456400 nChanged 30 SP:Iteration 52Q (9709.170951 sec): 3 clusters Score: Raw -1191272.560392 + Penalty 2982.488274 = -1188290.072119 nChanged 23 SP:Iteration 53Q (9709.196573 sec): 3 clusters Score: Raw -1191276.876821 + Penalty 2982.488274 = -1188294.388548 nChanged 28 SP:Iteration 54Q (9709.256307 sec): 3 clusters Score: Raw -1191281.858268 + Penalty 2982.488274 = -1188299.369995 nChanged 22 SP:Iteration 55Q (9709.303983 sec): 3 clusters Score: Raw -1191285.723896 + Penalty 2982.488274 = -1188303.235622 nChanged 21 SP:Iteration 56Q (9709.351415 sec): 3 clusters Score: Raw -1191288.793137 + Penalty 2982.488274 = -1188306.304863 nChanged 12 SP:Iteration 57Q (9709.377080 sec): 3 clusters Score: Raw -1191290.947099 + Penalty 2982.488274 = -1188308.458826 nChanged 13 SP:Iteration 58Q (9709.402684 sec): 3 clusters Score: Raw -1191293.584741 + Penalty 2982.488274 = -1188311.096468 nChanged 14 SP:Iteration 59Q (9709.428291 sec): 3 clusters Score: Raw -1191295.055829 + Penalty 2982.488274 = -1188312.567556 nChanged 12 SP:Iteration 60F (9709.488103 sec): 3 clusters Score: Raw -1191296.844382 + Penalty 2982.488274 = -1188314.356108 nChanged 12 SP:Iteration 61Q (9709.536432 sec): 3 clusters Score: Raw -1191298.950250 + Penalty 2982.488274 = -1188316.461976 nChanged 9 SP:Iteration 62Q (9709.593310 sec): 3 clusters Score: Raw -1191300.210564 + Penalty 2982.488274 = -1188317.722291 nChanged 11 SP:Iteration 63Q (9709.642043 sec): 3 clusters Score: Raw -1191301.286347 + Penalty 2982.488274 = -1188318.798074 nChanged 10 SP:Iteration 64Q (9709.697326 sec): 3 clusters Score: Raw -1191302.315157 + Penalty 2982.488274 = -1188319.826883 nChanged 9 SP:Iteration 65Q (9709.754246 sec): 3 clusters Score: Raw -1191303.617905 + Penalty 2982.488274 = -1188321.129632 nChanged 10 SP:Iteration 66Q (9709.811243 sec): 3 clusters Score: Raw -1191304.812946 + Penalty 2982.488274 = -1188322.324672 nChanged 12 SP:Iteration 67Q (9709.873900 sec): 3 clusters Score: Raw -1191306.081901 + Penalty 2982.488274 = -1188323.593627 nChanged 6 SP:Iteration 68Q (9709.936569 sec): 3 clusters Score: Raw -1191306.730907 + Penalty 2982.488274 = -1188324.242634 nChanged 7 SP:Iteration 69Q (9709.994219 sec): 3 clusters Score: Raw -1191307.559043 + Penalty 2982.488274 = -1188325.070769 nChanged 7 SP:Iteration 70Q (9710.056974 sec): 3 clusters Score: Raw -1191308.350067 + Penalty 2982.488274 = -1188325.861794 nChanged 0 SP:Iteration 71F (9710.113790 sec): 3 clusters Score: Raw -1191308.350067 + Penalty 2982.488274 = -1188325.861794 nChanged 0 Trying to split cluster 11 (11493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9710.138836 sec): 2 clusters Score: Raw -1417667.884175 + Penalty 1519.292683 = -1416148.591492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9710.205908 sec): 3 clusters Score: Raw -1411149.187641 + Penalty 3038.585366 = -1408110.602275 nChanged 5055 SP:Iteration 1F (9710.258621 sec): 3 clusters Score: Raw -1414025.420416 + Penalty 3038.585366 = -1410986.835050 nChanged 884 SP:Iteration 2F (9710.318728 sec): 3 clusters Score: Raw -1414589.300487 + Penalty 3038.585366 = -1411550.715121 nChanged 860 SP:Iteration 3F (9710.385519 sec): 3 clusters Score: Raw -1415247.386402 + Penalty 3038.585366 = -1412208.801036 nChanged 884 SP:Iteration 4F (9710.446114 sec): 3 clusters Score: Raw -1416042.126549 + Penalty 3038.585366 = -1413003.541183 nChanged 844 SP:Iteration 5F (9710.511125 sec): 3 clusters Score: Raw -1416788.957609 + Penalty 3038.585366 = -1413750.372243 nChanged 677 SP:Iteration 6F (9710.555481 sec): 3 clusters Score: Raw -1417402.084655 + Penalty 3038.585366 = -1414363.499289 nChanged 520 SP:Iteration 7Q (9710.618178 sec): 3 clusters Score: Raw -1417844.021154 + Penalty 3038.585366 = -1414805.435789 nChanged 393 SP:Iteration 8Q (9710.684878 sec): 3 clusters Score: Raw -1418125.806534 + Penalty 3038.585366 = -1415087.221168 nChanged 296 SP:Iteration 9Q (9710.739185 sec): 3 clusters Score: Raw -1418293.333895 + Penalty 3038.585366 = -1415254.748529 nChanged 213 SP:Iteration 10Q (9710.799204 sec): 3 clusters Score: Raw -1418393.590228 + Penalty 3038.585366 = -1415355.004862 nChanged 154 SP:Iteration 11Q (9710.844103 sec): 3 clusters Score: Raw -1418457.945716 + Penalty 3038.585366 = -1415419.360350 nChanged 147 SP:Iteration 12Q (9710.900028 sec): 3 clusters Score: Raw -1418522.014070 + Penalty 3038.585366 = -1415483.428704 nChanged 131 SP:Iteration 13Q (9710.966242 sec): 3 clusters Score: Raw -1418574.454953 + Penalty 3038.585366 = -1415535.869588 nChanged 120 SP:Iteration 14Q (9711.020059 sec): 3 clusters Score: Raw -1418621.273939 + Penalty 3038.585366 = -1415582.688573 nChanged 100 SP:Iteration 15Q (9711.072053 sec): 3 clusters Score: Raw -1418654.315151 + Penalty 3038.585366 = -1415615.729785 nChanged 80 SP:Iteration 16Q (9711.131262 sec): 3 clusters Score: Raw -1418682.668423 + Penalty 3038.585366 = -1415644.083057 nChanged 81 SP:Iteration 17Q (9711.183302 sec): 3 clusters Score: Raw -1418718.537309 + Penalty 3038.585366 = -1415679.951943 nChanged 87 SP:Iteration 18Q (9711.252601 sec): 3 clusters Score: Raw -1418755.991256 + Penalty 3038.585366 = -1415717.405890 nChanged 95 SP:Iteration 19Q (9711.281147 sec): 3 clusters Score: Raw -1418791.390384 + Penalty 3038.585366 = -1415752.805019 nChanged 88 SP:Iteration 20F (9711.343920 sec): 3 clusters Score: Raw -1418822.486789 + Penalty 3038.585366 = -1415783.901423 nChanged 75 SP:Iteration 21Q (9711.382933 sec): 3 clusters Score: Raw -1418851.908877 + Penalty 3038.585366 = -1415813.323511 nChanged 78 SP:Iteration 22Q (9711.438307 sec): 3 clusters Score: Raw -1418882.147661 + Penalty 3038.585366 = -1415843.562295 nChanged 73 SP:Iteration 23Q (9711.481687 sec): 3 clusters Score: Raw -1418918.103220 + Penalty 3038.585366 = -1415879.517854 nChanged 87 SP:Iteration 24Q (9711.512519 sec): 3 clusters Score: Raw -1418953.355207 + Penalty 3038.585366 = -1415914.769841 nChanged 84 SP:Iteration 25Q (9711.584723 sec): 3 clusters Score: Raw -1418983.171316 + Penalty 3038.585366 = -1415944.585950 nChanged 81 SP:Iteration 26Q (9711.615126 sec): 3 clusters Score: Raw -1419014.926015 + Penalty 3038.585366 = -1415976.340649 nChanged 74 SP:Iteration 27Q (9711.674694 sec): 3 clusters Score: Raw -1419041.615619 + Penalty 3038.585366 = -1416003.030253 nChanged 61 SP:Iteration 28Q (9711.735551 sec): 3 clusters Score: Raw -1419060.133679 + Penalty 3038.585366 = -1416021.548313 nChanged 46 SP:Iteration 29Q (9711.786942 sec): 3 clusters Score: Raw -1419070.743857 + Penalty 3038.585366 = -1416032.158491 nChanged 45 SP:Iteration 30Q (9711.822372 sec): 3 clusters Score: Raw -1419083.573738 + Penalty 3038.585366 = -1416044.988372 nChanged 41 SP:Iteration 31Q (9711.881211 sec): 3 clusters Score: Raw -1419092.895949 + Penalty 3038.585366 = -1416054.310583 nChanged 27 SP:Iteration 32Q (9711.912178 sec): 3 clusters Score: Raw -1419099.532942 + Penalty 3038.585366 = -1416060.947576 nChanged 33 SP:Iteration 33Q (9711.966975 sec): 3 clusters Score: Raw -1419107.481798 + Penalty 3038.585366 = -1416068.896432 nChanged 34 SP:Iteration 34Q (9711.994829 sec): 3 clusters Score: Raw -1419115.914853 + Penalty 3038.585366 = -1416077.329487 nChanged 27 SP:Iteration 35Q (9712.024727 sec): 3 clusters Score: Raw -1419120.582954 + Penalty 3038.585366 = -1416081.997588 nChanged 20 SP:Iteration 36Q (9712.052461 sec): 3 clusters Score: Raw -1419123.432439 + Penalty 3038.585366 = -1416084.847074 nChanged 9 SP:Iteration 37Q (9712.110346 sec): 3 clusters Score: Raw -1419124.383810 + Penalty 3038.585366 = -1416085.798444 nChanged 8 SP:Iteration 38Q (9712.147246 sec): 3 clusters Score: Raw -1419125.213979 + Penalty 3038.585366 = -1416086.628613 nChanged 4 SP:Iteration 39Q (9712.210282 sec): 3 clusters Score: Raw -1419125.900525 + Penalty 3038.585366 = -1416087.315160 nChanged 6 SP:Iteration 40F (9712.265613 sec): 3 clusters Score: Raw -1419126.640610 + Penalty 3038.585366 = -1416088.055244 nChanged 4 SP:Iteration 41Q (9712.323462 sec): 3 clusters Score: Raw -1419127.224570 + Penalty 3038.585366 = -1416088.639204 nChanged 5 SP:Iteration 42Q (9712.394896 sec): 3 clusters Score: Raw -1419127.888173 + Penalty 3038.585366 = -1416089.302807 nChanged 3 SP:Iteration 43Q (9712.432223 sec): 3 clusters Score: Raw -1419128.295187 + Penalty 3038.585366 = -1416089.709821 nChanged 3 SP:Iteration 44Q (9712.484670 sec): 3 clusters Score: Raw -1419128.705143 + Penalty 3038.585366 = -1416090.119777 nChanged 1 SP:Iteration 45Q (9712.512929 sec): 3 clusters Score: Raw -1419128.873608 + Penalty 3038.585366 = -1416090.288242 nChanged 1 SP:Iteration 46Q (9712.540596 sec): 3 clusters Score: Raw -1419129.140592 + Penalty 3038.585366 = -1416090.555226 nChanged 3 SP:Iteration 47Q (9712.598022 sec): 3 clusters Score: Raw -1419129.677120 + Penalty 3038.585366 = -1416091.091754 nChanged 6 SP:Iteration 48Q (9712.658447 sec): 3 clusters Score: Raw -1419130.229381 + Penalty 3038.585366 = -1416091.644016 nChanged 2 SP:Iteration 49Q (9712.704559 sec): 3 clusters Score: Raw -1419130.521185 + Penalty 3038.585366 = -1416091.935819 nChanged 2 SP:Iteration 50Q (9712.758796 sec): 3 clusters Score: Raw -1419130.880147 + Penalty 3038.585366 = -1416092.294781 nChanged 1 SP:Iteration 51Q (9712.815446 sec): 3 clusters Score: Raw -1419130.941916 + Penalty 3038.585366 = -1416092.356550 nChanged 0 SP:Iteration 52F (9712.877662 sec): 3 clusters Score: Raw -1419130.941916 + Penalty 3038.585366 = -1416092.356550 nChanged 0 Trying to split cluster 12 (361366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9713.304996 sec): 2 clusters Score: Raw -46254654.297015 + Penalty 2079.617568 = -46252574.679446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9713.888594 sec): 3 clusters Score: Raw -46012243.113702 + Penalty 4159.235137 = -46008083.878566 nChanged 176526 SP:Iteration 1F (9714.472068 sec): 3 clusters Score: Raw -46117854.354635 + Penalty 4159.235137 = -46113695.119499 nChanged 9024 SP:Iteration 2Q (9715.072709 sec): 3 clusters Score: Raw -46119602.377633 + Penalty 4159.235137 = -46115443.142496 nChanged 10483 SP:Iteration 3Q (9715.661411 sec): 3 clusters Score: Raw -46122124.023032 + Penalty 4159.235137 = -46117964.787896 nChanged 13035 SP:Iteration 4Q (9716.248384 sec): 3 clusters Score: Raw -46126294.811603 + Penalty 4159.235137 = -46122135.576467 nChanged 17254 SP:Iteration 5Q (9716.856701 sec): 3 clusters Score: Raw -46133945.989556 + Penalty 4159.235137 = -46129786.754419 nChanged 22847 SP:Iteration 6F (9717.398360 sec): 3 clusters Score: Raw -46147440.741768 + Penalty 4159.235137 = -46143281.506632 nChanged 28110 SP:Iteration 7F (9717.955727 sec): 3 clusters Score: Raw -46168265.964860 + Penalty 4159.235137 = -46164106.729724 nChanged 30300 SP:Iteration 8F (9718.532116 sec): 3 clusters Score: Raw -46194468.943201 + Penalty 4159.235137 = -46190309.708065 nChanged 26446 SP:Iteration 9F (9719.100432 sec): 3 clusters Score: Raw -46219428.777009 + Penalty 4159.235137 = -46215269.541873 nChanged 18755 SP:Iteration 10F (9719.641984 sec): 3 clusters Score: Raw -46237449.042099 + Penalty 4159.235137 = -46233289.806963 nChanged 10418 SP:Iteration 11Q (9720.160260 sec): 3 clusters Score: Raw -46247070.436749 + Penalty 4159.235137 = -46242911.201612 nChanged 5113 SP:Iteration 12Q (9720.657693 sec): 3 clusters Score: Raw -46251529.823328 + Penalty 4159.235137 = -46247370.588191 nChanged 2353 SP:Iteration 13Q (9721.118128 sec): 3 clusters Score: Raw -46253468.619487 + Penalty 4159.235137 = -46249309.384351 nChanged 1082 SP:Iteration 14Q (9721.588218 sec): 3 clusters Score: Raw -46254284.889760 + Penalty 4159.235137 = -46250125.654624 nChanged 533 SP:Iteration 15Q (9722.048546 sec): 3 clusters Score: Raw -46254671.181216 + Penalty 4159.235137 = -46250511.946079 nChanged 326 SP:Iteration 16Q (9722.489192 sec): 3 clusters Score: Raw -46254908.569567 + Penalty 4159.235137 = -46250749.334430 nChanged 196 SP:Iteration 17Q (9722.929166 sec): 3 clusters Score: Raw -46255038.568641 + Penalty 4159.235137 = -46250879.333504 nChanged 138 SP:Iteration 18Q (9723.379549 sec): 3 clusters Score: Raw -46255136.868861 + Penalty 4159.235137 = -46250977.633725 nChanged 107 SP:Iteration 19Q (9723.812583 sec): 3 clusters Score: Raw -46255206.179646 + Penalty 4159.235137 = -46251046.944510 nChanged 77 SP:Iteration 20F (9724.367179 sec): 3 clusters Score: Raw -46255264.093538 + Penalty 4159.235137 = -46251104.858401 nChanged 74 SP:Iteration 21Q (9724.807889 sec): 3 clusters Score: Raw -46255307.029063 + Penalty 4159.235137 = -46251147.793926 nChanged 59 SP:Iteration 22Q (9725.255377 sec): 3 clusters Score: Raw -46255343.511532 + Penalty 4159.235137 = -46251184.276395 nChanged 65 SP:Iteration 23Q (9725.732948 sec): 3 clusters Score: Raw -46255389.919794 + Penalty 4159.235137 = -46251230.684657 nChanged 59 SP:Iteration 24Q (9726.274470 sec): 3 clusters Score: Raw -46255433.179233 + Penalty 4159.235137 = -46251273.944097 nChanged 52 SP:Iteration 25Q (9726.705352 sec): 3 clusters Score: Raw -46255463.648788 + Penalty 4159.235137 = -46251304.413651 nChanged 42 SP:Iteration 26Q (9727.152875 sec): 3 clusters Score: Raw -46255489.883915 + Penalty 4159.235137 = -46251330.648778 nChanged 44 SP:Iteration 27Q (9727.583225 sec): 3 clusters Score: Raw -46255523.880728 + Penalty 4159.235137 = -46251364.645592 nChanged 58 SP:Iteration 28Q (9728.021644 sec): 3 clusters Score: Raw -46255563.435277 + Penalty 4159.235137 = -46251404.200140 nChanged 59 SP:Iteration 29Q (9728.467945 sec): 3 clusters Score: Raw -46255601.718977 + Penalty 4159.235137 = -46251442.483840 nChanged 72 SP:Iteration 30Q (9728.903485 sec): 3 clusters Score: Raw -46255656.630275 + Penalty 4159.235137 = -46251497.395138 nChanged 72 SP:Iteration 31Q (9729.334929 sec): 3 clusters Score: Raw -46255705.525993 + Penalty 4159.235137 = -46251546.290856 nChanged 75 SP:Iteration 32Q (9729.772930 sec): 3 clusters Score: Raw -46255750.801333 + Penalty 4159.235137 = -46251591.566197 nChanged 56 SP:Iteration 33Q (9730.204815 sec): 3 clusters Score: Raw -46255788.320688 + Penalty 4159.235137 = -46251629.085552 nChanged 44 SP:Iteration 34Q (9730.645345 sec): 3 clusters Score: Raw -46255815.504025 + Penalty 4159.235137 = -46251656.268888 nChanged 43 SP:Iteration 35Q (9731.104292 sec): 3 clusters Score: Raw -46255836.409694 + Penalty 4159.235137 = -46251677.174558 nChanged 27 SP:Iteration 36Q (9731.534246 sec): 3 clusters Score: Raw -46255850.173460 + Penalty 4159.235137 = -46251690.938323 nChanged 26 SP:Iteration 37Q (9731.966885 sec): 3 clusters Score: Raw -46255862.070334 + Penalty 4159.235137 = -46251702.835198 nChanged 19 SP:Iteration 38Q (9732.401619 sec): 3 clusters Score: Raw -46255867.375370 + Penalty 4159.235137 = -46251708.140234 nChanged 9 SP:Iteration 39Q (9732.838012 sec): 3 clusters Score: Raw -46255870.410893 + Penalty 4159.235137 = -46251711.175757 nChanged 12 SP:Iteration 40F (9733.379692 sec): 3 clusters Score: Raw -46255917.230631 + Penalty 4159.235137 = -46251757.995495 nChanged 57 SP:Iteration 41Q (9733.813790 sec): 3 clusters Score: Raw -46255964.572188 + Penalty 4159.235137 = -46251805.337051 nChanged 54 SP:Iteration 42Q (9734.262614 sec): 3 clusters Score: Raw -46256002.395007 + Penalty 4159.235137 = -46251843.159870 nChanged 62 SP:Iteration 43Q (9734.721942 sec): 3 clusters Score: Raw -46256036.037143 + Penalty 4159.235137 = -46251876.802007 nChanged 57 SP:Iteration 44Q (9735.153532 sec): 3 clusters Score: Raw -46256061.950115 + Penalty 4159.235137 = -46251902.714978 nChanged 50 SP:Iteration 45Q (9735.595770 sec): 3 clusters Score: Raw -46256081.535496 + Penalty 4159.235137 = -46251922.300359 nChanged 36 SP:Iteration 46Q (9736.041779 sec): 3 clusters Score: Raw -46256093.131313 + Penalty 4159.235137 = -46251933.896176 nChanged 29 SP:Iteration 47Q (9736.489470 sec): 3 clusters Score: Raw -46256103.708359 + Penalty 4159.235137 = -46251944.473223 nChanged 20 SP:Iteration 48Q (9736.922393 sec): 3 clusters Score: Raw -46256107.770155 + Penalty 4159.235137 = -46251948.535018 nChanged 6 SP:Iteration 49Q (9737.352490 sec): 3 clusters Score: Raw -46256109.193682 + Penalty 4159.235137 = -46251949.958545 nChanged 3 SP:Iteration 50Q (9737.784689 sec): 3 clusters Score: Raw -46256110.011822 + Penalty 4159.235137 = -46251950.776685 nChanged 5 SP:Iteration 51Q (9738.218054 sec): 3 clusters Score: Raw -46256111.568525 + Penalty 4159.235137 = -46251952.333388 nChanged 6 SP:Iteration 52Q (9738.649491 sec): 3 clusters Score: Raw -46256113.567669 + Penalty 4159.235137 = -46251954.332533 nChanged 9 SP:Iteration 53Q (9739.109317 sec): 3 clusters Score: Raw -46256116.435373 + Penalty 4159.235137 = -46251957.200237 nChanged 9 SP:Iteration 54Q (9739.564459 sec): 3 clusters Score: Raw -46256118.262199 + Penalty 4159.235137 = -46251959.027062 nChanged 8 SP:Iteration 55Q (9740.011916 sec): 3 clusters Score: Raw -46256120.074946 + Penalty 4159.235137 = -46251960.839809 nChanged 6 SP:Iteration 56Q (9740.474320 sec): 3 clusters Score: Raw -46256121.454614 + Penalty 4159.235137 = -46251962.219477 nChanged 7 SP:Iteration 57Q (9740.908661 sec): 3 clusters Score: Raw -46256122.954296 + Penalty 4159.235137 = -46251963.719160 nChanged 10 SP:Iteration 58Q (9741.346222 sec): 3 clusters Score: Raw -46256126.008964 + Penalty 4159.235137 = -46251966.773827 nChanged 13 SP:Iteration 59Q (9741.782755 sec): 3 clusters Score: Raw -46256129.079659 + Penalty 4159.235137 = -46251969.844523 nChanged 6 SP:Iteration 60F (9742.324648 sec): 3 clusters Score: Raw -46256133.517116 + Penalty 4159.235137 = -46251974.281979 nChanged 9 SP:Iteration 61Q (9742.788870 sec): 3 clusters Score: Raw -46256136.886877 + Penalty 4159.235137 = -46251977.651740 nChanged 12 SP:Iteration 62Q (9743.236427 sec): 3 clusters Score: Raw -46256140.417211 + Penalty 4159.235137 = -46251981.182074 nChanged 13 SP:Iteration 63Q (9743.696052 sec): 3 clusters Score: Raw -46256144.604177 + Penalty 4159.235137 = -46251985.369041 nChanged 11 SP:Iteration 64Q (9744.171991 sec): 3 clusters Score: Raw -46256147.215603 + Penalty 4159.235137 = -46251987.980467 nChanged 10 SP:Iteration 65Q (9744.630474 sec): 3 clusters Score: Raw -46256150.515357 + Penalty 4159.235137 = -46251991.280221 nChanged 10 SP:Iteration 66Q (9745.086628 sec): 3 clusters Score: Raw -46256152.804846 + Penalty 4159.235137 = -46251993.569710 nChanged 12 SP:Iteration 67Q (9745.517845 sec): 3 clusters Score: Raw -46256155.325734 + Penalty 4159.235137 = -46251996.090598 nChanged 11 SP:Iteration 68Q (9745.949766 sec): 3 clusters Score: Raw -46256158.194473 + Penalty 4159.235137 = -46251998.959336 nChanged 7 SP:Iteration 69Q (9746.416167 sec): 3 clusters Score: Raw -46256160.695673 + Penalty 4159.235137 = -46252001.460537 nChanged 13 SP:Iteration 70Q (9746.871434 sec): 3 clusters Score: Raw -46256165.178432 + Penalty 4159.235137 = -46252005.943296 nChanged 8 SP:Iteration 71Q (9747.317399 sec): 3 clusters Score: Raw -46256167.147022 + Penalty 4159.235137 = -46252007.911885 nChanged 5 SP:Iteration 72Q (9747.775798 sec): 3 clusters Score: Raw -46256167.997336 + Penalty 4159.235137 = -46252008.762200 nChanged 3 SP:Iteration 73Q (9748.257326 sec): 3 clusters Score: Raw -46256168.943657 + Penalty 4159.235137 = -46252009.708521 nChanged 5 SP:Iteration 74Q (9748.687125 sec): 3 clusters Score: Raw -46256169.739176 + Penalty 4159.235137 = -46252010.504039 nChanged 3 SP:Iteration 75Q (9749.120660 sec): 3 clusters Score: Raw -46256170.163083 + Penalty 4159.235137 = -46252010.927946 nChanged 0 SP:Iteration 76F (9749.661019 sec): 3 clusters Score: Raw -46256170.163083 + Penalty 4159.235137 = -46252010.927946 nChanged 0 Trying to split cluster 13 (1710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9749.696143 sec): 2 clusters Score: Raw -206130.064984 + Penalty 1209.690406 = -204920.374579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9749.742058 sec): 3 clusters Score: Raw -205447.840441 + Penalty 2419.380811 = -203028.459630 nChanged 594 SP:Iteration 1F (9749.780788 sec): 3 clusters Score: Raw -205917.176858 + Penalty 2419.380811 = -203497.796047 nChanged 135 SP:Iteration 2F (9749.823884 sec): 3 clusters Score: Raw -206054.953183 + Penalty 2419.380811 = -203635.572372 nChanged 106 SP:Iteration 3F (9749.863479 sec): 3 clusters Score: Raw -206159.585868 + Penalty 2419.380811 = -203740.205056 nChanged 80 SP:Iteration 4Q (9749.905444 sec): 3 clusters Score: Raw -206257.147273 + Penalty 2419.380811 = -203837.766462 nChanged 75 SP:Iteration 5Q (9749.943943 sec): 3 clusters Score: Raw -206323.446033 + Penalty 2419.380811 = -203904.065222 nChanged 45 SP:Iteration 6Q (9749.985815 sec): 3 clusters Score: Raw -206362.593490 + Penalty 2419.380811 = -203943.212679 nChanged 37 SP:Iteration 7Q (9750.031548 sec): 3 clusters Score: Raw -206391.119595 + Penalty 2419.380811 = -203971.738784 nChanged 30 SP:Iteration 8Q (9750.073209 sec): 3 clusters Score: Raw -206412.788431 + Penalty 2419.380811 = -203993.407620 nChanged 34 SP:Iteration 9Q (9750.118987 sec): 3 clusters Score: Raw -206435.354213 + Penalty 2419.380811 = -204015.973402 nChanged 19 SP:Iteration 10Q (9750.161665 sec): 3 clusters Score: Raw -206446.687584 + Penalty 2419.380811 = -204027.306772 nChanged 14 SP:Iteration 11Q (9750.206155 sec): 3 clusters Score: Raw -206453.448452 + Penalty 2419.380811 = -204034.067641 nChanged 17 SP:Iteration 12Q (9750.250005 sec): 3 clusters Score: Raw -206467.566569 + Penalty 2419.380811 = -204048.185758 nChanged 17 SP:Iteration 13Q (9750.302894 sec): 3 clusters Score: Raw -206480.967122 + Penalty 2419.380811 = -204061.586310 nChanged 19 SP:Iteration 14Q (9750.327505 sec): 3 clusters Score: Raw -206496.451991 + Penalty 2419.380811 = -204077.071180 nChanged 24 SP:Iteration 15Q (9750.368255 sec): 3 clusters Score: Raw -206513.593706 + Penalty 2419.380811 = -204094.212895 nChanged 21 SP:Iteration 16Q (9750.399494 sec): 3 clusters Score: Raw -206527.608519 + Penalty 2419.380811 = -204108.227708 nChanged 15 SP:Iteration 17Q (9750.437860 sec): 3 clusters Score: Raw -206538.439483 + Penalty 2419.380811 = -204119.058672 nChanged 23 SP:Iteration 18Q (9750.479990 sec): 3 clusters Score: Raw -206551.469293 + Penalty 2419.380811 = -204132.088482 nChanged 14 SP:Iteration 19Q (9750.530022 sec): 3 clusters Score: Raw -206559.705780 + Penalty 2419.380811 = -204140.324969 nChanged 13 SP:Iteration 20F (9750.576068 sec): 3 clusters Score: Raw -206565.398246 + Penalty 2419.380811 = -204146.017435 nChanged 9 SP:Iteration 21Q (9750.621752 sec): 3 clusters Score: Raw -206570.486116 + Penalty 2419.380811 = -204151.105305 nChanged 9 SP:Iteration 22Q (9750.664988 sec): 3 clusters Score: Raw -206575.256677 + Penalty 2419.380811 = -204155.875866 nChanged 12 SP:Iteration 23Q (9750.710763 sec): 3 clusters Score: Raw -206580.761546 + Penalty 2419.380811 = -204161.380735 nChanged 8 SP:Iteration 24Q (9750.754728 sec): 3 clusters Score: Raw -206584.707998 + Penalty 2419.380811 = -204165.327187 nChanged 6 SP:Iteration 25Q (9750.804962 sec): 3 clusters Score: Raw -206588.112561 + Penalty 2419.380811 = -204168.731750 nChanged 3 SP:Iteration 26Q (9750.852589 sec): 3 clusters Score: Raw -206589.066836 + Penalty 2419.380811 = -204169.686025 nChanged 1 SP:Iteration 27Q (9750.886691 sec): 3 clusters Score: Raw -206589.540042 + Penalty 2419.380811 = -204170.159231 nChanged 1 SP:Iteration 28Q (9750.939172 sec): 3 clusters Score: Raw -206589.843752 + Penalty 2419.380811 = -204170.462941 nChanged 1 SP:Iteration 29Q (9750.978881 sec): 3 clusters Score: Raw -206590.182045 + Penalty 2419.380811 = -204170.801234 nChanged 2 SP:Iteration 30Q (9751.017176 sec): 3 clusters Score: Raw -206590.667013 + Penalty 2419.380811 = -204171.286202 