FileBase DT1_rLS_20150723_1584um ElecNo 8 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 0.08 and 0.13 GB. - 8 bytes per element (scalar), 5625200 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.03 and 0.05 GB. - 8 bytes per element (scalar), 2025072 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.01 and 0.01 GB. - 2 bytes per element (data_int), 2025072 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.01 GB. - 1 bytes per element (char), 2025072 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.01 GB. - 1 bytes per element (char), 2025072 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), 16200 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=112504, nDims=18, MaxPossibleClusters=50 Total memory usage will be between 0.13 and 0.19 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 112504 data points of dimension 18. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 112504 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 12 (4136 points): Lose 277.142313 but Gain 1104.920685 Iteration 0F (2.424312 sec): 19 clusters Score: Raw -3281011.185116 + Penalty 19888.572335 = -3261122.612781 nChanged 105081 Iteration 1F (3.720650 sec): 19 clusters Score: Raw -3616963.379623 + Penalty 19888.572335 = -3597074.807288 nChanged 39785 Iteration 2F (5.030874 sec): 19 clusters Score: Raw -3724819.708779 + Penalty 19888.572335 = -3704931.136444 nChanged 29581 Iteration 3F (6.343665 sec): 19 clusters Score: Raw -3781579.654161 + Penalty 19888.572335 = -3761691.081826 nChanged 21861 Iteration 4F (7.654960 sec): 19 clusters Score: Raw -3817096.279075 + Penalty 19888.572335 = -3797207.706740 nChanged 17138 Iteration 5F (8.958678 sec): 19 clusters Score: Raw -3846098.713162 + Penalty 19888.572335 = -3826210.140827 nChanged 14023 Iteration 6F (10.269390 sec): 19 clusters Score: Raw -3868215.605475 + Penalty 19888.572335 = -3848327.033140 nChanged 11383 Iteration 7F (11.571924 sec): 19 clusters Score: Raw -3889145.857573 + Penalty 19888.572335 = -3869257.285238 nChanged 8971 Iteration 8F (12.888796 sec): 19 clusters Score: Raw -3901782.653136 + Penalty 19888.572335 = -3881894.080801 nChanged 6966 Iteration 9F (14.215035 sec): 19 clusters Score: Raw -3911014.776964 + Penalty 19888.572335 = -3891126.204629 nChanged 5465 Iteration 10Q (15.160193 sec): 19 clusters Score: Raw -3916646.140834 + Penalty 19888.572335 = -3896757.568499 nChanged 4425 Iteration 11Q (15.974652 sec): 19 clusters Score: Raw -3921218.665578 + Penalty 19888.572335 = -3901330.093243 nChanged 3806 Iteration 12Q (16.836522 sec): 19 clusters Score: Raw -3924859.212272 + Penalty 19888.572335 = -3904970.639937 nChanged 3644 Iteration 13Q (17.700043 sec): 19 clusters Score: Raw -3927887.010937 + Penalty 19888.572335 = -3907998.438602 nChanged 3298 Iteration 14Q (18.492653 sec): 19 clusters Score: Raw -3930708.551808 + Penalty 19888.572335 = -3910819.979473 nChanged 3181 Iteration 15Q (19.284033 sec): 19 clusters Score: Raw -3933342.231461 + Penalty 19888.572335 = -3913453.659127 nChanged 2934 Iteration 16Q (20.110921 sec): 19 clusters Score: Raw -3935679.934324 + Penalty 19888.572335 = -3915791.361989 nChanged 2627 Iteration 17Q (20.990351 sec): 19 clusters Score: Raw -3937635.890076 + Penalty 19888.572335 = -3917747.317741 nChanged 2356 Iteration 18Q (21.840895 sec): 19 clusters Score: Raw -3939267.766302 + Penalty 19888.572335 = -3919379.193967 nChanged 2075 Iteration 19Q (22.707115 sec): 19 clusters Score: Raw -3940666.909035 + Penalty 19888.572335 = -3920778.336700 nChanged 1826 Writing temp clu file Because OldScore, -3919379.193967, is greater than current (better) Score,-3920778.336700 Compute initial score before splitting: Score: Raw -3940666.909035 + Penalty 19888.572335 = -3920778.336700 Trying to split cluster 1 (2835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.782193 sec): 2 clusters Score: Raw -96502.809170 + Penalty 755.230736 = -95747.578435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.827097 sec): 3 clusters Score: Raw -95026.981375 + Penalty 1510.461471 = -93516.519904 nChanged 1155 SP:Iteration 1F (22.864312 sec): 3 clusters Score: Raw -95848.747883 + Penalty 1510.461471 = -94338.286412 nChanged 261 SP:Iteration 2F (22.907840 sec): 3 clusters Score: Raw -96047.813335 + Penalty 1510.461471 = -94537.351864 nChanged 225 SP:Iteration 3F (22.960393 sec): 3 clusters Score: Raw -96282.266817 + Penalty 1510.461471 = -94771.805346 nChanged 244 SP:Iteration 4F (22.997499 sec): 3 clusters Score: Raw -96652.202005 + Penalty 1510.461471 = -95141.740534 nChanged 282 SP:Iteration 5F (23.044526 sec): 3 clusters Score: Raw -97241.160981 + Penalty 1510.461471 = -95730.699510 nChanged 252 SP:Iteration 6F (23.096247 sec): 3 clusters Score: Raw -97658.777325 + Penalty 1510.461471 = -96148.315854 nChanged 148 SP:Iteration 7F (23.140927 sec): 3 clusters Score: Raw -97806.526919 + Penalty 1510.461471 = -96296.065448 nChanged 76 SP:Iteration 8Q (23.192962 sec): 3 clusters Score: Raw -97872.289005 + Penalty 1510.461471 = -96361.827533 nChanged 46 SP:Iteration 9Q (23.239030 sec): 3 clusters Score: Raw -97898.718281 + Penalty 1510.461471 = -96388.256809 nChanged 27 SP:Iteration 10Q (23.282425 sec): 3 clusters Score: Raw -97910.265525 + Penalty 1510.461471 = -96399.804054 nChanged 20 SP:Iteration 11Q (23.333908 sec): 3 clusters Score: Raw -97917.677709 + Penalty 1510.461471 = -96407.216238 nChanged 10 SP:Iteration 12Q (23.375050 sec): 3 clusters Score: Raw -97921.162376 + Penalty 1510.461471 = -96410.700905 nChanged 9 SP:Iteration 13Q (23.424180 sec): 3 clusters Score: Raw -97924.340560 + Penalty 1510.461471 = -96413.879089 nChanged 7 SP:Iteration 14Q (23.479244 sec): 3 clusters Score: Raw -97926.847598 + Penalty 1510.461471 = -96416.386127 nChanged 8 SP:Iteration 15Q (23.528236 sec): 3 clusters Score: Raw -97929.301770 + Penalty 1510.461471 = -96418.840299 nChanged 5 SP:Iteration 16Q (23.570793 sec): 3 clusters Score: Raw -97930.930452 + Penalty 1510.461471 = -96420.468981 nChanged 1 SP:Iteration 17Q (23.619662 sec): 3 clusters Score: Raw -97931.211805 + Penalty 1510.461471 = -96420.750334 nChanged 2 SP:Iteration 18Q (23.670674 sec): 3 clusters Score: Raw -97931.677333 + Penalty 1510.461471 = -96421.215862 nChanged 1 SP:Iteration 19Q (23.712765 sec): 3 clusters Score: Raw -97931.900041 + Penalty 1510.461471 = -96421.438570 nChanged 2 SP:Iteration 20F (23.757030 sec): 3 clusters Score: Raw -97932.178409 + Penalty 1510.461471 = -96421.716938 nChanged 0 Score: Raw -3942830.087168 + Penalty 20993.493020 = -3921836.594148 Splitting cluster 1 changes total score from -3920778.336700 to -3921836.594148 So it's getting split into cluster 12. Trying to split cluster 2 (3160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.162901 sec): 2 clusters Score: Raw -118961.911286 + Penalty 765.541094 = -118196.370192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.215016 sec): 3 clusters Score: Raw -117293.620758 + Penalty 1531.082188 = -115762.538569 nChanged 1313 SP:Iteration 1F (25.257087 sec): 3 clusters Score: Raw -118058.611623 + Penalty 1531.082188 = -116527.529435 nChanged 252 SP:Iteration 2F (25.312961 sec): 3 clusters Score: Raw -118245.892180 + Penalty 1531.082188 = -116714.809991 nChanged 228 SP:Iteration 3F (25.361950 sec): 3 clusters Score: Raw -118437.614179 + Penalty 1531.082188 = -116906.531991 nChanged 183 SP:Iteration 4F (25.404317 sec): 3 clusters Score: Raw -118590.873377 + Penalty 1531.082188 = -117059.791189 nChanged 161 SP:Iteration 5F (25.457301 sec): 3 clusters Score: Raw -118720.892355 + Penalty 1531.082188 = -117189.810166 nChanged 136 SP:Iteration 6Q (25.504661 sec): 3 clusters Score: Raw -118807.501930 + Penalty 1531.082188 = -117276.419741 nChanged 103 SP:Iteration 7Q (25.552086 sec): 3 clusters Score: Raw -118864.858885 + Penalty 1531.082188 = -117333.776697 nChanged 76 SP:Iteration 8Q (25.589658 sec): 3 clusters Score: Raw -118908.383198 + Penalty 1531.082188 = -117377.301010 nChanged 63 SP:Iteration 9Q (25.640584 sec): 3 clusters Score: Raw -118942.480956 + Penalty 1531.082188 = -117411.398767 nChanged 61 SP:Iteration 10Q (25.695286 sec): 3 clusters Score: Raw -118975.478813 + Penalty 1531.082188 = -117444.396625 nChanged 55 SP:Iteration 11Q (25.744501 sec): 3 clusters Score: Raw -118996.228379 + Penalty 1531.082188 = -117465.146191 nChanged 44 SP:Iteration 12Q (25.780683 sec): 3 clusters Score: Raw -119016.121639 + Penalty 1531.082188 = -117485.039451 nChanged 40 SP:Iteration 13Q (25.826855 sec): 3 clusters Score: Raw -119035.687897 + Penalty 1531.082188 = -117504.605709 nChanged 43 SP:Iteration 14Q (25.876111 sec): 3 clusters Score: Raw -119058.189066 + Penalty 1531.082188 = -117527.106878 nChanged 55 SP:Iteration 15Q (25.927194 sec): 3 clusters Score: Raw -119087.468697 + Penalty 1531.082188 = -117556.386509 nChanged 54 SP:Iteration 16Q (25.973388 sec): 3 clusters Score: Raw -119115.031438 + Penalty 1531.082188 = -117583.949250 nChanged 49 SP:Iteration 17Q (26.019097 sec): 3 clusters Score: Raw -119143.744339 + Penalty 1531.082188 = -117612.662151 nChanged 59 SP:Iteration 18Q (26.055624 sec): 3 clusters Score: Raw -119180.728092 + Penalty 1531.082188 = -117649.645904 nChanged 62 SP:Iteration 19Q (26.097543 sec): 3 clusters Score: Raw -119221.862724 + Penalty 1531.082188 = -117690.780536 nChanged 53 SP:Iteration 20F (26.146983 sec): 3 clusters Score: Raw -119262.602928 + Penalty 1531.082188 = -117731.520739 nChanged 65 SP:Iteration 21Q (26.195111 sec): 3 clusters Score: Raw -119315.728439 + Penalty 1531.082188 = -117784.646250 nChanged 62 SP:Iteration 22Q (26.238933 sec): 3 clusters Score: Raw -119367.152294 + Penalty 1531.082188 = -117836.070105 nChanged 64 SP:Iteration 23Q (26.294200 sec): 3 clusters Score: Raw -119417.524317 + Penalty 1531.082188 = -117886.442129 nChanged 62 SP:Iteration 24Q (26.340003 sec): 3 clusters Score: Raw -119461.721517 + Penalty 1531.082188 = -117930.639329 nChanged 44 SP:Iteration 25Q (26.386931 sec): 3 clusters Score: Raw -119491.182695 + Penalty 1531.082188 = -117960.100507 nChanged 40 SP:Iteration 26Q (26.436625 sec): 3 clusters Score: Raw -119517.334129 + Penalty 1531.082188 = -117986.251940 nChanged 44 SP:Iteration 27Q (26.486131 sec): 3 clusters Score: Raw -119565.751370 + Penalty 1531.082188 = -118034.669182 nChanged 52 SP:Iteration 28Q (26.528085 sec): 3 clusters Score: Raw -119620.528380 + Penalty 1531.082188 = -118089.446192 nChanged 59 SP:Iteration 29Q (26.583627 sec): 3 clusters Score: Raw -119657.289682 + Penalty 1531.082188 = -118126.207494 nChanged 46 SP:Iteration 30Q (26.627678 sec): 3 clusters Score: Raw -119684.354194 + Penalty 1531.082188 = -118153.272006 nChanged 41 SP:Iteration 31Q (26.673939 sec): 3 clusters Score: Raw -119707.764043 + Penalty 1531.082188 = -118176.681855 nChanged 34 SP:Iteration 32Q (26.722129 sec): 3 clusters Score: Raw -119724.510612 + Penalty 1531.082188 = -118193.428424 nChanged 31 SP:Iteration 33Q (26.771286 sec): 3 clusters Score: Raw -119739.889507 + Penalty 1531.082188 = -118208.807318 nChanged 35 SP:Iteration 34Q (26.817532 sec): 3 clusters Score: Raw -119756.210425 + Penalty 1531.082188 = -118225.128237 nChanged 28 SP:Iteration 35Q (26.864617 sec): 3 clusters Score: Raw -119768.621717 + Penalty 1531.082188 = -118237.539529 nChanged 24 SP:Iteration 36Q (26.912591 sec): 3 clusters Score: Raw -119778.073390 + Penalty 1531.082188 = -118246.991202 nChanged 20 SP:Iteration 37Q (26.965026 sec): 3 clusters Score: Raw -119785.860484 + Penalty 1531.082188 = -118254.778296 nChanged 12 SP:Iteration 38Q (27.011353 sec): 3 clusters Score: Raw -119789.166289 + Penalty 1531.082188 = -118258.084101 nChanged 13 SP:Iteration 39Q (27.052838 sec): 3 clusters Score: Raw -119792.514663 + Penalty 1531.082188 = -118261.432474 nChanged 12 SP:Iteration 40F (27.105932 sec): 3 clusters Score: Raw -119804.418589 + Penalty 1531.082188 = -118273.336401 nChanged 22 SP:Iteration 41Q (27.151163 sec): 3 clusters Score: Raw -119818.311870 + Penalty 1531.082188 = -118287.229681 nChanged 27 SP:Iteration 42Q (27.200637 sec): 3 clusters Score: Raw -119835.177824 + Penalty 1531.082188 = -118304.095635 nChanged 28 SP:Iteration 43Q (27.246641 sec): 3 clusters Score: Raw -119860.093429 + Penalty 1531.082188 = -118329.011240 nChanged 38 SP:Iteration 44Q (27.286765 sec): 3 clusters Score: Raw -119894.454134 + Penalty 1531.082188 = -118363.371946 nChanged 40 SP:Iteration 45Q (27.334207 sec): 3 clusters Score: Raw -119946.172715 + Penalty 1531.082188 = -118415.090526 nChanged 39 SP:Iteration 46Q (27.394981 sec): 3 clusters Score: Raw -120014.022350 + Penalty 1531.082188 = -118482.940162 nChanged 33 SP:Iteration 47Q (27.433093 sec): 3 clusters Score: Raw -120060.547013 + Penalty 1531.082188 = -118529.464825 