nChanged 2 SP:Iteration 31Q (9751.037535 sec): 3 clusters Score: Raw -206591.477712 + Penalty 2419.380811 = -204172.096901 nChanged 3 SP:Iteration 32Q (9751.046036 sec): 3 clusters Score: Raw -206592.261966 + Penalty 2419.380811 = -204172.881155 nChanged 1 SP:Iteration 33Q (9751.054491 sec): 3 clusters Score: Raw -206592.642822 + Penalty 2419.380811 = -204173.262011 nChanged 3 SP:Iteration 34Q (9751.084555 sec): 3 clusters Score: Raw -206593.264697 + Penalty 2419.380811 = -204173.883886 nChanged 2 SP:Iteration 35Q (9751.130829 sec): 3 clusters Score: Raw -206594.403943 + Penalty 2419.380811 = -204175.023132 nChanged 2 SP:Iteration 36Q (9751.174975 sec): 3 clusters Score: Raw -206595.222250 + Penalty 2419.380811 = -204175.841439 nChanged 1 SP:Iteration 37Q (9751.217671 sec): 3 clusters Score: Raw -206595.595242 + Penalty 2419.380811 = -204176.214431 nChanged 1 SP:Iteration 38Q (9751.260987 sec): 3 clusters Score: Raw -206596.088364 + Penalty 2419.380811 = -204176.707553 nChanged 1 SP:Iteration 39Q (9751.303608 sec): 3 clusters Score: Raw -206596.490613 + Penalty 2419.380811 = -204177.109802 nChanged 2 SP:Iteration 40F (9751.337744 sec): 3 clusters Score: Raw -206597.671220 + Penalty 2419.380811 = -204178.290409 nChanged 3 SP:Iteration 41Q (9751.377780 sec): 3 clusters Score: Raw -206598.973553 + Penalty 2419.380811 = -204179.592742 nChanged 2 SP:Iteration 42Q (9751.417951 sec): 3 clusters Score: Raw -206599.399475 + Penalty 2419.380811 = -204180.018664 nChanged 0 SP:Iteration 43F (9751.457635 sec): 3 clusters Score: Raw -206599.399475 + Penalty 2419.380811 = -204180.018664 nChanged 0 Trying to split cluster 14 (57247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9751.552356 sec): 2 clusters Score: Raw -6838583.596486 + Penalty 1780.208709 = -6836803.387777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9751.690083 sec): 3 clusters Score: Raw -6802202.461748 + Penalty 3560.417418 = -6798642.044329 nChanged 26959 SP:Iteration 1F (9751.806772 sec): 3 clusters Score: Raw -6817827.544388 + Penalty 3560.417418 = -6814267.126969 nChanged 2505 SP:Iteration 2Q (9751.927339 sec): 3 clusters Score: Raw -6818680.678359 + Penalty 3560.417418 = -6815120.260941 nChanged 2588 SP:Iteration 3Q (9752.069282 sec): 3 clusters Score: Raw -6819667.878314 + Penalty 3560.417418 = -6816107.460896 nChanged 2728 SP:Iteration 4Q (9752.207888 sec): 3 clusters Score: Raw -6820890.073156 + Penalty 3560.417418 = -6817329.655737 nChanged 3012 SP:Iteration 5F (9752.326121 sec): 3 clusters Score: Raw -6822494.124405 + Penalty 3560.417418 = -6818933.706987 nChanged 3343 SP:Iteration 6F (9752.436839 sec): 3 clusters Score: Raw -6824623.004670 + Penalty 3560.417418 = -6821062.587252 nChanged 3598 SP:Iteration 7F (9752.535134 sec): 3 clusters Score: Raw -6827310.004820 + Penalty 3560.417418 = -6823749.587401 nChanged 3508 SP:Iteration 8F (9752.647607 sec): 3 clusters Score: Raw -6829968.030342 + Penalty 3560.417418 = -6826407.612924 nChanged 2989 SP:Iteration 9F (9752.743208 sec): 3 clusters Score: Raw -6831901.659774 + Penalty 3560.417418 = -6828341.242355 nChanged 2328 SP:Iteration 10Q (9752.840850 sec): 3 clusters Score: Raw -6833204.279177 + Penalty 3560.417418 = -6829643.861758 nChanged 1784 SP:Iteration 11Q (9752.945770 sec): 3 clusters Score: Raw -6834122.473845 + Penalty 3560.417418 = -6830562.056427 nChanged 1388 SP:Iteration 12Q (9753.074776 sec): 3 clusters Score: Raw -6834804.919806 + Penalty 3560.417418 = -6831244.502388 nChanged 1199 SP:Iteration 13Q (9753.198209 sec): 3 clusters Score: Raw -6835424.675818 + Penalty 3560.417418 = -6831864.258399 nChanged 1130 SP:Iteration 14Q (9753.315688 sec): 3 clusters Score: Raw -6835980.690151 + Penalty 3560.417418 = -6832420.272733 nChanged 978 SP:Iteration 15Q (9753.437085 sec): 3 clusters Score: Raw -6836460.470623 + Penalty 3560.417418 = -6832900.053205 nChanged 875 SP:Iteration 16Q (9753.553901 sec): 3 clusters Score: Raw -6836872.620440 + Penalty 3560.417418 = -6833312.203021 nChanged 750 SP:Iteration 17Q (9753.666231 sec): 3 clusters Score: Raw -6837200.536303 + Penalty 3560.417418 = -6833640.118884 nChanged 709 SP:Iteration 18Q (9753.788041 sec): 3 clusters Score: Raw -6837506.474715 + Penalty 3560.417418 = -6833946.057297 nChanged 696 SP:Iteration 19Q (9753.904381 sec): 3 clusters Score: Raw -6837791.894297 + Penalty 3560.417418 = -6834231.476879 nChanged 633 SP:Iteration 20F (9754.032915 sec): 3 clusters Score: Raw -6838048.169372 + Penalty 3560.417418 = -6834487.751954 nChanged 588 SP:Iteration 21Q (9754.128107 sec): 3 clusters Score: Raw -6838301.778899 + Penalty 3560.417418 = -6834741.361481 nChanged 607 SP:Iteration 22Q (9754.214382 sec): 3 clusters Score: Raw -6838584.523860 + Penalty 3560.417418 = -6835024.106441 nChanged 587 SP:Iteration 23Q (9754.329661 sec): 3 clusters Score: Raw -6838864.904276 + Penalty 3560.417418 = -6835304.486858 nChanged 504 SP:Iteration 24Q (9754.442734 sec): 3 clusters Score: Raw -6839103.197049 + Penalty 3560.417418 = -6835542.779630 nChanged 441 SP:Iteration 25Q (9754.557007 sec): 3 clusters Score: Raw -6839304.036075 + Penalty 3560.417418 = -6835743.618656 nChanged 377 SP:Iteration 26Q (9754.662594 sec): 3 clusters Score: Raw -6839483.552483 + Penalty 3560.417418 = -6835923.135064 nChanged 318 SP:Iteration 27Q (9754.768615 sec): 3 clusters Score: Raw -6839633.348344 + Penalty 3560.417418 = -6836072.930926 nChanged 293 SP:Iteration 28Q (9754.895433 sec): 3 clusters Score: Raw -6839766.650087 + Penalty 3560.417418 = -6836206.232668 nChanged 251 SP:Iteration 29Q (9754.995559 sec): 3 clusters Score: Raw -6839861.235745 + Penalty 3560.417418 = -6836300.818326 nChanged 188 SP:Iteration 30Q (9755.084510 sec): 3 clusters Score: Raw -6839921.571760 + Penalty 3560.417418 = -6836361.154342 nChanged 134 SP:Iteration 31Q (9755.166532 sec): 3 clusters Score: Raw -6839965.700120 + Penalty 3560.417418 = -6836405.282701 nChanged 113 SP:Iteration 32Q (9755.253298 sec): 3 clusters Score: Raw -6839999.184866 + Penalty 3560.417418 = -6836438.767448 nChanged 92 SP:Iteration 33Q (9755.340784 sec): 3 clusters Score: Raw -6840025.989031 + Penalty 3560.417418 = -6836465.571613 nChanged 87 SP:Iteration 34Q (9755.433544 sec): 3 clusters Score: Raw -6840046.760357 + Penalty 3560.417418 = -6836486.342938 nChanged 84 SP:Iteration 35Q (9755.519525 sec): 3 clusters Score: Raw -6840069.432326 + Penalty 3560.417418 = -6836509.014907 nChanged 77 SP:Iteration 36Q (9755.600845 sec): 3 clusters Score: Raw -6840090.022914 + Penalty 3560.417418 = -6836529.605495 nChanged 56 SP:Iteration 37Q (9755.681227 sec): 3 clusters Score: Raw -6840103.682338 + Penalty 3560.417418 = -6836543.264920 nChanged 39 SP:Iteration 38Q (9755.765897 sec): 3 clusters Score: Raw -6840111.177516 + Penalty 3560.417418 = -6836550.760097 nChanged 18 SP:Iteration 39Q (9755.846622 sec): 3 clusters Score: Raw -6840113.232430 + Penalty 3560.417418 = -6836552.815012 nChanged 17 SP:Iteration 40F (9755.942426 sec): 3 clusters Score: Raw -6840116.065838 + Penalty 3560.417418 = -6836555.648420 nChanged 11 SP:Iteration 41Q (9756.023913 sec): 3 clusters Score: Raw -6840118.220881 + Penalty 3560.417418 = -6836557.803463 nChanged 10 SP:Iteration 42Q (9756.105017 sec): 3 clusters Score: Raw -6840119.825470 + Penalty 3560.417418 = -6836559.408051 nChanged 8 SP:Iteration 43Q (9756.186210 sec): 3 clusters Score: Raw -6840120.751058 + Penalty 3560.417418 = -6836560.333639 nChanged 3 SP:Iteration 44Q (9756.270550 sec): 3 clusters Score: Raw -6840121.063472 + Penalty 3560.417418 = -6836560.646054 nChanged 0 SP:Iteration 45F (9756.367896 sec): 3 clusters Score: Raw -6840121.063472 + Penalty 3560.417418 = -6836560.646054 nChanged 0 Trying to split cluster 15 (15557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9756.391622 sec): 2 clusters Score: Raw -1930652.534192 + Penalty 1568.493221 = -1929084.040971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9756.455088 sec): 3 clusters Score: Raw -1921511.788436 + Penalty 3136.986443 = -1918374.801993 nChanged 6933 SP:Iteration 1F (9756.489559 sec): 3 clusters Score: Raw -1925363.138410 + Penalty 3136.986443 = -1922226.151968 nChanged 863 SP:Iteration 2F (9756.525573 sec): 3 clusters Score: Raw -1925697.297818 + Penalty 3136.986443 = -1922560.311375 nChanged 736 SP:Iteration 3Q (9756.561354 sec): 3 clusters Score: Raw -1925988.753085 + Penalty 3136.986443 = -1922851.766642 nChanged 683 SP:Iteration 4Q (9756.596869 sec): 3 clusters Score: Raw -1926298.920646 + Penalty 3136.986443 = -1923161.934204 nChanged 718 SP:Iteration 5Q (9756.632407 sec): 3 clusters Score: Raw -1926622.430453 + Penalty 3136.986443 = -1923485.444010 nChanged 668 SP:Iteration 6Q (9756.700686 sec): 3 clusters Score: Raw -1926958.458632 + Penalty 3136.986443 = -1923821.472189 nChanged 708 SP:Iteration 7Q (9756.765152 sec): 3 clusters Score: Raw -1927345.665476 + Penalty 3136.986443 = -1924208.679034 nChanged 669 SP:Iteration 8Q (9756.801069 sec): 3 clusters Score: Raw -1927764.132858 + Penalty 3136.986443 = -1924627.146415 nChanged 729 SP:Iteration 9Q (9756.836466 sec): 3 clusters Score: Raw -1928229.863413 + Penalty 3136.986443 = -1925092.876971 nChanged 707 SP:Iteration 10Q (9756.876997 sec): 3 clusters Score: Raw -1928680.188312 + Penalty 3136.986443 = -1925543.201869 nChanged 616 SP:Iteration 11Q (9756.942645 sec): 3 clusters Score: Raw -1928987.945050 + Penalty 3136.986443 = -1925850.958607 nChanged 453 SP:Iteration 12Q (9757.014125 sec): 3 clusters Score: Raw -1929190.911019 + Penalty 3136.986443 = -1926053.924577 nChanged 373 SP:Iteration 13Q (9757.082026 sec): 3 clusters Score: Raw -1929336.560608 + Penalty 3136.986443 = -1926199.574166 nChanged 307 SP:Iteration 14Q (9757.144167 sec): 3 clusters Score: Raw -1929461.203242 + Penalty 3136.986443 = -1926324.216800 nChanged 269 SP:Iteration 15Q (9757.205891 sec): 3 clusters Score: Raw -1929572.811134 + Penalty 3136.986443 = -1926435.824692 nChanged 286 SP:Iteration 16Q (9757.244818 sec): 3 clusters Score: Raw -1929686.517147 + Penalty 3136.986443 = -1926549.530704 nChanged 269 SP:Iteration 17Q (9757.277856 sec): 3 clusters Score: Raw -1929790.543814 + Penalty 3136.986443 = -1926653.557371 nChanged 264 SP:Iteration 18Q (9757.312091 sec): 3 clusters Score: Raw -1929875.218829 + Penalty 3136.986443 = -1926738.232386 nChanged 199 SP:Iteration 19Q (9757.346149 sec): 3 clusters Score: Raw -1929936.288484 + Penalty 3136.986443 = -1926799.302042 nChanged 181 SP:Iteration 20F (9757.381316 sec): 3 clusters Score: Raw -1929989.054792 + Penalty 3136.986443 = -1926852.068350 nChanged 179 SP:Iteration 21Q (9757.452333 sec): 3 clusters Score: Raw -1930043.732753 + Penalty 3136.986443 = -1926906.746311 nChanged 184 SP:Iteration 22Q (9757.511828 sec): 3 clusters Score: Raw -1930099.214463 + Penalty 3136.986443 = -1926962.228020 nChanged 172 SP:Iteration 23Q (9757.575993 sec): 3 clusters Score: Raw -1930143.800031 + Penalty 3136.986443 = -1927006.813588 nChanged 140 SP:Iteration 24Q (9757.640590 sec): 3 clusters Score: Raw -1930180.027393 + Penalty 3136.986443 = -1927043.040951 nChanged 123 SP:Iteration 25Q (9757.706249 sec): 3 clusters Score: Raw -1930210.311125 + Penalty 3136.986443 = -1927073.324682 nChanged 116 SP:Iteration 26Q (9757.782066 sec): 3 clusters Score: Raw -1930236.389758 + Penalty 3136.986443 = -1927099.403315 nChanged 116 SP:Iteration 27Q (9757.832030 sec): 3 clusters Score: Raw -1930259.019294 + Penalty 3136.986443 = -1927122.032852 nChanged 102 SP:Iteration 28Q (9757.905538 sec): 3 clusters Score: Raw -1930277.041486 + Penalty 3136.986443 = -1927140.055043 nChanged 86 SP:Iteration 29Q (9757.964414 sec): 3 clusters Score: Raw -1930293.927873 + Penalty 3136.986443 = -1927156.941431 nChanged 86 SP:Iteration 30Q (9758.028925 sec): 3 clusters Score: Raw -1930309.990281 + Penalty 3136.986443 = -1927173.003838 nChanged 102 SP:Iteration 31Q (9758.085056 sec): 3 clusters Score: Raw -1930330.303742 + Penalty 3136.986443 = -1927193.317299 nChanged 100 SP:Iteration 32Q (9758.148806 sec): 3 clusters Score: Raw -1930353.496903 + Penalty 3136.986443 = -1927216.510460 nChanged 106 SP:Iteration 33Q (9758.212486 sec): 3 clusters Score: Raw -1930376.954771 + Penalty 3136.986443 = -1927239.968329 nChanged 93 SP:Iteration 34Q (9758.280032 sec): 3 clusters Score: Raw -1930401.647274 + Penalty 3136.986443 = -1927264.660831 nChanged 111 SP:Iteration 35Q (9758.344055 sec): 3 clusters Score: Raw -1930430.576417 + Penalty 3136.986443 = -1927293.589975 nChanged 116 SP:Iteration 36Q (9758.394775 sec): 3 clusters Score: Raw -1930459.862046 + Penalty 3136.986443 = -1927322.875603 nChanged 132 SP:Iteration 37Q (9758.463748 sec): 3 clusters Score: Raw -1930493.388726 + Penalty 3136.986443 = -1927356.402283 nChanged 118 SP:Iteration 38Q (9758.518686 sec): 3 clusters Score: Raw -1930521.834442 + Penalty 3136.986443 = -1927384.848000 nChanged 130 SP:Iteration 39Q (9758.582114 sec): 3 clusters Score: Raw -1930554.648251 + Penalty 3136.986443 = -1927417.661808 nChanged 145 SP:Iteration 40F (9758.641558 sec): 3 clusters Score: Raw -1930594.975790 + Penalty 3136.986443 = -1927457.989347 nChanged 137 SP:Iteration 41Q (9758.687481 sec): 3 clusters Score: Raw -1930628.571090 + Penalty 3136.986443 = -1927491.584647 nChanged 142 SP:Iteration 42Q (9758.720332 sec): 3 clusters Score: Raw -1930661.861375 + Penalty 3136.986443 = -1927524.874932 nChanged 119 SP:Iteration 43Q (9758.768482 sec): 3 clusters Score: Raw -1930688.537680 + Penalty 3136.986443 = -1927551.551237 nChanged 101 SP:Iteration 44Q (9758.810493 sec): 3 clusters Score: Raw -1930713.375964 + Penalty 3136.986443 = -1927576.389522 nChanged 109 SP:Iteration 45Q (9758.849104 sec): 3 clusters Score: Raw -1930740.362822 + Penalty 3136.986443 = -1927603.376379 nChanged 105 SP:Iteration 46Q (9758.910634 sec): 3 clusters Score: Raw -1930760.895878 + Penalty 3136.986443 = -1927623.909435 nChanged 102 SP:Iteration 47Q (9758.989149 sec): 3 clusters Score: Raw -1930780.915380 + Penalty 3136.986443 = -1927643.928937 nChanged 97 SP:Iteration 48Q (9759.043636 sec): 3 clusters Score: Raw -1930799.835916 + Penalty 3136.986443 = -1927662.849474 nChanged 84 SP:Iteration 49Q (9759.114179 sec): 3 clusters Score: Raw -1930816.772131 + Penalty 3136.986443 = -1927679.785689 nChanged 85 SP:Iteration 50Q (9759.180551 sec): 3 clusters Score: Raw -1930836.447634 + Penalty 3136.986443 = -1927699.461191 nChanged 84 SP:Iteration 51Q (9759.246654 sec): 3 clusters Score: Raw -1930854.681605 + Penalty 3136.986443 = -1927717.695162 nChanged 85 SP:Iteration 52Q (9759.313777 sec): 3 clusters Score: Raw -1930873.389212 + Penalty 3136.986443 = -1927736.402770 nChanged 93 SP:Iteration 53Q (9759.376736 sec): 3 clusters Score: Raw -1930895.861943 + Penalty 3136.986443 = -1927758.875501 nChanged 102 SP:Iteration 54Q (9759.445554 sec): 3 clusters Score: Raw -1930920.389473 + Penalty 3136.986443 = -1927783.403031 nChanged 90 SP:Iteration 55Q (9759.508133 sec): 3 clusters Score: Raw -1930941.443759 + Penalty 3136.986443 = -1927804.457316 nChanged 80 SP:Iteration 56Q (9759.580355 sec): 3 clusters Score: Raw -1930958.796063 + Penalty 3136.986443 = -1927821.809620 nChanged 80 SP:Iteration 57Q (9759.632800 sec): 3 clusters Score: Raw -1930977.660476 + Penalty 3136.986443 = -1927840.674034 nChanged 80 SP:Iteration 58Q (9759.691603 sec): 3 clusters Score: Raw -1930994.733384 + Penalty 3136.986443 = -1927857.746942 nChanged 81 SP:Iteration 59Q (9759.750704 sec): 3 clusters Score: Raw -1931016.234119 + Penalty 3136.986443 = -1927879.247676 nChanged 85 SP:Iteration 60F (9759.831061 sec): 3 clusters Score: Raw -1931041.052952 + Penalty 3136.986443 = -1927904.066510 nChanged 91 SP:Iteration 61Q (9759.868983 sec): 3 clusters Score: Raw -1931063.255353 + Penalty 3136.986443 = -1927926.268911 nChanged 91 SP:Iteration 62Q (9759.938567 sec): 3 clusters Score: Raw -1931088.156913 + Penalty 3136.986443 = -1927951.170471 nChanged 96 SP:Iteration 63Q (9760.009767 sec): 3 clusters Score: Raw -1931121.761333 + Penalty 3136.986443 = -1927984.774890 nChanged 108 SP:Iteration 64Q (9760.036337 sec): 3 clusters Score: Raw -1931157.368953 + Penalty 3136.986443 = -1928020.382511 nChanged 95 SP:Iteration 65Q (9760.068176 sec): 3 clusters Score: Raw -1931183.363416 + Penalty 3136.986443 = -1928046.376973 nChanged 93 SP:Iteration 66Q (9760.138641 sec): 3 clusters Score: Raw -1931212.112596 + Penalty 3136.986443 = -1928075.126154 nChanged 97 SP:Iteration 67Q (9760.198406 sec): 3 clusters Score: Raw -1931240.012682 + Penalty 3136.986443 = -1928103.026239 nChanged 71 SP:Iteration 68Q (9760.229805 sec): 3 clusters Score: Raw -1931257.511073 + Penalty 3136.986443 = -1928120.524630 nChanged 55 SP:Iteration 69Q (9760.272892 sec): 3 clusters Score: Raw -1931272.145715 + Penalty 3136.986443 = -1928135.159273 nChanged 48 SP:Iteration 70Q (9760.308423 sec): 3 clusters Score: Raw -1931283.516428 + Penalty 3136.986443 = -1928146.529986 nChanged 44 SP:Iteration 71Q (9760.345318 sec): 3 clusters Score: Raw -1931293.069088 + Penalty 3136.986443 = -1928156.082646 nChanged 30 SP:Iteration 72Q (9760.376818 sec): 3 clusters Score: Raw -1931299.036850 + Penalty 3136.986443 = -1928162.050407 nChanged 33 SP:Iteration 73Q (9760.438887 sec): 3 clusters Score: Raw -1931306.056834 + Penalty 3136.986443 = -1928169.070391 nChanged 24 SP:Iteration 74Q (9760.471028 sec): 3 clusters Score: Raw -1931310.061219 + Penalty 3136.986443 = -1928173.074776 nChanged 24 SP:Iteration 75Q (9760.505298 sec): 3 clusters Score: Raw -1931315.285844 + Penalty 3136.986443 = -1928178.299402 nChanged 25 SP:Iteration 76Q (9760.570729 sec): 3 clusters Score: Raw -1931320.046535 + Penalty 3136.986443 = -1928183.060092 nChanged 16 SP:Iteration 77Q (9760.627861 sec): 3 clusters Score: Raw -1931323.017583 + Penalty 3136.986443 = -1928186.031140 nChanged 14 SP:Iteration 78Q (9760.691085 sec): 3 clusters Score: Raw -1931325.559356 + Penalty 3136.986443 = -1928188.572913 nChanged 12 SP:Iteration 79Q (9760.747602 sec): 3 clusters Score: Raw -1931327.495805 + Penalty 3136.986443 = -1928190.509362 nChanged 16 SP:Iteration 80F (9760.829995 sec): 3 clusters Score: Raw -1931329.616981 + Penalty 3136.986443 = -1928192.630539 nChanged 16 SP:Iteration 81Q (9760.874069 sec): 3 clusters Score: Raw -1931332.560615 + Penalty 3136.986443 = -1928195.574172 nChanged 8 SP:Iteration 82Q (9760.929634 sec): 3 clusters Score: Raw -1931333.646726 + Penalty 3136.986443 = -1928196.660283 nChanged 9 SP:Iteration 83Q (9760.961436 sec): 3 clusters Score: Raw -1931334.964767 + Penalty 3136.986443 = -1928197.978324 nChanged 8 SP:Iteration 84Q (9760.995014 sec): 3 clusters Score: Raw -1931336.286964 + Penalty 3136.986443 = -1928199.300522 nChanged 11 SP:Iteration 85Q (9761.039986 sec): 3 clusters Score: Raw -1931338.329328 + Penalty 3136.986443 = -1928201.342885 nChanged 12 SP:Iteration 86Q (9761.076934 sec): 3 clusters Score: Raw -1931341.402938 + Penalty 3136.986443 = -1928204.416495 nChanged 12 SP:Iteration 87Q (9761.117978 sec): 3 clusters Score: Raw -1931344.132802 + Penalty 3136.986443 = -1928207.146359 nChanged 14 SP:Iteration 88Q (9761.154852 sec): 3 clusters Score: Raw -1931347.540800 + Penalty 3136.986443 = -1928210.554357 nChanged 18 SP:Iteration 89Q (9761.191032 sec): 3 clusters Score: Raw -1931351.841532 + Penalty 3136.986443 = -1928214.855090 nChanged 15 SP:Iteration 90Q (9761.224247 sec): 3 clusters Score: Raw -1931355.383958 + Penalty 3136.986443 = -1928218.397515 nChanged 12 SP:Iteration 91Q (9761.256998 sec): 3 clusters Score: Raw -1931358.226873 + Penalty 3136.986443 = -1928221.240431 nChanged 12 SP:Iteration 92Q (9761.292919 sec): 3 clusters Score: Raw -1931360.583203 + Penalty 3136.986443 = -1928223.596760 nChanged 6 SP:Iteration 93Q (9761.329335 sec): 3 clusters Score: Raw -1931361.791827 + Penalty 3136.986443 = -1928224.805385 nChanged 5 SP:Iteration 94Q (9761.366894 sec): 3 clusters Score: Raw -1931362.280336 + Penalty 3136.986443 = -1928225.293894 nChanged 2 SP:Iteration 95Q (9761.405025 sec): 3 clusters Score: Raw -1931362.599132 + Penalty 3136.986443 = -1928225.612689 nChanged 2 SP:Iteration 96Q (9761.442915 sec): 3 clusters Score: Raw -1931362.889240 + Penalty 3136.986443 = -1928225.902798 nChanged 1 SP:Iteration 97Q (9761.479619 sec): 3 clusters Score: Raw -1931362.919117 + Penalty 3136.986443 = -1928225.932675 nChanged 0 SP:Iteration 98F (9761.543844 sec): 3 clusters Score: Raw -1931362.919117 + Penalty 3136.986443 = -1928225.932675 nChanged 0 Trying to split cluster 16 (6264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9761.556337 sec): 2 clusters Score: Raw -754067.745459 + Penalty 1420.668314 = -752647.077145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9761.580333 sec): 3 clusters Score: Raw -750761.740811 + Penalty 2841.336627 = -747920.404183 nChanged 2583 SP:Iteration 1F (9761.607432 sec): 3 clusters Score: Raw -752196.445157 + Penalty 2841.336627 = -749355.108530 nChanged 471 SP:Iteration 2F (9761.629191 sec): 3 clusters Score: Raw -752476.521967 + Penalty 2841.336627 = -749635.185340 nChanged 407 SP:Iteration 3F (9761.651537 sec): 3 clusters Score: Raw -752727.300597 + Penalty 2841.336627 = -749885.963970 nChanged 371 SP:Iteration 4F (9761.679756 sec): 3 clusters Score: Raw -752941.202291 + Penalty 2841.336627 = -750099.865664 nChanged 304 SP:Iteration 5Q (9761.701682 sec): 3 clusters Score: Raw -753099.670599 + Penalty 2841.336627 = -750258.333972 nChanged 247 SP:Iteration 6Q (9761.728897 sec): 3 clusters Score: Raw -753225.883986 + Penalty 2841.336627 = -750384.547359 nChanged 230 SP:Iteration 7Q (9761.758025 sec): 3 clusters Score: Raw -753341.822505 + Penalty 2841.336627 = -750500.485878 nChanged 203 SP:Iteration 8Q (9761.779977 sec): 3 clusters Score: Raw -753444.601969 + Penalty 2841.336627 = -750603.265342 nChanged 191 SP:Iteration 9Q (9761.801845 sec): 3 clusters Score: Raw -753535.257385 + Penalty 2841.336627 = -750693.920757 nChanged 155 SP:Iteration 10Q (9761.824232 sec): 3 clusters Score: Raw -753605.543096 + Penalty 2841.336627 = -750764.206468 nChanged 140 SP:Iteration 11Q (9761.846545 sec): 3 clusters Score: Raw -753668.228854 + Penalty 2841.336627 = -750826.892227 nChanged 129 SP:Iteration 12Q (9761.869066 sec): 3 clusters Score: Raw -753725.937370 + Penalty 2841.336627 = -750884.600743 nChanged 129 SP:Iteration 13Q (9761.891645 sec): 3 clusters Score: Raw -753786.124569 + Penalty 2841.336627 = -750944.787942 nChanged 125 SP:Iteration 14Q (9761.914003 sec): 3 clusters Score: Raw -753852.018296 + Penalty 2841.336627 = -751010.681669 nChanged 122 SP:Iteration 15Q (9761.936164 sec): 3 clusters Score: Raw -753913.546554 + Penalty 2841.336627 = -751072.209927 nChanged 120 SP:Iteration 16Q (9761.963741 sec): 3 clusters Score: Raw -753985.649889 + Penalty 2841.336627 = -751144.313262 nChanged 106 SP:Iteration 17Q (9761.985792 sec): 3 clusters Score: Raw -754050.649321 + Penalty 2841.336627 = -751209.312694 nChanged 100 SP:Iteration 18Q (9762.008050 sec): 3 clusters Score: Raw -754108.933960 + Penalty 2841.336627 = -751267.597333 nChanged 92 SP:Iteration 19Q (9762.030086 sec): 3 clusters Score: Raw -754165.142279 + Penalty 2841.336627 = -751323.805652 nChanged 80 SP:Iteration 20F (9762.052505 sec): 3 clusters Score: Raw -754202.314653 + Penalty 2841.336627 = -751360.978026 nChanged 45 SP:Iteration 21Q (9762.098047 sec): 3 clusters Score: Raw -754220.950216 + Penalty 2841.336627 = -751379.613589 nChanged 39 SP:Iteration 22Q (9762.131274 sec): 3 clusters Score: Raw -754235.790284 + Penalty 2841.336627 = -751394.453657 nChanged 27 SP:Iteration 23Q (9762.153066 sec): 3 clusters Score: Raw -754246.804269 + Penalty 2841.336627 = -751405.467642 nChanged 23 SP:Iteration 24Q (9762.174788 sec): 3 clusters Score: Raw -754256.158329 + Penalty 2841.336627 = -751414.821702 nChanged 19 SP:Iteration 25Q (9762.196601 sec): 3 clusters Score: Raw -754265.227622 + Penalty 2841.336627 = -751423.890994 nChanged 20 SP:Iteration 26Q (9762.218462 sec): 3 clusters Score: Raw -754274.471014 + Penalty 2841.336627 = -751433.134387 nChanged 22 SP:Iteration 27Q (9762.239924 sec): 3 clusters Score: Raw -754287.355586 + Penalty 2841.336627 = -751446.018959 nChanged 17 SP:Iteration 28Q (9762.267933 sec): 3 clusters Score: Raw -754293.744516 + Penalty 2841.336627 = -751452.407889 nChanged 13 SP:Iteration 29Q (9762.307529 sec): 3 clusters Score: Raw -754298.207520 + Penalty 2841.336627 = -751456.870893 nChanged 10 SP:Iteration 30Q (9762.330889 sec): 3 clusters Score: Raw -754301.714678 + Penalty 2841.336627 = -751460.378051 nChanged 6 SP:Iteration 31Q (9762.352350 sec): 3 clusters Score: Raw -754303.616407 + Penalty 2841.336627 = -751462.279780 nChanged 8 SP:Iteration 32Q (9762.380199 sec): 3 clusters Score: Raw -754305.639024 + Penalty 2841.336627 = -751464.302396 nChanged 10 SP:Iteration 33Q (9762.401783 sec): 3 clusters Score: Raw -754308.904094 + Penalty 2841.336627 = -751467.567467 nChanged 6 SP:Iteration 34Q (9762.435874 sec): 3 clusters Score: Raw -754310.793128 + Penalty 2841.336627 = -751469.456501 nChanged 6 SP:Iteration 35Q (9762.457282 sec): 3 clusters Score: Raw -754315.086941 + Penalty 2841.336627 = -751473.750314 nChanged 13 SP:Iteration 36Q (9762.514006 sec): 3 clusters Score: Raw -754321.436544 + Penalty 2841.336627 = -751480.099917 nChanged 7 SP:Iteration 37Q (9762.567770 sec): 3 clusters Score: Raw -754325.273296 + Penalty 2841.336627 = -751483.936668 nChanged 13 SP:Iteration 38Q (9762.626632 sec): 3 clusters Score: Raw -754329.739959 + Penalty 2841.336627 = -751488.403332 nChanged 11 SP:Iteration 39Q (9762.669025 sec): 3 clusters Score: Raw -754335.361850 + Penalty 2841.336627 = -751494.025223 nChanged 8 SP:Iteration 40F (9762.723580 sec): 3 clusters Score: Raw -754338.592343 + Penalty 2841.336627 = -751497.255716 nChanged 9 SP:Iteration 41Q (9762.776582 sec): 3 clusters Score: Raw -754342.455097 + Penalty 2841.336627 = -751501.118470 nChanged 10 SP:Iteration 42Q (9762.826518 sec): 3 clusters Score: Raw -754348.209313 + Penalty 2841.336627 = -751506.872686 nChanged 12 SP:Iteration 43Q (9762.881280 sec): 3 clusters Score: Raw -754353.894848 + Penalty 2841.336627 = -751512.558221 nChanged 10 SP:Iteration 44Q (9762.910626 sec): 3 clusters Score: Raw -754356.917802 + Penalty 2841.336627 = -751515.581175 nChanged 7 SP:Iteration 45Q (9762.932014 sec): 3 clusters Score: Raw -754359.295560 + Penalty 2841.336627 = -751517.958933 nChanged 2 SP:Iteration 46Q (9762.953299 sec): 3 clusters Score: Raw -754359.687666 + Penalty 2841.336627 = -751518.351039 nChanged 1 SP:Iteration 47Q (9762.974545 sec): 3 clusters Score: Raw -754360.290566 + Penalty 2841.336627 = -751518.953939 nChanged 1 SP:Iteration 48Q (9763.008692 sec): 3 clusters Score: Raw -754360.556206 + Penalty 2841.336627 = -751519.219579 nChanged 1 SP:Iteration 49Q (9763.040262 sec): 3 clusters Score: Raw -754360.866759 + Penalty 2841.336627 = -751519.530132 nChanged 2 SP:Iteration 50Q (9763.060906 sec): 3 clusters Score: Raw -754361.741597 + Penalty 2841.336627 = -751520.404970 nChanged 1 SP:Iteration 51Q (9763.093252 sec): 3 clusters Score: Raw -754362.518279 + Penalty 2841.336627 = -751521.181651 nChanged 2 SP:Iteration 52Q (9763.125061 sec): 3 clusters Score: Raw -754363.288694 + Penalty 2841.336627 = -751521.952067 nChanged 1 SP:Iteration 53Q (9763.146413 sec): 3 clusters Score: Raw -754363.612054 + Penalty 2841.336627 = -751522.275427 nChanged 0 SP:Iteration 54F (9763.179962 sec): 3 clusters Score: Raw -754363.612054 + Penalty 2841.336627 = -751522.275427 nChanged 0 Trying to split cluster 17 (2710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9763.208696 sec): 2 clusters Score: Raw -329472.260426 + Penalty 1284.514386 = -328187.746040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9763.223150 sec): 3 clusters Score: Raw -328182.265563 + Penalty 2569.028772 = -325613.236791 nChanged 1034 SP:Iteration 1F (9763.236626 sec): 3 clusters Score: Raw -328800.496501 + Penalty 2569.028772 = -326231.467729 nChanged 205 SP:Iteration 2F (9763.250159 sec): 3 clusters Score: Raw -328955.867409 + Penalty 2569.028772 = -326386.838637 nChanged 135 SP:Iteration 3Q (9763.263790 sec): 3 clusters Score: Raw -329064.422814 + Penalty 2569.028772 = -326495.394042 nChanged 129 SP:Iteration 4Q (9763.277268 sec): 3 clusters Score: Raw -329172.022217 + Penalty 2569.028772 = -326602.993445 nChanged 99 SP:Iteration 5Q (9763.302977 sec): 3 clusters Score: Raw -329234.672119 + Penalty 2569.028772 = -326665.643347 nChanged 69 SP:Iteration 6Q (9763.316544 sec): 3 clusters Score: Raw -329273.600510 + Penalty 2569.028772 = -326704.571738 nChanged 64 SP:Iteration 7Q (9763.330112 sec): 3 clusters Score: Raw -329309.117367 + Penalty 2569.028772 = -326740.088595 nChanged 63 SP:Iteration 8Q (9763.343688 sec): 3 clusters Score: Raw -329360.905548 + Penalty 2569.028772 = -326791.876776 nChanged 75 SP:Iteration 9Q (9763.357207 sec): 3 clusters Score: Raw -329423.701496 + Penalty 2569.028772 = -326854.672724 nChanged 75 SP:Iteration 10Q (9763.370683 sec): 3 clusters Score: Raw -329472.360752 + Penalty 2569.028772 = -326903.331980 nChanged 55 SP:Iteration 11Q (9763.384166 sec): 3 clusters Score: Raw -329507.340128 + Penalty 2569.028772 = -326938.311356 nChanged 39 SP:Iteration 12Q (9763.397614 sec): 3 clusters Score: Raw -329526.452035 + Penalty 2569.028772 = -326957.423263 nChanged 26 SP:Iteration 13Q (9763.410965 sec): 3 clusters Score: Raw -329549.557023 + Penalty 2569.028772 = -326980.528251 nChanged 37 SP:Iteration 14Q (9763.430597 sec): 3 clusters Score: Raw -329575.318238 + Penalty 2569.028772 = -327006.289466 nChanged 43 SP:Iteration 15Q (9763.456275 sec): 3 clusters Score: Raw -329601.682601 + Penalty 2569.028772 = -327032.653829 nChanged 35 SP:Iteration 16Q (9763.478748 sec): 3 clusters Score: Raw -329621.444761 + Penalty 2569.028772 = -327052.415989 nChanged 38 SP:Iteration 17Q (9763.502181 sec): 3 clusters Score: Raw -329648.305379 + Penalty 2569.028772 = -327079.276607 nChanged 37 SP:Iteration 18Q (9763.549593 sec): 3 clusters Score: Raw -329667.229880 + Penalty 2569.028772 = -327098.201108 nChanged 28 SP:Iteration 19Q (9763.601360 sec): 3 clusters Score: Raw -329678.542263 + Penalty 2569.028772 = -327109.513491 nChanged 22 SP:Iteration 20F (9763.633120 sec): 3 clusters Score: Raw -329690.262047 + Penalty 2569.028772 = -327121.233275 nChanged 19 SP:Iteration 21Q (9763.646502 sec): 3 clusters Score: Raw -329701.399678 + Penalty 2569.028772 = -327132.370906 nChanged 24 SP:Iteration 22Q (9763.659709 sec): 3 clusters Score: Raw -329713.726888 + Penalty 2569.028772 = -327144.698116 nChanged 20 SP:Iteration 23Q (9763.672893 sec): 3 clusters Score: Raw -329722.184295 + Penalty 2569.028772 = -327153.155523 nChanged 15 SP:Iteration 24Q (9763.686205 sec): 3 clusters Score: Raw -329728.401497 + Penalty 2569.028772 = -327159.372725 nChanged 15 SP:Iteration 25Q (9763.699472 sec): 3 clusters Score: Raw -329736.551598 + Penalty 2569.028772 = -327167.522825 nChanged 18 SP:Iteration 26Q (9763.712716 sec): 3 clusters Score: Raw -329746.118600 + Penalty 2569.028772 = -327177.089828 nChanged 20 SP:Iteration 27Q (9763.725927 sec): 3 clusters Score: Raw -329757.691712 + Penalty 2569.028772 = -327188.662940 nChanged 16 SP:Iteration 28Q (9763.739272 sec): 3 clusters Score: Raw -329765.414096 + Penalty 2569.028772 = -327196.385324 nChanged 10 SP:Iteration 29Q (9763.752576 sec): 3 clusters Score: Raw -329768.983577 + Penalty 2569.028772 = -327199.954805 nChanged 10 SP:Iteration 30Q (9763.765799 sec): 3 clusters Score: Raw -329774.011537 + Penalty 2569.028772 = -327204.982765 nChanged 11 SP:Iteration 31Q (9763.778990 sec): 3 clusters Score: Raw -329778.062242 + Penalty 2569.028772 = -327209.033470 nChanged 10 SP:Iteration 32Q (9763.792136 sec): 3 clusters Score: Raw -329782.546713 + Penalty 2569.028772 = -327213.517941 nChanged 10 SP:Iteration 33Q (9763.813991 sec): 3 clusters Score: Raw -329788.674496 + Penalty 2569.028772 = -327219.645724 nChanged 12 SP:Iteration 34Q (9763.826634 sec): 3 clusters Score: Raw -329793.048346 + Penalty 2569.028772 = -327224.019574 nChanged 4 SP:Iteration 35Q (9763.857252 sec): 3 clusters Score: Raw -329793.972367 + Penalty 2569.028772 = -327224.943595 nChanged 0 SP:Iteration 36F (9763.902390 sec): 3 clusters Score: Raw -329793.972367 + Penalty 2569.028772 = -327224.943595 nChanged 0 Trying to split cluster 18 (82460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9764.019583 sec): 2 clusters Score: Raw -10350423.025128 + Penalty 1839.511149 = -10348583.513980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9764.157035 sec): 3 clusters Score: Raw -10297112.266366 + Penalty 3679.022297 = -10293433.244068 nChanged 39203 SP:Iteration 1F (9764.306389 sec): 3 clusters Score: Raw -10320471.585039 + Penalty 3679.022297 = -10316792.562742 nChanged 3490 SP:Iteration 2Q (9764.458132 sec): 3 clusters Score: Raw -10321639.585088 + Penalty 3679.022297 = -10317960.562791 nChanged 3900 SP:Iteration 3Q (9764.612423 sec): 3 clusters Score: Raw -10323202.403056 + Penalty 3679.022297 = -10319523.380759 nChanged 4536 SP:Iteration 4F (9764.747276 sec): 3 clusters Score: Raw -10325321.393562 + Penalty 3679.022297 = -10321642.371265 nChanged 5188 SP:Iteration 5F (9764.907192 sec): 3 clusters Score: Raw -10328251.190974 + Penalty 3679.022297 = -10324572.168677 nChanged 5636 SP:Iteration 6F (9765.048280 sec): 3 clusters Score: Raw -10332001.261434 + Penalty 3679.022297 = -10328322.239137 nChanged 5754 SP:Iteration 7F (9765.182813 sec): 3 clusters Score: Raw -10336393.595796 + Penalty 3679.022297 = -10332714.573499 nChanged 5269 SP:Iteration 8F (9765.318964 sec): 3 clusters Score: Raw -10340924.011939 + Penalty 3679.022297 = -10337244.989642 nChanged 4231 SP:Iteration 9F (9765.455842 sec): 3 clusters Score: Raw -10344981.676372 + Penalty 3679.022297 = -10341302.654075 nChanged 2654 SP:Iteration 10Q (9765.597554 sec): 3 clusters Score: Raw -10347700.338377 + Penalty 3679.022297 = -10344021.316080 nChanged 1416 SP:Iteration 11Q (9765.724134 sec): 3 clusters Score: Raw -10349042.811432 + Penalty 3679.022297 = -10345363.789135 nChanged 823 SP:Iteration 12Q (9765.841230 sec): 3 clusters Score: Raw -10349666.404445 + Penalty 3679.022297 = -10345987.382148 nChanged 512 SP:Iteration 13Q (9765.978306 sec): 3 clusters Score: Raw -10349985.468137 + Penalty 3679.022297 = -10346306.445840 nChanged 342 SP:Iteration 14Q (9766.105662 sec): 3 clusters Score: Raw -10350165.961903 + Penalty 3679.022297 = -10346486.939606 nChanged 254 SP:Iteration 15Q (9766.227123 sec): 3 clusters Score: Raw -10350303.890506 + Penalty 3679.022297 = -10346624.868209 nChanged 220 SP:Iteration 16Q (9766.362126 sec): 3 clusters Score: Raw -10350420.259625 + Penalty 3679.022297 = -10346741.237328 nChanged 175 SP:Iteration 17Q (9766.484963 sec): 3 clusters Score: Raw -10350504.161271 + Penalty 3679.022297 = -10346825.138974 nChanged 143 SP:Iteration 18Q (9766.620827 sec): 3 clusters Score: Raw -10350559.087325 + Penalty 3679.022297 = -10346880.065028 nChanged 114 SP:Iteration 19Q (9766.762942 sec): 3 clusters Score: Raw -10350599.135524 + Penalty 3679.022297 = -10346920.113226 nChanged 95 SP:Iteration 20F (9766.922757 sec): 3 clusters Score: Raw -10350634.243002 + Penalty 3679.022297 = -10346955.220705 nChanged 78 SP:Iteration 21Q (9767.067020 sec): 3 clusters Score: Raw -10350663.054258 + Penalty 3679.022297 = -10346984.031961 nChanged 68 SP:Iteration 22Q (9767.193188 sec): 3 clusters Score: Raw -10350685.524673 + Penalty 3679.022297 = -10347006.502376 nChanged 53 SP:Iteration 23Q (9767.332634 sec): 3 clusters Score: Raw -10350700.521607 + Penalty 3679.022297 = -10347021.499310 nChanged 39 SP:Iteration 24Q (9767.467237 sec): 3 clusters Score: Raw -10350711.517075 + Penalty 3679.022297 = -10347032.494778 nChanged 43 SP:Iteration 25Q (9767.603724 sec): 3 clusters Score: Raw -10350722.122158 + Penalty 3679.022297 = -10347043.099861 nChanged 30 SP:Iteration 26Q (9767.743671 sec): 3 clusters Score: Raw -10350728.580289 + Penalty 3679.022297 = -10347049.557992 nChanged 18 SP:Iteration 27Q (9767.872653 sec): 3 clusters Score: Raw -10350733.104444 + Penalty 3679.022297 = -10347054.082147 nChanged 8 SP:Iteration 28Q (9768.013484 sec): 3 clusters Score: Raw -10350736.238716 + Penalty 3679.022297 = -10347057.216419 nChanged 17 SP:Iteration 29Q (9768.145809 sec): 3 clusters Score: Raw -10350740.128535 + Penalty 3679.022297 = -10347061.106238 nChanged 7 SP:Iteration 30Q (9768.277619 sec): 3 clusters Score: Raw -10350741.404842 + Penalty 3679.022297 = -10347062.382545 nChanged 10 SP:Iteration 31Q (9768.410554 sec): 3 clusters Score: Raw -10350743.726777 + Penalty 3679.022297 = -10347064.704480 nChanged 8 SP:Iteration 32Q (9768.545707 sec): 3 clusters Score: Raw -10350746.091519 + Penalty 3679.022297 = -10347067.069222 nChanged 11 SP:Iteration 33Q (9768.673447 sec): 3 clusters Score: Raw -10350748.360323 + Penalty 3679.022297 = -10347069.338026 nChanged 6 SP:Iteration 34Q (9768.809814 sec): 3 clusters Score: Raw -10350750.115054 + Penalty 3679.022297 = -10347071.092757 nChanged 7 SP:Iteration 35Q (9768.950188 sec): 3 clusters Score: Raw -10350751.819046 + Penalty 3679.022297 = -10347072.796749 nChanged 9 SP:Iteration 36Q (9769.095149 sec): 3 clusters Score: Raw -10350754.469451 + Penalty 3679.022297 = -10347075.447154 nChanged 15 SP:Iteration 37Q (9769.233475 sec): 3 clusters Score: Raw -10350758.015688 + Penalty 3679.022297 = -10347078.993391 nChanged 10 SP:Iteration 38Q (9769.367251 sec): 3 clusters Score: Raw -10350760.009171 + Penalty 3679.022297 = -10347080.986874 nChanged 6 SP:Iteration 39Q (9769.493377 sec): 3 clusters Score: Raw -10350761.316039 + Penalty 3679.022297 = -10347082.293742 nChanged 5 SP:Iteration 40F (9769.658090 sec): 3 clusters Score: Raw -10350762.784026 + Penalty 3679.022297 = -10347083.761729 nChanged 7 SP:Iteration 41Q (9769.801933 sec): 3 clusters Score: Raw -10350764.172304 + Penalty 3679.022297 = -10347085.150007 nChanged 4 SP:Iteration 42Q (9769.934136 sec): 3 clusters Score: Raw -10350765.007420 + Penalty 3679.022297 = -10347085.985123 nChanged 1 SP:Iteration 43Q (9770.076296 sec): 3 clusters Score: Raw -10350765.213465 + Penalty 3679.022297 = -10347086.191168 nChanged 1 SP:Iteration 44Q (9770.215710 sec): 3 clusters Score: Raw -10350765.385265 + Penalty 3679.022297 = -10347086.362968 nChanged 1 SP:Iteration 45Q (9770.347391 sec): 3 clusters Score: Raw -10350765.574474 + Penalty 3679.022297 = -10347086.552177 nChanged 1 SP:Iteration 46Q (9770.482193 sec): 3 clusters Score: Raw -10350765.842400 + Penalty 3679.022297 = -10347086.820103 nChanged 1 SP:Iteration 47Q (9770.616128 sec): 3 clusters Score: Raw -10350766.190364 + Penalty 3679.022297 = -10347087.168067 nChanged 2 SP:Iteration 48Q (9770.755448 sec): 3 clusters Score: Raw -10350766.572686 + Penalty 3679.022297 = -10347087.550389 nChanged 1 SP:Iteration 49Q (9770.898991 sec): 3 clusters Score: Raw -10350766.761468 + Penalty 3679.022297 = -10347087.739171 nChanged 2 SP:Iteration 50Q (9771.036544 sec): 3 clusters Score: Raw -10350767.438014 + Penalty 3679.022297 = -10347088.415717 nChanged 4 SP:Iteration 51Q (9771.178471 sec): 3 clusters Score: Raw -10350768.297791 + Penalty 3679.022297 = -10347089.275494 nChanged 5 SP:Iteration 52Q (9771.317312 sec): 3 clusters Score: Raw -10350769.281911 + Penalty 3679.022297 = -10347090.259614 nChanged 1 SP:Iteration 53Q (9771.458825 sec): 3 clusters Score: Raw -10350769.405422 + Penalty 3679.022297 = -10347090.383125 nChanged 0 SP:Iteration 54F (9771.621313 sec): 3 clusters Score: Raw -10350769.405422 + Penalty 3679.022297 = -10347090.383125 nChanged 0 Trying to split cluster 19 (11583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9771.646946 sec): 2 clusters Score: Raw -1359662.251332 + Penalty 1520.560240 = -1358141.691092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9771.711276 sec): 3 clusters Score: Raw -1352997.053213 + Penalty 3041.120480 = -1349955.932733 nChanged 5093 SP:Iteration 1F (9771.770038 sec): 3 clusters Score: Raw -1355787.240223 + Penalty 3041.120480 = -1352746.119743 nChanged 726 SP:Iteration 2F (9771.822914 sec): 3 clusters Score: Raw -1356167.562358 + Penalty 3041.120480 = -1353126.441877 nChanged 651 SP:Iteration 3F (9771.885025 sec): 3 clusters Score: Raw -1356539.728333 + Penalty 3041.120480 = -1353498.607852 nChanged 694 SP:Iteration 4F (9771.946643 sec): 3 clusters Score: Raw -1357007.190591 + Penalty 3041.120480 = -1353966.070110 nChanged 801 SP:Iteration 5F (9772.009109 sec): 3 clusters Score: Raw -1357659.572789 + Penalty 3041.120480 = -1354618.452309 nChanged 925 SP:Iteration 6F (9772.075434 sec): 3 clusters Score: Raw -1358505.703058 + Penalty 3041.120480 = -1355464.582578 nChanged 868 SP:Iteration 7F (9772.130245 sec): 3 clusters Score: Raw -1359337.944909 + Penalty 3041.120480 = -1356296.824429 nChanged 750 SP:Iteration 8F (9772.192181 sec): 3 clusters Score: Raw -1359991.415963 + Penalty 3041.120480 = -1356950.295483 nChanged 507 SP:Iteration 9Q (9772.247338 sec): 3 clusters Score: Raw -1360357.408872 + Penalty 3041.120480 = -1357316.288392 nChanged 334 SP:Iteration 10Q (9772.298301 sec): 3 clusters Score: Raw -1360586.391591 + Penalty 3041.120480 = -1357545.271111 nChanged 215 SP:Iteration 11Q (9772.363823 sec): 3 clusters Score: Raw -1360747.319183 + Penalty 3041.120480 = -1357706.198703 nChanged 170 SP:Iteration 12Q (9772.421827 sec): 3 clusters Score: Raw -1360872.642881 + Penalty 3041.120480 = -1357831.522401 nChanged 117 SP:Iteration 13Q (9772.482747 sec): 3 clusters Score: Raw -1360935.900040 + Penalty 3041.120480 = -1357894.779560 nChanged 74 SP:Iteration 14Q (9772.535270 sec): 3 clusters Score: Raw -1360955.064091 + Penalty 3041.120480 = -1357913.943611 nChanged 41 SP:Iteration 15Q (9772.600009 sec): 3 clusters Score: Raw -1360962.503973 + Penalty 3041.120480 = -1357921.383493 nChanged 24 SP:Iteration 16Q (9772.655637 sec): 3 clusters Score: Raw -1360967.951188 + Penalty 3041.120480 = -1357926.830708 nChanged 16 SP:Iteration 17Q (9772.719958 sec): 3 clusters Score: Raw -1360971.192876 + Penalty 3041.120480 = -1357930.072396 nChanged 17 SP:Iteration 18Q (9772.776358 sec): 3 clusters Score: Raw -1360974.029165 + Penalty 3041.120480 = -1357932.908684 nChanged 12 SP:Iteration 19Q (9772.833663 sec): 3 clusters Score: Raw -1360977.120963 + Penalty 3041.120480 = -1357936.000483 nChanged 9 SP:Iteration 20F (9772.898363 sec): 3 clusters Score: Raw -1360979.245273 + Penalty 3041.120480 = -1357938.124793 nChanged 11 SP:Iteration 21Q (9772.951069 sec): 3 clusters Score: Raw -1360981.004712 + Penalty 3041.120480 = -1357939.884232 nChanged 12 SP:Iteration 22Q (9773.017206 sec): 3 clusters Score: Raw -1360982.659718 + Penalty 3041.120480 = -1357941.539238 nChanged 7 SP:Iteration 23Q (9773.086403 sec): 3 clusters Score: Raw -1360983.836001 + Penalty 3041.120480 = -1357942.715521 nChanged 9 SP:Iteration 24Q (9773.135117 sec): 3 clusters Score: Raw -1360984.999374 + Penalty 3041.120480 = -1357943.878894 nChanged 8 SP:Iteration 25Q (9773.194531 sec): 3 clusters Score: Raw -1360985.913408 + Penalty 3041.120480 = -1357944.792928 nChanged 8 SP:Iteration 26Q (9773.249763 sec): 3 clusters Score: Raw -1360986.960011 + Penalty 3041.120480 = -1357945.839531 nChanged 8 SP:Iteration 27Q (9773.308898 sec): 3 clusters Score: Raw -1360987.970634 + Penalty 3041.120480 = -1357946.850154 nChanged 9 SP:Iteration 28Q (9773.363993 sec): 3 clusters Score: Raw -1360988.776128 + Penalty 3041.120480 = -1357947.655648 nChanged 4 SP:Iteration 29Q (9773.421600 sec): 3 clusters Score: Raw -1360989.123340 + Penalty 3041.120480 = -1357948.002860 nChanged 3 SP:Iteration 30Q (9773.482955 sec): 3 clusters Score: Raw -1360989.367077 + Penalty 3041.120480 = -1357948.246597 nChanged 1 SP:Iteration 31Q (9773.538248 sec): 3 clusters Score: Raw -1360989.525540 + Penalty 3041.120480 = -1357948.405060 nChanged 0 SP:Iteration 32F (9773.610458 sec): 3 clusters Score: Raw -1360989.525540 + Penalty 3041.120480 = -1357948.405060 nChanged 0 Trying to split cluster 20 (4336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9773.637723 sec): 2 clusters Score: Raw -511476.484766 + Penalty 1360.889976 = -510115.594790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9773.680367 sec): 3 clusters Score: Raw -509287.307659 + Penalty 2721.779952 = -506565.527708 nChanged 1733 SP:Iteration 1F (9773.741722 sec): 3 clusters Score: Raw -510502.537960 + Penalty 2721.779952 = -507780.758009 nChanged 457 SP:Iteration 2F (9773.792000 sec): 3 clusters Score: Raw -511044.718131 + Penalty 2721.779952 = -508322.938179 nChanged 401 SP:Iteration 3F (9773.840762 sec): 3 clusters Score: Raw -511573.181172 + Penalty 2721.779952 = -508851.401220 nChanged 361 SP:Iteration 4F (9773.879266 sec): 3 clusters Score: Raw -511917.601908 + Penalty 2721.779952 = -509195.821957 nChanged 264 SP:Iteration 5F (9773.932582 sec): 3 clusters Score: Raw -512173.410346 + Penalty 2721.779952 = -509451.630395 nChanged 234 SP:Iteration 6F (9773.978467 sec): 3 clusters Score: Raw -512376.397552 + Penalty 2721.779952 = -509654.617600 nChanged 154 SP:Iteration 7Q (9774.023295 sec): 3 clusters Score: Raw -512522.853742 + Penalty 2721.779952 = -509801.073790 nChanged 124 SP:Iteration 8Q (9774.065020 sec): 3 clusters Score: Raw -512656.683230 + Penalty 2721.779952 = -509934.903279 nChanged 120 SP:Iteration 9Q (9774.115199 sec): 3 clusters Score: Raw -512781.330381 + Penalty 2721.779952 = -510059.550429 nChanged 112 SP:Iteration 10Q (9774.167666 sec): 3 clusters Score: Raw -512916.027561 + Penalty 2721.779952 = -510194.247610 nChanged 109 SP:Iteration 11Q (9774.205533 sec): 3 clusters Score: Raw -513028.500235 + Penalty 2721.779952 = -510306.720284 nChanged 83 SP:Iteration 12Q (9774.257553 sec): 3 clusters Score: Raw -513091.213845 + Penalty 2721.779952 = -510369.433893 nChanged 51 SP:Iteration 13Q (9774.305473 sec): 3 clusters Score: Raw -513119.640560 + Penalty 2721.779952 = -510397.860608 nChanged 42 SP:Iteration 14Q (9774.355443 sec): 3 clusters Score: Raw -513145.186568 + Penalty 2721.779952 = -510423.406617 nChanged 32 SP:Iteration 15Q (9774.397553 sec): 3 clusters Score: Raw -513161.305168 + Penalty 2721.779952 = -510439.525217 nChanged 19 SP:Iteration 16Q (9774.459207 sec): 3 clusters Score: Raw -513168.845974 + Penalty 2721.779952 = -510447.066022 nChanged 19 SP:Iteration 17Q (9774.503526 sec): 3 clusters Score: Raw -513174.286438 + Penalty 2721.779952 = -510452.506486 nChanged 8 SP:Iteration 18Q (9774.540661 sec): 3 clusters Score: Raw -513177.087877 + Penalty 2721.779952 = -510455.307926 nChanged 7 SP:Iteration 19Q (9774.585654 sec): 3 clusters Score: Raw -513179.073435 + Penalty 2721.779952 = -510457.293484 nChanged 6 SP:Iteration 20F (9774.631132 sec): 3 clusters Score: Raw -513181.217523 + Penalty 2721.779952 = -510459.437572 nChanged 3 SP:Iteration 21Q (9774.684800 sec): 3 clusters Score: Raw -513182.375273 + Penalty 2721.779952 = -510460.595322 nChanged 2 SP:Iteration 22Q (9774.727404 sec): 3 clusters Score: Raw -513182.607890 + Penalty 2721.779952 = -510460.827938 nChanged 1 SP:Iteration 23Q (9774.774621 sec): 3 clusters Score: Raw -513182.706395 + Penalty 2721.779952 = -510460.926444 nChanged 0 SP:Iteration 24F (9774.833330 sec): 3 clusters Score: Raw -513182.706395 + Penalty 2721.779952 = -510460.926444 nChanged 0 Score: Raw -129525886.020976 + Penalty 85669.685189 = -129440216.335788 Splitting cluster 20 changes total score from -129440764.579558 to -129440216.335788 So it's not getting split. Trying to split cluster 21 (17935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9799.012395 sec): 2 clusters Score: Raw -2251696.487883 + Penalty 1591.607776 = -2250104.880108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9799.087834 sec): 3 clusters Score: Raw -2241037.736608 + Penalty 3183.215552 = -2237854.521056 nChanged 8035 SP:Iteration 1F (9799.166356 sec): 3 clusters Score: Raw -2245492.797797 + Penalty 3183.215552 = -2242309.582245 nChanged 1026 SP:Iteration 2F (9799.245953 sec): 3 clusters Score: Raw -2245993.048999 + Penalty 3183.215552 = -2242809.833447 nChanged 1042 SP:Iteration 3F (9799.325015 sec): 3 clusters Score: Raw -2246580.726817 + Penalty 3183.215552 = -2243397.511265 nChanged 1037 SP:Iteration 4F (9799.399233 sec): 3 clusters Score: Raw -2247205.118173 + Penalty 3183.215552 = -2244021.902621 nChanged 1058 SP:Iteration 5F (9799.469126 sec): 3 clusters Score: Raw -2247859.398592 + Penalty 3183.215552 = -2244676.183040 nChanged 964 SP:Iteration 6F (9799.546189 sec): 3 clusters Score: Raw -2248431.990932 + Penalty 3183.215552 = -2245248.775381 nChanged 927 SP:Iteration 7F (9799.631725 sec): 3 clusters Score: Raw -2248958.931112 + Penalty 3183.215552 = -2245775.715560 nChanged 791 SP:Iteration 8Q (9799.695282 sec): 3 clusters Score: Raw -2249335.093004 + Penalty 3183.215552 = -2246151.877452 nChanged 610 SP:Iteration 9Q (9799.765706 sec): 3 clusters Score: Raw -2249578.991270 + Penalty 3183.215552 = -2246395.775718 nChanged 506 SP:Iteration 10Q (9799.847311 sec): 3 clusters Score: Raw -2249762.854214 + Penalty 3183.215552 = -2246579.638662 nChanged 474 SP:Iteration 11Q (9799.911964 sec): 3 clusters Score: Raw -2249934.745322 + Penalty 3183.215552 = -2246751.529770 nChanged 453 SP:Iteration 12Q (9799.975202 sec): 3 clusters Score: Raw -2250095.124152 + Penalty 3183.215552 = -2246911.908600 nChanged 468 SP:Iteration 13Q (9800.042197 sec): 3 clusters Score: Raw -2250271.414957 + Penalty 3183.215552 = -2247088.199405 nChanged 480 SP:Iteration 14Q (9800.119501 sec): 3 clusters Score: Raw -2250460.514377 + Penalty 3183.215552 = -2247277.298825 nChanged 489 SP:Iteration 15Q (9800.183950 sec): 3 clusters Score: Raw -2250662.524551 + Penalty 3183.215552 = -2247479.308999 nChanged 462 SP:Iteration 16Q (9800.260100 sec): 3 clusters Score: Raw -2250845.060274 + Penalty 3183.215552 = -2247661.844722 nChanged 416 SP:Iteration 17Q (9800.344561 sec): 3 clusters Score: Raw -2251017.198626 + Penalty 3183.215552 = -2247833.983074 nChanged 372 SP:Iteration 18Q (9800.419225 sec): 3 clusters Score: Raw -2251182.378135 + Penalty 3183.215552 = -2247999.162583 nChanged 343 SP:Iteration 19Q (9800.480949 sec): 3 clusters Score: Raw -2251332.635784 + Penalty 3183.215552 = -2248149.420232 nChanged 317 SP:Iteration 20F (9800.562502 sec): 3 clusters Score: Raw -2251468.204205 + Penalty 3183.215552 = -2248284.988653 nChanged 272 SP:Iteration 21Q (9800.637429 sec): 3 clusters Score: Raw -2251591.392281 + Penalty 3183.215552 = -2248408.176730 nChanged 249 SP:Iteration 22Q (9800.706390 sec): 3 clusters Score: Raw -2251703.236548 + Penalty 3183.215552 = -2248520.020997 nChanged 189 SP:Iteration 23Q (9800.778478 sec): 3 clusters Score: Raw -2251779.844560 + Penalty 3183.215552 = -2248596.629008 nChanged 158 SP:Iteration 24Q (9800.843384 sec): 3 clusters Score: Raw -2251845.094628 + Penalty 3183.215552 = -2248661.879077 nChanged 123 SP:Iteration 25Q (9800.919921 sec): 3 clusters Score: Raw -2251895.377361 + Penalty 3183.215552 = -2248712.161809 nChanged 104 SP:Iteration 26Q (9800.986594 sec): 3 clusters Score: Raw -2251936.841015 + Penalty 3183.215552 = -2248753.625463 nChanged 78 SP:Iteration 27Q (9801.068349 sec): 3 clusters Score: Raw -2251965.795762 + Penalty 3183.215552 = -2248782.580210 nChanged 63 SP:Iteration 28Q (9801.142640 sec): 3 clusters Score: Raw -2251992.231760 + Penalty 3183.215552 = -2248809.016208 nChanged 54 SP:Iteration 29Q (9801.215685 sec): 3 clusters Score: Raw -2252012.704981 + Penalty 3183.215552 = -2248829.489429 nChanged 51 SP:Iteration 30Q (9801.291277 sec): 3 clusters Score: Raw -2252030.300123 + Penalty 3183.215552 = -2248847.084571 nChanged 42 SP:Iteration 31Q (9801.362184 sec): 3 clusters Score: Raw -2252045.593652 + Penalty 3183.215552 = -2248862.378100 nChanged 32 SP:Iteration 32Q (9801.430282 sec): 3 clusters Score: Raw -2252054.225860 + Penalty 3183.215552 = -2248871.010309 nChanged 18 SP:Iteration 33Q (9801.503299 sec): 3 clusters Score: Raw -2252058.942406 + Penalty 3183.215552 = -2248875.726855 nChanged 17 SP:Iteration 34Q (9801.574607 sec): 3 clusters Score: Raw -2252063.585725 + Penalty 3183.215552 = -2248880.370173 nChanged 15 SP:Iteration 35Q (9801.637251 sec): 3 clusters Score: Raw -2252069.064499 + Penalty 3183.215552 = -2248885.848948 nChanged 16 SP:Iteration 36Q (9801.706617 sec): 3 clusters Score: Raw -2252076.521909 + Penalty 3183.215552 = -2248893.306357 nChanged 25 SP:Iteration 37Q (9801.774345 sec): 3 clusters Score: Raw -2252086.806431 + Penalty 3183.215552 = -2248903.590879 nChanged 12 SP:Iteration 38Q (9801.844258 sec): 3 clusters Score: Raw -2252091.156475 + Penalty 3183.215552 = -2248907.940923 nChanged 12 SP:Iteration 39Q (9801.913495 sec): 3 clusters Score: Raw -2252094.891360 + Penalty 3183.215552 = -2248911.675808 nChanged 6 SP:Iteration 40F (9801.964599 sec): 3 clusters Score: Raw -2252096.882077 + Penalty 3183.215552 = -2248913.666526 nChanged 5 SP:Iteration 41Q (9802.030176 sec): 3 clusters Score: Raw -2252098.306850 + Penalty 3183.215552 = -2248915.091299 nChanged 1 SP:Iteration 42Q (9802.108726 sec): 3 clusters Score: Raw -2252098.711255 + Penalty 3183.215552 = -2248915.495703 nChanged 2 SP:Iteration 43Q (9802.173614 sec): 3 clusters Score: Raw -2252099.743045 + Penalty 3183.215552 = -2248916.527493 nChanged 0 SP:Iteration 44F (9802.243322 sec): 3 clusters Score: Raw -2252099.743045 + Penalty 3183.215552 = -2248916.527493 nChanged 0 Trying to split cluster 22 (61874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9802.358941 sec): 2 clusters Score: Raw -7708281.879177 + Penalty 1792.838992 = -7706489.040184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9802.508194 sec): 3 clusters Score: Raw -7668920.609405 + Penalty 3585.677985 = -7665334.931420 nChanged 29271 SP:Iteration 1F (9802.638876 sec): 3 clusters Score: Raw -7686543.976749 + Penalty 3585.677985 = -7682958.298764 nChanged 3270 SP:Iteration 2F (9802.788098 sec): 3 clusters Score: Raw -7688317.619019 + Penalty 3585.677985 = -7684731.941034 nChanged 3685 SP:Iteration 3F (9802.935694 sec): 3 clusters Score: Raw -7690839.801226 + Penalty 3585.677985 = -7687254.123241 nChanged 4136 SP:Iteration 4F (9803.081055 sec): 3 clusters Score: Raw -7693962.286100 + Penalty 3585.677985 = -7690376.608115 nChanged 4231 SP:Iteration 5F (9803.229250 sec): 3 clusters Score: Raw -7696978.594032 + Penalty 3585.677985 = -7693392.916047 nChanged 3805 SP:Iteration 6F (9803.378094 sec): 3 clusters Score: Raw -7699268.108906 + Penalty 3585.677985 = -7695682.430921 nChanged 2977 SP:Iteration 7Q (9803.529808 sec): 3 clusters Score: Raw -7700570.925502 + Penalty 3585.677985 = -7696985.247517 nChanged 2100 SP:Iteration 8Q (9803.668065 sec): 3 clusters Score: Raw -7701271.053349 + Penalty 3585.677985 = -7697685.375364 nChanged 1466 SP:Iteration 9Q (9803.801255 sec): 3 clusters Score: Raw -7701617.431123 + Penalty 3585.677985 = -7698031.753138 nChanged 1029 SP:Iteration 10Q (9803.946626 sec): 3 clusters Score: Raw -7701827.113381 + Penalty 3585.677985 = -7698241.435396 nChanged 803 SP:Iteration 11Q (9804.085063 sec): 3 clusters Score: Raw -7701970.029772 + Penalty 3585.677985 = -7698384.351787 nChanged 692 SP:Iteration 12Q (9804.243982 sec): 3 clusters Score: Raw -7702101.216025 + Penalty 3585.677985 = -7698515.538040 nChanged 668 SP:Iteration 13Q (9804.396185 sec): 3 clusters Score: Raw -7702239.584312 + Penalty 3585.677985 = -7698653.906327 nChanged 675 SP:Iteration 14Q (9804.544483 sec): 3 clusters Score: Raw -7702388.327526 + Penalty 3585.677985 = -7698802.649542 nChanged 681 SP:Iteration 15Q (9804.695250 sec): 3 clusters Score: Raw -7702546.721666 + Penalty 3585.677985 = -7698961.043681 nChanged 718 SP:Iteration 16Q (9804.838435 sec): 3 clusters Score: Raw -7702726.689759 + Penalty 3585.677985 = -7699141.011775 nChanged 697 SP:Iteration 17Q (9804.995251 sec): 3 clusters Score: Raw -7702913.809274 + Penalty 3585.677985 = -7699328.131289 nChanged 740 SP:Iteration 18Q (9805.145939 sec): 3 clusters Score: Raw -7703111.494630 + Penalty 3585.677985 = -7699525.816646 nChanged 724 SP:Iteration 19Q (9805.272838 sec): 3 clusters Score: Raw -7703292.239911 + Penalty 3585.677985 = -7699706.561926 nChanged 684 SP:Iteration 20F (9805.402857 sec): 3 clusters Score: Raw -7703449.948237 + Penalty 3585.677985 = -7699864.270252 nChanged 684 SP:Iteration 21Q (9805.546674 sec): 3 clusters Score: Raw -7703609.275377 + Penalty 3585.677985 = -7700023.597392 nChanged 668 SP:Iteration 22Q (9805.695426 sec): 3 clusters Score: Raw -7703752.355973 + Penalty 3585.677985 = -7700166.677988 nChanged 625 SP:Iteration 23Q (9805.825740 sec): 3 clusters Score: Raw -7703872.802122 + Penalty 3585.677985 = -7700287.124137 nChanged 588 SP:Iteration 24Q (9805.971999 sec): 3 clusters Score: Raw -7703977.251330 + Penalty 3585.677985 = -7700391.573345 nChanged 549 SP:Iteration 25Q (9806.112247 sec): 3 clusters Score: Raw -7704069.375689 + Penalty 3585.677985 = -7700483.697704 nChanged 532 SP:Iteration 26Q (9806.260168 sec): 3 clusters Score: Raw -7704155.741179 + Penalty 3585.677985 = -7700570.063194 nChanged 502 SP:Iteration 27Q (9806.370532 sec): 3 clusters Score: Raw -7704237.593018 + Penalty 3585.677985 = -7700651.915033 nChanged 512 SP:Iteration 28Q (9806.509188 sec): 3 clusters Score: Raw -7704325.438956 + Penalty 3585.677985 = -7700739.760972 nChanged 513 SP:Iteration 29Q (9806.658969 sec): 3 clusters Score: Raw -7704411.440750 + Penalty 3585.677985 = -7700825.762765 nChanged 499 SP:Iteration 30Q (9806.787475 sec): 3 clusters Score: Raw -7704494.418555 + Penalty 3585.677985 = -7700908.740571 nChanged 464 SP:Iteration 31Q (9806.913099 sec): 3 clusters Score: Raw -7704568.680774 + Penalty 3585.677985 = -7700983.002790 nChanged 489 SP:Iteration 32Q (9807.049855 sec): 3 clusters Score: Raw -7704648.610306 + Penalty 3585.677985 = -7701062.932321 nChanged 501 SP:Iteration 33Q (9807.196560 sec): 3 clusters Score: Raw -7704735.872157 + Penalty 3585.677985 = -7701150.194172 nChanged 506 SP:Iteration 34Q (9807.343666 sec): 3 clusters Score: Raw -7704825.470562 + Penalty 3585.677985 = -7701239.792577 nChanged 494 SP:Iteration 35Q (9807.479277 sec): 3 clusters Score: Raw -7704912.908128 + Penalty 3585.677985 = -7701327.230143 nChanged 500 SP:Iteration 36Q (9807.624580 sec): 3 clusters Score: Raw -7705004.143377 + Penalty 3585.677985 = -7701418.465392 nChanged 528 SP:Iteration 37Q (9807.753591 sec): 3 clusters Score: Raw -7705112.278183 + Penalty 3585.677985 = -7701526.600198 nChanged 556 SP:Iteration 38Q (9807.897981 sec): 3 clusters Score: Raw -7705239.208641 + Penalty 3585.677985 = -7701653.530656 nChanged 571 SP:Iteration 39Q (9808.037251 sec): 3 clusters Score: Raw -7705370.392408 + Penalty 3585.677985 = -7701784.714423 nChanged 580 SP:Iteration 40F (9808.165047 sec): 3 clusters Score: Raw -7705505.754303 + Penalty 3585.677985 = -7701920.076318 nChanged 594 SP:Iteration 41Q (9808.288885 sec): 3 clusters Score: Raw -7705652.199308 + Penalty 3585.677985 = -7702066.521323 nChanged 598 SP:Iteration 42Q (9808.419464 sec): 3 clusters Score: Raw -7705807.746947 + Penalty 3585.677985 = -7702222.068962 nChanged 620 SP:Iteration 43Q (9808.545366 sec): 3 clusters Score: Raw -7705987.569944 + Penalty 3585.677985 = -7702401.891959 nChanged 633 SP:Iteration 44Q (9808.681880 sec): 3 clusters Score: Raw -7706179.245211 + Penalty 3585.677985 = -7702593.567226 nChanged 641 SP:Iteration 45Q (9808.803466 sec): 3 clusters Score: Raw -7706376.191948 + Penalty 3585.677985 = -7702790.513963 nChanged 604 SP:Iteration 46Q (9808.947568 sec): 3 clusters Score: Raw -7706550.353127 + Penalty 3585.677985 = -7702964.675142 nChanged 559 SP:Iteration 47Q (9809.071385 sec): 3 clusters Score: Raw -7706713.691436 + Penalty 3585.677985 = -7703128.013452 nChanged 555 SP:Iteration 48Q (9809.208448 sec): 3 clusters Score: Raw -7706885.368743 + Penalty 3585.677985 = -7703299.690758 nChanged 536 SP:Iteration 49Q (9809.333057 sec): 3 clusters Score: Raw -7707059.856191 + Penalty 3585.677985 = -7703474.178206 nChanged 511 SP:Iteration 50Q (9809.451833 sec): 3 clusters Score: Raw -7707242.989620 + Penalty 3585.677985 = -7703657.311635 nChanged 484 SP:Iteration 51Q (9809.582957 sec): 3 clusters Score: Raw -7707415.172305 + Penalty 3585.677985 = -7703829.494320 nChanged 459 SP:Iteration 52Q (9809.717463 sec): 3 clusters Score: Raw -7707577.882759 + Penalty 3585.677985 = -7703992.204774 nChanged 404 SP:Iteration 53Q (9809.839478 sec): 3 clusters Score: Raw -7707727.034046 + Penalty 3585.677985 = -7704141.356061 nChanged 381 SP:Iteration 54Q (9809.968428 sec): 3 clusters Score: Raw -7707875.335879 + Penalty 3585.677985 = -7704289.657894 nChanged 356 SP:Iteration 55Q (9810.091869 sec): 3 clusters Score: Raw -7708012.502792 + Penalty 3585.677985 = -7704426.824807 nChanged 311 SP:Iteration 56Q (9810.222552 sec): 3 clusters Score: Raw -7708137.122899 + Penalty 3585.677985 = -7704551.444915 nChanged 267 SP:Iteration 57Q (9810.351124 sec): 3 clusters Score: Raw -7708243.764259 + Penalty 3585.677985 = -7704658.086274 nChanged 236 SP:Iteration 58Q (9810.482550 sec): 3 clusters Score: Raw -7708335.840711 + Penalty 3585.677985 = -7704750.162726 nChanged 193 SP:Iteration 59Q (9810.605415 sec): 3 clusters Score: Raw -7708409.452723 + Penalty 3585.677985 = -7704823.774738 nChanged 166 SP:Iteration 60F (9810.742927 sec): 3 clusters Score: Raw -7708468.050266 + Penalty 3585.677985 = -7704882.372281 nChanged 126 SP:Iteration 61Q (9810.864630 sec): 3 clusters Score: Raw -7708512.773504 + Penalty 3585.677985 = -7704927.095519 nChanged 97 SP:Iteration 62Q (9810.980704 sec): 3 clusters Score: Raw -7708545.320040 + Penalty 3585.677985 = -7704959.642055 nChanged 75 SP:Iteration 63Q (9811.115249 sec): 3 clusters Score: Raw -7708568.501545 + Penalty 3585.677985 = -7704982.823560 nChanged 61 SP:Iteration 64Q (9811.224725 sec): 3 clusters Score: Raw -7708587.585965 + Penalty 3585.677985 = -7705001.907980 nChanged 50 SP:Iteration 65Q (9811.361387 sec): 3 clusters Score: Raw -7708601.670185 + Penalty 3585.677985 = -7705015.992200 nChanged 38 SP:Iteration 66Q (9811.484705 sec): 3 clusters Score: Raw -7708614.832159 + Penalty 3585.677985 = -7705029.154174 nChanged 50 SP:Iteration 67Q (9811.611709 sec): 3 clusters Score: Raw -7708632.883892 + Penalty 3585.677985 = -7705047.205907 nChanged 40 SP:Iteration 68Q (9811.732926 sec): 3 clusters Score: Raw -7708648.626927 + Penalty 3585.677985 = -7705062.948942 nChanged 37 SP:Iteration 69Q (9811.856922 sec): 3 clusters Score: Raw -7708663.072826 + Penalty 3585.677985 = -7705077.394841 nChanged 26 SP:Iteration 70Q (9811.991139 sec): 3 clusters Score: Raw -7708670.952355 + Penalty 3585.677985 = -7705085.274370 nChanged 26 SP:Iteration 71Q (9812.104526 sec): 3 clusters Score: Raw -7708678.815033 + Penalty 3585.677985 = -7705093.137048 nChanged 23 SP:Iteration 72Q (9812.229651 sec): 3 clusters Score: Raw -7708686.582551 + Penalty 3585.677985 = -7705100.904566 nChanged 23 SP:Iteration 73Q (9812.344609 sec): 3 clusters Score: Raw -7708693.813290 + Penalty 3585.677985 = -7705108.135305 nChanged 17 SP:Iteration 74Q (9812.476125 sec): 3 clusters Score: Raw -7708698.216571 + Penalty 3585.677985 = -7705112.538586 nChanged 20 SP:Iteration 75Q (9812.615364 sec): 3 clusters Score: Raw -7708703.972484 + Penalty 3585.677985 = -7705118.294499 nChanged 17 SP:Iteration 76Q (9812.746744 sec): 3 clusters Score: Raw -7708709.128530 + Penalty 3585.677985 = -7705123.450545 nChanged 11 SP:Iteration 77Q (9812.873294 sec): 3 clusters Score: Raw -7708712.405621 + Penalty 3585.677985 = -7705126.727636 nChanged 13 SP:Iteration 78Q (9812.993618 sec): 3 clusters Score: Raw -7708717.711551 + Penalty 3585.677985 = -7705132.033566 nChanged 11 SP:Iteration 79Q (9813.109338 sec): 3 clusters Score: Raw -7708719.803867 + Penalty 3585.677985 = -7705134.125882 nChanged 6 SP:Iteration 80F (9813.254642 sec): 3 clusters Score: Raw -7708721.425057 + Penalty 3585.677985 = -7705135.747072 nChanged 6 SP:Iteration 81Q (9813.384342 sec): 3 clusters Score: Raw -7708722.873526 + Penalty 3585.677985 = -7705137.195541 nChanged 5 SP:Iteration 82Q (9813.513623 sec): 3 clusters Score: Raw -7708725.454093 + Penalty 3585.677985 = -7705139.776108 nChanged 8 SP:Iteration 83Q (9813.630420 sec): 3 clusters Score: Raw -7708727.369284 + Penalty 3585.677985 = -7705141.691299 nChanged 6 SP:Iteration 84Q (9813.751572 sec): 3 clusters Score: Raw -7708728.965014 + Penalty 3585.677985 = -7705143.287029 nChanged 5 SP:Iteration 85Q (9813.872390 sec): 3 clusters Score: Raw -7708730.482201 + Penalty 3585.677985 = -7705144.804216 nChanged 4 SP:Iteration 86Q (9813.994028 sec): 3 clusters Score: Raw -7708731.991957 + Penalty 3585.677985 = -7705146.313972 nChanged 6 SP:Iteration 87Q (9814.114649 sec): 3 clusters Score: Raw -7708734.126585 + Penalty 3585.677985 = -7705148.448600 nChanged 3 SP:Iteration 88Q (9814.240182 sec): 3 clusters Score: Raw -7708735.160976 + Penalty 3585.677985 = -7705149.482992 nChanged 4 SP:Iteration 89Q (9814.368131 sec): 3 clusters Score: Raw -7708736.477827 + Penalty 3585.677985 = -7705150.799842 nChanged 8 SP:Iteration 90Q (9814.495596 sec): 3 clusters Score: Raw -7708738.402764 + Penalty 3585.677985 = -7705152.724780 nChanged 8 SP:Iteration 91Q (9814.623560 sec): 3 clusters Score: Raw -7708741.008752 + Penalty 3585.677985 = -7705155.330767 nChanged 4 SP:Iteration 92Q (9814.747931 sec): 3 clusters Score: Raw -7708741.822976 + Penalty 3585.677985 = -7705156.144991 nChanged 3 SP:Iteration 93Q (9814.859926 sec): 3 clusters Score: Raw -7708742.522749 + Penalty 3585.677985 = -7705156.844765 nChanged 1 SP:Iteration 94Q (9814.980152 sec): 3 clusters Score: Raw -7708742.696265 + Penalty 3585.677985 = -7705157.018280 nChanged 0 SP:Iteration 95F (9815.124477 sec): 3 clusters Score: Raw -7708742.696265 + Penalty 3585.677985 = -7705157.018280 nChanged 0 Trying to split cluster 23 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9815.154767 sec): 2 clusters Score: Raw -53926.831688 + Penalty 1023.280264 = -52903.551423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9815.187136 sec): 3 clusters Score: Raw -54038.437379 + Penalty 2046.560529 = -51991.876850 nChanged 175 SP:Iteration 1F (9815.226933 sec): 3 clusters Score: Raw -54762.496520 + Penalty 2046.560529 = -52715.935991 nChanged 76 SP:Iteration 2F (9815.261775 sec): 3 clusters Score: Raw -55110.123599 + Penalty 2046.560529 = -53063.563070 nChanged 43 SP:Iteration 3F (9815.309353 sec): 3 clusters Score: Raw -55384.461318 + Penalty 2046.560529 = -53337.900789 nChanged 21 SP:Iteration 4Q (9815.355728 sec): 3 clusters Score: Raw -55556.657751 + Penalty 2046.560529 = -53510.097222 nChanged 11 SP:Iteration 5Q (9815.390301 sec): 3 clusters Score: Raw -55622.484666 + Penalty 2046.560529 = -53575.924137 nChanged 5 SP:Iteration 6Q (9815.436122 sec): 3 clusters Score: Raw -55646.042952 + Penalty 2046.560529 = -53599.482423 nChanged 7 SP:Iteration 7Q (9815.490851 sec): 3 clusters Score: Raw -55691.468876 + Penalty 2046.560529 = -53644.908347 nChanged 7 SP:Iteration 8Q (9815.531404 sec): 3 clusters Score: Raw -55734.509535 + Penalty 2046.560529 = -53687.949006 nChanged 7 SP:Iteration 9Q (9815.583145 sec): 3 clusters Score: Raw -55764.653152 + Penalty 2046.560529 = -53718.092623 nChanged 3 SP:Iteration 10Q (9815.627766 sec): 3 clusters Score: Raw -55773.109042 + Penalty 2046.560529 = -53726.548513 nChanged 3 SP:Iteration 11Q (9815.665251 sec): 3 clusters Score: Raw -55778.244477 + Penalty 2046.560529 = -53731.683948 nChanged 1 SP:Iteration 12Q (9815.707436 sec): 3 clusters Score: Raw -55779.314688 + Penalty 2046.560529 = -53732.754159 nChanged 0 SP:Iteration 13F (9815.763913 sec): 3 clusters Score: Raw -55779.314688 + Penalty 2046.560529 = -53732.754159 nChanged 0 Score: Raw -129526032.282348 + Penalty 85669.685189 = -129440362.597159 Splitting cluster 23 changes total score from -129440764.579558 to -129440362.597159 So it's not getting split. Trying to split cluster 24 (2477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9839.830671 sec): 2 clusters Score: Raw -301161.964462 + Penalty 1269.905557 = -299892.058904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9839.861777 sec): 3 clusters Score: Raw -300009.248568 + Penalty 2539.811115 = -297469.437454 nChanged 949 SP:Iteration 1F (9839.906083 sec): 3 clusters Score: Raw -300608.058910 + Penalty 2539.811115 = -298068.247795 nChanged 202 SP:Iteration 2F (9839.948090 sec): 3 clusters Score: Raw -300758.123303 + Penalty 2539.811115 = -298218.312188 nChanged 138 SP:Iteration 3F (9839.994220 sec): 3 clusters Score: Raw -300867.661230 + Penalty 2539.811115 = -298327.850115 nChanged 115 SP:Iteration 4Q (9840.030839 sec): 3 clusters Score: Raw -300959.000135 + Penalty 2539.811115 = -298419.189020 nChanged 95 SP:Iteration 5Q (9840.081131 sec): 3 clusters Score: Raw -301029.453211 + Penalty 2539.811115 = -298489.642097 nChanged 79 SP:Iteration 6Q (9840.128809 sec): 3 clusters Score: Raw -301085.253705 + Penalty 2539.811115 = -298545.442591 nChanged 75 SP:Iteration 7Q (9840.170532 sec): 3 clusters Score: Raw -301133.424332 + Penalty 2539.811115 = -298593.613218 nChanged 51 SP:Iteration 8Q (9840.208564 sec): 3 clusters Score: Raw -301164.045212 + Penalty 2539.811115 = -298624.234098 nChanged 54 SP:Iteration 9Q (9840.268135 sec): 3 clusters Score: Raw -301193.996708 + Penalty 2539.811115 = -298654.185593 nChanged 40 SP:Iteration 10Q (9840.313937 sec): 3 clusters Score: Raw -301219.184257 + Penalty 2539.811115 = -298679.373143 nChanged 33 SP:Iteration 11Q (9840.355448 sec): 3 clusters Score: Raw -301240.345056 + Penalty 2539.811115 = -298700.533942 nChanged 32 SP:Iteration 12Q (9840.396201 sec): 3 clusters Score: Raw -301260.837296 + Penalty 2539.811115 = -298721.026181 nChanged 30 SP:Iteration 13Q (9840.451446 sec): 3 clusters Score: Raw -301283.022219 + Penalty 2539.811115 = -298743.211105 nChanged 40 SP:Iteration 14Q (9840.481958 sec): 3 clusters Score: Raw -301322.903669 + Penalty 2539.811115 = -298783.092554 nChanged 62 SP:Iteration 15Q (9840.524271 sec): 3 clusters Score: Raw -301376.783293 + Penalty 2539.811115 = -298836.972178 nChanged 46 SP:Iteration 16Q (9840.575620 sec): 3 clusters Score: Raw -301414.261632 + Penalty 2539.811115 = -298874.450517 nChanged 42 SP:Iteration 17Q (9840.618444 sec): 3 clusters Score: Raw -301447.289228 + Penalty 2539.811115 = -298907.478113 nChanged 39 SP:Iteration 18Q (9840.664867 sec): 3 clusters Score: Raw -301489.182757 + Penalty 2539.811115 = -298949.371642 nChanged 39 SP:Iteration 19Q (9840.701760 sec): 3 clusters Score: Raw -301530.006261 + Penalty 2539.811115 = -298990.195147 nChanged 43 SP:Iteration 20F (9840.752799 sec): 3 clusters Score: Raw -301565.344743 + Penalty 2539.811115 = -299025.533629 nChanged 40 SP:Iteration 21Q (9840.789200 sec): 3 clusters Score: Raw -301603.115166 + Penalty 2539.811115 = -299063.304052 nChanged 32 SP:Iteration 22Q (9840.829974 sec): 