nChanged 21 SP:Iteration 48Q (27.480813 sec): 3 clusters Score: Raw -120079.979210 + Penalty 1531.082188 = -118548.897022 nChanged 8 SP:Iteration 49Q (27.523037 sec): 3 clusters Score: Raw -120085.957079 + Penalty 1531.082188 = -118554.874891 nChanged 6 SP:Iteration 50Q (27.568803 sec): 3 clusters Score: Raw -120091.556997 + Penalty 1531.082188 = -118560.474809 nChanged 3 SP:Iteration 51Q (27.622419 sec): 3 clusters Score: Raw -120093.423172 + Penalty 1531.082188 = -118562.340984 nChanged 0 SP:Iteration 52F (27.666130 sec): 3 clusters Score: Raw -120093.423172 + Penalty 1531.082188 = -118562.340984 nChanged 0 Score: Raw -3943961.599055 + Penalty 22098.413706 = -3921863.185349 Splitting cluster 2 changes total score from -3920778.336700 to -3921863.185349 So it's getting split into cluster 20. Trying to split cluster 3 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.101484 sec): 2 clusters Score: Raw -28009.955038 + Penalty 623.967402 = -27385.987637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.155280 sec): 3 clusters Score: Raw -27757.293182 + Penalty 1247.934803 = -26509.358379 nChanged 214 SP:Iteration 1F (29.200221 sec): 3 clusters Score: Raw -27903.879971 + Penalty 1247.934803 = -26655.945168 nChanged 51 SP:Iteration 2F (29.251037 sec): 3 clusters Score: Raw -27950.958554 + Penalty 1247.934803 = -26703.023751 nChanged 31 SP:Iteration 3Q (29.298189 sec): 3 clusters Score: Raw -27985.176176 + Penalty 1247.934803 = -26737.241373 nChanged 32 SP:Iteration 4Q (29.340908 sec): 3 clusters Score: Raw -28019.485112 + Penalty 1247.934803 = -26771.550309 nChanged 22 SP:Iteration 5Q (29.381637 sec): 3 clusters Score: Raw -28039.191969 + Penalty 1247.934803 = -26791.257166 nChanged 13 SP:Iteration 6Q (29.431235 sec): 3 clusters Score: Raw -28048.977320 + Penalty 1247.934803 = -26801.042516 nChanged 5 SP:Iteration 7Q (29.470626 sec): 3 clusters Score: Raw -28052.016555 + Penalty 1247.934803 = -26804.081752 nChanged 8 SP:Iteration 8Q (29.519465 sec): 3 clusters Score: Raw -28059.240484 + Penalty 1247.934803 = -26811.305681 nChanged 3 SP:Iteration 9Q (29.565543 sec): 3 clusters Score: Raw -28061.605735 + Penalty 1247.934803 = -26813.670932 nChanged 5 SP:Iteration 10Q (29.613462 sec): 3 clusters Score: Raw -28064.049850 + Penalty 1247.934803 = -26816.115047 nChanged 4 SP:Iteration 11Q (29.649596 sec): 3 clusters Score: Raw -28066.514506 + Penalty 1247.934803 = -26818.579703 nChanged 3 SP:Iteration 12Q (29.695992 sec): 3 clusters Score: Raw -28068.501142 + Penalty 1247.934803 = -26820.566339 nChanged 0 SP:Iteration 13F (29.741118 sec): 3 clusters Score: Raw -28068.501142 + Penalty 1247.934803 = -26820.566339 nChanged 0 Trying to split cluster 4 (14056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.786724 sec): 2 clusters Score: Raw -549106.132107 + Penalty 907.326440 = -548198.805667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.860577 sec): 3 clusters Score: Raw -540503.492925 + Penalty 1814.652880 = -538688.840045 nChanged 6419 SP:Iteration 1F (29.928219 sec): 3 clusters Score: Raw -544279.353584 + Penalty 1814.652880 = -542464.700704 nChanged 919 SP:Iteration 2F (29.977287 sec): 3 clusters Score: Raw -544724.516197 + Penalty 1814.652880 = -542909.863318 nChanged 908 SP:Iteration 3F (30.039242 sec): 3 clusters Score: Raw -545182.365033 + Penalty 1814.652880 = -543367.712153 nChanged 877 SP:Iteration 4F (30.106099 sec): 3 clusters Score: Raw -545663.563593 + Penalty 1814.652880 = -543848.910714 nChanged 894 SP:Iteration 5F (30.172946 sec): 3 clusters Score: Raw -546191.095756 + Penalty 1814.652880 = -544376.442876 nChanged 829 SP:Iteration 6F (30.225987 sec): 3 clusters Score: Raw -546727.675313 + Penalty 1814.652880 = -544913.022434 nChanged 772 SP:Iteration 7F (30.290413 sec): 3 clusters Score: Raw -547253.583169 + Penalty 1814.652880 = -545438.930290 nChanged 678 SP:Iteration 8Q (30.351192 sec): 3 clusters Score: Raw -547709.534340 + Penalty 1814.652880 = -545894.881460 nChanged 558 SP:Iteration 9Q (30.422139 sec): 3 clusters Score: Raw -548105.367253 + Penalty 1814.652880 = -546290.714374 nChanged 471 SP:Iteration 10Q (30.488488 sec): 3 clusters Score: Raw -548456.929996 + Penalty 1814.652880 = -546642.277116 nChanged 336 SP:Iteration 11Q (30.539353 sec): 3 clusters Score: Raw -548695.703753 + Penalty 1814.652880 = -546881.050873 nChanged 223 SP:Iteration 12Q (30.607129 sec): 3 clusters Score: Raw -548867.357404 + Penalty 1814.652880 = -547052.704525 nChanged 164 SP:Iteration 13Q (30.674600 sec): 3 clusters Score: Raw -549012.174081 + Penalty 1814.652880 = -547197.521201 nChanged 125 SP:Iteration 14Q (30.733658 sec): 3 clusters Score: Raw -549133.199726 + Penalty 1814.652880 = -547318.546846 nChanged 75 SP:Iteration 15Q (30.803571 sec): 3 clusters Score: Raw -549205.293180 + Penalty 1814.652880 = -547390.640300 nChanged 63 SP:Iteration 16Q (30.852697 sec): 3 clusters Score: Raw -549258.941060 + Penalty 1814.652880 = -547444.288180 nChanged 56 SP:Iteration 17Q (30.912547 sec): 3 clusters Score: Raw -549305.444731 + Penalty 1814.652880 = -547490.791851 nChanged 47 SP:Iteration 18Q (30.981525 sec): 3 clusters Score: Raw -549345.723195 + Penalty 1814.652880 = -547531.070315 nChanged 44 SP:Iteration 19Q (31.039642 sec): 3 clusters Score: Raw -549389.243253 + Penalty 1814.652880 = -547574.590373 nChanged 46 SP:Iteration 20F (31.107453 sec): 3 clusters Score: Raw -549424.806206 + Penalty 1814.652880 = -547610.153326 nChanged 38 SP:Iteration 21Q (31.157243 sec): 3 clusters Score: Raw -549441.626108 + Penalty 1814.652880 = -547626.973229 nChanged 24 SP:Iteration 22Q (31.219937 sec): 3 clusters Score: Raw -549454.657993 + Penalty 1814.652880 = -547640.005114 nChanged 18 SP:Iteration 23Q (31.288621 sec): 3 clusters Score: Raw -549462.674624 + Penalty 1814.652880 = -547648.021744 nChanged 17 SP:Iteration 24Q (31.345470 sec): 3 clusters Score: Raw -549467.866431 + Penalty 1814.652880 = -547653.213551 nChanged 9 SP:Iteration 25Q (31.410917 sec): 3 clusters Score: Raw -549470.364527 + Penalty 1814.652880 = -547655.711648 nChanged 2 SP:Iteration 26Q (31.472523 sec): 3 clusters Score: Raw -549470.912466 + Penalty 1814.652880 = -547656.259586 nChanged 1 SP:Iteration 27Q (31.534278 sec): 3 clusters Score: Raw -549471.360276 + Penalty 1814.652880 = -547656.707396 nChanged 1 SP:Iteration 28Q (31.587633 sec): 3 clusters Score: Raw -549471.806643 + Penalty 1814.652880 = -547657.153763 nChanged 2 SP:Iteration 29Q (31.653840 sec): 3 clusters Score: Raw -549472.193955 + Penalty 1814.652880 = -547657.541075 nChanged 1 SP:Iteration 30Q (31.705577 sec): 3 clusters Score: Raw -549472.305935 + Penalty 1814.652880 = -547657.653055 nChanged 0 SP:Iteration 31F (31.772436 sec): 3 clusters Score: Raw -549472.305935 + Penalty 1814.652880 = -547657.653055 nChanged 0 Trying to split cluster 5 (13031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.813939 sec): 2 clusters Score: Raw -491524.925964 + Penalty 900.133209 = -490624.792755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.877702 sec): 3 clusters Score: Raw -483566.944293 + Penalty 1800.266418 = -481766.677875 nChanged 5964 SP:Iteration 1F (31.930744 sec): 3 clusters Score: Raw -486999.042040 + Penalty 1800.266418 = -485198.775622 nChanged 785 SP:Iteration 2F (31.992345 sec): 3 clusters Score: Raw -487402.292725 + Penalty 1800.266418 = -485602.026307 nChanged 795 SP:Iteration 3F (32.060119 sec): 3 clusters Score: Raw -487836.609909 + Penalty 1800.266418 = -486036.343490 nChanged 809 SP:Iteration 4F (32.109938 sec): 3 clusters Score: Raw -488279.515343 + Penalty 1800.266418 = -486479.248925 nChanged 739 SP:Iteration 5F (32.175272 sec): 3 clusters Score: Raw -488701.415419 + Penalty 1800.266418 = -486901.149001 nChanged 662 SP:Iteration 6F (32.230783 sec): 3 clusters Score: Raw -489093.069847 + Penalty 1800.266418 = -487292.803428 nChanged 626 SP:Iteration 7Q (32.303382 sec): 3 clusters Score: Raw -489512.381151 + Penalty 1800.266418 = -487712.114732 nChanged 567 SP:Iteration 8Q (32.370342 sec): 3 clusters Score: Raw -489884.367995 + Penalty 1800.266418 = -488084.101576 nChanged 505 SP:Iteration 9Q (32.436185 sec): 3 clusters Score: Raw -490219.889961 + Penalty 1800.266418 = -488419.623542 nChanged 396 SP:Iteration 10Q (32.502436 sec): 3 clusters Score: Raw -490413.492692 + Penalty 1800.266418 = -488613.226274 nChanged 302 SP:Iteration 11Q (32.558181 sec): 3 clusters Score: Raw -490531.646118 + Penalty 1800.266418 = -488731.379700 nChanged 220 SP:Iteration 12Q (32.617481 sec): 3 clusters Score: Raw -490600.071925 + Penalty 1800.266418 = -488799.805507 nChanged 174 SP:Iteration 13Q (32.684141 sec): 3 clusters Score: Raw -490650.307915 + Penalty 1800.266418 = -488850.041497 nChanged 142 SP:Iteration 14Q (32.741542 sec): 3 clusters Score: Raw -490689.289093 + Penalty 1800.266418 = -488889.022674 nChanged 144 SP:Iteration 15Q (32.806983 sec): 3 clusters Score: Raw -490730.287467 + Penalty 1800.266418 = -488930.021048 nChanged 138 SP:Iteration 16Q (32.866986 sec): 3 clusters Score: Raw -490776.516657 + Penalty 1800.266418 = -488976.250238 nChanged 168 SP:Iteration 17Q (32.933018 sec): 3 clusters Score: Raw -490825.910000 + Penalty 1800.266418 = -489025.643582 nChanged 148 SP:Iteration 18Q (32.990298 sec): 3 clusters Score: Raw -490870.060300 + Penalty 1800.266418 = -489069.793882 nChanged 143 SP:Iteration 19Q (33.061587 sec): 3 clusters Score: Raw -490909.437747 + Penalty 1800.266418 = -489109.171329 nChanged 130 SP:Iteration 20F (33.122010 sec): 3 clusters Score: Raw -490948.991029 + Penalty 1800.266418 = -489148.724610 nChanged 149 SP:Iteration 21Q (33.173508 sec): 3 clusters Score: Raw -491003.761225 + Penalty 1800.266418 = -489203.494807 nChanged 157 SP:Iteration 22Q (33.235064 sec): 3 clusters Score: Raw -491054.986588 + Penalty 1800.266418 = -489254.720170 nChanged 141 SP:Iteration 23Q (33.301343 sec): 3 clusters Score: Raw -491093.827509 + Penalty 1800.266418 = -489293.561091 nChanged 120 SP:Iteration 24Q (33.364824 sec): 3 clusters Score: Raw -491127.563057 + Penalty 1800.266418 = -489327.296638 nChanged 118 SP:Iteration 25Q (33.422951 sec): 3 clusters Score: Raw -491158.069582 + Penalty 1800.266418 = -489357.803163 nChanged 109 SP:Iteration 26Q (33.481783 sec): 3 clusters Score: Raw -491190.695110 + Penalty 1800.266418 = -489390.428692 nChanged 117 SP:Iteration 27Q (33.546272 sec): 3 clusters Score: Raw -491228.246636 + Penalty 1800.266418 = -489427.980218 nChanged 119 SP:Iteration 28Q (33.604666 sec): 3 clusters Score: Raw -491271.058465 + Penalty 1800.266418 = -489470.792047 nChanged 136 SP:Iteration 29Q (33.657799 sec): 3 clusters Score: Raw -491320.265906 + Penalty 1800.266418 = -489519.999488 nChanged 132 SP:Iteration 30Q (33.727497 sec): 3 clusters Score: Raw -491373.632518 + Penalty 1800.266418 = -489573.366100 nChanged 130 SP:Iteration 31Q (33.778341 sec): 3 clusters Score: Raw -491422.275937 + Penalty 1800.266418 = -489622.009518 nChanged 120 SP:Iteration 32Q (33.845823 sec): 3 clusters Score: Raw -491472.725623 + Penalty 1800.266418 = -489672.459204 nChanged 105 SP:Iteration 33Q (33.897888 sec): 3 clusters Score: Raw -491506.132824 + Penalty 1800.266418 = -489705.866406 nChanged 76 SP:Iteration 34Q (33.962665 sec): 3 clusters Score: Raw -491529.616044 + Penalty 1800.266418 = -489729.349626 nChanged 84 SP:Iteration 35Q (34.025553 sec): 3 clusters Score: Raw -491557.104056 + Penalty 1800.266418 = -489756.837637 nChanged 88 SP:Iteration 36Q (34.089094 sec): 3 clusters Score: Raw -491587.866408 + Penalty 1800.266418 = -489787.599990 nChanged 71 SP:Iteration 37Q (34.143992 sec): 3 clusters Score: Raw -491614.747860 + Penalty 1800.266418 = -489814.481441 nChanged 67 SP:Iteration 38Q (34.204482 sec): 3 clusters Score: Raw -491639.003016 + Penalty 1800.266418 = -489838.736598 nChanged 66 SP:Iteration 39Q (34.267755 sec): 3 clusters Score: Raw -491666.922566 + Penalty 1800.266418 = -489866.656148 nChanged 76 SP:Iteration 40F (34.321930 sec): 3 clusters Score: Raw -491697.652268 + Penalty 1800.266418 = -489897.385850 nChanged 66 SP:Iteration 41Q (34.382858 sec): 3 clusters Score: Raw -491727.621877 + Penalty 1800.266418 = -489927.355458 nChanged 75 SP:Iteration 42Q (34.447710 sec): 3 clusters Score: Raw -491758.722410 + Penalty 1800.266418 = -489958.455992 nChanged 55 SP:Iteration 43Q (34.507223 sec): 3 clusters Score: Raw -491782.641329 + Penalty 1800.266418 = -489982.374910 nChanged 54 SP:Iteration 44Q (34.561644 sec): 3 clusters Score: Raw -491802.060816 + Penalty 1800.266418 = -490001.794397 nChanged 41 SP:Iteration 45Q (34.629523 sec): 3 clusters Score: Raw -491814.467879 + Penalty 1800.266418 = -490014.201460 nChanged 34 SP:Iteration 46Q (34.679186 sec): 3 clusters Score: Raw -491825.294915 + Penalty 1800.266418 = -490025.028497 nChanged 36 SP:Iteration 47Q (34.748710 sec): 3 clusters Score: Raw -491838.594925 + Penalty 1800.266418 = -490038.328506 nChanged 30 SP:Iteration 48Q (34.802067 sec): 3 clusters Score: Raw -491850.217440 + Penalty 1800.266418 = -490049.951022 nChanged 31 SP:Iteration 49Q (34.859391 sec): 3 clusters Score: Raw -491862.522940 + Penalty 1800.266418 = -490062.256521 nChanged 26 SP:Iteration 50Q (34.918594 sec): 3 clusters Score: Raw -491870.846814 + Penalty 1800.266418 = -490070.580395 nChanged 24 SP:Iteration 51Q (34.977196 sec): 3 clusters Score: Raw -491880.458691 + Penalty 1800.266418 = -490080.192273 nChanged 25 SP:Iteration 52Q (35.037598 sec): 3 clusters Score: Raw -491893.545713 + Penalty 1800.266418 = -490093.279295 nChanged 26 SP:Iteration 53Q (35.096583 sec): 3 clusters Score: Raw -491907.394953 + Penalty 1800.266418 = -490107.128535 nChanged 30 SP:Iteration 54Q (35.158072 sec): 3 clusters Score: Raw -491919.661885 + Penalty 1800.266418 = -490119.395467 nChanged 25 SP:Iteration 55Q (35.218010 sec): 3 clusters Score: Raw -491929.983427 + Penalty 1800.266418 = -490129.717009 nChanged 20 SP:Iteration 56Q (35.267602 sec): 3 clusters Score: Raw -491939.645273 + Penalty 1800.266418 = -490139.378854 nChanged 20 SP:Iteration 57Q (35.329064 sec): 3 clusters Score: Raw -491952.447019 + Penalty 1800.266418 = -490152.180600 nChanged 18 SP:Iteration 58Q (35.384621 sec): 3 clusters Score: Raw -491966.279349 + Penalty 1800.266418 = -490166.012930 nChanged 16 SP:Iteration 59Q (35.450283 sec): 3 clusters Score: Raw -491978.493248 + Penalty 1800.266418 = -490178.226830 nChanged 21 SP:Iteration 60F (35.498718 sec): 3 clusters Score: Raw -491992.657857 + Penalty 1800.266418 = -490192.391439 nChanged 21 SP:Iteration 61Q (35.558886 sec): 3 clusters Score: Raw -492004.496882 + Penalty 1800.266418 = -490204.230463 nChanged 26 SP:Iteration 62Q (35.619389 sec): 3 clusters Score: Raw -492025.111660 + Penalty 1800.266418 = -490224.845241 nChanged 24 SP:Iteration 63Q (35.667682 sec): 3 clusters Score: Raw -492042.406997 + Penalty 1800.266418 = -490242.140579 nChanged 20 SP:Iteration 64Q (35.712895 sec): 3 clusters Score: Raw -492055.575134 + Penalty 1800.266418 = -490255.308715 nChanged 16 SP:Iteration 65Q (35.769078 sec): 3 clusters Score: Raw -492064.904385 + Penalty 1800.266418 = -490264.637966 nChanged 10 SP:Iteration 66Q (35.833115 sec): 3 clusters Score: Raw -492071.147439 + Penalty 1800.266418 = -490270.881021 nChanged 6 SP:Iteration 67Q (35.896602 sec): 3 clusters Score: Raw -492074.035550 + Penalty 1800.266418 = -490273.769131 nChanged 3 SP:Iteration 68Q (35.953416 sec): 3 clusters Score: Raw -492075.482788 + Penalty 1800.266418 = -490275.216369 nChanged 1 SP:Iteration 69Q (36.008516 sec): 3 clusters Score: Raw -492076.012121 + Penalty 1800.266418 = -490275.745703 nChanged 1 SP:Iteration 70Q (36.062077 sec): 3 clusters Score: Raw -492076.183299 + Penalty 1800.266418 = -490275.916880 nChanged 1 SP:Iteration 71Q (36.124549 sec): 3 clusters Score: Raw -492076.696485 + Penalty 1800.266418 = -490276.430067 nChanged 1 SP:Iteration 72Q (36.176572 sec): 3 clusters Score: Raw -492077.223083 + Penalty 1800.266418 = -490276.956664 nChanged 0 SP:Iteration 73F (36.243201 sec): 3 clusters Score: Raw -492077.223083 + Penalty 1800.266418 = -490276.956664 nChanged 0 Trying to split cluster 6 (2290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.270981 sec): 2 clusters Score: Raw -85412.137227 + Penalty 734.949174 = -84677.188053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.308742 sec): 3 clusters Score: Raw -84286.335492 + Penalty 1469.898348 = -82816.437143 nChanged 902 SP:Iteration 1F (36.351558 sec): 3 clusters Score: Raw -84830.247374 + Penalty 1469.898348 = -83360.349026 nChanged 208 SP:Iteration 2F (36.396317 sec): 3 clusters Score: Raw -85012.634606 + Penalty 1469.898348 = -83542.736257 nChanged 192 SP:Iteration 3F (36.440581 sec): 3 clusters Score: Raw -85255.367360 + Penalty 1469.898348 = -83785.469012 nChanged 193 SP:Iteration 4F (36.479354 sec): 3 clusters Score: Raw -85582.907356 + Penalty 1469.898348 = -84113.009008 nChanged 203 SP:Iteration 5F (36.528157 sec): 3 clusters Score: Raw -85988.374804 + Penalty 1469.898348 = -84518.476456 nChanged 183 SP:Iteration 6F (36.573237 sec): 3 clusters Score: Raw -86306.704973 + Penalty 1469.898348 = -84836.806625 nChanged 112 SP:Iteration 7Q (36.627486 sec): 3 clusters Score: Raw -86456.475287 + Penalty 1469.898348 = -84986.576939 nChanged 83 SP:Iteration 8Q (36.676471 sec): 3 clusters Score: Raw -86566.821785 + Penalty 1469.898348 = -85096.923437 nChanged 46 SP:Iteration 9Q (36.719891 sec): 3 clusters Score: Raw -86608.871821 + Penalty 1469.898348 = -85138.973473 nChanged 22 SP:Iteration 10Q (36.780573 sec): 3 clusters Score: Raw -86619.569828 + Penalty 1469.898348 = -85149.671480 nChanged 15 SP:Iteration 11Q (36.825175 sec): 3 clusters Score: Raw -86626.975223 + Penalty 1469.898348 = -85157.076875 nChanged 9 SP:Iteration 12Q (36.867086 sec): 3 clusters Score: Raw -86630.443212 + Penalty 1469.898348 = -85160.544863 nChanged 3 SP:Iteration 13Q (36.915124 sec): 3 clusters Score: Raw -86631.578801 + Penalty 1469.898348 = -85161.680452 nChanged 4 SP:Iteration 14Q (36.963015 sec): 3 clusters Score: Raw -86633.234953 + Penalty 1469.898348 = -85163.336604 nChanged 3 SP:Iteration 15Q (37.012424 sec): 3 clusters Score: Raw -86634.791810 + Penalty 1469.898348 = -85164.893462 nChanged 2 SP:Iteration 16Q (37.054880 sec): 3 clusters Score: Raw -86635.224354 + Penalty 1469.898348 = -85165.326006 nChanged 1 SP:Iteration 17Q (37.101014 sec): 3 clusters Score: Raw -86635.615691 + Penalty 1469.898348 = -85165.717343 nChanged 0 SP:Iteration 18F (37.141048 sec): 3 clusters Score: Raw -86635.615691 + Penalty 1469.898348 = -85165.717343 nChanged 0 Score: Raw -3945185.077519 + Penalty 23203.334391 = -3921981.743128 Splitting cluster 6 changes total score from -3920778.336700 to -3921981.743128 So it's getting split into cluster 21. Trying to split cluster 7 (16885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.682379 sec): 2 clusters Score: Raw -652242.562856 + Penalty 924.747189 = -651317.815668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.750692 sec): 3 clusters Score: Raw -641816.154947 + Penalty 1849.494377 = -639966.660570 nChanged 7754 SP:Iteration 1F (38.810181 sec): 3 clusters Score: Raw -646417.949657 + Penalty 1849.494377 = -644568.455280 nChanged 1082 SP:Iteration 2F (38.877016 sec): 3 clusters Score: Raw -646965.770525 + Penalty 1849.494377 = -645116.276148 nChanged 1147 SP:Iteration 3F (38.947577 sec): 3 clusters Score: Raw -647683.719858 + Penalty 1849.494377 = -645834.225481 nChanged 1259 SP:Iteration 4F (39.006732 sec): 3 clusters Score: Raw -648500.133079 + Penalty 1849.494377 = -646650.638702 nChanged 1185 SP:Iteration 5F (39.063567 sec): 3 clusters Score: Raw -649282.887728 + Penalty 1849.494377 = -647433.393351 nChanged 1082 SP:Iteration 6F (39.135305 sec): 3 clusters Score: Raw -650079.198137 + Penalty 1849.494377 = -648229.703759 nChanged 930 SP:Iteration 7F (39.195736 sec): 3 clusters Score: Raw -650797.353941 + Penalty 1849.494377 = -648947.859563 nChanged 657 SP:Iteration 8Q (39.267141 sec): 3 clusters Score: Raw -651354.370682 + Penalty 1849.494377 = -649504.876305 nChanged 490 SP:Iteration 9Q (39.339506 sec): 3 clusters Score: Raw -651743.488709 + Penalty 1849.494377 = -649893.994332 nChanged 375 SP:Iteration 10Q (39.397212 sec): 3 clusters Score: Raw -651973.829940 + Penalty 1849.494377 = -650124.335562 nChanged 258 SP:Iteration 11Q (39.473571 sec): 3 clusters Score: Raw -652089.483779 + Penalty 1849.494377 = -650239.989402 nChanged 191 SP:Iteration 12Q (39.539968 sec): 3 clusters Score: Raw -652168.300171 + Penalty 1849.494377 = -650318.805794 nChanged 149 SP:Iteration 13Q (39.607331 sec): 3 clusters Score: Raw -652224.752396 + Penalty 1849.494377 = -650375.258019 nChanged 129 SP:Iteration 14Q (39.672704 sec): 3 clusters Score: Raw -652275.817495 + Penalty 1849.494377 = -650426.323118 nChanged 103 SP:Iteration 15Q (39.736815 sec): 3 clusters Score: Raw -652322.088867 + Penalty 1849.494377 = -650472.594490 nChanged 109 SP:Iteration 16Q (39.798477 sec): 3 clusters Score: Raw -652367.048398 + Penalty 1849.494377 = -650517.554021 nChanged 98 SP:Iteration 17Q (39.856455 sec): 3 clusters Score: Raw -652414.365626 + Penalty 1849.494377 = -650564.871249 nChanged 98 SP:Iteration 18Q (39.923784 sec): 3 clusters Score: Raw -652461.073328 + Penalty 1849.494377 = -650611.578951 nChanged 88 SP:Iteration 19Q (39.987213 sec): 3 clusters Score: Raw -652502.200047 + Penalty 1849.494377 = -650652.705670 nChanged 85 SP:Iteration 20F (40.060071 sec): 3 clusters Score: Raw -652539.171791 + Penalty 1849.494377 = -650689.677414 nChanged 80 SP:Iteration 21Q (40.121681 sec): 3 clusters Score: Raw -652574.850075 + Penalty 1849.494377 = -650725.355698 nChanged 80 SP:Iteration 22Q (40.184283 sec): 3 clusters Score: Raw -652606.824081 + Penalty 1849.494377 = -650757.329703 nChanged 62 SP:Iteration 23Q (40.254818 sec): 3 clusters Score: Raw -652624.580121 + Penalty 1849.494377 = -650775.085743 nChanged 55 SP:Iteration 24Q (40.312474 sec): 3 clusters Score: Raw -652637.543016 + Penalty 1849.494377 = -650788.048638 nChanged 52 SP:Iteration 25Q (40.380288 sec): 3 clusters Score: Raw -652649.213193 + Penalty 1849.494377 = -650799.718816 nChanged 59 SP:Iteration 26Q (40.429828 sec): 3 clusters Score: Raw -652666.163430 + Penalty 1849.494377 = -650816.669053 nChanged 62 SP:Iteration 27Q (40.502215 sec): 3 clusters Score: Raw -652682.443804 + Penalty 1849.494377 = -650832.949426 nChanged 52 SP:Iteration 28Q (40.565314 sec): 3 clusters Score: Raw -652694.980009 + Penalty 1849.494377 = -650845.485631 nChanged 48 SP:Iteration 29Q (40.631274 sec): 3 clusters Score: Raw -652704.756963 + Penalty 1849.494377 = -650855.262586 nChanged 49 SP:Iteration 30Q (40.697371 sec): 3 clusters Score: Raw -652712.733465 + Penalty 1849.494377 = -650863.239088 nChanged 40 SP:Iteration 31Q (40.761246 sec): 3 clusters Score: Raw -652718.957736 + Penalty 1849.494377 = -650869.463359 nChanged 36 SP:Iteration 32Q (40.829285 sec): 3 clusters Score: Raw -652723.925022 + Penalty 1849.494377 = -650874.430644 nChanged 31 SP:Iteration 33Q (40.886220 sec): 3 clusters Score: Raw -652728.044024 + Penalty 1849.494377 = -650878.549647 nChanged 19 SP:Iteration 34Q (40.958835 sec): 3 clusters Score: Raw -652730.782255 + Penalty 1849.494377 = -650881.287878 nChanged 24 SP:Iteration 35Q (41.021033 sec): 3 clusters Score: Raw -652734.219646 + Penalty 1849.494377 = -650884.725269 nChanged 34 SP:Iteration 36Q (41.080798 sec): 3 clusters Score: Raw -652740.152285 + Penalty 1849.494377 = -650890.657908 nChanged 33 SP:Iteration 37Q (41.148092 sec): 3 clusters Score: Raw -652745.224205 + Penalty 1849.494377 = -650895.729828 nChanged 33 SP:Iteration 38Q (41.227073 sec): 3 clusters Score: Raw -652750.740060 + Penalty 1849.494377 = -650901.245683 nChanged 35 SP:Iteration 39Q (41.292363 sec): 3 clusters Score: Raw -652757.515855 + Penalty 1849.494377 = -650908.021478 nChanged 42 SP:Iteration 40F (41.359148 sec): 3 clusters Score: Raw -652765.063600 + Penalty 1849.494377 = -650915.569222 nChanged 52 SP:Iteration 41Q (41.424579 sec): 3 clusters Score: Raw -652774.789623 + Penalty 1849.494377 = -650925.295246 nChanged 44 SP:Iteration 42Q (41.495200 sec): 3 clusters Score: Raw -652781.531995 + Penalty 1849.494377 = -650932.037617 nChanged 39 SP:Iteration 43Q (41.555255 sec): 3 clusters Score: Raw -652789.181972 + Penalty 1849.494377 = -650939.687595 nChanged 37 SP:Iteration 44Q (41.612995 sec): 3 clusters Score: Raw -652795.259975 + Penalty 1849.494377 = -650945.765598 nChanged 30 SP:Iteration 45Q (41.680079 sec): 3 clusters Score: Raw -652800.599562 + Penalty 1849.494377 = -650951.105185 nChanged 36 SP:Iteration 46Q (41.748441 sec): 3 clusters Score: Raw -652805.688183 + Penalty 1849.494377 = -650956.193806 nChanged 28 SP:Iteration 47Q (41.809296 sec): 3 clusters Score: Raw -652808.403279 + Penalty 1849.494377 = -650958.908902 nChanged 14 SP:Iteration 48Q (41.876510 sec): 3 clusters Score: Raw -652809.882866 + Penalty 1849.494377 = -650960.388488 nChanged 16 SP:Iteration 49Q (41.929359 sec): 3 clusters Score: Raw -652811.868847 + Penalty 1849.494377 = -650962.374469 nChanged 18 SP:Iteration 50Q (42.004891 sec): 3 clusters Score: Raw -652813.747366 + Penalty 1849.494377 = -650964.252989 nChanged 13 SP:Iteration 51Q (42.067393 sec): 3 clusters Score: Raw -652814.827617 + Penalty 1849.494377 = -650965.333240 nChanged 12 SP:Iteration 52Q (42.133625 sec): 3 clusters Score: Raw -652815.867551 + Penalty 1849.494377 = -650966.373174 nChanged 14 SP:Iteration 