3 clusters Score: Raw -301634.509478 + Penalty 2539.811115 = -299094.698364 nChanged 27 SP:Iteration 23Q (9840.883182 sec): 3 clusters Score: Raw -301660.427043 + Penalty 2539.811115 = -299120.615928 nChanged 18 SP:Iteration 24Q (9840.918621 sec): 3 clusters Score: Raw -301673.605449 + Penalty 2539.811115 = -299133.794334 nChanged 18 SP:Iteration 25Q (9840.954203 sec): 3 clusters Score: Raw -301687.712478 + Penalty 2539.811115 = -299147.901363 nChanged 16 SP:Iteration 26Q (9840.996937 sec): 3 clusters Score: Raw -301701.498956 + Penalty 2539.811115 = -299161.687841 nChanged 13 SP:Iteration 27Q (9841.048717 sec): 3 clusters Score: Raw -301713.893742 + Penalty 2539.811115 = -299174.082628 nChanged 17 SP:Iteration 28Q (9841.090012 sec): 3 clusters Score: Raw -301735.419934 + Penalty 2539.811115 = -299195.608819 nChanged 14 SP:Iteration 29Q (9841.134632 sec): 3 clusters Score: Raw -301754.985858 + Penalty 2539.811115 = -299215.174744 nChanged 20 SP:Iteration 30Q (9841.178431 sec): 3 clusters Score: Raw -301778.974984 + Penalty 2539.811115 = -299239.163869 nChanged 22 SP:Iteration 31Q (9841.223619 sec): 3 clusters Score: Raw -301819.763115 + Penalty 2539.811115 = -299279.952000 nChanged 26 SP:Iteration 32Q (9841.279252 sec): 3 clusters Score: Raw -301862.831573 + Penalty 2539.811115 = -299323.020458 nChanged 26 SP:Iteration 33Q (9841.316544 sec): 3 clusters Score: Raw -301907.980488 + Penalty 2539.811115 = -299368.169373 nChanged 18 SP:Iteration 34Q (9841.366076 sec): 3 clusters Score: Raw -301938.612891 + Penalty 2539.811115 = -299398.801776 nChanged 27 SP:Iteration 35Q (9841.413565 sec): 3 clusters Score: Raw -301979.867540 + Penalty 2539.811115 = -299440.056425 nChanged 27 SP:Iteration 36Q (9841.471624 sec): 3 clusters Score: Raw -302045.618614 + Penalty 2539.811115 = -299505.807499 nChanged 27 SP:Iteration 37Q (9841.511667 sec): 3 clusters Score: Raw -302097.248290 + Penalty 2539.811115 = -299557.437175 nChanged 20 SP:Iteration 38Q (9841.567290 sec): 3 clusters Score: Raw -302132.842532 + Penalty 2539.811115 = -299593.031418 nChanged 22 SP:Iteration 39Q (9841.612593 sec): 3 clusters Score: Raw -302169.950805 + Penalty 2539.811115 = -299630.139690 nChanged 16 SP:Iteration 40F (9841.649108 sec): 3 clusters Score: Raw -302230.397693 + Penalty 2539.811115 = -299690.586579 nChanged 28 SP:Iteration 41Q (9841.688763 sec): 3 clusters Score: Raw -302332.720192 + Penalty 2539.811115 = -299792.909077 nChanged 25 SP:Iteration 42Q (9841.739968 sec): 3 clusters Score: Raw -302406.570693 + Penalty 2539.811115 = -299866.759579 nChanged 20 SP:Iteration 43Q (9841.776794 sec): 3 clusters Score: Raw -302456.515284 + Penalty 2539.811115 = -299916.704169 nChanged 12 SP:Iteration 44Q (9841.830219 sec): 3 clusters Score: Raw -302497.189243 + Penalty 2539.811115 = -299957.378129 nChanged 9 SP:Iteration 45Q (9841.874693 sec): 3 clusters Score: Raw -302517.875058 + Penalty 2539.811115 = -299978.063944 nChanged 6 SP:Iteration 46Q (9841.913627 sec): 3 clusters Score: Raw -302531.440323 + Penalty 2539.811115 = -299991.629209 nChanged 4 SP:Iteration 47Q (9841.964699 sec): 3 clusters Score: Raw -302546.396976 + Penalty 2539.811115 = -300006.585861 nChanged 3 SP:Iteration 48Q (9842.005391 sec): 3 clusters Score: Raw -302551.693659 + Penalty 2539.811115 = -300011.882545 nChanged 1 SP:Iteration 49Q (9842.045294 sec): 3 clusters Score: Raw -302553.423733 + Penalty 2539.811115 = -300013.612619 nChanged 1 SP:Iteration 50Q (9842.079789 sec): 3 clusters Score: Raw -302554.984851 + Penalty 2539.811115 = -300015.173736 nChanged 1 SP:Iteration 51Q (9842.117111 sec): 3 clusters Score: Raw -302556.915280 + Penalty 2539.811115 = -300017.104166 nChanged 0 SP:Iteration 52F (9842.158126 sec): 3 clusters Score: Raw -302556.915280 + Penalty 2539.811115 = -300017.104166 nChanged 0 Score: Raw -129525574.750167 + Penalty 85669.685189 = -129439905.064978 Splitting cluster 24 changes total score from -129440764.579558 to -129439905.064978 So it's not getting split. Trying to split cluster 25 (15612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9867.688998 sec): 2 clusters Score: Raw -1862949.069746 + Penalty 1569.066708 = -1861380.003038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9867.755425 sec): 3 clusters Score: Raw -1853753.277937 + Penalty 3138.133417 = -1850615.144521 nChanged 6937 SP:Iteration 1F (9867.823145 sec): 3 clusters Score: Raw -1857670.157631 + Penalty 3138.133417 = -1854532.024214 nChanged 1093 SP:Iteration 2F (9867.894672 sec): 3 clusters Score: Raw -1858398.248158 + Penalty 3138.133417 = -1855260.114741 nChanged 1209 SP:Iteration 3F (9867.950743 sec): 3 clusters Score: Raw -1859391.350643 + Penalty 3138.133417 = -1856253.217226 nChanged 1272 SP:Iteration 4F (9868.026590 sec): 3 clusters Score: Raw -1860417.378700 + Penalty 3138.133417 = -1857279.245283 nChanged 1154 SP:Iteration 5F (9868.104347 sec): 3 clusters Score: Raw -1861278.028648 + Penalty 3138.133417 = -1858139.895231 nChanged 955 SP:Iteration 6F (9868.172957 sec): 3 clusters Score: Raw -1861929.463068 + Penalty 3138.133417 = -1858791.329651 nChanged 726 SP:Iteration 7Q (9868.242443 sec): 3 clusters Score: Raw -1862398.454002 + Penalty 3138.133417 = -1859260.320586 nChanged 530 SP:Iteration 8Q (9868.321144 sec): 3 clusters Score: Raw -1862710.271364 + Penalty 3138.133417 = -1859572.137947 nChanged 421 SP:Iteration 9Q (9868.376661 sec): 3 clusters Score: Raw -1862939.729663 + Penalty 3138.133417 = -1859801.596246 nChanged 342 SP:Iteration 10Q (9868.443528 sec): 3 clusters Score: Raw -1863119.149047 + Penalty 3138.133417 = -1859981.015631 nChanged 271 SP:Iteration 11Q (9868.522667 sec): 3 clusters Score: Raw -1863255.961314 + Penalty 3138.133417 = -1860117.827898 nChanged 268 SP:Iteration 12Q (9868.584695 sec): 3 clusters Score: Raw -1863394.734331 + Penalty 3138.133417 = -1860256.600914 nChanged 232 SP:Iteration 13Q (9868.645460 sec): 3 clusters Score: Raw -1863509.190728 + Penalty 3138.133417 = -1860371.057311 nChanged 176 SP:Iteration 14Q (9868.714484 sec): 3 clusters Score: Raw -1863583.576624 + Penalty 3138.133417 = -1860445.443208 nChanged 143 SP:Iteration 15Q (9868.776175 sec): 3 clusters Score: Raw -1863642.741888 + Penalty 3138.133417 = -1860504.608472 nChanged 128 SP:Iteration 16Q (9868.840649 sec): 3 clusters Score: Raw -1863698.364334 + Penalty 3138.133417 = -1860560.230918 nChanged 118 SP:Iteration 17Q (9868.896062 sec): 3 clusters Score: Raw -1863741.540462 + Penalty 3138.133417 = -1860603.407045 nChanged 102 SP:Iteration 18Q (9868.962809 sec): 3 clusters Score: Raw -1863782.055150 + Penalty 3138.133417 = -1860643.921733 nChanged 83 SP:Iteration 19Q (9869.016333 sec): 3 clusters Score: Raw -1863812.809356 + Penalty 3138.133417 = -1860674.675939 nChanged 78 SP:Iteration 20F (9869.059617 sec): 3 clusters Score: Raw -1863845.660554 + Penalty 3138.133417 = -1860707.527137 nChanged 69 SP:Iteration 21Q (9869.126300 sec): 3 clusters Score: Raw -1863876.653469 + Penalty 3138.133417 = -1860738.520053 nChanged 52 SP:Iteration 22Q (9869.195146 sec): 3 clusters Score: Raw -1863898.035382 + Penalty 3138.133417 = -1860759.901966 nChanged 52 SP:Iteration 23Q (9869.262014 sec): 3 clusters Score: Raw -1863919.179371 + Penalty 3138.133417 = -1860781.045954 nChanged 46 SP:Iteration 24Q (9869.325019 sec): 3 clusters Score: Raw -1863933.537145 + Penalty 3138.133417 = -1860795.403728 nChanged 42 SP:Iteration 25Q (9869.397448 sec): 3 clusters Score: Raw -1863951.456056 + Penalty 3138.133417 = -1860813.322640 nChanged 41 SP:Iteration 26Q (9869.461191 sec): 3 clusters Score: Raw -1863966.088706 + Penalty 3138.133417 = -1860827.955290 nChanged 39 SP:Iteration 27Q (9869.532833 sec): 3 clusters Score: Raw -1863981.879858 + Penalty 3138.133417 = -1860843.746441 nChanged 30 SP:Iteration 28Q (9869.598759 sec): 3 clusters Score: Raw -1863991.834512 + Penalty 3138.133417 = -1860853.701095 nChanged 29 SP:Iteration 29Q (9869.658238 sec): 3 clusters Score: Raw -1864001.447378 + Penalty 3138.133417 = -1860863.313962 nChanged 28 SP:Iteration 30Q (9869.723689 sec): 3 clusters Score: Raw -1864012.206423 + Penalty 3138.133417 = -1860874.073006 nChanged 18 SP:Iteration 31Q (9869.794753 sec): 3 clusters Score: Raw -1864017.257234 + Penalty 3138.133417 = -1860879.123818 nChanged 20 SP:Iteration 32Q (9869.859487 sec): 3 clusters Score: Raw -1864023.491407 + Penalty 3138.133417 = -1860885.357990 nChanged 14 SP:Iteration 33Q (9869.931609 sec): 3 clusters Score: Raw -1864026.238830 + Penalty 3138.133417 = -1860888.105413 nChanged 6 SP:Iteration 34Q (9870.000731 sec): 3 clusters Score: Raw -1864027.373583 + Penalty 3138.133417 = -1860889.240166 nChanged 5 SP:Iteration 35Q (9870.065057 sec): 3 clusters Score: Raw -1864028.940807 + Penalty 3138.133417 = -1860890.807390 nChanged 8 SP:Iteration 36Q (9870.125498 sec): 3 clusters Score: Raw -1864030.846347 + Penalty 3138.133417 = -1860892.712930 nChanged 2 SP:Iteration 37Q (9870.191988 sec): 3 clusters Score: Raw -1864031.327555 + Penalty 3138.133417 = -1860893.194138 nChanged 3 SP:Iteration 38Q (9870.252918 sec): 3 clusters Score: Raw -1864031.927159 + Penalty 3138.133417 = -1860893.793742 nChanged 2 SP:Iteration 39Q (9870.325092 sec): 3 clusters Score: Raw -1864032.264151 + Penalty 3138.133417 = -1860894.130735 nChanged 0 SP:Iteration 40F (9870.386547 sec): 3 clusters Score: Raw -1864032.264151 + Penalty 3138.133417 = -1860894.130735 nChanged 0 Trying to split cluster 26 (4114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9870.406633 sec): 2 clusters Score: Raw -486751.623387 + Penalty 1352.349549 = -485399.273838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9870.455685 sec): 3 clusters Score: Raw -484646.282103 + Penalty 2704.699098 = -481941.583005 nChanged 1667 SP:Iteration 1F (9870.498654 sec): 3 clusters Score: Raw -485632.853211 + Penalty 2704.699098 = -482928.154113 nChanged 319 SP:Iteration 2F (9870.547075 sec): 3 clusters Score: Raw -485838.679917 + Penalty 2704.699098 = -483133.980819 nChanged 238 SP:Iteration 3F (9870.592713 sec): 3 clusters Score: Raw -486006.849250 + Penalty 2704.699098 = -483302.150153 nChanged 202 SP:Iteration 4Q (9870.640780 sec): 3 clusters Score: Raw -486155.463332 + Penalty 2704.699098 = -483450.764234 nChanged 190 SP:Iteration 5Q (9870.691839 sec): 3 clusters Score: Raw -486273.563821 + Penalty 2704.699098 = -483568.864723 nChanged 161 SP:Iteration 6Q (9870.743005 sec): 3 clusters Score: Raw -486386.683186 + Penalty 2704.699098 = -483681.984088 nChanged 156 SP:Iteration 7Q (9870.788080 sec): 3 clusters Score: Raw -486475.373493 + Penalty 2704.699098 = -483770.674395 nChanged 129 SP:Iteration 8Q (9870.846404 sec): 3 clusters Score: Raw -486553.959154 + Penalty 2704.699098 = -483849.260056 nChanged 130 SP:Iteration 9Q (9870.885374 sec): 3 clusters Score: Raw -486632.756883 + Penalty 2704.699098 = -483928.057785 nChanged 132 SP:Iteration 10Q (9870.936193 sec): 3 clusters Score: Raw -486711.697860 + Penalty 2704.699098 = -484006.998763 nChanged 113 SP:Iteration 11Q (9870.979896 sec): 3 clusters Score: Raw -486775.885111 + Penalty 2704.699098 = -484071.186013 nChanged 114 SP:Iteration 12Q (9871.024956 sec): 3 clusters Score: Raw -486847.250195 + Penalty 2704.699098 = -484142.551097 nChanged 93 SP:Iteration 13Q (9871.069019 sec): 3 clusters Score: Raw -486905.878378 + Penalty 2704.699098 = -484201.179280 nChanged 80 SP:Iteration 14Q (9871.128103 sec): 3 clusters Score: Raw -486959.510715 + Penalty 2704.699098 = -484254.811617 nChanged 74 SP:Iteration 15Q (9871.169391 sec): 3 clusters Score: Raw -487036.072869 + Penalty 2704.699098 = -484331.373772 nChanged 66 SP:Iteration 16Q (9871.225056 sec): 3 clusters Score: Raw -487113.768552 + Penalty 2704.699098 = -484409.069454 nChanged 59 SP:Iteration 17Q (9871.276385 sec): 3 clusters Score: Raw -487177.747807 + Penalty 2704.699098 = -484473.048709 nChanged 53 SP:Iteration 18Q (9871.329061 sec): 3 clusters Score: Raw -487242.955473 + Penalty 2704.699098 = -484538.256375 nChanged 43 SP:Iteration 19Q (9871.365801 sec): 3 clusters Score: Raw -487276.263709 + Penalty 2704.699098 = -484571.564611 nChanged 38 SP:Iteration 20F (9871.427345 sec): 3 clusters Score: Raw -487291.242926 + Penalty 2704.699098 = -484586.543828 nChanged 34 SP:Iteration 21Q (9871.467138 sec): 3 clusters Score: Raw -487303.762592 + Penalty 2704.699098 = -484599.063494 nChanged 22 SP:Iteration 22Q (9871.514437 sec): 3 clusters Score: Raw -487311.058834 + Penalty 2704.699098 = -484606.359737 nChanged 12 SP:Iteration 23Q (9871.561200 sec): 3 clusters Score: Raw -487314.954588 + Penalty 2704.699098 = -484610.255490 nChanged 14 SP:Iteration 24Q (9871.606860 sec): 3 clusters Score: Raw -487319.526428 + Penalty 2704.699098 = -484614.827330 nChanged 10 SP:Iteration 25Q (9871.655171 sec): 3 clusters Score: Raw -487322.821502 + Penalty 2704.699098 = -484618.122404 nChanged 15 SP:Iteration 26Q (9871.696371 sec): 3 clusters Score: Raw -487328.521888 + Penalty 2704.699098 = -484623.822790 nChanged 18 SP:Iteration 27Q (9871.751255 sec): 3 clusters Score: Raw -487335.333988 + Penalty 2704.699098 = -484630.634890 nChanged 16 SP:Iteration 28Q (9871.788781 sec): 3 clusters Score: Raw -487340.444271 + Penalty 2704.699098 = -484635.745173 nChanged 10 SP:Iteration 29Q (9871.839199 sec): 3 clusters Score: Raw -487345.820943 + Penalty 2704.699098 = -484641.121845 nChanged 12 SP:Iteration 30Q (9871.880277 sec): 3 clusters Score: Raw -487349.612295 + Penalty 2704.699098 = -484644.913197 nChanged 13 SP:Iteration 31Q (9871.915055 sec): 3 clusters Score: Raw -487353.772182 + Penalty 2704.699098 = -484649.073084 nChanged 13 SP:Iteration 32Q (9871.965098 sec): 3 clusters Score: Raw -487357.856008 + Penalty 2704.699098 = -484653.156910 nChanged 8 SP:Iteration 33Q (9872.013810 sec): 3 clusters Score: Raw -487360.045069 + Penalty 2704.699098 = -484655.345971 nChanged 13 SP:Iteration 34Q (9872.057483 sec): 3 clusters Score: Raw -487363.403009 + Penalty 2704.699098 = -484658.703911 nChanged 14 SP:Iteration 35Q (9872.097940 sec): 3 clusters Score: Raw -487369.349141 + Penalty 2704.699098 = -484664.650043 nChanged 20 SP:Iteration 36Q (9872.143462 sec): 3 clusters Score: Raw -487374.838086 + Penalty 2704.699098 = -484670.138988 nChanged 16 SP:Iteration 37Q (9872.190747 sec): 3 clusters Score: Raw -487378.819365 + Penalty 2704.699098 = -484674.120267 nChanged 16 SP:Iteration 38Q (9872.242876 sec): 3 clusters Score: Raw -487384.039076 + Penalty 2704.699098 = -484679.339978 nChanged 19 SP:Iteration 39Q (9872.292186 sec): 3 clusters Score: Raw -487389.280783 + Penalty 2704.699098 = -484684.581686 nChanged 17 SP:Iteration 40F (9872.338030 sec): 3 clusters Score: Raw -487394.207813 + Penalty 2704.699098 = -484689.508715 nChanged 16 SP:Iteration 41Q (9872.376289 sec): 3 clusters Score: Raw -487401.111022 + Penalty 2704.699098 = -484696.411924 nChanged 24 SP:Iteration 42Q (9872.426968 sec): 3 clusters Score: Raw -487410.668458 + Penalty 2704.699098 = -484705.969360 nChanged 24 SP:Iteration 43Q (9872.470295 sec): 3 clusters Score: Raw -487417.187364 + Penalty 2704.699098 = -484712.488266 nChanged 20 SP:Iteration 44Q (9872.524976 sec): 3 clusters Score: Raw -487422.881645 + Penalty 2704.699098 = -484718.182547 nChanged 29 SP:Iteration 45Q (9872.566203 sec): 3 clusters Score: Raw -487437.050526 + Penalty 2704.699098 = -484732.351428 nChanged 52 SP:Iteration 46Q (9872.617006 sec): 3 clusters Score: Raw -487458.796627 + Penalty 2704.699098 = -484754.097529 nChanged 50 SP:Iteration 47Q (9872.675735 sec): 3 clusters Score: Raw -487482.656855 + Penalty 2704.699098 = -484777.957757 nChanged 59 SP:Iteration 48Q (9872.719137 sec): 3 clusters Score: Raw -487509.034006 + Penalty 2704.699098 = -484804.334908 nChanged 61 SP:Iteration 49Q (9872.775037 sec): 3 clusters Score: Raw -487534.086609 + Penalty 2704.699098 = -484829.387512 nChanged 63 SP:Iteration 50Q (9872.822609 sec): 3 clusters Score: Raw -487560.867763 + Penalty 2704.699098 = -484856.168665 nChanged 64 SP:Iteration 51Q (9872.854770 sec): 3 clusters Score: Raw -487592.795203 + Penalty 2704.699098 = -484888.096106 nChanged 68 SP:Iteration 52Q (9872.908149 sec): 3 clusters Score: Raw -487627.062545 + Penalty 2704.699098 = -484922.363447 nChanged 61 SP:Iteration 53Q (9872.943880 sec): 3 clusters Score: Raw -487654.785243 + Penalty 2704.699098 = -484950.086146 nChanged 51 SP:Iteration 54Q (9872.988905 sec): 3 clusters Score: Raw -487673.274121 + Penalty 2704.699098 = -484968.575023 nChanged 39 SP:Iteration 55Q (9873.039010 sec): 3 clusters Score: Raw -487689.478026 + Penalty 2704.699098 = -484984.778928 nChanged 36 SP:Iteration 56Q (9873.080884 sec): 3 clusters Score: Raw -487704.091093 + Penalty 2704.699098 = -484999.391995 nChanged 39 SP:Iteration 57Q (9873.127973 sec): 3 clusters Score: Raw -487717.848440 + Penalty 2704.699098 = -485013.149342 nChanged 32 SP:Iteration 58Q (9873.183724 sec): 3 clusters Score: Raw -487728.833668 + Penalty 2704.699098 = -485024.134571 nChanged 29 SP:Iteration 59Q (9873.225939 sec): 3 clusters Score: Raw -487744.714008 + Penalty 2704.699098 = -485040.014911 nChanged 29 SP:Iteration 60F (9873.274166 sec): 3 clusters Score: Raw -487761.841286 + Penalty 2704.699098 = -485057.142188 nChanged 24 SP:Iteration 61Q (9873.308684 sec): 3 clusters Score: Raw -487777.385150 + Penalty 2704.699098 = -485072.686052 nChanged 28 SP:Iteration 62Q (9873.355324 sec): 3 clusters Score: Raw -487796.804547 + Penalty 2704.699098 = -485092.105449 nChanged 34 SP:Iteration 63Q (9873.402726 sec): 3 clusters Score: Raw -487829.961114 + Penalty 2704.699098 = -485125.262016 nChanged 35 SP:Iteration 64Q (9873.439816 sec): 3 clusters Score: Raw -487865.086957 + Penalty 2704.699098 = -485160.387860 nChanged 27 SP:Iteration 65Q (9873.481092 sec): 3 clusters Score: Raw -487886.562436 + Penalty 2704.699098 = -485181.863338 nChanged 29 SP:Iteration 66Q (9873.534157 sec): 3 clusters Score: Raw -487902.098547 + Penalty 2704.699098 = -485197.399449 nChanged 30 SP:Iteration 67Q (9873.583773 sec): 3 clusters Score: Raw -487918.795170 + Penalty 2704.699098 = -485214.096072 nChanged 24 SP:Iteration 68Q (9873.627054 sec): 3 clusters Score: Raw -487929.701752 + Penalty 2704.699098 = -485225.002654 nChanged 23 SP:Iteration 69Q (9873.679346 sec): 3 clusters Score: Raw -487936.280955 + Penalty 2704.699098 = -485231.581858 nChanged 11 SP:Iteration 70Q (9873.720812 sec): 3 clusters Score: Raw -487939.094892 + Penalty 2704.699098 = -485234.395794 nChanged 8 SP:Iteration 71Q (9873.777045 sec): 3 clusters Score: Raw -487941.253150 + Penalty 2704.699098 = -485236.554052 nChanged 10 SP:Iteration 72Q (9873.815528 sec): 3 clusters Score: Raw -487944.279238 + Penalty 2704.699098 = -485239.580140 nChanged 5 SP:Iteration 73Q (9873.860542 sec): 3 clusters Score: Raw -487945.778712 + Penalty 2704.699098 = -485241.079614 nChanged 5 SP:Iteration 74Q (9873.914317 sec): 3 clusters Score: Raw -487947.424116 + Penalty 2704.699098 = -485242.725018 nChanged 3 SP:Iteration 75Q (9873.950682 sec): 3 clusters Score: Raw -487948.389574 + Penalty 2704.699098 = -485243.690476 nChanged 5 SP:Iteration 76Q (9873.992858 sec): 3 clusters Score: Raw -487950.571764 + Penalty 2704.699098 = -485245.872667 nChanged 6 SP:Iteration 77Q (9874.032469 sec): 3 clusters Score: Raw -487952.641170 + Penalty 2704.699098 = -485247.942072 nChanged 4 SP:Iteration 78Q (9874.076550 sec): 3 clusters Score: Raw -487953.227647 + Penalty 2704.699098 = -485248.528549 nChanged 2 SP:Iteration 79Q (9874.126414 sec): 3 clusters Score: Raw -487953.642483 + Penalty 2704.699098 = -485248.943385 nChanged 1 SP:Iteration 80F (9874.172656 sec): 3 clusters Score: Raw -487953.924117 + Penalty 2704.699098 = -485249.225019 nChanged 2 SP:Iteration 81Q (9874.217962 sec): 3 clusters Score: Raw -487954.165531 + Penalty 2704.699098 = -485249.466433 nChanged 0 SP:Iteration 82F (9874.271384 sec): 3 clusters Score: Raw -487954.165531 + Penalty 2704.699098 = -485249.466433 nChanged 0 Trying to split cluster 27 (5724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9874.312931 sec): 2 clusters Score: Raw -693217.488128 + Penalty 1406.018760 = -691811.469368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9874.372757 sec): 3 clusters Score: Raw -690208.767995 + Penalty 2812.037521 = -687396.730474 nChanged 2364 SP:Iteration 1F (9874.419489 sec): 3 clusters Score: Raw -691702.600293 + Penalty 2812.037521 = -688890.562773 nChanged 544 SP:Iteration 2F (9874.480964 sec): 3 clusters Score: Raw -692292.033092 + Penalty 2812.037521 = -689479.995571 nChanged 487 SP:Iteration 3F (9874.526784 sec): 3 clusters Score: Raw -692801.145507 + Penalty 2812.037521 = -689989.107986 nChanged 411 SP:Iteration 4F (9874.576709 sec): 3 clusters Score: Raw -693146.857596 + Penalty 2812.037521 = -690334.820075 nChanged 327 SP:Iteration 5F (9874.627443 sec): 3 clusters Score: Raw -693385.561827 + Penalty 2812.037521 = -690573.524307 nChanged 249 SP:Iteration 6Q (9874.687090 sec): 3 clusters Score: Raw -693557.299519 + Penalty 2812.037521 = -690745.261998 nChanged 207 SP:Iteration 7Q (9874.752738 sec): 3 clusters Score: Raw -693687.300726 + Penalty 2812.037521 = -690875.263205 nChanged 158 SP:Iteration 8Q (9874.812100 sec): 3 clusters Score: Raw -693770.930672 + Penalty 2812.037521 = -690958.893152 nChanged 126 SP:Iteration 9Q (9874.868052 sec): 3 clusters Score: Raw -693832.153003 + Penalty 2812.037521 = -691020.115482 nChanged 91 SP:Iteration 10Q (9874.922876 sec): 3 clusters Score: Raw -693870.687210 + Penalty 2812.037521 = -691058.649689 nChanged 69 SP:Iteration 11Q (9874.981077 sec): 3 clusters Score: Raw -693908.104777 + Penalty 2812.037521 = -691096.067256 nChanged 70 SP:Iteration 12Q (9875.024834 sec): 3 clusters Score: Raw -693937.376226 + Penalty 2812.037521 = -691125.338705 nChanged 66 SP:Iteration 13Q (9875.081697 sec): 3 clusters Score: Raw -693970.563881 + Penalty 2812.037521 = -691158.526361 nChanged 65 SP:Iteration 14Q (9875.122106 sec): 3 clusters Score: Raw -694005.235213 + Penalty 2812.037521 = -691193.197693 nChanged 68 SP:Iteration 15Q (9875.184910 sec): 3 clusters Score: Raw -694036.067635 + Penalty 2812.037521 = -691224.030115 nChanged 60 SP:Iteration 16Q (9875.242368 sec): 3 clusters Score: Raw -694068.752230 + Penalty 2812.037521 = -691256.714710 nChanged 53 SP:Iteration 17Q (9875.283096 sec): 3 clusters Score: Raw -694091.566823 + Penalty 2812.037521 = -691279.529302 nChanged 46 SP:Iteration 18Q (9875.345474 sec): 3 clusters Score: Raw -694106.809836 + Penalty 2812.037521 = -691294.772315 nChanged 39 SP:Iteration 19Q (9875.404841 sec): 3 clusters Score: Raw -694120.208901 + Penalty 2812.037521 = -691308.171380 nChanged 39 SP:Iteration 20F (9875.449485 sec): 3 clusters Score: Raw -694136.482713 + Penalty 2812.037521 = -691324.445193 nChanged 42 SP:Iteration 21Q (9875.511621 sec): 3 clusters Score: Raw -694153.670731 + Penalty 2812.037521 = -691341.633210 nChanged 46 SP:Iteration 22Q (9875.565869 sec): 3 clusters Score: Raw -694170.840506 + Penalty 2812.037521 = -691358.802985 nChanged 35 SP:Iteration 23Q (9875.606413 sec): 3 clusters Score: Raw -694181.009163 + Penalty 2812.037521 = -691368.971642 nChanged 33 SP:Iteration 24Q (9875.671393 sec): 3 clusters Score: Raw -694187.896113 + Penalty 2812.037521 = -691375.858592 nChanged 22 SP:Iteration 25Q (9875.721572 sec): 3 clusters Score: Raw -694194.342533 + Penalty 2812.037521 = -691382.305013 nChanged 21 SP:Iteration 26Q (9875.776054 sec): 3 clusters Score: Raw -694199.396403 + Penalty 2812.037521 = -691387.358883 nChanged 16 SP:Iteration 27Q (9875.818226 sec): 3 clusters Score: Raw -694202.999184 + Penalty 2812.037521 = -691390.961663 