53Q (42.197772 sec): 3 clusters Score: Raw -652817.018411 + Penalty 1849.494377 = -650967.524034 nChanged 9 SP:Iteration 54Q (42.256639 sec): 3 clusters Score: Raw -652817.632070 + Penalty 1849.494377 = -650968.137693 nChanged 5 SP:Iteration 55Q (42.313556 sec): 3 clusters Score: Raw -652817.970650 + Penalty 1849.494377 = -650968.476273 nChanged 9 SP:Iteration 56Q (42.377582 sec): 3 clusters Score: Raw -652818.717570 + Penalty 1849.494377 = -650969.223193 nChanged 13 SP:Iteration 57Q (42.440623 sec): 3 clusters Score: Raw -652819.866385 + Penalty 1849.494377 = -650970.372008 nChanged 14 SP:Iteration 58Q (42.513812 sec): 3 clusters Score: Raw -652821.206750 + Penalty 1849.494377 = -650971.712372 nChanged 14 SP:Iteration 59Q (42.563895 sec): 3 clusters Score: Raw -652822.773270 + Penalty 1849.494377 = -650973.278893 nChanged 13 SP:Iteration 60F (42.629752 sec): 3 clusters Score: Raw -652824.576077 + Penalty 1849.494377 = -650975.081700 nChanged 10 SP:Iteration 61Q (42.699993 sec): 3 clusters Score: Raw -652825.379609 + Penalty 1849.494377 = -650975.885232 nChanged 9 SP:Iteration 62Q (42.757370 sec): 3 clusters Score: Raw -652825.990131 + Penalty 1849.494377 = -650976.495754 nChanged 7 SP:Iteration 63Q (42.833223 sec): 3 clusters Score: Raw -652826.662480 + Penalty 1849.494377 = -650977.168103 nChanged 11 SP:Iteration 64Q (42.886742 sec): 3 clusters Score: Raw -652827.468429 + Penalty 1849.494377 = -650977.974051 nChanged 11 SP:Iteration 65Q (42.951742 sec): 3 clusters Score: Raw -652828.377672 + Penalty 1849.494377 = -650978.883295 nChanged 6 SP:Iteration 66Q (43.003488 sec): 3 clusters Score: Raw -652828.998857 + Penalty 1849.494377 = -650979.504480 nChanged 2 SP:Iteration 67Q (43.070969 sec): 3 clusters Score: Raw -652829.174373 + Penalty 1849.494377 = -650979.679996 nChanged 0 SP:Iteration 68F (43.135814 sec): 3 clusters Score: Raw -652829.174373 + Penalty 1849.494377 = -650979.679996 nChanged 0 Trying to split cluster 8 (3888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.157641 sec): 2 clusters Score: Raw -154336.243857 + Penalty 785.236766 = -153551.007091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.214645 sec): 3 clusters Score: Raw -152239.475967 + Penalty 1570.473531 = -150669.002436 nChanged 1656 SP:Iteration 1F (43.267598 sec): 3 clusters Score: Raw -153296.104238 + Penalty 1570.473531 = -151725.630706 nChanged 295 SP:Iteration 2F (43.315417 sec): 3 clusters Score: Raw -153476.283877 + Penalty 1570.473531 = -151905.810346 nChanged 203 SP:Iteration 3F (43.368881 sec): 3 clusters Score: Raw -153585.460611 + Penalty 1570.473531 = -152014.987079 nChanged 165 SP:Iteration 4Q (43.422006 sec): 3 clusters Score: Raw -153660.905741 + Penalty 1570.473531 = -152090.432210 nChanged 134 SP:Iteration 5Q (43.460905 sec): 3 clusters Score: Raw -153734.357799 + Penalty 1570.473531 = -152163.884268 nChanged 127 SP:Iteration 6Q (43.513005 sec): 3 clusters Score: Raw -153798.123884 + Penalty 1570.473531 = -152227.650352 nChanged 122 SP:Iteration 7Q (43.560983 sec): 3 clusters Score: Raw -153858.112394 + Penalty 1570.473531 = -152287.638863 nChanged 125 SP:Iteration 8Q (43.621649 sec): 3 clusters Score: Raw -153920.908332 + Penalty 1570.473531 = -152350.434801 nChanged 117 SP:Iteration 9Q (43.671379 sec): 3 clusters Score: Raw -153978.357435 + Penalty 1570.473531 = -152407.883904 nChanged 98 SP:Iteration 10Q (43.718279 sec): 3 clusters Score: Raw -154020.148723 + Penalty 1570.473531 = -152449.675191 nChanged 72 SP:Iteration 11Q (43.759379 sec): 3 clusters Score: Raw -154047.955034 + Penalty 1570.473531 = -152477.481502 nChanged 61 SP:Iteration 12Q (43.815881 sec): 3 clusters Score: Raw -154069.969384 + Penalty 1570.473531 = -152499.495852 nChanged 59 SP:Iteration 13Q (43.856382 sec): 3 clusters Score: Raw -154097.709745 + Penalty 1570.473531 = -152527.236214 nChanged 86 SP:Iteration 14Q (43.908165 sec): 3 clusters Score: Raw -154137.233650 + Penalty 1570.473531 = -152566.760119 nChanged 69 SP:Iteration 15Q (43.956122 sec): 3 clusters Score: Raw -154167.959670 + Penalty 1570.473531 = -152597.486138 nChanged 63 SP:Iteration 16Q (44.016042 sec): 3 clusters Score: Raw -154198.183955 + Penalty 1570.473531 = -152627.710423 nChanged 50 SP:Iteration 17Q (44.062800 sec): 3 clusters Score: Raw -154219.341009 + Penalty 1570.473531 = -152648.867477 nChanged 45 SP:Iteration 18Q (44.101180 sec): 3 clusters Score: Raw -154237.007559 + Penalty 1570.473531 = -152666.534027 nChanged 45 SP:Iteration 19Q (44.160149 sec): 3 clusters Score: Raw -154254.356597 + Penalty 1570.473531 = -152683.883066 nChanged 38 SP:Iteration 20F (44.208505 sec): 3 clusters Score: Raw -154268.066568 + Penalty 1570.473531 = -152697.593036 nChanged 33 SP:Iteration 21Q (44.256757 sec): 3 clusters Score: Raw -154279.059640 + Penalty 1570.473531 = -152708.586109 nChanged 36 SP:Iteration 22Q (44.295023 sec): 3 clusters Score: Raw -154290.001399 + Penalty 1570.473531 = -152719.527867 nChanged 27 SP:Iteration 23Q (44.343079 sec): 3 clusters Score: Raw -154295.837042 + Penalty 1570.473531 = -152725.363511 nChanged 17 SP:Iteration 24Q (44.404878 sec): 3 clusters Score: Raw -154298.806973 + Penalty 1570.473531 = -152728.333442 nChanged 13 SP:Iteration 25Q (44.452728 sec): 3 clusters Score: Raw -154301.510316 + Penalty 1570.473531 = -152731.036785 nChanged 4 SP:Iteration 26Q (44.499713 sec): 3 clusters Score: Raw -154302.577872 + Penalty 1570.473531 = -152732.104340 nChanged 5 SP:Iteration 27Q (44.542274 sec): 3 clusters Score: Raw -154303.820691 + Penalty 1570.473531 = -152733.347159 nChanged 5 SP:Iteration 28Q (44.592727 sec): 3 clusters Score: Raw -154304.925129 + Penalty 1570.473531 = -152734.451598 nChanged 5 SP:Iteration 29Q (44.643540 sec): 3 clusters Score: Raw -154306.305360 + Penalty 1570.473531 = -152735.831829 nChanged 7 SP:Iteration 30Q (44.696077 sec): 3 clusters Score: Raw -154307.480226 + Penalty 1570.473531 = -152737.006694 nChanged 6 SP:Iteration 31Q (44.744829 sec): 3 clusters Score: Raw -154308.096668 + Penalty 1570.473531 = -152737.623137 nChanged 3 SP:Iteration 32Q (44.797277 sec): 3 clusters Score: Raw -154308.365046 + Penalty 1570.473531 = -152737.891514 nChanged 3 SP:Iteration 33Q (44.850590 sec): 3 clusters Score: Raw -154308.592039 + Penalty 1570.473531 = -152738.118508 nChanged 0 SP:Iteration 34F (44.898985 sec): 3 clusters Score: Raw -154308.592039 + Penalty 1570.473531 = -152738.118508 nChanged 0 Trying to split cluster 9 (5978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.922032 sec): 2 clusters Score: Raw -225577.493362 + Penalty 826.104928 = -224751.388435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.981428 sec): 3 clusters Score: Raw -222155.693450 + Penalty 1652.209855 = -220503.483595 nChanged 2573 SP:Iteration 1F (45.029109 sec): 3 clusters Score: Raw -223667.832045 + Penalty 1652.209855 = -222015.622190 nChanged 469 SP:Iteration 2F (45.091904 sec): 3 clusters Score: Raw -223964.239971 + Penalty 1652.209855 = -222312.030116 nChanged 403 SP:Iteration 3F (45.145979 sec): 3 clusters Score: Raw -224242.309537 + Penalty 1652.209855 = -222590.099682 nChanged 341 SP:Iteration 4F (45.195549 sec): 3 clusters Score: Raw -224497.653210 + Penalty 1652.209855 = -222845.443355 nChanged 357 SP:Iteration 5F (45.263834 sec): 3 clusters Score: Raw -224765.131525 + Penalty 1652.209855 = -223112.921670 nChanged 332 SP:Iteration 6F (45.305286 sec): 3 clusters Score: Raw -225012.439087 + Penalty 1652.209855 = -223360.229232 nChanged 264 SP:Iteration 7Q (45.363602 sec): 3 clusters Score: Raw -225185.476501 + Penalty 1652.209855 = -223533.266646 nChanged 224 SP:Iteration 8Q (45.414166 sec): 3 clusters Score: Raw -225335.162591 + Penalty 1652.209855 = -223682.952735 nChanged 193 SP:Iteration 9Q (45.458653 sec): 3 clusters Score: Raw -225443.224702 + Penalty 1652.209855 = -223791.014846 nChanged 157 SP:Iteration 10Q (45.512058 sec): 3 clusters Score: Raw -225536.848519 + Penalty 1652.209855 = -223884.638664 nChanged 127 SP:Iteration 11Q (45.564440 sec): 3 clusters Score: Raw -225622.540535 + Penalty 1652.209855 = -223970.330680 nChanged 127 SP:Iteration 12Q (45.620924 sec): 3 clusters Score: Raw -225710.637084 + Penalty 1652.209855 = -224058.427229 nChanged 120 SP:Iteration 13Q (45.676886 sec): 3 clusters Score: Raw -225794.399376 + Penalty 1652.209855 = -224142.189521 nChanged 106 SP:Iteration 14Q (45.718039 sec): 3 clusters Score: Raw -225879.711308 + Penalty 1652.209855 = -224227.501453 nChanged 92 SP:Iteration 15Q (45.777674 sec): 3 clusters Score: Raw -225959.621822 + Penalty 1652.209855 = -224307.411967 nChanged 87 SP:Iteration 16Q (45.818959 sec): 3 clusters Score: Raw -226018.882779 + Penalty 1652.209855 = -224366.672924 nChanged 58 SP:Iteration 17Q (45.868774 sec): 3 clusters Score: Raw -226047.169344 + Penalty 1652.209855 = -224394.959489 nChanged 51 SP:Iteration 18Q (45.929763 sec): 3 clusters Score: Raw -226067.325265 + Penalty 1652.209855 = -224415.115410 nChanged 27 SP:Iteration 19Q (45.972956 sec): 3 clusters Score: Raw -226074.094776 + Penalty 1652.209855 = -224421.884921 nChanged 15 SP:Iteration 20F (46.034802 sec): 3 clusters Score: Raw -226077.370635 + Penalty 1652.209855 = -224425.160780 nChanged 11 SP:Iteration 21Q (46.080766 sec): 3 clusters Score: Raw -226080.535725 + Penalty 1652.209855 = -224428.325870 nChanged 11 SP:Iteration 22Q (46.129636 sec): 3 clusters Score: Raw -226083.378517 + Penalty 1652.209855 = -224431.168662 nChanged 6 SP:Iteration 23Q (46.185531 sec): 3 clusters Score: Raw -226084.813600 + Penalty 1652.209855 = -224432.603745 nChanged 3 SP:Iteration 24Q (46.236403 sec): 3 clusters Score: Raw -226085.022080 + Penalty 1652.209855 = -224432.812225 nChanged 0 SP:Iteration 25F (46.284946 sec): 3 clusters Score: Raw -226085.022080 + Penalty 1652.209855 = -224432.812225 nChanged 0 Trying to split cluster 10 (3845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.314393 sec): 2 clusters Score: Raw -103259.720805 + Penalty 784.180244 = -102475.540561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.364101 sec): 3 clusters Score: Raw -101227.578916 + Penalty 1568.360488 = -99659.218429 nChanged 1669 SP:Iteration 1F (46.403286 sec): 3 clusters Score: Raw -102534.538301 + Penalty 1568.360488 = -100966.177814 nChanged 436 SP:Iteration 2F (46.454127 sec): 3 clusters Score: Raw -103194.302159 + Penalty 1568.360488 = -101625.941672 nChanged 372 SP:Iteration 3F (46.497236 sec): 3 clusters Score: Raw -103789.833371 + Penalty 1568.360488 = -102221.472883 nChanged 302 SP:Iteration 4F (46.548252 sec): 3 clusters Score: Raw -104336.945631 + Penalty 1568.360488 = -102768.585143 nChanged 314 SP:Iteration 5F (46.590480 sec): 3 clusters Score: Raw -104792.143348 + Penalty 1568.360488 = -103223.782861 nChanged 261 SP:Iteration 6F (46.647553 sec): 3 clusters Score: Raw -105082.202265 + Penalty 1568.360488 = -103513.841777 nChanged 202 SP:Iteration 7F (46.697089 sec): 3 clusters Score: Raw -105290.945326 + Penalty 1568.360488 = -103722.584838 nChanged 156 SP:Iteration 8Q (46.750041 sec): 3 clusters Score: Raw -105457.173782 + Penalty 1568.360488 = -103888.813294 nChanged 137 SP:Iteration 9Q (46.796036 sec): 3 clusters Score: Raw -105606.471678 + Penalty 1568.360488 = -104038.111190 nChanged 103 SP:Iteration 10Q (46.835648 sec): 3 clusters Score: Raw -105693.738307 + Penalty 1568.360488 = -104125.377819 nChanged 84 SP:Iteration 11Q (46.888229 sec): 3 clusters Score: Raw -105765.788242 + Penalty 1568.360488 = -104197.427755 nChanged 59 SP:Iteration 12Q (46.929419 sec): 3 clusters Score: Raw -105799.860467 + Penalty 1568.360488 = -104231.499979 nChanged 47 SP:Iteration 13Q (46.991341 sec): 3 clusters Score: Raw -105817.827811 + Penalty 1568.360488 = -104249.467324 nChanged 32 SP:Iteration 14Q (47.039398 sec): 3 clusters Score: Raw -105825.239436 + Penalty 1568.360488 = -104256.878948 nChanged 15 SP:Iteration 15Q (47.084618 sec): 3 clusters Score: Raw -105827.802640 + Penalty 1568.360488 = -104259.442152 nChanged 9 SP:Iteration 16Q (47.133666 sec): 3 clusters Score: Raw -105829.573621 + Penalty 1568.360488 = -104261.213134 nChanged 5 SP:Iteration 17Q (47.177431 sec): 3 clusters Score: Raw -105830.018933 + Penalty 1568.360488 = -104261.658446 nChanged 1 SP:Iteration 18Q (47.226732 sec): 3 clusters Score: Raw -105830.062220 + Penalty 1568.360488 = -104261.701732 nChanged 0 SP:Iteration 19F (47.280588 sec): 3 clusters Score: Raw -105830.062220 + Penalty 1568.360488 = -104261.701732 nChanged 0 Score: Raw -3947755.418934 + Penalty 24308.255076 = -3923447.163858 Splitting cluster 10 changes total score from -3920778.336700 to -3923447.163858 So it's getting split into cluster 22. Trying to split cluster 11 (11012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.877705 