nChanged 11 SP:Iteration 28Q (9875.869835 sec): 3 clusters Score: Raw -694205.509467 + Penalty 2812.037521 = -691393.471946 nChanged 8 SP:Iteration 29Q (9875.919011 sec): 3 clusters Score: Raw -694206.705391 + Penalty 2812.037521 = -691394.667870 nChanged 5 SP:Iteration 30Q (9875.960038 sec): 3 clusters Score: Raw -694207.591874 + Penalty 2812.037521 = -691395.554353 nChanged 6 SP:Iteration 31Q (9876.010393 sec): 3 clusters Score: Raw -694209.068595 + Penalty 2812.037521 = -691397.031074 nChanged 4 SP:Iteration 32Q (9876.051577 sec): 3 clusters Score: Raw -694209.802786 + Penalty 2812.037521 = -691397.765265 nChanged 4 SP:Iteration 33Q (9876.103270 sec): 3 clusters Score: Raw -694210.598148 + Penalty 2812.037521 = -691398.560627 nChanged 4 SP:Iteration 34Q (9876.140020 sec): 3 clusters Score: Raw -694211.550628 + Penalty 2812.037521 = -691399.513107 nChanged 2 SP:Iteration 35Q (9876.195312 sec): 3 clusters Score: Raw -694211.745597 + Penalty 2812.037521 = -691399.708076 nChanged 0 SP:Iteration 36F (9876.252134 sec): 3 clusters Score: Raw -694211.745597 + Penalty 2812.037521 = -691399.708076 nChanged 0 Trying to split cluster 28 (16821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9876.291591 sec): 2 clusters Score: Raw -2118800.743478 + Penalty 1581.187300 = -2117219.556178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9876.360922 sec): 3 clusters Score: Raw -2108798.439152 + Penalty 3162.374600 = -2105636.064552 nChanged 7549 SP:Iteration 1F (9876.436592 sec): 3 clusters Score: Raw -2112973.917063 + Penalty 3162.374600 = -2109811.542463 nChanged 880 SP:Iteration 2F (9876.502115 sec): 3 clusters Score: Raw -2113365.509756 + Penalty 3162.374600 = -2110203.135156 nChanged 801 SP:Iteration 3Q (9876.582692 sec): 3 clusters Score: Raw -2113726.636026 + Penalty 3162.374600 = -2110564.261426 nChanged 804 SP:Iteration 4Q (9876.649225 sec): 3 clusters Score: Raw -2114127.746440 + Penalty 3162.374600 = -2110965.371840 nChanged 774 SP:Iteration 5Q (9876.730402 sec): 3 clusters Score: Raw -2114558.654436 + Penalty 3162.374600 = -2111396.279836 nChanged 765 SP:Iteration 6Q (9876.801120 sec): 3 clusters Score: Raw -2115008.023370 + Penalty 3162.374600 = -2111845.648770 nChanged 770 SP:Iteration 7Q (9876.867296 sec): 3 clusters Score: Raw -2115413.189054 + Penalty 3162.374600 = -2112250.814454 nChanged 742 SP:Iteration 8Q (9876.944522 sec): 3 clusters Score: Raw -2115754.556305 + Penalty 3162.374600 = -2112592.181705 nChanged 652 SP:Iteration 9Q (9877.023361 sec): 3 clusters Score: Raw -2116054.521729 + Penalty 3162.374600 = -2112892.147129 nChanged 578 SP:Iteration 10Q (9877.092970 sec): 3 clusters Score: Raw -2116307.303597 + Penalty 3162.374600 = -2113144.928997 nChanged 492 SP:Iteration 11Q (9877.175653 sec): 3 clusters Score: Raw -2116512.295578 + Penalty 3162.374600 = -2113349.920978 nChanged 456 SP:Iteration 12Q (9877.241329 sec): 3 clusters Score: Raw -2116692.443467 + Penalty 3162.374600 = -2113530.068867 nChanged 417 SP:Iteration 13Q (9877.326124 sec): 3 clusters Score: Raw -2116846.554233 + Penalty 3162.374600 = -2113684.179633 nChanged 392 SP:Iteration 14Q (9877.401896 sec): 3 clusters Score: Raw -2116990.194608 + Penalty 3162.374600 = -2113827.820008 nChanged 358 SP:Iteration 15Q (9877.476057 sec): 3 clusters Score: Raw -2117105.904424 + Penalty 3162.374600 = -2113943.529824 nChanged 309 SP:Iteration 16Q (9877.553912 sec): 3 clusters Score: Raw -2117197.501638 + Penalty 3162.374600 = -2114035.127038 nChanged 276 SP:Iteration 17Q (9877.619467 sec): 3 clusters Score: Raw -2117281.592458 + Penalty 3162.374600 = -2114119.217858 nChanged 272 SP:Iteration 18Q (9877.695174 sec): 3 clusters Score: Raw -2117366.976427 + Penalty 3162.374600 = -2114204.601827 nChanged 283 SP:Iteration 19Q (9877.779987 sec): 3 clusters Score: Raw -2117457.227481 + Penalty 3162.374600 = -2114294.852881 nChanged 290 SP:Iteration 20F (9877.855874 sec): 3 clusters Score: Raw -2117547.763430 + Penalty 3162.374600 = -2114385.388830 nChanged 279 SP:Iteration 21Q (9877.930832 sec): 3 clusters Score: Raw -2117642.459703 + Penalty 3162.374600 = -2114480.085103 nChanged 263 SP:Iteration 22Q (9878.004871 sec): 3 clusters Score: Raw -2117735.213657 + Penalty 3162.374600 = -2114572.839057 nChanged 258 SP:Iteration 23Q (9878.076903 sec): 3 clusters Score: Raw -2117834.896244 + Penalty 3162.374600 = -2114672.521644 nChanged 266 SP:Iteration 24Q (9878.146123 sec): 3 clusters Score: Raw -2117937.756916 + Penalty 3162.374600 = -2114775.382316 nChanged 266 SP:Iteration 25Q (9878.217771 sec): 3 clusters Score: Raw -2118057.149527 + Penalty 3162.374600 = -2114894.774927 nChanged 279 SP:Iteration 26Q (9878.278671 sec): 3 clusters Score: Raw -2118197.288050 + Penalty 3162.374600 = -2115034.913450 nChanged 267 SP:Iteration 27Q (9878.342079 sec): 3 clusters Score: Raw -2118342.783135 + Penalty 3162.374600 = -2115180.408534 nChanged 243 SP:Iteration 28Q (9878.401083 sec): 3 clusters Score: Raw -2118472.563622 + Penalty 3162.374600 = -2115310.189022 nChanged 205 SP:Iteration 29Q (9878.462180 sec): 3 clusters Score: Raw -2118588.027458 + Penalty 3162.374600 = -2115425.652858 nChanged 187 SP:Iteration 30Q (9878.527923 sec): 3 clusters Score: Raw -2118703.861917 + Penalty 3162.374600 = -2115541.487317 nChanged 184 SP:Iteration 31Q (9878.597655 sec): 3 clusters Score: Raw -2118818.998799 + Penalty 3162.374600 = -2115656.624199 nChanged 145 SP:Iteration 32Q (9878.660811 sec): 3 clusters Score: Raw -2118918.820594 + Penalty 3162.374600 = -2115756.445994 nChanged 124 SP:Iteration 33Q (9878.742803 sec): 3 clusters Score: Raw -2119013.815990 + Penalty 3162.374600 = -2115851.441390 nChanged 110 SP:Iteration 34Q (9878.797230 sec): 3 clusters Score: Raw -2119103.733951 + Penalty 3162.374600 = -2115941.359351 nChanged 83 SP:Iteration 35Q (9878.867340 sec): 3 clusters Score: Raw -2119170.244535 + Penalty 3162.374600 = -2116007.869935 nChanged 63 SP:Iteration 36Q (9878.918165 sec): 3 clusters Score: Raw -2119215.421178 + Penalty 3162.374600 = -2116053.046578 nChanged 56 SP:Iteration 37Q (9878.987774 sec): 3 clusters Score: Raw -2119255.039321 + Penalty 3162.374600 = -2116092.664721 nChanged 54 SP:Iteration 38Q (9879.046349 sec): 3 clusters Score: Raw -2119286.965358 + Penalty 3162.374600 = -2116124.590758 nChanged 46 SP:Iteration 39Q (9879.113880 sec): 3 clusters Score: Raw -2119318.209112 + Penalty 3162.374600 = -2116155.834512 nChanged 33 SP:Iteration 40F (9879.174657 sec): 3 clusters Score: Raw -2119344.462567 + Penalty 3162.374600 = -2116182.087967 nChanged 31 SP:Iteration 41Q (9879.239291 sec): 3 clusters Score: Raw -2119368.447864 + Penalty 3162.374600 = -2116206.073264 nChanged 28 SP:Iteration 42Q (9879.293245 sec): 3 clusters Score: Raw -2119383.903274 + Penalty 3162.374600 = -2116221.528674 nChanged 20 SP:Iteration 43Q (9879.357070 sec): 3 clusters Score: Raw -2119396.334761 + Penalty 3162.374600 = -2116233.960161 nChanged 18 SP:Iteration 44Q (9879.424549 sec): 3 clusters Score: Raw -2119408.762873 + Penalty 3162.374600 = -2116246.388273 nChanged 22 SP:Iteration 45Q (9879.489758 sec): 3 clusters Score: Raw -2119424.013847 + Penalty 3162.374600 = -2116261.639247 nChanged 21 SP:Iteration 46Q (9879.558567 sec): 3 clusters Score: Raw -2119438.939745 + Penalty 3162.374600 = -2116276.565145 nChanged 12 SP:Iteration 47Q (9879.622931 sec): 3 clusters Score: Raw -2119448.151547 + Penalty 3162.374600 = -2116285.776946 nChanged 17 SP:Iteration 48Q (9879.696640 sec): 3 clusters Score: Raw -2119457.534312 + Penalty 3162.374600 = -2116295.159712 nChanged 14 SP:Iteration 49Q (9879.755872 sec): 3 clusters Score: Raw -2119466.195066 + Penalty 3162.374600 = -2116303.820466 nChanged 13 SP:Iteration 50Q (9879.823976 sec): 3 clusters Score: Raw -2119472.157751 + Penalty 3162.374600 = -2116309.783151 nChanged 8 SP:Iteration 51Q (9879.891566 sec): 3 clusters Score: Raw -2119475.779382 + Penalty 3162.374600 = -2116313.404782 nChanged 10 SP:Iteration 52Q (9879.969310 sec): 3 clusters Score: Raw -2119480.005484 + Penalty 3162.374600 = -2116317.630884 nChanged 6 SP:Iteration 53Q (9880.029790 sec): 3 clusters Score: Raw -2119482.115161 + Penalty 3162.374600 = -2116319.740561 nChanged 2 SP:Iteration 54Q (9880.084965 sec): 3 clusters Score: Raw -2119482.953072 + Penalty 3162.374600 = -2116320.578472 nChanged 3 SP:Iteration 55Q (9880.149723 sec): 3 clusters Score: Raw -2119484.577155 + Penalty 3162.374600 = -2116322.202555 nChanged 10 SP:Iteration 56Q (9880.210882 sec): 3 clusters Score: Raw -2119490.023540 + Penalty 3162.374600 = -2116327.648940 nChanged 11 SP:Iteration 57Q (9880.270290 sec): 3 clusters Score: Raw -2119495.467407 + Penalty 3162.374600 = -2116333.092807 nChanged 13 SP:Iteration 58Q (9880.336109 sec): 3 clusters Score: Raw -2119505.349938 + Penalty 3162.374600 = -2116342.975338 nChanged 14 SP:Iteration 59Q (9880.393333 sec): 3 clusters Score: Raw -2119511.688470 + Penalty 3162.374600 = -2116349.313870 nChanged 7 SP:Iteration 60F (9880.473794 sec): 3 clusters Score: Raw -2119513.745435 + Penalty 3162.374600 = -2116351.370835 nChanged 5 SP:Iteration 61Q (9880.507171 sec): 3 clusters Score: Raw -2119515.886854 + Penalty 3162.374600 = -2116353.512254 nChanged 1 SP:Iteration 62Q (9880.539583 sec): 3 clusters Score: Raw -2119516.376729 + Penalty 3162.374600 = -2116354.002129 nChanged 1 SP:Iteration 63Q (9880.604487 sec): 3 clusters Score: Raw -2119517.037536 + Penalty 3162.374600 = -2116354.662936 nChanged 3 SP:Iteration 64Q (9880.664173 sec): 3 clusters Score: Raw -2119517.996970 + Penalty 3162.374600 = -2116355.622370 nChanged 3 SP:Iteration 65Q (9880.727153 sec): 3 clusters Score: Raw -2119519.442003 + Penalty 3162.374600 = -2116357.067403 nChanged 0 SP:Iteration 66F (9880.789318 sec): 3 clusters Score: Raw -2119519.442003 + Penalty 3162.374600 = -2116357.067403 nChanged 0 Trying to split cluster 29 (3414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9880.826380 sec): 2 clusters Score: Raw -397648.736501 + Penalty 1322.041484 = -396326.695017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9880.854326 sec): 3 clusters Score: Raw -395977.155287 + Penalty 2644.082969 = -393333.072319 nChanged 1329 SP:Iteration 1F (9880.896897 sec): 3 clusters Score: Raw -396760.182883 + Penalty 2644.082969 = -394116.099914 nChanged 264 SP:Iteration 2F (9880.943326 sec): 3 clusters Score: Raw -396956.326988 + Penalty 2644.082969 = -394312.244020 nChanged 203 SP:Iteration 3F (9880.995635 sec): 3 clusters Score: Raw -397115.487123 + Penalty 2644.082969 = -394471.404155 nChanged 164 SP:Iteration 4Q (9881.046056 sec): 3 clusters Score: Raw -397252.418862 + Penalty 2644.082969 = -394608.335894 nChanged 161 SP:Iteration 5Q (9881.098467 sec): 3 clusters Score: Raw -397399.343467 + Penalty 2644.082969 = -394755.260499 nChanged 154 SP:Iteration 6Q (9881.148608 sec): 3 clusters Score: Raw -397534.504386 + Penalty 2644.082969 = -394890.421418 nChanged 133 SP:Iteration 7Q (9881.195263 sec): 3 clusters Score: Raw -397639.446659 + Penalty 2644.082969 = -394995.363690 nChanged 117 SP:Iteration 8Q (9881.235207 sec): 3 clusters Score: Raw -397728.638401 + Penalty 2644.082969 = -395084.555433 nChanged 97 SP:Iteration 9Q (9881.285322 sec): 3 clusters Score: Raw -397817.132890 + Penalty 2644.082969 = -395173.049921 nChanged 102 SP:Iteration 10Q (9881.342294 sec): 3 clusters Score: Raw -397916.580152 + Penalty 2644.082969 = -395272.497183 nChanged 113 SP:Iteration 11Q (9881.397594 sec): 3 clusters Score: Raw -398017.746464 + Penalty 2644.082969 = -395373.663495 nChanged 80 SP:Iteration 12Q (9881.433294 sec): 3 clusters Score: Raw -398091.240957 + Penalty 2644.082969 = -395447.157988 nChanged 66 SP:Iteration 13Q (9881.480990 sec): 3 clusters Score: Raw -398144.288713 + Penalty 2644.082969 = -395500.205745 nChanged 72 SP:Iteration 14Q (9881.541138 sec): 3 clusters Score: Raw -398206.007574 + Penalty 2644.082969 = -395561.924606 nChanged 65 SP:Iteration 15Q (9881.583865 sec): 3 clusters Score: Raw -398258.258755 + Penalty 2644.082969 = -395614.175787 nChanged 63 SP:Iteration 16Q (9881.632259 sec): 3 clusters Score: Raw -398308.341666 + Penalty 2644.082969 = -395664.258698 nChanged 56 SP:Iteration 17Q (9881.691740 sec): 3 clusters Score: Raw -398349.104918 + Penalty 2644.082969 = -395705.021949 nChanged 56 SP:Iteration 18Q (9881.733474 sec): 3 clusters Score: Raw -398392.704991 + Penalty 2644.082969 = -395748.622023 nChanged 55 SP:Iteration 19Q (9881.789506 sec): 3 clusters Score: Raw -398436.276457 + Penalty 2644.082969 = -395792.193488 nChanged 61 SP:Iteration 20F (9881.838729 sec): 3 clusters Score: Raw -398483.489704 + Penalty 2644.082969 = -395839.406736 nChanged 49 SP:Iteration 21Q (9881.890899 sec): 3 clusters Score: Raw -398519.197888 + Penalty 2644.082969 = -395875.114920 nChanged 37 SP:Iteration 22Q (9881.938078 sec): 3 clusters Score: Raw -398535.614855 + Penalty 2644.082969 = -395891.531887 nChanged 23 SP:Iteration 23Q (9881.988016 sec): 3 clusters Score: Raw -398546.041362 + Penalty 2644.082969 = -395901.958394 nChanged 16 SP:Iteration 24Q (9882.033800 sec): 3 clusters Score: Raw -398554.585252 + Penalty 2644.082969 = -395910.502283 nChanged 20 SP:Iteration 25Q (9882.090542 sec): 3 clusters Score: Raw -398565.862812 + Penalty 2644.082969 = -395921.779843 nChanged 18 SP:Iteration 26Q (9882.142100 sec): 3 clusters Score: Raw -398574.955130 + Penalty 2644.082969 = -395930.872161 nChanged 11 SP:Iteration 27Q (9882.192379 sec): 3 clusters Score: Raw -398577.763050 + Penalty 2644.082969 = -395933.680082 nChanged 4 SP:Iteration 28Q (9882.237346 sec): 3 clusters Score: Raw -398579.200836 + Penalty 2644.082969 = -395935.117867 nChanged 6 SP:Iteration 29Q (9882.291918 sec): 3 clusters Score: Raw -398581.561346 + Penalty 2644.082969 = -395937.478378 nChanged 6 SP:Iteration 30Q (9882.328079 sec): 3 clusters Score: Raw -398584.494976 + Penalty 2644.082969 = -395940.412008 nChanged 5 SP:Iteration 31Q (9882.378599 sec): 3 clusters Score: Raw -398586.514838 + Penalty 2644.082969 = -395942.431870 nChanged 4 SP:Iteration 32Q (9882.428438 sec): 3 clusters Score: Raw -398587.818607 + Penalty 2644.082969 = -395943.735639 nChanged 2 SP:Iteration 33Q (9882.457611 sec): 3 clusters Score: Raw -398588.686022 + Penalty 2644.082969 = -395944.603054 nChanged 2 SP:Iteration 34Q (9882.516038 sec): 3 clusters Score: Raw -398589.459801 + Penalty 2644.082969 = -395945.376833 nChanged 2 SP:Iteration 35Q (9882.555406 sec): 3 clusters Score: Raw -398590.395255 + Penalty 2644.082969 = -395946.312287 nChanged 2 SP:Iteration 36Q (9882.606193 sec): 3 clusters Score: Raw -398591.105326 + Penalty 2644.082969 = -395947.022357 nChanged 2 SP:Iteration 37Q (9882.645332 sec): 3 clusters Score: Raw -398591.506533 + Penalty 2644.082969 = -395947.423565 nChanged 1 SP:Iteration 38Q (9882.694714 sec): 3 clusters Score: Raw -398591.823353 + Penalty 2644.082969 = -395947.740385 nChanged 1 SP:Iteration 39Q (9882.738186 sec): 3 clusters Score: Raw -398591.923394 + Penalty 2644.082969 = -395947.840426 nChanged 0 SP:Iteration 40F (9882.783683 sec): 3 clusters Score: Raw -398591.923394 + Penalty 2644.082969 = -395947.840426 nChanged 0 Trying to split cluster 30 (131481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9882.977816 sec): 2 clusters Score: Raw -16273861.049816 + Penalty 1915.325365 = -16271945.724451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9883.239384 sec): 3 clusters Score: Raw -16187992.978644 + Penalty 3830.650731 = -16184162.327914 nChanged 63247 SP:Iteration 1F (9883.476006 sec): 3 clusters Score: Raw -16226860.907326 + Penalty 3830.650731 = -16223030.256595 nChanged 7190 SP:Iteration 2F (9883.713364 sec): 3 clusters Score: Raw -16230215.198632 + Penalty 3830.650731 = -16226384.547902 nChanged 8755 SP:Iteration 3F (9883.962602 sec): 3 clusters Score: Raw -16235273.405335 + Penalty 3830.650731 = -16231442.754604 nChanged 9709 SP:Iteration 4F (9884.225977 sec): 3 clusters Score: Raw -16241818.773059 + Penalty 3830.650731 = -16237988.122328 nChanged 9826 SP:Iteration 5F (9884.463984 sec): 3 clusters Score: Raw -16249201.474494 + Penalty 3830.650731 = -16245370.823763 nChanged 8974 SP:Iteration 6F (9884.721856 sec): 3 clusters Score: Raw -16256555.449918 + Penalty 3830.650731 = -16252724.799187 nChanged 7621 SP:Iteration 7F (9884.986422 sec): 3 clusters Score: Raw -16263171.536080 + Penalty 3830.650731 = -16259340.885349 nChanged 5673 SP:Iteration 8Q (9885.254359 sec): 3 clusters Score: Raw -16268345.138773 + Penalty 3830.650731 = -16264514.488042 nChanged 3589 SP:Iteration 9Q (9885.507146 sec): 3 clusters Score: Raw -16271574.729413 + Penalty 3830.650731 = -16267744.078682 nChanged 1792 SP:Iteration 10Q (9885.753140 sec): 3 clusters Score: Raw -16273107.016892 + Penalty 3830.650731 = -16269276.366161 nChanged 753 SP:Iteration 11Q (9885.987164 sec): 3 clusters Score: Raw -16273678.879045 + Penalty 3830.650731 = -16269848.228314 nChanged 302 SP:Iteration 12Q (9886.213225 sec): 3 clusters Score: Raw -16273924.487720 + Penalty 3830.650731 = -16270093.836990 nChanged 128 SP:Iteration 13Q (9886.429488 sec): 3 clusters Score: Raw -16274038.049515 + Penalty 3830.650731 = -16270207.398784 nChanged 63 SP:Iteration 14Q (9886.653515 sec): 3 clusters Score: Raw -16274098.110814 + Penalty 3830.650731 = -16270267.460083 nChanged 42 SP:Iteration 15Q (9886.868298 sec): 3 clusters Score: Raw -16274135.620337 + Penalty 3830.650731 = -16270304.969606 nChanged 24 SP:Iteration 16Q (9887.080724 sec): 3 clusters Score: Raw -16274160.276613 + Penalty 3830.650731 = -16270329.625883 nChanged 17 SP:Iteration 17Q (9887.293968 sec): 3 clusters Score: Raw -16274176.063441 + Penalty 3830.650731 = -16270345.412710 nChanged 9 SP:Iteration 18Q (9887.496238 sec): 3 clusters Score: Raw -16274185.258218 + Penalty 3830.650731 = -16270354.607487 nChanged 8 SP:Iteration 19Q (9887.706665 sec): 3 clusters Score: Raw -16274192.200437 + Penalty 3830.650731 = -16270361.549706 nChanged 3 SP:Iteration 20F (9887.947101 sec): 3 clusters Score: Raw -16274194.853591 + Penalty 3830.650731 = -16270364.202861 nChanged 4 SP:Iteration 21Q (9888.138479 sec): 3 clusters Score: Raw -16274197.820227 + Penalty 3830.650731 = -16270367.169496 nChanged 5 SP:Iteration 22Q (9888.354381 sec): 3 clusters Score: Raw -16274200.120550 + Penalty 3830.650731 = -16270369.469819 nChanged 5 SP:Iteration 23Q (9888.549731 sec): 3 clusters Score: Raw -16274203.046964 + Penalty 3830.650731 = -16270372.396233 nChanged 4 SP:Iteration 24Q (9888.756146 sec): 3 clusters Score: Raw -16274204.671388 + Penalty 3830.650731 = -16270374.020657 nChanged 1 SP:Iteration 25Q (9888.937113 sec): 3 clusters Score: Raw -16274205.499889 + Penalty 3830.650731 = -16270374.849158 nChanged 1 SP:Iteration 26Q (9889.135893 sec): 3 clusters Score: Raw -16274206.168152 + Penalty 3830.650731 = -16270375.517421 nChanged 1 SP:Iteration 27Q (9889.358342 sec): 3 clusters Score: Raw -16274206.504115 + Penalty 3830.650731 = -16270375.853385 nChanged 0 SP:Iteration 28F (9889.602842 sec): 3 clusters Score: Raw -16274206.504115 + Penalty 3830.650731 = -16270375.853385 nChanged 0 Trying to split cluster 31 (46238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9889.676254 sec): 2 clusters Score: Raw -5746916.670205 + Penalty 1745.503053 = -5745171.167152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9889.802469 sec): 3 clusters Score: Raw -5717916.620524 + Penalty 3491.006106 = -5714425.614418 nChanged 21568 SP:Iteration 1F (9889.913715 sec): 3 clusters Score: Raw -5730504.911296 + Penalty 3491.006106 = -5727013.905190 nChanged 2278 SP:Iteration 2Q (9890.040821 sec): 3 clusters Score: Raw -5731560.218199 + Penalty 3491.006106 = -5728069.212093 nChanged 2600 SP:Iteration 3F (9890.164886 sec): 3 clusters Score: Raw -5732994.364261 + Penalty 3491.006106 = -5729503.358155 nChanged 2979 SP:Iteration 4F (9890.280735 sec): 3 clusters Score: Raw -5734942.285967 + Penalty 3491.006106 = -5731451.279861 nChanged 3313 SP:Iteration 5F (9890.393208 sec): 3 clusters Score: Raw -5737236.355568 + Penalty 3491.006106 = -5733745.349461 nChanged 3167 SP:Iteration 6F (9890.525563 sec): 3 clusters Score: Raw -5739554.076064 + Penalty 3491.006106 = -5736063.069958 nChanged 2759 SP:Iteration 7F (9890.647288 sec): 3 clusters Score: Raw -5741596.351649 + Penalty 3491.006106 = -5738105.345543 nChanged 2142 SP:Iteration 8Q (9890.758304 sec): 3 clusters Score: Raw -5743237.005111 + Penalty 3491.006106 = -5739745.999005 nChanged 1501 SP:Iteration 9Q (9890.879178 sec): 3 clusters Score: Raw -5744474.554571 + Penalty 3491.006106 = -5740983.548465 nChanged 1116 SP:Iteration 10Q (9890.989697 sec): 3 clusters Score: Raw -5745326.344528 + Penalty 3491.006106 = -5741835.338422 nChanged 941 SP:Iteration 11Q (9891.099877 sec): 3 clusters Score: Raw -5745946.390295 + Penalty 3491.006106 = -5742455.384189 nChanged 720 SP:Iteration 12Q (9891.221136 sec): 3 clusters Score: Raw -5746314.487730 + Penalty 3491.006106 = -5742823.481623 nChanged 605 SP:Iteration 13Q (9891.335595 sec): 3 clusters Score: Raw -5746578.147657 + Penalty 3491.006106 = -5743087.141551 nChanged 492 SP:Iteration 14Q (9891.444161 sec): 3 clusters Score: Raw -5746773.025332 + Penalty 3491.006106 = -5743282.019226 nChanged 435 SP:Iteration 15Q (9891.553931 sec): 3 clusters Score: Raw -5746930.307810 + Penalty 3491.006106 = -5743439.301704 nChanged 398 SP:Iteration 16Q (9891.659833 sec): 3 clusters Score: Raw -5747055.110654 + Penalty 3491.006106 = -5743564.104548 nChanged 324 SP:Iteration 17Q (9891.775425 sec): 3 clusters Score: Raw -5747137.130805 + Penalty 3491.006106 = -5743646.124699 nChanged 238 SP:Iteration 18Q (9891.874678 sec): 3 clusters Score: Raw -5747188.878645 + Penalty 3491.006106 = -5743697.872538 nChanged 203 SP:Iteration 19Q (9891.983479 sec): 3 clusters Score: Raw -5747225.514956 + Penalty 3491.006106 = -5743734.508849 nChanged 176 SP:Iteration 20F (9892.095502 sec): 3 clusters Score: Raw -5747253.517190 + Penalty 3491.006106 = -5743762.511084 nChanged 147 SP:Iteration 21Q (9892.196185 sec): 3 clusters Score: Raw -5747274.733678 + Penalty 3491.006106 = -5743783.727572 nChanged 112 SP:Iteration 22Q (9892.296064 sec): 3 clusters Score: Raw -5747290.289336 + Penalty 3491.006106 = -5743799.283230 nChanged 115 SP:Iteration 23Q (9892.399007 sec): 3 clusters Score: Raw -5747305.925635 + Penalty 3491.006106 = -5743814.919529 nChanged 106 SP:Iteration 24Q (9892.519059 sec): 3 clusters Score: Raw -5747319.844123 + Penalty 3491.006106 = -5743828.838017 nChanged 108 SP:Iteration 25Q (9892.626958 sec): 3 clusters Score: Raw -5747332.802881 + Penalty 3491.006106 = -5743841.796775 nChanged 99 SP:Iteration 26Q (9892.724033 sec): 3 clusters Score: Raw -5747344.539590 + Penalty 3491.006106 = -5743853.533484 nChanged 80 SP:Iteration 27Q (9892.835789 sec): 3 clusters Score: Raw -5747353.491530 + Penalty 3491.006106 = -5743862.485424 nChanged 76 SP:Iteration 28Q (9892.944383 sec): 3 clusters Score: Raw -5747363.641605 + Penalty 3491.006106 = -5743872.635498 nChanged 86 SP:Iteration 29Q (9893.036783 sec): 3 clusters Score: Raw -5747375.418933 + Penalty 3491.006106 = -5743884.412826 nChanged 87 SP:Iteration 30Q (9893.157251 sec): 3 clusters Score: Raw -5747386.738333 + Penalty 3491.006106 = -5743895.732227 nChanged 80 SP:Iteration 31Q (9893.262632 sec): 3 clusters Score: Raw -5747396.659822 + Penalty 3491.006106 = -5743905.653716 nChanged 82 SP:Iteration 32Q (9893.359573 sec): 3 clusters Score: Raw -5747407.522470 + Penalty 3491.006106 = -5743916.516364 nChanged 89 SP:Iteration 33Q (9893.473262 sec): 3 clusters Score: Raw -5747419.709083 + Penalty 3491.006106 = -5743928.702976 nChanged 