sec): 2 clusters Score: Raw -399875.476953 + Penalty 884.140382 = -398991.336570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.923676 sec): 3 clusters Score: Raw -393303.514468 + Penalty 1768.280765 = -391535.233703 nChanged 4965 SP:Iteration 1F (48.978737 sec): 3 clusters Score: Raw -396811.589634 + Penalty 1768.280765 = -395043.308870 nChanged 1311 SP:Iteration 2F (49.035187 sec): 3 clusters Score: Raw -398585.774017 + Penalty 1768.280765 = -396817.493253 nChanged 1515 SP:Iteration 3F (49.090980 sec): 3 clusters Score: Raw -400429.144799 + Penalty 1768.280765 = -398660.864035 nChanged 1091 SP:Iteration 4F (49.151895 sec): 3 clusters Score: Raw -401508.124014 + Penalty 1768.280765 = -399739.843249 nChanged 574 SP:Iteration 5F (49.203916 sec): 3 clusters Score: Raw -401899.147472 + Penalty 1768.280765 = -400130.866707 nChanged 265 SP:Iteration 6Q (49.261264 sec): 3 clusters Score: Raw -402017.535991 + Penalty 1768.280765 = -400249.255227 nChanged 122 SP:Iteration 7Q (49.316866 sec): 3 clusters Score: Raw -402060.936182 + Penalty 1768.280765 = -400292.655417 nChanged 66 SP:Iteration 8Q (49.381826 sec): 3 clusters Score: Raw -402083.542278 + Penalty 1768.280765 = -400315.261513 nChanged 52 SP:Iteration 9Q (49.444758 sec): 3 clusters Score: Raw -402098.508613 + Penalty 1768.280765 = -400330.227848 nChanged 50 SP:Iteration 10Q (49.500108 sec): 3 clusters Score: Raw -402111.618012 + Penalty 1768.280765 = -400343.337248 nChanged 40 SP:Iteration 11Q (49.549352 sec): 3 clusters Score: Raw -402123.495850 + Penalty 1768.280765 = -400355.215086 nChanged 28 SP:Iteration 12Q (49.609562 sec): 3 clusters Score: Raw -402131.431821 + Penalty 1768.280765 = -400363.151056 nChanged 30 SP:Iteration 13Q (49.676663 sec): 3 clusters Score: Raw -402141.559469 + Penalty 1768.280765 = -400373.278705 nChanged 31 SP:Iteration 14Q (49.721111 sec): 3 clusters Score: Raw -402150.920515 + Penalty 1768.280765 = -400382.639751 nChanged 29 SP:Iteration 15Q (49.793077 sec): 3 clusters Score: Raw -402161.534581 + Penalty 1768.280765 = -400393.253816 nChanged 30 SP:Iteration 16Q (49.852460 sec): 3 clusters Score: Raw -402168.563783 + Penalty 1768.280765 = -400400.283018 nChanged 31 SP:Iteration 17Q (49.907254 sec): 3 clusters Score: Raw -402174.442006 + Penalty 1768.280765 = -400406.161242 nChanged 14 SP:Iteration 18Q (49.967568 sec): 3 clusters Score: Raw -402176.241993 + Penalty 1768.280765 = -400407.961229 nChanged 12 SP:Iteration 19Q (50.019759 sec): 3 clusters Score: Raw -402177.265537 + Penalty 1768.280765 = -400408.984772 nChanged 6 SP:Iteration 20F (50.080240 sec): 3 clusters Score: Raw -402177.720193 + Penalty 1768.280765 = -400409.439429 nChanged 8 SP:Iteration 21Q (50.140313 sec): 3 clusters Score: Raw -402178.502898 + Penalty 1768.280765 = -400410.222133 nChanged 10 SP:Iteration 22Q (50.190815 sec): 3 clusters Score: Raw -402179.261355 + Penalty 1768.280765 = -400410.980591 nChanged 6 SP:Iteration 23Q (50.255307 sec): 3 clusters Score: Raw -402179.816665 + Penalty 1768.280765 = -400411.535901 nChanged 7 SP:Iteration 24Q (50.313252 sec): 3 clusters Score: Raw -402180.273951 + Penalty 1768.280765 = -400411.993187 nChanged 5 SP:Iteration 25Q (50.375725 sec): 3 clusters Score: Raw -402180.780934 + Penalty 1768.280765 = -400412.500169 nChanged 4 SP:Iteration 26Q (50.431499 sec): 3 clusters Score: Raw -402181.090142 + Penalty 1768.280765 = -400412.809377 nChanged 6 SP:Iteration 27Q (50.491584 sec): 3 clusters Score: Raw -402181.532863 + Penalty 1768.280765 = -400413.252098 nChanged 4 SP:Iteration 28Q (50.540051 sec): 3 clusters Score: Raw -402181.928416 + Penalty 1768.280765 = -400413.647651 nChanged 9 SP:Iteration 29Q (50.608747 sec): 3 clusters Score: Raw -402183.062736 + Penalty 1768.280765 = -400414.781971 nChanged 9 SP:Iteration 30Q (50.660207 sec): 3 clusters Score: Raw -402183.717063 + Penalty 1768.280765 = -400415.436298 nChanged 6 SP:Iteration 31Q (50.728436 sec): 3 clusters Score: Raw -402184.408865 + Penalty 1768.280765 = -400416.128100 nChanged 9 SP:Iteration 32Q (50.771435 sec): 3 clusters Score: Raw -402185.224001 + Penalty 1768.280765 = -400416.943236 nChanged 6 SP:Iteration 33Q (50.835677 sec): 3 clusters Score: Raw -402185.595013 + Penalty 1768.280765 = -400417.314248 nChanged 4 SP:Iteration 34Q (50.899123 sec): 3 clusters Score: Raw -402185.988241 + Penalty 1768.280765 = -400417.707476 nChanged 9 SP:Iteration 35Q (50.957328 sec): 3 clusters Score: Raw -402186.960946 + Penalty 1768.280765 = -400418.680181 nChanged 8 SP:Iteration 36Q (51.023401 sec): 3 clusters Score: Raw -402187.763147 + Penalty 1768.280765 = -400419.482383 nChanged 8 SP:Iteration 37Q (51.066410 sec): 3 clusters Score: Raw -402188.826542 + Penalty 1768.280765 = -400420.545777 nChanged 8 SP:Iteration 38Q (51.127997 sec): 3 clusters Score: Raw -402189.567183 + Penalty 1768.280765 = -400421.286419 nChanged 1 SP:Iteration 39Q (51.198945 sec): 3 clusters Score: Raw -402189.675207 + Penalty 1768.280765 = -400421.394442 nChanged 1 SP:Iteration 40F (51.250633 sec): 3 clusters Score: Raw -402189.799883 + Penalty 1768.280765 = -400421.519118 nChanged 2 SP:Iteration 41Q (51.315848 sec): 3 clusters Score: Raw -402190.111598 + Penalty 1768.280765 = -400421.830833 nChanged 3 SP:Iteration 42Q (51.364975 sec): 3 clusters Score: Raw -402190.423080 + Penalty 1768.280765 = -400422.142315 nChanged 1 SP:Iteration 43Q (51.428422 sec): 3 clusters Score: Raw -402190.858708 + Penalty 1768.280765 = -400422.577943 nChanged 2 SP:Iteration 44Q (51.491404 sec): 3 clusters Score: Raw -402190.986805 + Penalty 1768.280765 = -400422.706040 nChanged 0 SP:Iteration 45F (51.540717 sec): 3 clusters Score: Raw -402190.986805 + Penalty 1768.280765 = -400422.706040 nChanged 0 Score: Raw -3950070.928786 + Penalty 25413.175761 = -3924657.753025 Splitting cluster 11 changes total score from -3920778.336700 to -3924657.753025 So it's getting split into cluster 23. Trying to split cluster 13 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.197289 sec): 2 clusters Score: Raw -21862.062479 + Penalty 597.874831 = -21264.187648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.238409 sec): 3 clusters Score: Raw -21683.896930 + Penalty 1195.749663 = -20488.147267 nChanged 151 SP:Iteration 1F (53.287758 sec): 3 clusters Score: Raw -21831.956443 + Penalty 1195.749663 = -20636.206780 nChanged 35 SP:Iteration 2F (53.332081 sec): 3 clusters Score: Raw -21872.374392 + Penalty 1195.749663 = -20676.624729 nChanged 23 SP:Iteration 3Q (53.375902 sec): 3 clusters Score: Raw -21899.162164 + Penalty 1195.749663 = -20703.412501 nChanged 15 SP:Iteration 4Q (53.419646 sec): 3 clusters Score: Raw -21913.827484 + Penalty 1195.749663 = -20718.077821 nChanged 12 SP:Iteration 5Q (53.457363 sec): 3 clusters Score: Raw -21922.700355 + Penalty 1195.749663 = -20726.950692 nChanged 3 SP:Iteration 6Q (53.509620 sec): 3 clusters Score: Raw -21924.327884 + Penalty 1195.749663 = -20728.578221 nChanged 0 SP:Iteration 7F (53.559284 sec): 3 clusters Score: Raw -21924.327884 + Penalty 1195.749663 = -20728.578221 nChanged 0 Trying to split cluster 14 (9065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.595180 sec): 2 clusters Score: Raw -307239.235113 + Penalty 865.656732 = -306373.578382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.649713 sec): 3 clusters Score: Raw -301864.601502 + Penalty 1731.313463 = -300133.288038 nChanged 4014 SP:Iteration 1F (53.703808 sec): 3 clusters Score: Raw -304509.364580 + Penalty 1731.313463 = -302778.051117 nChanged 808 SP:Iteration 2F (53.759781 sec): 3 clusters Score: Raw -305273.188129 + Penalty 1731.313463 = -303541.874666 nChanged 856 SP:Iteration 3F (53.815951 sec): 3 clusters Score: Raw -306038.402174 + Penalty 1731.313463 = -304307.088711 nChanged 786 SP:Iteration 4F (53.870389 sec): 3 clusters Score: Raw -306659.733226 + Penalty 1731.313463 = -304928.419762 nChanged 686 SP:Iteration 5F (53.938781 sec): 3 clusters Score: Raw -307116.526566 + Penalty 1731.313463 = -305385.213103 nChanged 475 SP:Iteration 6F (53.987106 sec): 3 clusters Score: Raw -307375.121497 + Penalty 1731.313463 = -305643.808034 nChanged 371 SP:Iteration 7Q (54.050560 sec): 3 clusters Score: Raw -307558.542039 + Penalty 1731.313463 = -305827.228575 nChanged 313 SP:Iteration 8Q (54.103326 sec): 3 clusters Score: Raw -307711.554423 + Penalty 1731.313463 = -305980.240959 nChanged 305 SP:Iteration 9Q (54.171609 sec): 3 clusters Score: Raw -307866.884399 + Penalty 1731.313463 = -306135.570936 nChanged 264 SP:Iteration 10Q (54.227966 sec): 3 clusters Score: Raw -308008.084659 + Penalty 1731.313463 = -306276.771196 nChanged 237 SP:Iteration 11Q (54.277413 sec): 3 clusters Score: Raw -308136.072901 + Penalty 1731.313463 = -306404.759438 nChanged 215 SP:Iteration 12Q (54.331352 sec): 3 clusters Score: Raw -308238.578872 + Penalty 1731.313463 = -306507.265409 nChanged 175 SP:Iteration 13Q (54.390699 sec): 3 clusters Score: Raw -308326.143580 + Penalty 1731.313463 = -306594.830116 nChanged 150 SP:Iteration 14Q (54.440396 sec): 3 clusters Score: Raw -308406.122220 + Penalty 1731.313463 = -306674.808757 nChanged 139 SP:Iteration 15Q (54.493419 sec): 3 clusters Score: Raw -308472.587236 + Penalty 1731.313463 = -306741.273773 nChanged 127 SP:Iteration 16Q (54.559815 sec): 3 clusters Score: Raw -308528.816043 + Penalty 1731.313463 = -306797.502580 nChanged 102 SP:Iteration 17Q (54.598508 sec): 3 clusters Score: Raw -308575.844019 + Penalty 1731.313463 = -306844.530556 nChanged 76 SP:Iteration 18Q (54.653732 sec): 3 clusters Score: Raw -308613.225189 + Penalty 1731.313463 = -306881.911726 nChanged 60 SP:Iteration 19Q (54.712074 sec): 3 clusters Score: Raw -308645.849461 + Penalty 1731.313463 = -306914.535997 nChanged 53 SP:Iteration 20F (54.772922 sec): 3 clusters Score: Raw -308667.448057 + Penalty 1731.313463 = -306936.134593 nChanged 47 SP:Iteration 21Q (54.831686 sec): 3 clusters Score: Raw -308688.032079 + Penalty 1731.313463 = -306956.718616 nChanged 45 SP:Iteration 22Q (54.878557 sec): 3 clusters Score: Raw -308705.705253 + Penalty 1731.313463 = -306974.391790 nChanged 30 SP:Iteration 23Q (54.934710 sec): 3 clusters Score: Raw -308713.158478 + Penalty 1731.313463 = -306981.845015 nChanged 15 SP:Iteration 24Q (54.992418 sec): 3 clusters Score: Raw -308716.798693 + Penalty 1731.313463 = -306985.485230 nChanged 14 SP:Iteration 25Q (55.051809 sec): 3 clusters Score: Raw -308720.033361 + Penalty 1731.313463 = -306988.719897 nChanged 13 SP:Iteration 26Q (55.102145 sec): 3 clusters Score: Raw -308722.994585 + Penalty 1731.313463 = -306991.681122 nChanged 14 SP:Iteration 27Q (55.150759 sec): 3 clusters Score: Raw -308725.066761 + Penalty 1731.313463 = -306993.753298 nChanged 3 SP:Iteration 28Q (55.215139 sec): 3 clusters Score: Raw -308725.374495 + Penalty 1731.313463 = -306994.061032 nChanged 2 SP:Iteration 29Q (55.273486 sec): 3 clusters Score: Raw -308725.586927 + Penalty 1731.313463 = -306994.273464 nChanged 0 SP:Iteration 30F (55.320635 sec): 3 clusters Score: Raw -308725.586927 + Penalty 1731.313463 = -306994.273464 nChanged 0 Score: Raw -3951557.280600 + Penalty 26518.096447 = -3925039.184154 Splitting cluster 14 changes total score from -3920778.336700 to -3925039.184154 So it's getting split into cluster 24. Trying to split cluster 15 (2682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.067762 sec): 2 clusters Score: Raw -101990.011833 + Penalty 749.960216 = -101240.051617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.110687 sec): 3 clusters Score: Raw -100608.567462 + Penalty 1499.920432 = -99108.647030 nChanged 1060 SP:Iteration 1F (57.159240 sec): 3 clusters Score: Raw -101289.864239 + Penalty 1499.920432 = -99789.943806 nChanged 235 SP:Iteration 2F (57.212608 sec): 3 clusters Score: Raw -101523.353347 + Penalty 1499.920432 = -100023.432915 nChanged 210 SP:Iteration 3F (57.263982 sec): 3 clusters Score: Raw -101731.205995 + Penalty 1499.920432 = -100231.285563 nChanged 211 SP:Iteration 4F (57.307229 sec): 3 clusters Score: Raw -101971.267551 + Penalty 1499.920432 = -100471.347118 nChanged 239 SP:Iteration 5F (57.354548 sec): 3 clusters Score: Raw -102282.893068 + Penalty 1499.920432 = -100782.972636 nChanged 201 SP:Iteration 6F (57.390391 sec): 3 clusters Score: Raw -102537.592725 + Penalty 1499.920432 = -101037.672293 nChanged 110 SP:Iteration 7Q (57.447294 sec): 3 clusters Score: Raw -102679.690165 + Penalty 1499.920432 = -101179.769733 nChanged 58 SP:Iteration 8Q (57.489300 sec): 3 clusters Score: Raw -102743.061269 + Penalty 1499.920432 = -101243.140837 nChanged 47 SP:Iteration 9Q (57.545079 sec): 3 clusters Score: Raw -102786.345150 + Penalty 1499.920432 = -101286.424718 nChanged 28 SP:Iteration 10Q (57.588628 sec): 3 