89 SP:Iteration 34Q (9893.573014 sec): 3 clusters Score: Raw -5747432.137778 + Penalty 3491.006106 = -5743941.131672 nChanged 84 SP:Iteration 35Q (9893.677118 sec): 3 clusters Score: Raw -5747444.855207 + Penalty 3491.006106 = -5743953.849101 nChanged 84 SP:Iteration 36Q (9893.782205 sec): 3 clusters Score: Raw -5747457.040077 + Penalty 3491.006106 = -5743966.033971 nChanged 80 SP:Iteration 37Q (9893.882344 sec): 3 clusters Score: Raw -5747466.770964 + Penalty 3491.006106 = -5743975.764858 nChanged 72 SP:Iteration 38Q (9893.999406 sec): 3 clusters Score: Raw -5747475.718008 + Penalty 3491.006106 = -5743984.711902 nChanged 76 SP:Iteration 39Q (9894.106150 sec): 3 clusters Score: Raw -5747485.157873 + Penalty 3491.006106 = -5743994.151767 nChanged 70 SP:Iteration 40F (9894.214202 sec): 3 clusters Score: Raw -5747494.159797 + Penalty 3491.006106 = -5744003.153691 nChanged 74 SP:Iteration 41Q (9894.336547 sec): 3 clusters Score: Raw -5747506.422256 + Penalty 3491.006106 = -5744015.416150 nChanged 78 SP:Iteration 42Q (9894.432770 sec): 3 clusters Score: Raw -5747517.995970 + Penalty 3491.006106 = -5744026.989863 nChanged 74 SP:Iteration 43Q (9894.540113 sec): 3 clusters Score: Raw -5747527.785855 + Penalty 3491.006106 = -5744036.779748 nChanged 63 SP:Iteration 44Q (9894.656623 sec): 3 clusters Score: Raw -5747536.914914 + Penalty 3491.006106 = -5744045.908808 nChanged 68 SP:Iteration 45Q (9894.732360 sec): 3 clusters Score: Raw -5747548.549541 + Penalty 3491.006106 = -5744057.543435 nChanged 70 SP:Iteration 46Q (9894.839099 sec): 3 clusters Score: Raw -5747559.857840 + Penalty 3491.006106 = -5744068.851734 nChanged 72 SP:Iteration 47Q (9894.952052 sec): 3 clusters Score: Raw -5747572.857822 + Penalty 3491.006106 = -5744081.851716 nChanged 63 SP:Iteration 48Q (9895.061045 sec): 3 clusters Score: Raw -5747581.790382 + Penalty 3491.006106 = -5744090.784275 nChanged 58 SP:Iteration 49Q (9895.164405 sec): 3 clusters Score: Raw -5747589.824623 + Penalty 3491.006106 = -5744098.818517 nChanged 55 SP:Iteration 50Q (9895.267523 sec): 3 clusters Score: Raw -5747597.820247 + Penalty 3491.006106 = -5744106.814140 nChanged 54 SP:Iteration 51Q (9895.364980 sec): 3 clusters Score: Raw -5747604.766766 + Penalty 3491.006106 = -5744113.760660 nChanged 54 SP:Iteration 52Q (9895.475664 sec): 3 clusters Score: Raw -5747612.734821 + Penalty 3491.006106 = -5744121.728714 nChanged 61 SP:Iteration 53Q (9895.576596 sec): 3 clusters Score: Raw -5747622.095198 + Penalty 3491.006106 = -5744131.089092 nChanged 59 SP:Iteration 54Q (9895.677931 sec): 3 clusters Score: Raw -5747631.567527 + Penalty 3491.006106 = -5744140.561421 nChanged 59 SP:Iteration 55Q (9895.778449 sec): 3 clusters Score: Raw -5747640.423293 + Penalty 3491.006106 = -5744149.417187 nChanged 61 SP:Iteration 56Q (9895.880291 sec): 3 clusters Score: Raw -5747650.531278 + Penalty 3491.006106 = -5744159.525172 nChanged 64 SP:Iteration 57Q (9895.982645 sec): 3 clusters Score: Raw -5747660.047504 + Penalty 3491.006106 = -5744169.041398 nChanged 52 SP:Iteration 58Q (9896.093282 sec): 3 clusters Score: Raw -5747668.385100 + Penalty 3491.006106 = -5744177.378994 nChanged 67 SP:Iteration 59Q (9896.203869 sec): 3 clusters Score: Raw -5747679.211173 + Penalty 3491.006106 = -5744188.205067 nChanged 45 SP:Iteration 60F (9896.319563 sec): 3 clusters Score: Raw -5747684.990496 + Penalty 3491.006106 = -5744193.984389 nChanged 40 SP:Iteration 61Q (9896.432877 sec): 3 clusters Score: Raw -5747690.551800 + Penalty 3491.006106 = -5744199.545694 nChanged 32 SP:Iteration 62Q (9896.531450 sec): 3 clusters Score: Raw -5747695.490243 + Penalty 3491.006106 = -5744204.484137 nChanged 35 SP:Iteration 63Q (9896.627740 sec): 3 clusters Score: Raw -5747699.449021 + Penalty 3491.006106 = -5744208.442915 nChanged 26 SP:Iteration 64Q (9896.742486 sec): 3 clusters Score: Raw -5747702.268551 + Penalty 3491.006106 = -5744211.262445 nChanged 19 SP:Iteration 65Q (9896.838803 sec): 3 clusters Score: Raw -5747704.232888 + Penalty 3491.006106 = -5744213.226781 nChanged 12 SP:Iteration 66Q (9896.940855 sec): 3 clusters Score: Raw -5747705.390106 + Penalty 3491.006106 = -5744214.384000 nChanged 13 SP:Iteration 67Q (9897.038623 sec): 3 clusters Score: Raw -5747706.569293 + Penalty 3491.006106 = -5744215.563187 nChanged 12 SP:Iteration 68Q (9897.138147 sec): 3 clusters Score: Raw -5747707.749204 + Penalty 3491.006106 = -5744216.743098 nChanged 19 SP:Iteration 69Q (9897.234123 sec): 3 clusters Score: Raw -5747709.433542 + Penalty 3491.006106 = -5744218.427436 nChanged 20 SP:Iteration 70Q (9897.348715 sec): 3 clusters Score: Raw -5747710.990925 + Penalty 3491.006106 = -5744219.984819 nChanged 12 SP:Iteration 71Q (9897.441415 sec): 3 clusters Score: Raw -5747712.369372 + Penalty 3491.006106 = -5744221.363266 nChanged 13 SP:Iteration 72Q (9897.549166 sec): 3 clusters Score: Raw -5747713.528895 + Penalty 3491.006106 = -5744222.522789 nChanged 8 SP:Iteration 73Q (9897.649588 sec): 3 clusters Score: Raw -5747714.161739 + Penalty 3491.006106 = -5744223.155633 nChanged 5 SP:Iteration 74Q (9897.744276 sec): 3 clusters Score: Raw -5747714.634134 + Penalty 3491.006106 = -5744223.628028 nChanged 5 SP:Iteration 75Q (9897.847208 sec): 3 clusters Score: Raw -5747715.015939 + Penalty 3491.006106 = -5744224.009833 nChanged 4 SP:Iteration 76Q (9897.950672 sec): 3 clusters Score: Raw -5747715.263404 + Penalty 3491.006106 = -5744224.257298 nChanged 3 SP:Iteration 77Q (9898.062224 sec): 3 clusters Score: Raw -5747715.433246 + Penalty 3491.006106 = -5744224.427140 nChanged 8 SP:Iteration 78Q (9898.159932 sec): 3 clusters Score: Raw -5747716.004632 + Penalty 3491.006106 = -5744224.998526 nChanged 5 SP:Iteration 79Q (9898.253368 sec): 3 clusters Score: Raw -5747716.347953 + Penalty 3491.006106 = -5744225.341847 nChanged 5 SP:Iteration 80F (9898.368133 sec): 3 clusters Score: Raw -5747716.730495 + Penalty 3491.006106 = -5744225.724388 nChanged 6 SP:Iteration 81Q (9898.473161 sec): 3 clusters Score: Raw -5747717.274813 + Penalty 3491.006106 = -5744226.268707 nChanged 5 SP:Iteration 82Q (9898.567502 sec): 3 clusters Score: Raw -5747717.727682 + Penalty 3491.006106 = -5744226.721575 nChanged 5 SP:Iteration 83Q (9898.688212 sec): 3 clusters Score: Raw -5747718.187061 + Penalty 3491.006106 = -5744227.180955 nChanged 6 SP:Iteration 84Q (9898.793008 sec): 3 clusters Score: Raw -5747718.801113 + Penalty 3491.006106 = -5744227.795006 nChanged 12 SP:Iteration 85Q (9898.896186 sec): 3 clusters Score: Raw -5747720.183781 + Penalty 3491.006106 = -5744229.177675 nChanged 14 SP:Iteration 86Q (9899.002977 sec): 3 clusters Score: Raw -5747721.917669 + Penalty 3491.006106 = -5744230.911563 nChanged 14 SP:Iteration 87Q (9899.105390 sec): 3 clusters Score: Raw -5747723.291202 + Penalty 3491.006106 = -5744232.285096 nChanged 9 SP:Iteration 88Q (9899.212002 sec): 3 clusters Score: Raw -5747724.126650 + Penalty 3491.006106 = -5744233.120544 nChanged 13 SP:Iteration 89Q (9899.314524 sec): 3 clusters Score: Raw -5747725.292736 + Penalty 3491.006106 = -5744234.286630 nChanged 8 SP:Iteration 90Q (9899.410565 sec): 3 clusters Score: Raw -5747725.932437 + Penalty 3491.006106 = -5744234.926331 nChanged 8 SP:Iteration 91Q (9899.498359 sec): 3 clusters Score: Raw -5747726.928786 + Penalty 3491.006106 = -5744235.922679 nChanged 11 SP:Iteration 92Q (9899.602791 sec): 3 clusters Score: Raw -5747728.259321 + Penalty 3491.006106 = -5744237.253215 nChanged 14 SP:Iteration 93Q (9899.700247 sec): 3 clusters Score: Raw -5747729.647703 + Penalty 3491.006106 = -5744238.641597 nChanged 17 SP:Iteration 94Q (9899.802003 sec): 3 clusters Score: Raw -5747731.519762 + Penalty 3491.006106 = -5744240.513656 nChanged 21 SP:Iteration 95Q (9899.904636 sec): 3 clusters Score: Raw -5747733.710358 + Penalty 3491.006106 = -5744242.704252 nChanged 10 SP:Iteration 96Q (9899.996356 sec): 3 clusters Score: Raw -5747734.847758 + Penalty 3491.006106 = -5744243.841652 nChanged 11 SP:Iteration 97Q (9900.097989 sec): 3 clusters Score: Raw -5747735.885773 + Penalty 3491.006106 = -5744244.879666 nChanged 8 SP:Iteration 98Q (9900.203107 sec): 3 clusters Score: Raw -5747736.594695 + Penalty 3491.006106 = -5744245.588589 nChanged 9 SP:Iteration 99Q (9900.297184 sec): 3 clusters Score: Raw -5747737.535646 + Penalty 3491.006106 = -5744246.529540 nChanged 9 SP:Iteration 100F (9900.406463 sec): 3 clusters Score: Raw -5747738.443357 + Penalty 3491.006106 = -5744247.437251 nChanged 7 SP:Iteration 101Q (9900.521267 sec): 3 clusters Score: Raw -5747739.388456 + Penalty 3491.006106 = -5744248.382350 nChanged 9 SP:Iteration 102Q (9900.626210 sec): 3 clusters Score: Raw -5747740.388235 + Penalty 3491.006106 = -5744249.382129 nChanged 10 SP:Iteration 103Q (9900.732666 sec): 3 clusters Score: Raw -5747741.355973 + Penalty 3491.006106 = -5744250.349866 nChanged 8 SP:Iteration 104Q (9900.851943 sec): 3 clusters Score: Raw -5747742.094340 + Penalty 3491.006106 = -5744251.088234 nChanged 9 SP:Iteration 105Q (9900.958541 sec): 3 clusters Score: Raw -5747743.154139 + Penalty 3491.006106 = -5744252.148033 nChanged 8 SP:Iteration 106Q (9901.063576 sec): 3 clusters Score: Raw -5747744.030629 + Penalty 3491.006106 = -5744253.024523 nChanged 7 SP:Iteration 107Q (9901.167677 sec): 3 clusters Score: Raw -5747744.733793 + Penalty 3491.006106 = -5744253.727686 nChanged 6 SP:Iteration 108Q (9901.257864 sec): 3 clusters Score: Raw -5747745.109406 + Penalty 3491.006106 = -5744254.103300 nChanged 4 SP:Iteration 109Q (9901.370127 sec): 3 clusters Score: Raw -5747745.377717 + Penalty 3491.006106 = -5744254.371611 nChanged 8 SP:Iteration 110Q (9901.468564 sec): 3 clusters Score: Raw -5747745.932482 + Penalty 3491.006106 = -5744254.926375 nChanged 5 SP:Iteration 111Q (9901.573719 sec): 3 clusters Score: Raw -5747746.314910 + Penalty 3491.006106 = -5744255.308804 nChanged 2 SP:Iteration 112Q (9901.679402 sec): 3 clusters Score: Raw -5747746.413017 + Penalty 3491.006106 = -5744255.406911 nChanged 2 SP:Iteration 113Q (9901.775615 sec): 3 clusters Score: Raw -5747746.517127 + Penalty 3491.006106 = -5744255.511021 nChanged 1 SP:Iteration 114Q (9901.863597 sec): 3 clusters Score: Raw -5747746.603651 + Penalty 3491.006106 = -5744255.597545 nChanged 4 SP:Iteration 115Q (9901.971966 sec): 3 clusters Score: Raw -5747747.002528 + Penalty 3491.006106 = -5744255.996422 nChanged 8 SP:Iteration 116Q (9902.069894 sec): 3 clusters Score: Raw -5747747.759056 + Penalty 3491.006106 = -5744256.752950 nChanged 6 SP:Iteration 117Q (9902.166427 sec): 3 clusters Score: Raw -5747748.147383 + Penalty 3491.006106 = -5744257.141277 nChanged 2 SP:Iteration 118Q (9902.267411 sec): 3 clusters Score: Raw -5747748.251602 + Penalty 3491.006106 = -5744257.245496 nChanged 4 SP:Iteration 119Q (9902.361304 sec): 3 clusters Score: Raw -5747748.894653 + Penalty 3491.006106 = -5744257.888546 nChanged 5 SP:Iteration 120F (9902.471562 sec): 3 clusters Score: Raw -5747749.191031 + Penalty 3491.006106 = -5744258.184924 nChanged 3 SP:Iteration 121Q (9902.570471 sec): 3 clusters Score: Raw -5747749.391940 + Penalty 3491.006106 = -5744258.385834 nChanged 1 SP:Iteration 122Q (9902.676521 sec): 3 clusters Score: Raw -5747749.515059 + Penalty 3491.006106 = -5744258.508953 nChanged 2 SP:Iteration 123Q (9902.772684 sec): 3 clusters Score: Raw -5747749.656593 + Penalty 3491.006106 = -5744258.650487 nChanged 3 SP:Iteration 124Q (9902.867202 sec): 3 clusters Score: Raw -5747749.941068 + Penalty 3491.006106 = -5744258.934962 nChanged 4 SP:Iteration 125Q (9902.977641 sec): 3 clusters Score: Raw -5747750.228770 + Penalty 3491.006106 = -5744259.222664 nChanged 1 SP:Iteration 126Q (9903.073559 sec): 3 clusters Score: Raw -5747750.288825 + Penalty 3491.006106 = -5744259.282718 nChanged 1 SP:Iteration 127Q (9903.181501 sec): 3 clusters Score: Raw -5747750.396106 + Penalty 3491.006106 = -5744259.390000 nChanged 2 SP:Iteration 128Q (9903.269530 sec): 3 clusters Score: Raw -5747750.515617 + Penalty 3491.006106 = -5744259.509511 nChanged 3 SP:Iteration 129Q (9903.370275 sec): 3 clusters Score: Raw -5747750.677342 + Penalty 3491.006106 = -5744259.671236 nChanged 3 SP:Iteration 130Q (9903.472740 sec): 3 clusters Score: Raw -5747750.810618 + Penalty 3491.006106 = -5744259.804512 nChanged 1 SP:Iteration 131Q (9903.572087 sec): 3 clusters Score: Raw -5747750.886022 + Penalty 3491.006106 = -5744259.879916 nChanged 1 SP:Iteration 132Q (9903.656621 sec): 3 clusters Score: Raw -5747750.971804 + Penalty 3491.006106 = -5744259.965698 nChanged 2 SP:Iteration 133Q (9903.769062 sec): 3 clusters Score: Raw -5747751.076848 + Penalty 3491.006106 = -5744260.070742 nChanged 5 SP:Iteration 134Q (9903.864865 sec): 3 clusters Score: Raw -5747751.544365 + Penalty 3491.006106 = -5744260.538258 nChanged 8 SP:Iteration 135Q (9903.963655 sec): 3 clusters Score: Raw -5747752.211314 + Penalty 3491.006106 = -5744261.205208 nChanged 2 SP:Iteration 136Q (9904.062267 sec): 3 clusters Score: Raw -5747752.261440 + Penalty 3491.006106 = -5744261.255333 nChanged 1 SP:Iteration 137Q (9904.179645 sec): 3 clusters Score: Raw -5747752.346930 + Penalty 3491.006106 = -5744261.340824 nChanged 3 SP:Iteration 138Q (9904.287789 sec): 3 clusters Score: Raw -5747752.782967 + Penalty 3491.006106 = -5744261.776861 nChanged 4 SP:Iteration 139Q (9904.385547 sec): 3 clusters Score: Raw -5747753.221952 + Penalty 3491.006106 = -5744262.215846 nChanged 5 SP:Iteration 140F (9904.492125 sec): 3 clusters Score: Raw -5747753.640985 + Penalty 3491.006106 = -5744262.634879 nChanged 1 SP:Iteration 141Q (9904.596562 sec): 3 clusters Score: Raw -5747753.801679 + Penalty 3491.006106 = -5744262.795573 nChanged 1 SP:Iteration 142Q (9904.699869 sec): 3 clusters Score: Raw -5747753.891235 + Penalty 3491.006106 = -5744262.885129 nChanged 2 SP:Iteration 143Q (9904.801709 sec): 3 clusters Score: Raw -5747753.992742 + Penalty 3491.006106 = -5744262.986636 nChanged 1 SP:Iteration 144Q (9904.894460 sec): 3 clusters Score: Raw -5747754.062226 + Penalty 3491.006106 = -5744263.056120 nChanged 2 SP:Iteration 145Q (9905.000096 sec): 3 clusters Score: Raw -5747754.195870 + Penalty 3491.006106 = -5744263.189764 nChanged 3 SP:Iteration 146Q (9905.097457 sec): 3 clusters Score: Raw -5747754.553341 + Penalty 3491.006106 = -5744263.547234 nChanged 2 SP:Iteration 147Q (9905.202011 sec): 3 clusters Score: Raw -5747754.718087 + Penalty 3491.006106 = -5744263.711981 nChanged 3 SP:Iteration 148Q (9905.296702 sec): 3 clusters Score: Raw -5747754.945870 + Penalty 3491.006106 = -5744263.939763 nChanged 3 SP:Iteration 149Q (9905.393480 sec): 3 clusters Score: Raw -5747755.129824 + Penalty 3491.006106 = -5744264.123717 nChanged 1 SP:Iteration 150Q (9905.502604 sec): 3 clusters Score: Raw -5747755.161090 + Penalty 3491.006106 = -5744264.154983 nChanged 0 SP:Iteration 151F (9905.622105 sec): 3 clusters Score: Raw -5747755.161090 + Penalty 3491.006106 = -5744264.154983 nChanged 0 Trying to split cluster 32 (13756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9905.654871 sec): 2 clusters Score: Raw -1751786.391055 + Penalty 1548.499935 = -1750237.891119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9905.727278 sec): 3 clusters Score: Raw -1743801.007786 + Penalty 3096.999871 = -1740704.007915 nChanged 6004 SP:Iteration 1F (9905.788624 sec): 3 clusters Score: Raw -1747036.418929 + Penalty 3096.999871 = -1743939.419058 nChanged 785 SP:Iteration 2F (9905.853239 sec): 3 clusters Score: Raw -1747338.935748 + Penalty 3096.999871 = -1744241.935877 nChanged 679 SP:Iteration 3Q (9905.922893 sec): 3 clusters Score: Raw -1747601.494464 + Penalty 3096.999871 = -1744504.494594 nChanged 659 SP:Iteration 4Q (9905.992984 sec): 3 clusters Score: Raw -1747861.626275 + Penalty 3096.999871 = -1744764.626404 nChanged 629 SP:Iteration 5Q (9906.063979 sec): 3 clusters Score: Raw -1748117.931978 + Penalty 3096.999871 = -1745020.932107 nChanged 613 SP:Iteration 6Q (9906.130787 sec): 3 clusters Score: Raw -1748395.971124 + Penalty 3096.999871 = -1745298.971253 nChanged 622 SP:Iteration 7Q (9906.190132 sec): 3 clusters Score: Raw -1748670.822023 + Penalty 3096.999871 = -1745573.822152 nChanged 573 SP:Iteration 8Q (9906.262461 sec): 3 clusters Score: Raw -1748922.675304 + Penalty 3096.999871 = -1745825.675434 nChanged 567 SP:Iteration 9Q (9906.325700 sec): 3 clusters Score: Raw -1749163.160463 + Penalty 3096.999871 = -1746066.160592 nChanged 476 SP:Iteration 10Q (9906.395615 sec): 3 clusters Score: Raw -1749358.270825 + Penalty 3096.999871 = -1746261.270954 nChanged 432 SP:Iteration 11Q (9906.465484 sec): 3 clusters Score: Raw -1749536.541945 + Penalty 3096.999871 = -1746439.542074 nChanged 394 SP:Iteration 12Q (9906.536210 sec): 3 clusters Score: Raw -1749703.035565 + Penalty 3096.999871 = -1746606.035694 nChanged 351 SP:Iteration 13Q (9906.602700 sec): 3 clusters Score: Raw -1749877.192515 + Penalty 3096.999871 = -1746780.192644 nChanged 389 SP:Iteration 14Q (9906.667719 sec): 3 clusters Score: Raw -1750090.363434 + Penalty 3096.999871 = -1746993.363563 nChanged 376 SP:Iteration 15Q (9906.725692 sec): 3 clusters Score: Raw -1750348.692380 + Penalty 3096.999871 = -1747251.692510 nChanged 382 SP:Iteration 16Q (9906.802221 sec): 3 clusters Score: Raw -1750677.101051 + Penalty 3096.999871 = -1747580.101180 nChanged 364 SP:Iteration 17Q (9906.859988 sec): 3 clusters Score: Raw -1751001.936110 + Penalty 3096.999871 = -1747904.936239 nChanged 293 SP:Iteration 18Q (9906.926305 sec): 3 clusters Score: Raw -1751256.900307 + Penalty 3096.999871 = -1748159.900436 nChanged 253 SP:Iteration 19Q (9906.993432 sec): 3 clusters Score: Raw -1751490.244765 + Penalty 3096.999871 = -1748393.244894 nChanged 197 SP:Iteration 20F (9907.064432 sec): 3 clusters Score: Raw -1751652.906638 + Penalty 3096.999871 = -1748555.906767 nChanged 148 SP:Iteration 21Q (9907.124370 sec): 3 clusters Score: Raw -1751767.746916 + Penalty 3096.999871 = -1748670.747046 nChanged 122 SP:Iteration 22Q (9907.179323 sec): 3 clusters Score: Raw -1751845.375205 + Penalty 3096.999871 = -1748748.375334 nChanged 93 SP:Iteration 23Q (9907.245203 sec): 3 clusters Score: Raw -1751896.547614 + Penalty 3096.999871 = -1748799.547744 nChanged 73 SP:Iteration 24Q (9907.312033 sec): 3 clusters Score: Raw -1751931.634962 + Penalty 3096.999871 = -1748834.635091 nChanged 52 SP:Iteration 25Q (9907.379113 sec): 3 clusters Score: Raw -1751956.949061 + Penalty 3096.999871 = -1748859.949190 nChanged 42 SP:Iteration 26Q (9907.443422 sec): 3 clusters Score: Raw -1751975.629164 + Penalty 3096.999871 = -1748878.629293 nChanged 37 SP:Iteration 27Q (9907.508497 sec): 3 clusters Score: Raw -1751989.297819 + Penalty 3096.999871 = -1748892.297948 nChanged 30 SP:Iteration 28Q (9907.568988 sec): 3 clusters Score: Raw -1751998.632720 + Penalty 3096.999871 = -1748901.632849 nChanged 23 SP:Iteration 29Q (9907.635963 sec): 3 clusters Score: Raw -1752004.518754 + Penalty 3096.999871 = -1748907.518884 nChanged 18 SP:Iteration 30Q (9907.711511 sec): 3 clusters Score: Raw -1752009.705065 + Penalty 3096.999871 = -1748912.705194 nChanged 14 SP:Iteration 31Q (9907.778940 sec): 3 clusters Score: Raw -1752013.050475 + Penalty 3096.999871 = -1748916.050605 nChanged 6 SP:Iteration 32Q (9907.820116 sec): 3 clusters Score: Raw -1752014.090522 + Penalty 3096.999871 = -1748917.090652 nChanged 2 SP:Iteration 33Q (9907.897621 sec): 3 clusters Score: Raw -1752014.735312 + Penalty 3096.999871 = -1748917.735441 nChanged 2 SP:Iteration 34Q (9907.965582 sec): 3 clusters Score: Raw -1752015.688600 + Penalty 3096.999871 = -1748918.688730 nChanged 4 SP:Iteration 35Q (9908.030654 sec): 3 clusters Score: Raw -1752017.601022 + Penalty 3096.999871 = -1748920.601152 nChanged 10 SP:Iteration 36Q (9908.083690 sec): 3 clusters Score: Raw -1752020.354697 + Penalty 3096.999871 = -1748923.354826 nChanged 3 SP:Iteration 37Q (9908.156640 sec): 3 clusters Score: Raw -1752021.094261 + Penalty 3096.999871 = -1748924.094390 nChanged 6 SP:Iteration 38Q (9908.209338 sec): 3 clusters Score: Raw -1752022.151742 + Penalty 3096.999871 = -1748925.151871 nChanged 1 SP:Iteration 39Q (9908.274434 sec): 3 clusters Score: Raw -1752022.443142 + Penalty 3096.999871 = -1748925.443271 nChanged 1 SP:Iteration 40F (9908.350368 sec): 3 clusters Score: Raw -1752022.946210 + Penalty 3096.999871 = -1748925.946339 nChanged 1 SP:Iteration 41Q (9908.406137 sec): 3 clusters Score: Raw -1752023.160098 + Penalty 3096.999871 = -1748926.160228 nChanged 2 SP:Iteration 42Q (9908.482044 sec): 3 clusters Score: Raw -1752023.564033 + Penalty 3096.999871 = -1748926.564162 nChanged 1 SP:Iteration 43Q (9908.539050 sec): 3 clusters Score: Raw -1752023.715300 + Penalty 3096.999871 = -1748926.715429 nChanged 0 SP:Iteration 44F (9908.605307 sec): 3 clusters Score: Raw -1752023.715300 + Penalty 3096.999871 = -1748926.715429 nChanged 0 Trying to split cluster 33 (4841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9908.649801 sec): 2 clusters Score: Raw -573235.902641 + Penalty 1378.792446 = -571857.110195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9908.693958 sec): 3 clusters Score: Raw -570737.383316 + Penalty 2757.584892 = -567979.798424 nChanged 1968 SP:Iteration 1F (9908.749308 sec): 3 clusters Score: Raw -571791.302879 + Penalty 2757.584892 = -569033.717988 nChanged 343 SP:Iteration 2F (9908.806403 sec): 3 clusters Score: Raw -572005.784518 + Penalty 2757.584892 = -569248.199626 nChanged 276 SP:Iteration 3F (9908.853755 sec): 3 clusters Score: Raw -572180.891415 + Penalty 2757.584892 = -569423.306524 nChanged 242 SP:Iteration 4Q (9908.908233 sec): 3 clusters Score: Raw -572323.080843 + Penalty 2757.584892 = -569565.495951 nChanged 213 SP:Iteration 5Q (9908.950570 sec): 3 clusters Score: Raw -572455.848124 + Penalty 2757.584892 = -569698.263233 nChanged 203 SP:Iteration 6Q (9908.980939 sec): 3 clusters Score: Raw -572565.755525 + Penalty 2757.584892 = -569808.170633 nChanged 166 SP:Iteration 7Q (9909.009323 sec): 3 clusters Score: Raw -572662.765151 + Penalty 2757.584892 = -569905.180259 nChanged 150 SP:Iteration 8Q (9909.077794 sec): 3 clusters Score: Raw -572752.134621 + Penalty 2757.584892 = -569994.549730 nChanged 152 SP:Iteration 9Q (9909.120160 sec): 3 clusters Score: Raw -572851.517188 + Penalty 2757.584892 = -570093.932296 nChanged 135 SP:Iteration 10Q (9909.187317 sec): 3 clusters Score: Raw -572945.615537 + Penalty 2757.584892 = -570188.030645 nChanged 150 SP:Iteration 11Q (9909.241013 sec): 3 clusters Score: Raw -573051.280185 + Penalty 2757.584892 = -570293.695293 nChanged 153 SP:Iteration 12Q (9909.284515 sec): 3 clusters Score: Raw -573182.326630 + Penalty 2757.584892 = -570424.741738 nChanged 131 SP:Iteration 13Q (9909.340360 sec): 3 clusters Score: Raw -573300.605217 + Penalty 2757.584892 = -570543.020325 nChanged 130 SP:Iteration 14Q (9909.396167 sec): 3 clusters Score: Raw -573381.779250 + Penalty 2757.584892 = -570624.194358 nChanged 106 SP:Iteration 15Q (9909.417236 sec): 3 clusters Score: Raw -573453.059632 + Penalty 2757.584892 = -570695.474740 nChanged 83 SP:Iteration 16Q (9909.477978 sec): 3 clusters Score: Raw -573503.303594 + Penalty 2757.584892 = -570745.718703 nChanged 65 SP:Iteration 17Q (9909.525702 sec): 3 clusters Score: Raw -573541.540240 + Penalty 2757.584892 = -570783.955349 nChanged 51 SP:Iteration 18Q (9909.578091 sec): 3 clusters Score: Raw -573573.983766 + Penalty 2757.584892 = -570816.398874 nChanged 47 SP:Iteration 19Q (9909.618232 sec): 3 clusters Score: Raw -573594.058830 + Penalty 2757.584892 = -570836.473938 nChanged 40 SP:Iteration 20F (9909.671227 sec): 3 clusters Score: Raw -573610.774566 + Penalty 2757.584892 = -570853.189674 nChanged 41 SP:Iteration 21Q (9909.716673 sec): 3 clusters Score: Raw -573623.799711 + Penalty 2757.584892 = -570866.214819 nChanged 22 SP:Iteration 22Q (9909.752352 sec): 3 clusters Score: Raw -573634.063374 + Penalty 2757.584892 = -570876.478482 nChanged 31 SP:Iteration 23Q (9909.804734 sec): 3 clusters Score: Raw -573645.300084 + Penalty 2757.584892 = -570887.715192 nChanged 24 SP:Iteration 24Q (9909.840065 sec): 3 clusters Score: Raw -573654.851951 + Penalty 2757.584892 = -570897.267060 nChanged 27 SP:Iteration 25Q (9909.895715 sec): 3 clusters Score: Raw -573669.319525 + Penalty 2757.584892 = -570911.734634 nChanged 33 SP:Iteration 26Q (9909.938214 sec): 3 clusters Score: Raw -573684.381428 + Penalty 2757.584892 = -570926.796536 nChanged 24 SP:Iteration 27Q (9909.990865 sec): 3 clusters Score: Raw -573691.247578 + Penalty 2757.584892 = -570933.662686 nChanged 18 SP:Iteration 28Q (9910.041404 sec): 3 clusters Score: Raw -573696.433333 + Penalty 2757.584892 = -570938.848441 nChanged 10 SP:Iteration 29Q (9910.088223 sec): 3 clusters Score: Raw -573698.734469 + Penalty 2757.584892 = -570941.149578 nChanged 9 SP:Iteration 30Q (9910.140579 sec): 3 clusters Score: Raw -573701.503585 + Penalty 2757.584892 = -570943.918694 nChanged 8 SP:Iteration 31Q (9910.181855 sec): 3 clusters Score: Raw -573705.526422 + Penalty 2757.584892 = -570947.941530 nChanged 12 SP:Iteration 32Q (9910.222383 sec): 3 clusters Score: Raw -573709.867752 + Penalty 2757.584892 = -570952.282860 nChanged 18 SP:Iteration 33Q (9910.271453 sec): 3 clusters Score: Raw -573714.233814 + Penalty 2757.584892 = -570956.648922 nChanged 15 SP:Iteration 34Q (9910.317227 sec): 3 clusters Score: Raw -573717.691451 + Penalty 2757.584892 = -570960.106559 nChanged 7 SP:Iteration 35Q (9910.366140 sec): 3 clusters Score: Raw -573720.337992 + Penalty 2757.584892 = -570962.753101 nChanged 7 SP:Iteration 36Q (9910.406235 sec): 3 clusters Score: Raw -573723.771366 + Penalty 2757.584892 = -570966.186474 nChanged 10 SP:Iteration 37Q (9910.462442 sec): 3 clusters Score: Raw -573726.194654 + Penalty 2757.584892 = -570968.609762 nChanged 6 SP:Iteration 38Q (9910.514571 sec): 3 clusters Score: Raw -573727.643183 + Penalty 2757.584892 = -570970.058291 nChanged 2 SP:Iteration 39Q (9910.565885 sec): 3 clusters Score: Raw -573730.628422 + Penalty 2757.584892 = -570973.043531 nChanged 9 SP:Iteration 40F (9910.600518 sec): 3 clusters Score: Raw -573732.886643 + Penalty 2757.584892 = -570975.301751 nChanged 6 SP:Iteration 41Q (9910.647616 sec): 3 clusters Score: Raw -573733.729824 + Penalty 2757.584892 = -570976.144933 nChanged 3 SP:Iteration 42Q (9910.693452 sec): 3 clusters Score: Raw -573734.708014 + Penalty 2757.584892 = -570977.123123 nChanged 5 SP:Iteration 43Q (9910.744711 sec): 3 clusters Score: Raw -573735.728341 + Penalty 2757.584892 = -570978.143449 nChanged 3 SP:Iteration 44Q (9910.789592 sec): 3 clusters Score: Raw -573736.386642 + Penalty 2757.584892 = -570978.801750 nChanged 3 SP:Iteration 45Q (9910.827582 sec): 3 clusters Score: Raw -573737.124331 + Penalty 2757.584892 = -570979.539439 nChanged 3 SP:Iteration 46Q (9910.872595 sec): 3 clusters Score: Raw -573737.745948 + Penalty 2757.584892 = -570980.161056 nChanged 6 SP:Iteration 47Q (9910.931924 sec): 3 clusters Score: Raw -573739.331575 + Penalty 2757.584892 = -570981.746684 nChanged 6 SP:Iteration 48Q (9910.976591 sec): 3 clusters Score: Raw -573742.611106 + Penalty 2757.584892 = -570985.026215 nChanged 7 SP:Iteration 49Q (9911.028724 sec): 3 clusters Score: Raw -573745.214467 + Penalty 2757.584892 = -570987.629575 nChanged 7 SP:Iteration 50Q (9911.072191 sec): 3 clusters Score: Raw -573746.426116 + Penalty 2757.584892 = -570988.841224 nChanged 6 SP:Iteration 51Q (9911.131892 sec): 3 clusters Score: Raw -573748.237030 + Penalty 2757.584892 = -570990.652138 nChanged 3 SP:Iteration 52Q (9911.173551 sec): 3 clusters Score: Raw -573749.323682 + Penalty 2757.584892 = -570991.738790 nChanged 3 SP:Iteration 53Q (9911.224908 sec): 3 clusters Score: Raw -573749.851401 + Penalty 2757.584892 = -570992.266509 nChanged 2 SP:Iteration 54Q (9911.266510 sec): 3 clusters Score: Raw -573750.078969 + Penalty 2757.584892 = -570992.494077 nChanged 1 SP:Iteration 55Q (9911.313787 sec): 3 clusters Score: Raw -573750.418760 + Penalty 2757.584892 = -570992.833868 nChanged 5 SP:Iteration 56Q (9911.352026 sec): 3 clusters Score: Raw -573752.198575 + Penalty 2757.584892 = -570994.613683 nChanged 4 SP:Iteration 57Q (9911.402880 sec): 3 clusters Score: Raw -573752.804987 + Penalty 2757.584892 = -570995.220095 nChanged 1 SP:Iteration 58Q (9911.438229 sec): 3 clusters Score: Raw -573752.967505 + Penalty 2757.584892 = -570995.382613 nChanged 3 SP:Iteration 59Q (9911.492535 sec): 3 clusters Score: Raw -573753.325818 + Penalty 2757.584892 = -570995.740926 nChanged 0 SP:Iteration 60F (9911.541694 sec): 3 clusters Score: Raw -573753.325818 + Penalty 2757.584892 = -570995.740926 nChanged 0 Trying to split cluster 34 (13070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9911.576796 sec): 2 clusters Score: Raw -1556271.248888 + Penalty 1540.187156 = -1554731.061732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9911.644058 sec): 3 clusters Score: Raw -1548755.197842 + Penalty 3080.374312 = -1545674.823530 nChanged 5720 SP:Iteration 1F (9911.698781 sec): 3 clusters Score: Raw -1552027.160205 + Penalty 3080.374312 = -1548946.785893 nChanged 920 SP:Iteration 2F (9911.770173 sec): 3 clusters Score: Raw -1552553.873824 + Penalty 3080.374312 = -1549473.499512 nChanged 883 SP:Iteration 3F (9911.823990 sec): 3 clusters Score: Raw -1553106.538072 + Penalty 3080.374312 = -1550026.163759 nChanged 854 SP:Iteration 4F (9911.883612 sec): 3 clusters Score: Raw -1553672.064310 + Penalty 3080.374312 = -1550591.689998 nChanged 790 SP:Iteration 5F (9911.943821 sec): 3 clusters Score: Raw -1554235.002009 + Penalty 3080.374312 = -1551154.627696 nChanged 709 SP:Iteration 6F (9912.010677 sec): 3 clusters Score: Raw -1554764.004543 + Penalty 3080.374312 = -1551683.630231 nChanged 596 SP:Iteration 7Q (9912.086280 sec): 3 clusters Score: Raw -1555191.489445 + Penalty 3080.374312 = -1552111.115132 nChanged 443 SP:Iteration 8Q (9912.151291 sec): 3 clusters Score: Raw -1555470.684771 + Penalty 3080.374312 = -1552390.310458 nChanged 355 SP:Iteration 9Q (9912.214652 sec): 3 clusters Score: Raw -1555656.386323 + Penalty 3080.374312 = -1552576.012011 nChanged 262 SP:Iteration 10Q (9912.266628 sec): 3 clusters Score: Raw -1555775.428389 + Penalty 3080.374312 = -1552695.054077 nChanged 211 SP:Iteration 11Q (9912.330139 sec): 3 clusters Score: Raw -1555863.394888 + Penalty 3080.374312 = -1552783.020576 nChanged 170 SP:Iteration 12Q (9912.396797 sec): 3 clusters Score: Raw -1555929.159197 + Penalty 3080.374312 = -1552848.784885 nChanged 138 SP:Iteration 13Q (9912.456827 sec): 3 clusters Score: Raw -1555984.436288 + Penalty 3080.374312 = -1552904.061975 nChanged 137 SP:Iteration 14Q (9912.513834 sec): 3 clusters Score: Raw -1556054.300171 + Penalty 3080.374312 = -1552973.925859 nChanged 177 SP:Iteration 15Q (9912.569492 sec): 3 clusters Score: Raw -1556164.180048 + Penalty 3080.374312 = -1553083.805736 nChanged 175 SP:Iteration 16Q (9912.633309 sec): 3 clusters Score: Raw -1556270.044137 + Penalty 3080.374312 = -1553189.669824 nChanged 146 SP:Iteration 17Q (9912.680672 sec): 3 clusters Score: Raw -1556359.801701 + Penalty 3080.374312 = -1553279.427388 nChanged 125 SP:Iteration 18Q (9912.746311 sec): 3 clusters Score: Raw -1556445.758435 + Penalty 3080.374312 = -1553365.384123 nChanged 140 SP:Iteration 19Q (9912.819385 sec): 3 clusters Score: Raw -1556533.304023 + Penalty 3080.374312 = -1553452.929710 nChanged 104 SP:Iteration 20F (9912.883516 sec): 3 clusters Score: Raw -1556591.576423 + Penalty 3080.374312 = -1553511.202110 nChanged 102 SP:Iteration 21Q (9912.941108 sec): 3 clusters Score: Raw -1556644.640935 + Penalty 3080.374312 = -1553564.266623 nChanged 90 SP:Iteration 22Q (9913.018901 sec): 3 clusters Score: Raw -1556692.684014 + Penalty 3080.374312 = -1553612.309702 nChanged 88 SP:Iteration 23Q (9913.075015 sec): 3 clusters Score: Raw -1556733.684661 + Penalty 3080.374312 = -1553653.310349 nChanged 67 SP:Iteration 24Q (9913.149498 sec): 3 clusters Score: Raw -1556764.847985 + Penalty 3080.374312 = -1553684.473672 nChanged 57 SP:Iteration 25Q (9913.199836 sec): 3 clusters Score: Raw -1556790.564633 + Penalty 3080.374312 = -1553710.190321 nChanged 51 SP:Iteration 26Q (9913.264120 sec): 3 clusters Score: Raw -1556811.279518 + Penalty 3080.374312 = -1553730.905206 nChanged 38 SP:Iteration 27Q (9913.336119 sec): 3 clusters Score: Raw -1556827.578832 + Penalty 3080.374312 = -1553747.204520 nChanged 40 SP:Iteration 28Q (9913.402552 sec): 3 clusters Score: Raw -1556844.455452 + Penalty 3080.374312 = -1553764.081140 nChanged 34 SP:Iteration 29Q (9913.466061 sec): 3 clusters Score: Raw -1556855.992853 + Penalty 3080.374312 = -1553775.618541 nChanged 27 SP:Iteration 30Q (9913.524513 sec): 3 clusters Score: Raw -1556863.851864 + Penalty 3080.374312 = -1553783.477552 nChanged 18 SP:Iteration 31Q (9913.576821 sec): 3 clusters Score: Raw -1556869.966873 + Penalty 3080.374312 = -1553789.592561 nChanged 21 SP:Iteration 32Q (9913.644658 sec): 3 clusters Score: Raw -1556877.253931 + Penalty 3080.374312 = -1553796.879618 nChanged 14 SP:Iteration 33Q (9913.709577 sec): 3 clusters Score: Raw -1556882.974591 + Penalty 3080.374312 = -1553802.600279 nChanged 15 SP:Iteration 34Q (9913.782364 sec): 3 clusters Score: Raw -1556888.504043 + Penalty 3080.374312 = -1553808.129731 nChanged 17 SP:Iteration 35Q (9913.841099 sec): 3 clusters Score: Raw -1556896.243998 + Penalty 3080.374312 = -1553815.869686 nChanged 22 SP:Iteration 36Q (9913.898239 sec): 3 clusters Score: Raw -1556902.982560 + Penalty 3080.374312 = -1553822.608248 nChanged 17 SP:Iteration 37Q (9913.971691 sec): 3 clusters Score: Raw -1556909.151978 + Penalty 3080.374312 = -1553828.777666 nChanged 15 SP:Iteration 38Q (9914.033745 sec): 3 clusters Score: Raw -1556914.958836 + Penalty 3080.374312 = -1553834.584524 nChanged 12 SP:Iteration 39Q (9914.085921 sec): 3 clusters Score: Raw -1556918.287599 + Penalty 3080.374312 = -1553837.913286 nChanged 3 SP:Iteration 40F (9914.158369 sec): 3 clusters Score: Raw -1556918.893341 + Penalty 3080.374312 = -1553838.519028 nChanged 4 SP:Iteration 41Q (9914.220883 sec): 3 clusters Score: Raw -1556920.740946 + Penalty 3080.374312 = -1553840.366634 nChanged 3 SP:Iteration 42Q (9914.287522 sec): 3 clusters Score: Raw -1556921.753375 + Penalty 3080.374312 = -1553841.379063 nChanged 2 SP:Iteration 43Q (9914.348971 sec): 3 clusters Score: Raw -1556922.621095 + Penalty 3080.374312 = -1553842.246783 nChanged 5 SP:Iteration 44Q (9914.412265 sec): 3 clusters Score: Raw -1556924.130386 + Penalty 3080.374312 = -1553843.756074 nChanged 2 SP:Iteration 45Q (9914.471679 sec): 3 clusters Score: Raw -1556924.929391 + Penalty 3080.374312 = -1553844.555079 nChanged 1 SP:Iteration 46Q (9914.536109 sec): 3 clusters Score: Raw -1556925.086140 + Penalty 3080.374312 = -1553844.711828 nChanged 1 SP:Iteration 47Q (9914.601424 sec): 3 clusters Score: Raw -1556925.275752 + Penalty 3080.374312 = -1553844.901440 nChanged 0 SP:Iteration 48F (9914.680424 sec): 3 clusters Score: Raw -1556925.275752 + Penalty 3080.374312 = -1553844.901440 nChanged 0 Trying to split cluster 35 (2840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9914.701018 sec): 2 clusters Score: Raw -336826.128323 + Penalty 1292.128391 = -335533.999932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9914.745682 sec): 3 clusters Score: Raw -335484.249915 + Penalty 2584.256783 = -332899.993133 nChanged 1093 SP:Iteration 1F (9914.789930 sec): 3 clusters Score: Raw -336327.586270 + Penalty 2584.256783 = -333743.329487 nChanged 266 SP:Iteration 2F (9914.832866 sec): 3 clusters Score: Raw -336666.699087 + Penalty 2584.256783 = -334082.442305 nChanged 223 SP:Iteration 3F (9914.878689 sec): 3 clusters Score: Raw -336937.176275 + Penalty 2584.256783 = -334352.919492 nChanged 171 SP:Iteration 4F (9914.930096 sec): 3 clusters Score: Raw -337112.301566 + Penalty 2584.256783 = -334528.044783 nChanged 138 SP:Iteration 5Q (9914.974166 sec): 3 clusters Score: Raw -337243.006382 + Penalty 2584.256783 = -334658.749600 nChanged 124 SP:Iteration 6Q (9915.018342 sec): 3 clusters Score: Raw -337362.112714 + Penalty 2584.256783 = -334777.855932 nChanged 109 SP:Iteration 7Q (9915.061621 sec): 3 clusters Score: Raw -337458.050148 + Penalty 2584.256783 = -334873.793366 nChanged 99 SP:Iteration 8Q (9915.102387 sec): 3 clusters Score: Raw -337548.594332 + Penalty 2584.256783 = -334964.337550 nChanged 79 SP:Iteration 9Q (9915.144066 sec): 3 clusters Score: Raw -337613.893479 + Penalty 2584.256783 = -335029.636696 nChanged 79 SP:Iteration 10Q (9915.186623 sec): 3 clusters Score: Raw -337679.128875 + Penalty 2584.256783 = -335094.872093 nChanged 70 SP:Iteration 11Q (9915.235852 sec): 3 clusters Score: Raw -337746.891131 + Penalty 2584.256783 = -335162.634348 nChanged 75 SP:Iteration 12Q (9915.272031 sec): 3 clusters Score: Raw -337814.157592 + Penalty 2584.256783 = -335229.900809 nChanged 61 SP:Iteration 13Q (9915.320611 sec): 3 clusters Score: Raw -337860.169821 + Penalty 2584.256783 = -335275.913039 nChanged 54 SP:Iteration 14Q (9915.371487 sec): 3 clusters Score: Raw -337903.595879 + Penalty 2584.256783 = -335319.339097 nChanged 39 SP:Iteration 15Q (9915.425077 sec): 3 clusters Score: Raw -337936.173573 + Penalty 2584.256783 = -335351.916790 nChanged 32 SP:Iteration 16Q (9915.479948 sec): 3 clusters Score: Raw -337962.262008 + Penalty 2584.256783 = -335378.005225 nChanged 28 SP:Iteration 17Q (9915.529183 sec): 3 clusters Score: Raw -337996.298975 + Penalty 2584.256783 = -335412.042193 nChanged 26 SP:Iteration 18Q (9915.579383 sec): 3 clusters Score: Raw -338025.957046 + Penalty 2584.256783 = -335441.700264 nChanged 33 SP:Iteration 19Q (9915.617796 sec): 3 clusters Score: Raw -338053.220251 + Penalty 2584.256783 = -335468.963469 nChanged 28 SP:Iteration 20F (9915.666553 sec): 3 clusters Score: Raw -338079.267779 + Penalty 2584.256783 = -335495.010997 nChanged 23 SP:Iteration 21Q (9915.703644 sec): 3 clusters Score: Raw -338095.541867 + Penalty 2584.256783 = -335511.285085 nChanged 21 SP:Iteration 22Q (9915.752539 sec): 3 clusters Score: Raw -338104.692124 + Penalty 2584.256783 = -335520.435342 nChanged 12 SP:Iteration 23Q (9915.793789 sec): 3 clusters Score: Raw -338111.395859 + Penalty 2584.256783 = -335527.139077 nChanged 7 SP:Iteration 24Q (9915.833443 sec): 3 clusters Score: Raw -338113.362348 + Penalty 2584.256783 = -335529.105565 nChanged 5 SP:Iteration 25Q (9915.881730 sec): 3 clusters Score: Raw -338115.919568 + Penalty 2584.256783 = -335531.662785 nChanged 4 SP:Iteration 26Q (9915.931453 sec): 3 clusters Score: Raw -338118.158528 + Penalty 2584.256783 = -335533.901745 nChanged 2 SP:Iteration 27Q (9915.971429 sec): 3 clusters Score: Raw -338119.088424 + Penalty 2584.256783 = -335534.831642 nChanged 1 SP:Iteration 28Q (9916.020454 sec): 3 clusters Score: Raw -338119.224324 + Penalty 2584.256783 = -335534.967542 nChanged 1 SP:Iteration 29Q (9916.071680 sec): 3 clusters Score: Raw -338119.380310 + Penalty 2584.256783 = -335535.123527 nChanged 0 SP:Iteration 30F (9916.107968 sec): 3 clusters Score: Raw -338119.380310 + Penalty 2584.256783 = -335535.123527 nChanged 0 Score: Raw -129525473.051334 + Penalty 85669.685189 = -129439803.366145 Splitting cluster 35 changes total score from -129440764.579558 to -129439803.366145 So it's not getting split. Trying to split cluster 36 (3020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9940.126192 sec): 2 clusters Score: Raw -404997.426716 + Penalty 1302.114468 = -403695.312248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9940.177300 sec): 3 clusters Score: Raw -403606.771329 + Penalty 2604.228936 = -401002.542393 nChanged 1117 SP:Iteration 1F (9940.221819 sec): 3 clusters Score: Raw -404256.611829 + Penalty 2604.228936 = -401652.382893 nChanged 208 SP:Iteration 2F (9940.269551 sec): 3 clusters Score: Raw -404387.616501 + Penalty 2604.228936 = -401783.387565 nChanged 142 SP:Iteration 3Q (9940.323821 sec): 3 clusters Score: Raw -404484.664778 + Penalty 2604.228936 = -401880.435842 nChanged 122 SP:Iteration 4Q (9940.366599 sec): 3 clusters Score: Raw -404557.571544 + Penalty 2604.228936 = -401953.342608 nChanged 108 SP:Iteration 5Q (9940.417373 sec): 3 clusters Score: Raw -404621.688833 + Penalty 2604.228936 = -402017.459897 nChanged 107 SP:Iteration 6Q (9940.477938 sec): 3 clusters Score: Raw -404681.373950 + Penalty 2604.228936 = -402077.145014 nChanged 81 SP:Iteration 7Q (9940.525422 sec): 3 clusters Score: Raw -404722.992395 + Penalty 2604.228936 = -402118.763459 nChanged 55 SP:Iteration 8Q (9940.561071 sec): 3 clusters Score: Raw -404754.528010 + Penalty 2604.228936 = -402150.299074 nChanged 54 SP:Iteration 9Q (9940.604246 sec): 3 clusters Score: Raw -404790.175996 + Penalty 2604.228936 = -402185.947060 nChanged 55 SP:Iteration 10Q (9940.646617 sec): 3 clusters Score: Raw -404824.340890 + Penalty 2604.228936 = -402220.111954 nChanged 51 SP:Iteration 11Q (9940.676333 sec): 3 clusters Score: Raw -404851.729874 + Penalty 2604.228936 = -402247.500938 nChanged 39 SP:Iteration 12Q (9940.727407 sec): 3 clusters Score: Raw -404870.037663 + Penalty 2604.228936 = -402265.808727 nChanged 34 SP:Iteration 13Q (9940.768612 sec): 3 clusters Score: Raw -404885.352736 + Penalty 2604.228936 = -402281.123800 nChanged 25 SP:Iteration 14Q (9940.820168 sec): 3 clusters Score: Raw -404896.680835 + Penalty 2604.228936 = -402292.451899 nChanged 29 SP:Iteration 15Q (9940.867405 sec): 3 clusters Score: Raw -404909.782911 + Penalty 2604.228936 = -402305.553975 nChanged 27 SP:Iteration 16Q (9940.906712 sec): 3 clusters Score: Raw -404919.507166 + Penalty 2604.228936 = -402315.278230 nChanged 20 SP:Iteration 17Q (9940.953387 sec): 3 clusters Score: Raw -404927.235319 + Penalty 2604.228936 = -402323.006383 nChanged 16 SP:Iteration 18Q (9940.995878 sec): 3 clusters Score: Raw -404932.129243 + Penalty 2604.228936 = -402327.900307 nChanged 15 SP:Iteration 19Q (9941.046583 sec): 3 clusters Score: Raw -404937.181369 + Penalty 2604.228936 = -402332.952433 nChanged 14 SP:Iteration 20F (9941.092531 sec): 3 clusters Score: Raw -404941.413277 + Penalty 2604.228936 = -402337.184341 nChanged 9 SP:Iteration 21Q (9941.143504 sec): 3 clusters Score: Raw -404944.560394 + Penalty 2604.228936 = -402340.331459 nChanged 9 SP:Iteration 22Q (9941.180942 sec): 3 clusters Score: Raw -404947.724750 + Penalty 2604.228936 = -402343.495814 nChanged 6 SP:Iteration 23Q (9941.229516 sec): 3 clusters Score: Raw -404949.329746 + Penalty 2604.228936 = -402345.100810 nChanged 5 SP:Iteration 24Q (9941.287833 sec): 3 clusters Score: Raw -404950.961923 + Penalty 2604.228936 = -402346.732988 nChanged 2 SP:Iteration 25Q (9941.341519 sec): 3 clusters Score: Raw -404951.314728 + Penalty 2604.228936 = -402347.085792 nChanged 3 SP:Iteration 26Q (9941.388382 sec): 3 clusters Score: Raw -404952.308343 + Penalty 2604.228936 = -402348.079408 nChanged 3 SP:Iteration 27Q (9941.439879 sec): 3 clusters Score: Raw -404952.965505 + Penalty 2604.228936 = -402348.736569 nChanged 2 SP:Iteration 28Q (9941.488284 sec): 3 clusters Score: Raw -404953.506155 + Penalty 2604.228936 = -402349.277219 nChanged 2 SP:Iteration 29Q (9941.539188 sec): 3 clusters Score: Raw -404953.710467 + Penalty 2604.228936 = -402349.481532 nChanged 0 SP:Iteration 30F (9941.590146 sec): 3 clusters Score: Raw -404953.710467 + Penalty 2604.228936 = -402349.481532 nChanged 0 Trying to split cluster 37 (3610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9941.622237 sec): 2 clusters Score: Raw -448425.120103 + Penalty 1331.112746 = -447094.007357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9941.663411 sec): 3 clusters Score: Raw -446648.027755 + Penalty 2662.225492 = -443985.802263 nChanged 1392 SP:Iteration 1F (9941.724266 sec): 3 clusters Score: Raw -447507.599623 + Penalty 2662.225492 = -444845.374132 nChanged 286 SP:Iteration 2F (9941.764976 sec): 3 clusters Score: Raw -447724.887784 + Penalty 2662.225492 = -445062.662292 nChanged 200 SP:Iteration 3F (9941.823153 sec): 3 clusters Score: Raw -447871.229098 + Penalty 2662.225492 = -445209.003606 nChanged 195 SP:Iteration 4F (9941.866955 sec): 3 clusters Score: Raw -448014.037554 + Penalty 2662.225492 = -445351.812062 nChanged 162 SP:Iteration 5Q (9941.917937 sec): 3 clusters Score: Raw -448139.857148 + Penalty 2662.225492 = -445477.631656 nChanged 135 SP:Iteration 6Q (9941.968672 sec): 3 clusters Score: Raw -448249.635985 + Penalty 2662.225492 = -445587.410494 nChanged 132 SP:Iteration 7Q (9942.025360 sec): 3 clusters Score: Raw -448357.588369 + Penalty 2662.225492 = -445695.362878 nChanged 119 SP:Iteration 8Q (9942.071450 sec): 3 clusters Score: Raw -448457.961276 + Penalty 2662.225492 = -445795.735784 nChanged 102 SP:Iteration 9Q (9942.128673 sec): 3 clusters Score: Raw -448548.440961 + Penalty 2662.225492 = -445886.215469 nChanged 86 SP:Iteration 10Q (9942.168853 sec): 3 clusters Score: Raw -448614.940080 + Penalty 2662.225492 = -445952.714588 nChanged 51 SP:Iteration 11Q (9942.212774 sec): 3 clusters Score: Raw -448641.320705 + Penalty 2662.225492 = -445979.095213 nChanged 37 SP:Iteration 12Q (9942.260618 sec): 3 clusters Score: Raw -448665.983703 + Penalty 2662.225492 = -446003.758211 nChanged 29 SP:Iteration 13Q (9942.306909 sec): 3 clusters Score: Raw -448685.153393 + Penalty 2662.225492 = -446022.927901 nChanged 20 SP:Iteration 14Q (9942.349324 sec): 3 clusters Score: Raw -448695.448664 + Penalty 2662.225492 = -446033.223172 nChanged 11 SP:Iteration 15Q (9942.393007 sec): 3 clusters Score: Raw -448703.403313 + Penalty 2662.225492 = -446041.177822 nChanged 20 SP:Iteration 16Q (9942.440460 sec): 3 clusters Score: Raw -448718.145184 + Penalty 2662.225492 = -446055.919692 nChanged 20 SP:Iteration 17Q (9942.491027 sec): 3 clusters Score: Raw -448732.993842 + Penalty 2662.225492 = -446070.768351 nChanged 23 SP:Iteration 18Q (9942.532509 sec): 3 clusters Score: Raw -448747.717893 + Penalty 2662.225492 = -446085.492402 nChanged 12 SP:Iteration 19Q (9942.582916 sec): 3 clusters Score: Raw -448757.036311 + Penalty 2662.225492 = -446094.810819 nChanged 10 SP:Iteration 20F (9942.617366 sec): 3 clusters Score: Raw -448763.854901 + Penalty 2662.225492 = -446101.629410 nChanged 7 SP:Iteration 21Q (9942.657469 sec): 3 clusters Score: Raw -448766.335592 + Penalty 2662.225492 = -446104.110100 nChanged 7 SP:Iteration 22Q (9942.709270 sec): 3 clusters Score: Raw -448769.640189 + Penalty 2662.225492 = -446107.414697 nChanged 5 SP:Iteration 23Q (9942.748180 sec): 3 clusters Score: Raw -448770.960556 + Penalty 2662.225492 = -446108.735064 nChanged 1 SP:Iteration 24Q (9942.793320 sec): 3 clusters Score: Raw -448771.232234 + Penalty 2662.225492 = -446109.006742 nChanged 0 SP:Iteration 25F (9942.839484 sec): 3 clusters Score: Raw -448771.232234 + Penalty 2662.225492 = -446109.006742 nChanged 0 Time taken for this iteration:4048.069242 seconds. 21->38 Clusters: Score -129440764.579558, best is -129449802.887989 Main iterations: 460 (time per iteration =6994.803632 ms) Total iterations: 26874 (time per iteration =119.729466 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 895799835648.000000 (time per metric unit =3.591885ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 21499196055552.000000 (time per metric unit=149.661860ps) That took 3217.609671 seconds.