clusters Score: Raw -102806.536547 + Penalty 1499.920432 = -101306.616115 nChanged 13 SP:Iteration 11Q (57.637014 sec): 3 clusters Score: Raw -102812.693379 + Penalty 1499.920432 = -101312.772946 nChanged 8 SP:Iteration 12Q (57.690765 sec): 3 clusters Score: Raw -102815.579245 + Penalty 1499.920432 = -101315.658812 nChanged 4 SP:Iteration 13Q (57.730761 sec): 3 clusters Score: Raw -102817.293635 + Penalty 1499.920432 = -101317.373203 nChanged 6 SP:Iteration 14Q (57.778482 sec): 3 clusters Score: Raw -102819.208374 + Penalty 1499.920432 = -101319.287942 nChanged 3 SP:Iteration 15Q (57.828893 sec): 3 clusters Score: Raw -102820.376747 + Penalty 1499.920432 = -101320.456315 nChanged 7 SP:Iteration 16Q (57.866088 sec): 3 clusters Score: Raw -102824.387719 + Penalty 1499.920432 = -101324.467287 nChanged 5 SP:Iteration 17Q (57.917758 sec): 3 clusters Score: Raw -102826.682883 + Penalty 1499.920432 = -101326.762451 nChanged 4 SP:Iteration 18Q (57.960410 sec): 3 clusters Score: Raw -102827.555774 + Penalty 1499.920432 = -101327.635341 nChanged 4 SP:Iteration 19Q (58.015381 sec): 3 clusters Score: Raw -102828.535069 + Penalty 1499.920432 = -101328.614636 nChanged 1 SP:Iteration 20F (58.070266 sec): 3 clusters Score: Raw -102828.803780 + Penalty 1499.920432 = -101328.883348 nChanged 1 SP:Iteration 21Q (58.117383 sec): 3 clusters Score: Raw -102829.487904 + Penalty 1499.920432 = -101329.567471 nChanged 1 SP:Iteration 22Q (58.167375 sec): 3 clusters Score: Raw -102829.830015 + Penalty 1499.920432 = -101329.909583 nChanged 1 SP:Iteration 23Q (58.207506 sec): 3 clusters Score: Raw -102830.620901 + Penalty 1499.920432 = -101330.700469 nChanged 2 SP:Iteration 24Q (58.258046 sec): 3 clusters Score: Raw -102831.551865 + Penalty 1499.920432 = -101331.631433 nChanged 2 SP:Iteration 25Q (58.312926 sec): 3 clusters Score: Raw -102832.695505 + Penalty 1499.920432 = -101332.775073 nChanged 1 SP:Iteration 26Q (58.355555 sec): 3 clusters Score: Raw -102833.258877 + Penalty 1499.920432 = -101333.338445 nChanged 2 SP:Iteration 27Q (58.411529 sec): 3 clusters Score: Raw -102834.214528 + Penalty 1499.920432 = -101334.294096 nChanged 2 SP:Iteration 28Q (58.453864 sec): 3 clusters Score: Raw -102835.595654 + Penalty 1499.920432 = -101335.675222 nChanged 1 SP:Iteration 29Q (58.495635 sec): 3 clusters Score: Raw -102835.792400 + Penalty 1499.920432 = -101335.871968 nChanged 1 SP:Iteration 30Q (58.541914 sec): 3 clusters Score: Raw -102836.541404 + Penalty 1499.920432 = -101336.620972 nChanged 2 SP:Iteration 31Q (58.597014 sec): 3 clusters Score: Raw -102837.257156 + Penalty 1499.920432 = -101337.336724 nChanged 1 SP:Iteration 32Q (58.628887 sec): 3 clusters Score: Raw -102837.741181 + Penalty 1499.920432 = -101337.820749 nChanged 0 SP:Iteration 33F (58.683453 sec): 3 clusters Score: Raw -102837.741181 + Penalty 1499.920432 = -101337.820749 nChanged 0 Score: Raw -3952405.009948 + Penalty 27623.017132 = -3924781.992816 Splitting cluster 15 changes total score from -3920778.336700 to -3924781.992816 So it's getting split into cluster 25. Trying to split cluster 16 (11309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.479845 sec): 2 clusters Score: Raw -455750.802088 + Penalty 886.668644 = -454864.133444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.532105 sec): 3 clusters Score: Raw -449041.773545 + Penalty 1773.337288 = -447268.436257 nChanged 5111 SP:Iteration 1F (60.598626 sec): 3 clusters Score: Raw -451945.814398 + Penalty 1773.337288 = -450172.477110 nChanged 795 SP:Iteration 2F (60.655301 sec): 3 clusters Score: Raw -452378.637405 + Penalty 1773.337288 = -450605.300117 nChanged 806 SP:Iteration 3F (60.717994 sec): 3 clusters Score: Raw -452919.568895 + Penalty 1773.337288 = -451146.231607 nChanged 906 SP:Iteration 4F (60.786225 sec): 3 clusters Score: Raw -453637.721113 + Penalty 1773.337288 = -451864.383825 nChanged 933 SP:Iteration 5F (60.847789 sec): 3 clusters Score: Raw -454377.605508 + Penalty 1773.337288 = -452604.268220 nChanged 785 SP:Iteration 6F (60.894736 sec): 3 clusters Score: Raw -454953.783545 + Penalty 1773.337288 = -453180.446257 nChanged 625 SP:Iteration 7F (60.953541 sec): 3 clusters Score: Raw -455403.572165 + Penalty 1773.337288 = -453630.234877 nChanged 477 SP:Iteration 8Q (61.011584 sec): 3 clusters Score: Raw -455710.118357 + Penalty 1773.337288 = -453936.781069 nChanged 349 SP:Iteration 9Q (61.080479 sec): 3 clusters Score: Raw -455918.007491 + Penalty 1773.337288 = -454144.670203 nChanged 258 SP:Iteration 10Q (61.136988 sec): 3 clusters Score: Raw -456055.711653 + Penalty 1773.337288 = -454282.374365 nChanged 198 SP:Iteration 11Q (61.192422 sec): 3 clusters Score: Raw -456151.032475 + Penalty 1773.337288 = -454377.695186 nChanged 150 SP:Iteration 12Q (61.245023 sec): 3 clusters Score: Raw -456214.247603 + Penalty 1773.337288 = -454440.910315 nChanged 104 SP:Iteration 13Q (61.300548 sec): 3 clusters Score: Raw -456255.458309 + Penalty 1773.337288 = -454482.121021 nChanged 94 SP:Iteration 14Q (61.358571 sec): 3 clusters Score: Raw -456291.888099 + Penalty 1773.337288 = -454518.550811 nChanged 66 SP:Iteration 15Q (61.416064 sec): 3 clusters Score: Raw -456315.902080 + Penalty 1773.337288 = -454542.564791 nChanged 48 SP:Iteration 16Q (61.482152 sec): 3 clusters Score: Raw -456331.069485 + Penalty 1773.337288 = -454557.732196 nChanged 33 SP:Iteration 17Q (61.539193 sec): 3 clusters Score: Raw -456340.712891 + Penalty 1773.337288 = -454567.375603 nChanged 33 SP:Iteration 18Q (61.591982 sec): 3 clusters Score: Raw -456350.845566 + Penalty 1773.337288 = -454577.508278 nChanged 25 SP:Iteration 19Q (61.652162 sec): 3 clusters Score: Raw -456359.091430 + Penalty 1773.337288 = -454585.754142 nChanged 20 SP:Iteration 20F (61.713536 sec): 3 clusters Score: Raw -456366.677317 + Penalty 1773.337288 = -454593.340029 nChanged 16 SP:Iteration 21Q (61.756794 sec): 3 clusters Score: Raw -456370.974985 + Penalty 1773.337288 = -454597.637697 nChanged 11 SP:Iteration 22Q (61.815755 sec): 3 clusters Score: Raw -456373.545200 + Penalty 1773.337288 = -454600.207912 nChanged 6 SP:Iteration 23Q (61.877395 sec): 3 clusters Score: Raw -456374.517004 + Penalty 1773.337288 = -454601.179716 nChanged 2 SP:Iteration 24Q (61.936838 sec): 3 clusters Score: Raw -456374.950177 + Penalty 1773.337288 = -454601.612889 nChanged 1 SP:Iteration 25Q (61.994329 sec): 3 clusters Score: Raw -456375.066484 + Penalty 1773.337288 = -454601.729196 nChanged 0 SP:Iteration 26F (62.046010 sec): 3 clusters Score: Raw -456375.066484 + Penalty 1773.337288 = -454601.729196 nChanged 0 Trying to split cluster 17 (1636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.078730 sec): 2 clusters Score: Raw -66013.638528 + Penalty 703.000904 = -65310.637623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.120473 sec): 3 clusters Score: Raw -65261.478453 + Penalty 1406.001808 = -63855.476645 nChanged 618 SP:Iteration 1F (62.160838 sec): 3 clusters Score: Raw -65691.161169 + Penalty 1406.001808 = -64285.159361 nChanged 169 SP:Iteration 2F (62.208385 sec): 3 clusters Score: Raw -65969.324142 + Penalty 1406.001808 = -64563.322334 nChanged 141 SP:Iteration 3F (62.257618 sec): 3 clusters Score: Raw -66215.518232 + Penalty 1406.001808 = -64809.516424 nChanged 114 SP:Iteration 4F (62.314866 sec): 3 clusters Score: Raw -66360.947288 + Penalty 1406.001808 = -64954.945480 nChanged 90 SP:Iteration 5F (62.355824 sec): 3 clusters Score: Raw -66450.528004 + Penalty 1406.001808 = -65044.526196 nChanged 72 SP:Iteration 6Q (62.399954 sec): 3 clusters Score: Raw -66528.555965 + Penalty 1406.001808 = -65122.554157 nChanged 60 SP:Iteration 7Q (62.441937 sec): 3 clusters Score: Raw -66587.187054 + Penalty 1406.001808 = -65181.185246 nChanged 40 SP:Iteration 8Q (62.486885 sec): 3 clusters Score: Raw -66620.738859 + Penalty 1406.001808 = -65214.737051 nChanged 34 SP:Iteration 9Q (62.527351 sec): 3 clusters Score: Raw -66653.481609 + Penalty 1406.001808 = -65247.479801 nChanged 20 SP:Iteration 10Q (62.578128 sec): 3 clusters Score: Raw -66676.938102 + Penalty 1406.001808 = -65270.936294 nChanged 27 SP:Iteration 11Q (62.614901 sec): 3 clusters Score: Raw -66711.459268 + Penalty 1406.001808 = -65305.457460 nChanged 15 SP:Iteration 12Q (62.663148 sec): 3 clusters Score: Raw -66727.114371 + Penalty 1406.001808 = -65321.112562 nChanged 8 SP:Iteration 13Q (62.717189 sec): 3 clusters Score: Raw -66738.700948 + Penalty 1406.001808 = -65332.699139 nChanged 10 SP:Iteration 14Q (62.755091 sec): 3 clusters Score: Raw -66751.912511 + Penalty 1406.001808 = -65345.910703 nChanged 3 SP:Iteration 15Q (62.802750 sec): 3 clusters Score: Raw -66754.170983 + Penalty 1406.001808 = -65348.169175 nChanged 1 SP:Iteration 16Q (62.849949 sec): 3 clusters Score: Raw -66755.570579 + Penalty 1406.001808 = -65349.568770 nChanged 0 SP:Iteration 17F (62.893193 sec): 3 clusters Score: Raw -66755.570579 + Penalty 1406.001808 = -65349.568770 nChanged 0 Score: Raw -3953146.941999 + Penalty 28727.937817 = -3924419.004182 Splitting cluster 17 changes total score from -3920778.336700 to -3924419.004182 So it's getting split into cluster 26. Trying to split cluster 18 (1648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.778177 sec): 2 clusters Score: Raw -61129.487336 + Penalty 703.695182 = -60425.792153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.817282 sec): 3 clusters Score: Raw -60413.622750 + Penalty 1407.390365 = -59006.232385 nChanged 653 SP:Iteration 1F (64.868191 sec): 3 clusters Score: Raw -60914.271033 + Penalty 1407.390365 = -59506.880668 nChanged 220 SP:Iteration 2F (64.921677 sec): 3 clusters Score: Raw -61390.567534 + Penalty 1407.390365 = -59983.177169 nChanged 244 SP:Iteration 3F (64.973032 sec): 3 clusters Score: Raw -62239.972405 + Penalty 1407.390365 = -60832.582040 nChanged 200 SP:Iteration 4F (65.025985 sec): 3 clusters Score: Raw -63417.389388 + Penalty 1407.390365 = -62009.999023 nChanged 84 SP:Iteration 5F (65.076316 sec): 3 clusters Score: Raw -63867.249889 + Penalty 1407.390365 = -62459.859524 nChanged 37 SP:Iteration 6Q (65.123692 sec): 3 clusters Score: Raw -63911.532122 + Penalty 1407.390365 = -62504.141757 nChanged 14 SP:Iteration 7Q (65.167932 sec): 3 clusters Score: Raw -63924.087447 + Penalty 1407.390365 = -62516.697082 nChanged 8 SP:Iteration 8Q (65.222182 sec): 3 clusters Score: Raw -63930.985510 + Penalty 1407.390365 = -62523.595145 nChanged 3 SP:Iteration 9Q (65.271331 sec): 3 clusters Score: Raw -63932.979031 + Penalty 1407.390365 = -62525.588666 nChanged 0 SP:Iteration 10F (65.327248 sec): 3 clusters Score: Raw -63932.979031 + Penalty 1407.390365 = -62525.588666 nChanged 0 Score: Raw -3955950.433694 + Penalty 29832.858502 = -3926117.575192 Splitting cluster 18 changes total score from -3920778.336700 to -3926117.575192 So it's getting split into cluster 27. Trying to split cluster 19 (7867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.274311 sec): 2 clusters Score: Raw -312395.748746 + Penalty 852.191047 = -311543.557699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.321034 sec): 3 clusters Score: Raw -307847.704829 + Penalty 1704.382094 = -306143.322735 nChanged 3462 SP:Iteration 1F (67.389179 sec): 3 clusters Score: Raw -309718.234179 + Penalty 1704.382094 = -308013.852085 nChanged 487 SP:Iteration 2F (67.428713 sec): 3 clusters Score: Raw -309995.907281 + Penalty 1704.382094 = -308291.525187 nChanged 470 SP:Iteration 3F (67.475129 sec): 3 clusters Score: Raw -310222.306837 + Penalty 1704.382094 = -308517.924743 nChanged 395 SP:Iteration 4F (67.536804 sec): 3 clusters Score: Raw -310424.524896 + Penalty 1704.382094 = -308720.142802 nChanged 353 SP:Iteration 5Q (67.590521 sec): 3 clusters Score: Raw -310615.135895 + Penalty 1704.382094 = -308910.753801 nChanged 323 SP:Iteration 6Q (67.648857 sec): 3 clusters Score: Raw -310792.256521 + Penalty 1704.382094 = -309087.874427 nChanged 347 SP:Iteration 7Q (67.695060 sec): 3 clusters Score: Raw -310977.479440 + Penalty 1704.382094 = -309273.097345 nChanged 348 SP:Iteration 8Q (67.752943 sec): 3 clusters Score: Raw -311165.871350 + Penalty 1704.382094 = -309461.489256 nChanged 320 SP:Iteration 9Q (67.800857 sec): 3 clusters Score: Raw -311346.885328 + Penalty 1704.382094 = -309642.503234 nChanged 296 SP:Iteration 10Q (67.853261 sec): 3 clusters Score: Raw -311517.113020 + Penalty 1704.382094 = -309812.730926 nChanged 279 SP:Iteration 11Q (67.908578 sec): 3 clusters Score: Raw -311670.876967 + Penalty 1704.382094 = -309966.494873 nChanged 226 SP:Iteration 12Q (67.962460 sec): 3 clusters Score: Raw -311769.910157 + Penalty 1704.382094 = -310065.528063 nChanged 174 SP:Iteration 13Q (68.014085 sec): 3 clusters Score: Raw -311837.982413 + Penalty 1704.382094 = -310133.600319 nChanged 128 SP:Iteration 14Q (68.078000 sec): 3 clusters Score: Raw -311881.738607 + Penalty 1704.382094 = -310177.356513 nChanged 109 SP:Iteration 15Q (68.125971 sec): 3 clusters Score: Raw -311920.405673 + Penalty 1704.382094 = -310216.023579 nChanged 118 SP:Iteration 16Q (68.178262 sec): 3 clusters Score: Raw -311963.871051 + Penalty 1704.382094 = -310259.488956 nChanged 105 SP:Iteration 17Q (68.241597 sec): 3 clusters Score: Raw -311995.826929 + Penalty 1704.382094 = -310291.444835 nChanged 89 SP:Iteration 18Q (68.297218 sec): 3 clusters Score: Raw -312026.296248 + Penalty 1704.382094 = -310321.914154 nChanged 87 SP:Iteration 19Q (68.353084 sec): 3 clusters Score: Raw -312057.241512 + Penalty 1704.382094 = -310352.859418 nChanged 93 SP:Iteration 20F (68.403194 sec): 3 clusters Score: Raw -312088.715777 + Penalty 1704.382094 = -310384.333683 nChanged 77 SP:Iteration 21Q (68.457286 sec): 3 clusters Score: Raw -312116.270439 + Penalty 1704.382094 = -310411.888345 nChanged 80 SP:Iteration 22Q (68.511488 sec): 3 clusters Score: Raw -312147.022815 + Penalty 1704.382094 = -310442.640720 nChanged 78 SP:Iteration 23Q (68.571692 sec): 3 clusters Score: Raw -312179.263505 + Penalty 1704.382094 = -310474.881411 nChanged 80 SP:Iteration 24Q (68.617730 sec): 3 clusters Score: Raw -312216.265911 + Penalty 1704.382094 = -310511.883816 nChanged 85 SP:Iteration 25Q (68.669301 sec): 3 clusters Score: Raw -312258.577708 + Penalty 1704.382094 = -310554.195614 nChanged 88 SP:Iteration 26Q (68.721959 sec): 3 clusters Score: Raw -312299.192254 + Penalty 1704.382094 = -310594.810160 nChanged 76 SP:Iteration 27Q (68.776593 sec): 3 clusters Score: Raw -312336.376414 + Penalty 1704.382094 = -310631.994320 nChanged 58 SP:Iteration 28Q (68.833749 sec): 3 clusters Score: Raw -312365.859632 + Penalty 1704.382094 = -310661.477538 nChanged 51 SP:Iteration 29Q (68.880826 sec): 3 clusters Score: Raw -312389.409167 + Penalty 1704.382094 = -310685.027073 nChanged 53 SP:Iteration 30Q (68.942444 sec): 3 clusters Score: Raw -312410.874032 + Penalty 1704.382094 = -310706.491938 nChanged 47 SP:Iteration 31Q (68.997640 sec): 3 clusters Score: Raw -312426.918948 + Penalty 1704.382094 = -310722.536854 nChanged 34 SP:Iteration 32Q (69.045823 sec): 3 clusters Score: Raw -312438.172593 + Penalty 1704.382094 = -310733.790499 nChanged 23 SP:Iteration 33Q (69.104856 sec): 3 clusters Score: Raw -312446.108406 + Penalty 1704.382094 = -310741.726312 nChanged 22 SP:Iteration 34Q (69.159528 sec): 3 clusters Score: Raw -312454.326776 + Penalty 1704.382094 = -310749.944682 nChanged 22 SP:Iteration 35Q (69.204532 sec): 3 clusters Score: Raw -312461.151418 + Penalty 1704.382094 = -310756.769324 nChanged 21 SP:Iteration 36Q (69.269221 sec): 3 clusters Score: Raw -312468.330178 + Penalty 1704.382094 = -310763.948083 nChanged 21 SP:Iteration 37Q (69.317518 sec): 3 clusters Score: Raw -312474.637152 + Penalty 1704.382094 = -310770.255058 nChanged 17 SP:Iteration 38Q (69.364059 sec): 3 clusters Score: Raw -312480.375643 + Penalty 1704.382094 = -310775.993549 nChanged 20 SP:Iteration 39Q (69.408724 sec): 3 clusters Score: Raw -312486.975333 + Penalty 1704.382094 = -310782.593239 nChanged 24 SP:Iteration 40F (69.466013 sec): 3 clusters Score: Raw -312493.342879 + Penalty 1704.382094 = -310788.960785 nChanged 15 SP:Iteration 41Q (69.514642 sec): 3 clusters Score: Raw -312497.382298 + Penalty 1704.382094 = -310793.000204 nChanged 14 SP:Iteration 42Q (69.565389 sec): 3 clusters Score: Raw -312502.336927 + Penalty 1704.382094 = -310797.954833 nChanged 14 SP:Iteration 43Q (69.620917 sec): 3 clusters Score: Raw -312506.269318 + Penalty 1704.382094 = -310801.887223 nChanged 9 SP:Iteration 44Q (69.665091 sec): 3 clusters Score: Raw -312508.663512 + Penalty 1704.382094 = -310804.281418 nChanged 9 SP:Iteration 45Q (69.723510 sec): 3 clusters Score: Raw -312511.776504 + Penalty 1704.382094 = -310807.394410 nChanged 14 SP:Iteration 46Q (69.768404 sec): 3 clusters Score: Raw -312516.457187 + Penalty 1704.382094 = -310812.075093 nChanged 18 SP:Iteration 47Q (69.826294 sec): 3 clusters Score: Raw -312522.710255 + Penalty 1704.382094 = -310818.328161 nChanged 20 SP:Iteration 48Q (69.892073 sec): 3 clusters Score: Raw -312529.636780 + Penalty 1704.382094 = -310825.254686 nChanged 14 SP:Iteration 49Q (69.944556 sec): 3 clusters Score: Raw -312534.285298 + Penalty 1704.382094 = -310829.903204 nChanged 13 SP:Iteration 50Q (69.986675 sec): 3 clusters Score: Raw -312538.871614 + Penalty 1704.382094 = -310834.489520 nChanged 15 SP:Iteration 51Q (70.045973 sec): 3 clusters Score: Raw -312543.976359 + Penalty 1704.382094 = -310839.594265 nChanged 10 SP:Iteration 52Q (70.096787 sec): 3 clusters Score: Raw -312546.645362 + Penalty 1704.382094 = -310842.263268 nChanged 10 SP:Iteration 53Q (70.154805 sec): 3 clusters Score: Raw -312549.480807 + Penalty 1704.382094 = -310845.098713 nChanged 7 SP:Iteration 54Q (70.206739 sec): 3 clusters Score: Raw -312552.730140 + Penalty 1704.382094 = -310848.348046 nChanged 5 SP:Iteration 55Q (70.270326 sec): 3 clusters Score: Raw -312555.844209 + Penalty 1704.382094 = -310851.462115 nChanged 5 SP:Iteration 56Q (70.320190 sec): 3 clusters Score: Raw -312557.587953 + Penalty 1704.382094 = -310853.205859 nChanged 3 SP:Iteration 57Q (70.370965 sec): 3 clusters Score: Raw -312558.699463 + Penalty 1704.382094 = -310854.317369 nChanged 2 SP:Iteration 58Q (70.422128 sec): 3 clusters Score: Raw -312559.138001 + Penalty 1704.382094 = -310854.755907 nChanged 4 SP:Iteration 59Q (70.485231 sec): 3 clusters Score: Raw -312560.099266 + Penalty 1704.382094 = -310855.717172 nChanged 1 SP:Iteration 60F (70.545584 sec): 3 clusters Score: Raw -312560.449564 + Penalty 1704.382094 = -310856.067470 nChanged 1 SP:Iteration 61Q (70.596334 sec): 3 clusters Score: Raw -312560.941358 + Penalty 1704.382094 = -310856.559264 nChanged 2 SP:Iteration 62Q (70.642875 sec): 3 clusters Score: Raw -312561.445090 + Penalty 1704.382094 = -310857.062995 nChanged 1 SP:Iteration 63Q (70.698397 sec): 3 clusters Score: Raw -312561.825744 + Penalty 1704.382094 = -310857.443650 nChanged 3 SP:Iteration 64Q (70.746261 sec): 3 clusters Score: Raw -312562.694315 + Penalty 1704.382094 = -310858.312221 nChanged 2 SP:Iteration 65Q (70.799906 sec): 3 clusters Score: Raw -312563.274898 + Penalty 1704.382094 = -310858.892804 nChanged 0 SP:Iteration 66F (70.858605 sec): 3 clusters Score: Raw -312563.274898 + Penalty 1704.382094 = -310858.892804 nChanged 0 Deleting Class 17 (271 points): Lose 425.399360 but Gain 1104.920685 Iteration 20F (72.850324 sec): 27 clusters Score: Raw -3958152.959012 + Penalty 28727.937817 = -3929425.021195 nChanged 3450 Deleting Class 13 (367 points): Lose 1104.701503 but Gain 1104.920685 Iteration 21Q (74.091268 sec): 26 clusters Score: Raw -3959427.547134 + Penalty 27623.017132 = -3931804.530002 nChanged 2354 Iteration 22Q (75.314056 sec): 26 clusters Score: Raw -3961272.166450 + Penalty 27623.017132 = -3933649.149318 nChanged 1506 Iteration 23Q (76.352718 sec): 26 clusters Score: Raw -3962036.279837 + Penalty 27623.017132 = -3934413.262705 nChanged 1152 Iteration 24Q (77.556066 sec): 26 clusters Score: Raw -3962558.749368 + Penalty 27623.017132 = -3934935.732236 nChanged 996 Iteration 25Q (78.704215 sec): 26 clusters Score: Raw -3962947.497591 + Penalty 27623.017132 = -3935324.480459 nChanged 836 Iteration 26Q (79.897331 sec): 26 clusters Score: Raw -3963243.783220 + Penalty 27623.017132 = -3935620.766088 nChanged 767 Iteration 27Q (81.053556 sec): 26 clusters Score: Raw -3963507.299654 + Penalty 27623.017132 = -3935884.282522 nChanged 649 Iteration 28Q (82.259095 sec): 26 clusters Score: Raw -3963689.120113 + Penalty 27623.017132 = -3936066.102981 nChanged 549 Iteration 29Q (83.404438 sec): 26 clusters Score: Raw -3963834.582097 + Penalty 27623.017132 = -3936211.564965 nChanged 505 Iteration 30Q (84.558318 sec): 26 clusters Score: Raw -3963963.372431 + Penalty 27623.017132 = -3936340.355299 nChanged 446 Iteration 31Q (85.699886 sec): 26 clusters Score: Raw -3964075.873684 + Penalty 27623.017132 = -3936452.856552 nChanged 395 Iteration 32Q (86.836883 sec): 26 clusters Score: Raw -3964159.352500 + Penalty 27623.017132 = -3936536.335368 nChanged 380 Iteration 33Q (87.978649 sec): 26 clusters Score: Raw -3964236.230997 + Penalty 27623.017132 = -3936613.213865 nChanged 318 Iteration 34Q (89.189027 sec): 26 clusters Score: Raw -3964294.925092 + Penalty 27623.017132 = -3936671.907960 nChanged 278 Iteration 35Q (90.322961 sec): 26 clusters Score: Raw -3964344.223849 + Penalty 27623.017132 = -3936721.206717 nChanged 237 Iteration 36Q (91.501056 sec): 26 clusters Score: Raw -3964391.292476 + Penalty 27623.017132 = -3936768.275344 nChanged 235 Iteration 37Q (92.583593 sec): 26 clusters Score: Raw -3964440.373555 + Penalty 27623.017132 = -3936817.356423 nChanged 195 Iteration 38Q (93.758838 sec): 26 clusters Score: Raw -3964478.647054 + Penalty 27623.017132 = -3936855.629922 nChanged 192 Iteration 39Q (94.814999 sec): 26 clusters Score: Raw -3964516.481688 + Penalty 27623.017132 = -3936893.464556 nChanged 179 Iteration 40F (96.641544 sec): 26 clusters Score: Raw -3964691.630424 + Penalty 27623.017132 = -3937068.613292 nChanged 254 Iteration 41Q (97.737198 sec): 26 clusters Score: Raw -3964815.843350 + Penalty 27623.017132 = -3937192.826218 nChanged 277 Iteration 42Q (98.929979 sec): 26 clusters Score: Raw -3964890.319308 + Penalty 27623.017132 = -3937267.302176 nChanged 244 Iteration 43Q (100.156905 sec): 26 clusters Score: Raw -3964942.277849 + Penalty 27623.017132 = -3937319.260717 nChanged 234 Iteration 44Q (101.273356 sec): 26 clusters Score: Raw -3964994.663970 + Penalty 27623.017132 = -3937371.646838 nChanged 230 Iteration 45Q (102.458932 sec): 26 clusters Score: Raw -3965047.472749 + Penalty 27623.017132 = -3937424.455617 nChanged 209 Iteration 46Q (103.589150 sec): 26 clusters Score: Raw -3965100.799602 + Penalty 27623.017132 = -3937477.782470 nChanged 218 Iteration 47Q (104.774388 sec): 26 clusters Score: Raw -3965169.301618 + Penalty 27623.017132 = -3937546.284486 nChanged 211 Iteration 48Q (105.907714 sec): 26 clusters Score: Raw -3965235.939730 + Penalty 27623.017132 = -3937612.922598 nChanged 201 Iteration 49Q (107.097510 sec): 26 clusters Score: Raw -3965306.880809 + Penalty 27623.017132 = -3937683.863677 nChanged 201 Iteration 50Q (108.210306 sec): 26 clusters Score: Raw -3965397.057398 + Penalty 27623.017132 = -3937774.040266 nChanged 210 Iteration 51Q (109.400220 sec): 26 clusters Score: Raw -3965478.934686 + Penalty 27623.017132 = -3937855.917554 nChanged 186 Iteration 52Q (110.537326 sec): 26 clusters Score: Raw -3965546.788671 + Penalty 27623.017132 = -3937923.771539 nChanged 186 Iteration 53Q (111.681735 sec): 26 clusters Score: Raw -3965643.955987 + Penalty 27623.017132 = -3938020.938855 nChanged 174 Iteration 54Q (112.774390 sec): 26 clusters Score: Raw -3965894.434209 + Penalty 27623.017132 = -3938271.417077 nChanged 170 Iteration 55Q (113.898466 sec): 26 clusters Score: Raw -3966183.937430 + Penalty 27623.017132 = -3938560.920298 nChanged 167 Iteration 56Q (114.968069 sec): 26 clusters Score: Raw -3966280.009325 + Penalty 27623.017132 = -3938656.992193 nChanged 143 Iteration 57Q (116.108842 sec): 26 clusters Score: Raw -3966334.817375 + Penalty 27623.017132 = -3938711.800243 nChanged 139 Iteration 58Q (117.189779 sec): 26 clusters Score: Raw -3966388.534294 + Penalty 27623.017132 = -3938765.517162 nChanged 126 Writing temp clu file Because OldScore, -3938711.800243, is greater than current (better) Score,-3938765.517162 Compute initial score before splitting: Score: Raw -3966388.534294 + Penalty 27623.017132 = -3938765.517162 Trying to split cluster 1 (942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.242722 sec): 2 clusters Score: Raw -28916.631692 + Penalty 650.560501 = -28266.071191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.288821 sec): 3 clusters Score: Raw -28594.609843 + Penalty 1301.121002 = -27293.488841 nChanged 327 SP:Iteration 1F (117.325749 sec): 3 clusters Score: Raw -28925.419195 + Penalty 1301.121002 = -27624.298193 nChanged 96 SP:Iteration 2F (117.377523 sec): 3 clusters Score: Raw -29043.348253 + Penalty 1301.121002 = -27742.227251 nChanged 63 SP:Iteration 3F (117.416664 sec): 3 clusters Score: Raw -29137.545532 + Penalty 1301.121002 = -27836.424530 nChanged 56 SP:Iteration 4F (117.458656 sec): 3 clusters Score: Raw -29216.124636 + Penalty 1301.121002 = -27915.003633 nChanged 42 SP:Iteration 5Q (117.512406 sec): 3 clusters Score: Raw -29283.994425 + Penalty 1301.121002 = -27982.873423 nChanged 36 SP:Iteration 6Q (117.552412 sec): 3 clusters Score: Raw -29344.519522 + Penalty 1301.121002 = -28043.398520 nChanged 17 SP:Iteration 7Q (117.593853 sec): 3 clusters Score: Raw -29363.194800 + Penalty 1301.121002 = -28062.073797 nChanged 10 SP:Iteration 8Q (117.645841 sec): 3 clusters Score: Raw -29372.795118 + Penalty 1301.121002 = -28071.674116 nChanged 8 SP:Iteration 9Q (117.687341 sec): 3 clusters Score: Raw -29378.663745 + Penalty 1301.121002 = -28077.542742 nChanged 6 SP:Iteration 10Q (117.738170 sec): 3 clusters Score: Raw -29385.208374 + Penalty 1301.121002 = -28084.087372 nChanged 2 SP:Iteration 11Q (117.785585 sec): 3 clusters Score: Raw -29387.409512 + Penalty 1301.121002 = -28086.288509 nChanged 4 SP:Iteration 12Q (117.822608 sec): 3 clusters Score: Raw -29389.050207 + Penalty 1301.121002 = -28087.929205 nChanged 2 SP:Iteration 13Q (117.864490 sec): 3 clusters Score: Raw -29390.556249 + Penalty 1301.121002 = -28089.435247 nChanged 1 SP:Iteration 14Q (117.907350 sec): 3 clusters Score: Raw -29393.595696 + Penalty 1301.121002 = -28092.474694 nChanged 3 SP:Iteration 15Q (117.955700 sec): 3 clusters Score: Raw -29401.619305 + Penalty 1301.121002 = -28100.498303 nChanged 7 SP:Iteration 16Q (118.008954 sec): 3 clusters Score: Raw -29408.003807 + Penalty 1301.121002 = -28106.882805 nChanged 8 SP:Iteration 17Q (118.047264 sec): 3 clusters Score: Raw -29414.136581 + Penalty 1301.121002 = -28113.015579 nChanged 5 SP:Iteration 18Q (118.090399 sec): 3 clusters Score: Raw -29421.880579 + Penalty 1301.121002 = -28120.759577 nChanged 5 SP:Iteration 19Q (118.129572 sec): 3 clusters Score: Raw -29426.582330 + Penalty 1301.121002 = -28125.461328 nChanged 0 SP:Iteration 20F (118.185474 sec): 3 clusters Score: Raw -29426.582330 + Penalty 1301.121002 = -28125.461328 nChanged 0 Trying to split cluster 2 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.209047 sec): 2 clusters Score: Raw -48751.360688 + Penalty 677.965905 = -48073.394783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.244603 sec): 3 clusters Score: Raw -48208.948440 + Penalty 1355.931810 = -46853.016631 nChanged 465 SP:Iteration 1F (118.299890 sec): 3 clusters Score: Raw -48482.035250 + Penalty 1355.931810 = -47126.103440 nChanged 95 SP:Iteration 2F (118.340664 sec): 3 clusters Score: Raw -48543.014471 + Penalty 1355.931810 = -47187.082662 nChanged 66 SP:Iteration 3F (118.383055 sec): 3 clusters Score: Raw -48585.237988 + Penalty 1355.931810 = -47229.306178 nChanged 45 SP:Iteration 4Q (118.432078 sec): 3 clusters Score: Raw -48620.428014 + Penalty 1355.931810 = -47264.496205 nChanged 43 SP:Iteration 5Q (118.471333 sec): 3 clusters Score: Raw -48655.115712 + Penalty 1355.931810 = -47299.183902 nChanged 41 SP:Iteration 6Q (118.521263 sec): 3 clusters Score: Raw -48683.987479 + Penalty 1355.931810 = -47328.055670 nChanged 28 SP:Iteration 7Q (118.561820 sec): 3 clusters Score: Raw -48710.497443 + Penalty 1355.931810 = -47354.565633 nChanged 29 SP:Iteration 8Q (118.606692 sec): 3 clusters Score: Raw -48731.030591 + Penalty 1355.931810 = -47375.098781 nChanged 27 SP:Iteration 9Q (118.654468 sec): 3 clusters Score: Raw -48744.315359 + Penalty 1355.931810 = -47388.383549 nChanged 13 SP:Iteration 10Q (118.708899 sec): 3 clusters Score: Raw -48754.049375 + Penalty 1355.931810 = -47398.117566 nChanged 10 SP:Iteration 11Q (118.740054 sec): 3 clusters Score: Raw -48757.669426 + Penalty 1355.931810 = -47401.737616 nChanged 8 SP:Iteration 12Q (118.800393 sec): 3 clusters Score: Raw -48760.553205 + Penalty 1355.931810 = -47404.621395 nChanged 3 SP:Iteration 13Q (118.846909 sec): 3 clusters Score: Raw -48761.966220 + Penalty 1355.931810 = -47406.034411 nChanged 4 SP:Iteration 14Q (118.885864 sec): 3 clusters Score: Raw -48764.553239 + Penalty 1355.931810 = -47408.621430 nChanged 8 SP:Iteration 15Q (118.936122 sec): 3 clusters Score: Raw -48768.906148 + Penalty 1355.931810 = -47412.974338 nChanged 4 SP:Iteration 16Q (118.972306 sec): 3 clusters Score: Raw -48772.244778 + Penalty 1355.931810 = -47416.312969 nChanged 10 SP:Iteration 17Q (119.018153 sec): 3 clusters Score: Raw -48776.587312 + Penalty 1355.931810 = -47420.655502 nChanged 7 SP:Iteration 18Q (119.073948 sec): 3 clusters Score: Raw -48779.791420 + Penalty 1355.931810 = -47423.859610 nChanged 10 SP:Iteration 19Q (119.122940 sec): 3 clusters Score: Raw -48783.464834 + Penalty 1355.931810 = -47427.533025 nChanged 9 SP:Iteration 20F (119.167868 sec): 3 clusters Score: Raw -48789.027883 + Penalty 1355.931810 = -47433.096074 nChanged 9 SP:Iteration 21Q (119.222476 sec): 3 clusters Score: Raw -48792.801725 + Penalty 1355.931810 = -47436.869915 nChanged 5 SP:Iteration 22Q (119.264872 sec): 3 clusters Score: Raw -48795.270751 + Penalty 1355.931810 = -47439.338941 nChanged 6 SP:Iteration 23Q (119.296877 sec): 3 clusters Score: Raw -48797.319404 + Penalty 1355.931810 = -47441.387594 nChanged 5 SP:Iteration 24Q (119.343397 sec): 3 clusters Score: Raw -48800.266959 + Penalty 1355.931810 = -47444.335149 nChanged 3 SP:Iteration 25Q (119.388937 sec): 3 clusters Score: Raw -48802.577547 + Penalty 1355.931810 = -47446.645737 nChanged 2 SP:Iteration 26Q (119.435308 sec): 3 clusters Score: Raw -48803.712149 + Penalty 1355.931810 = -47447.780340 nChanged 2 SP:Iteration 27Q (119.486358 sec): 3 clusters Score: Raw -48804.288487 + Penalty 1355.931810 = -47448.356677 nChanged 1 SP:Iteration 28Q (119.532190 sec): 3 clusters Score: Raw -48804.625221 + Penalty 1355.931810 = -47448.693411 nChanged 3 SP:Iteration 29Q (119.573565 sec): 3 clusters Score: Raw -48805.507679 + Penalty 1355.931810 = -47449.575869 nChanged 1 SP:Iteration 30Q (119.624675 sec): 3 clusters Score: Raw -48806.039210 + Penalty 1355.931810 = -47450.107400 nChanged 1 SP:Iteration 31Q (119.669026 sec): 3 clusters Score: Raw -48806.465891 + Penalty 1355.931810 = -47450.534081 nChanged 1 SP:Iteration 32Q (119.722562 sec): 3 clusters Score: Raw -48806.714542 + Penalty 1355.931810 = -47450.782732 nChanged 1 SP:Iteration 33Q (119.765311 sec): 3 clusters Score: Raw -48806.885039 + Penalty 1355.931810 = -47450.953229 nChanged 0 SP:Iteration 34F (119.810990 sec): 3 clusters Score: Raw -48806.885039 + Penalty 1355.931810 = -47450.953229 nChanged 0 Trying to split cluster 3 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.826885 sec): 2 clusters Score: Raw -27753.843509 + Penalty 622.893944 = -27130.949565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.879534 sec): 3 clusters Score: Raw -27511.174554 + Penalty 1245.787888 = -26265.386667 nChanged 231 SP:Iteration 1F (119.923169 sec): 3 clusters Score: Raw -27719.807240 + Penalty 1245.787888 = -26474.019352 nChanged 55 SP:Iteration 2F (119.955179 sec): 3 clusters Score: Raw -27772.079778 + Penalty 1245.787888 = -26526.291890 nChanged 35 SP:Iteration 3Q (119.998359 sec): 3 clusters Score: Raw -27798.733734 + Penalty 1245.787888 = -26552.945847 nChanged 17 SP:Iteration 4Q (120.048754 sec): 3 clusters Score: Raw -27810.777293 + Penalty 1245.787888 = -26564.989405 nChanged 8 SP:Iteration 5Q (120.086444 sec): 3 clusters Score: Raw -27817.943374 + Penalty 1245.787888 = -26572.155487 nChanged 7 SP:Iteration 6Q (120.137143 sec): 3 clusters Score: Raw -27822.841447 + Penalty 1245.787888 = -26577.053559 nChanged 6 SP:Iteration 7Q (120.175910 sec): 3 clusters Score: Raw -27828.254804 + Penalty 1245.787888 = -26582.466917 nChanged 2 SP:Iteration 8Q (120.218818 sec): 3 clusters Score: Raw -27829.555433 + Penalty 1245.787888 = -26583.767545 nChanged 1 SP:Iteration 9Q (120.263338 sec): 3 clusters Score: Raw -27829.941610 + Penalty 1245.787888 = -26584.153723 nChanged 1 SP:Iteration 10Q (120.310891 sec): 3 clusters Score: Raw -27830.551902 + Penalty 1245.787888 = -26584.764014 nChanged 0 SP:Iteration 11F (120.358159 sec): 3 clusters Score: Raw -27830.551902 + Penalty 1245.787888 = -26584.764014 nChanged 0 Trying to split cluster 4 (14549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.400638 sec): 2 clusters Score: Raw -573103.057285 + Penalty 910.601366 = -572192.455918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.454565 sec): 3 clusters Score: Raw -564135.956331 + Penalty 1821.202733 = -562314.753598 nChanged 6714 SP:Iteration 1F (120.520973 sec): 3 clusters Score: Raw -567905.292562 + Penalty 1821.202733 = -566084.089829 nChanged 707 SP:Iteration 2Q (120.582093 sec): 3 clusters Score: Raw -568162.502894 + Penalty 1821.202733 = -566341.300161 nChanged 696 SP:Iteration 3Q (120.645570 sec): 3 clusters Score: Raw -568430.144168 + Penalty 1821.202733 = -566608.941435 nChanged 699 SP:Iteration 4Q (120.715134 sec): 3 clusters Score: Raw -568766.044764 + Penalty 1821.202733 = -566944.842031 nChanged 748 SP:Iteration 5F (120.781474 sec): 3 clusters Score: Raw -569194.348615 + Penalty 1821.202733 = -567373.145882 nChanged 850 SP:Iteration 6F (120.835196 sec): 3 clusters Score: Raw -569779.864927 + Penalty 1821.202733 = -567958.662194 nChanged 886 SP:Iteration 7F (120.901032 sec): 3 clusters Score: Raw -570451.810536 + Penalty 1821.202733 = -568630.607803 nChanged 875 SP:Iteration 8F (120.965505 sec): 3 clusters Score: Raw -571129.230107 + Penalty 1821.202733 = -569308.027374 nChanged 792 SP:Iteration 9F (121.028309 sec): 3 clusters Score: Raw -571703.462396 + Penalty 1821.202733 = -569882.259663 nChanged 619 SP:Iteration 10Q (121.084336 sec): 3 clusters Score: Raw -572058.927150 + Penalty 1821.202733 = -570237.724417 nChanged 445 SP:Iteration 11Q (121.137067 sec): 3 clusters Score: Raw -572248.782437 + Penalty 1821.202733 = -570427.579704 nChanged 320 SP:Iteration 12Q (121.209975 sec): 3 clusters Score: Raw -572379.859471 + Penalty 1821.202733 = -570558.656738 nChanged 288 SP:Iteration 13Q (121.266098 sec): 3 clusters Score: Raw -572485.063955 + Penalty 1821.202733 = -570663.861222 nChanged 285 SP:Iteration 14Q (121.326856 sec): 3 clusters Score: Raw -572596.380831 + Penalty 1821.202733 = -570775.178098 nChanged 266 SP:Iteration 15Q (121.378911 sec): 3 clusters Score: Raw -572711.759217 + Penalty 1821.202733 = -570890.556484 nChanged 278 SP:Iteration 16Q (121.438332 sec): 3 clusters Score: Raw -572836.154914 + Penalty 1821.202733 = -571014.952181 nChanged 293 SP:Iteration 17Q (121.509166 sec): 3 clusters Score: Raw -572976.927506 + Penalty 1821.202733 = -571155.724773 nChanged 283 SP:Iteration 18Q (121.558422 sec): 3 clusters Score: Raw -573128.313528 + Penalty 1821.202733 = -571307.110795 nChanged 292 SP:Iteration 19Q (121.619143 sec): 3 clusters Score: Raw -573298.862260 + Penalty 1821.202733 = -571477.659528 nChanged 304 SP:Iteration 20F (121.684136 sec): 3 clusters Score: Raw -573493.458576 + Penalty 1821.202733 = -571672.255843 nChanged 292 SP:Iteration 21Q (121.744774 sec): 3 clusters Score: Raw -573702.512875 + Penalty 1821.202733 = -571881.310143 nChanged 249 SP:Iteration 22Q (121.817330 sec): 3 clusters Score: Raw -573856.972512 + Penalty 1821.202733 = -572035.769779 nChanged 195 SP:Iteration 23Q (121.877571 sec): 3 clusters Score: Raw -573963.448389 + Penalty 1821.202733 = -572142.245656 nChanged 143 SP:Iteration 24Q (121.938326 sec): 3 clusters Score: Raw -574028.586056 + Penalty 1821.202733 = -572207.383323 nChanged 101 SP:Iteration 25Q (122.003166 sec): 3 clusters Score: Raw -574062.086318 + Penalty 1821.202733 = -572240.883585 nChanged 70 SP:Iteration 26Q (122.064915 sec): 3 clusters Score: Raw -574086.458495 + Penalty 1821.202733 = -572265.255763 nChanged 73 SP:Iteration 27Q (122.116052 sec): 3 clusters Score: Raw -574112.661690 + Penalty 1821.202733 = -572291.458957 nChanged 59 SP:Iteration 28Q (122.176828 sec): 3 clusters Score: Raw -574128.691386 + Penalty 1821.202733 = -572307.488653 nChanged 46 SP:Iteration 29Q (122.234269 sec): 3 clusters Score: Raw -574141.125177 + Penalty 1821.202733 = -572319.922444 nChanged 33 SP:Iteration 30Q (122.294255 sec): 3 clusters Score: Raw -574149.221309 + Penalty 1821.202733 = -572328.018576 nChanged 26 SP:Iteration 31Q (122.363354 sec): 3 clusters Score: Raw -574154.613174 + Penalty 1821.202733 = -572333.410442 nChanged 21 SP:Iteration 32Q (122.418701 sec): 3 clusters Score: Raw -574157.467279 + Penalty 1821.202733 = -572336.264546 nChanged 8 SP:Iteration 33Q (122.481973 sec): 3 clusters Score: Raw -574158.893820 + Penalty 1821.202733 = -572337.691087 nChanged 6 SP:Iteration 34Q (122.543392 sec): 3 clusters Score: Raw -574159.626248 + Penalty 1821.202733 = -572338.423515 nChanged 6 SP:Iteration 35Q (122.600770 sec): 3 clusters Score: Raw -574160.158871 + Penalty 1821.202733 = -572338.956138 nChanged 1 SP:Iteration 36Q (122.656912 sec): 3 clusters Score: Raw -574160.261055 + Penalty 1821.202733 = -572339.058322 nChanged 0 SP:Iteration 37F (122.715458 sec): 3 clusters Score: Raw -574160.261055 + Penalty 1821.202733 = -572339.058322 nChanged 0 Score: Raw -3967472.428091 + Penalty 28727.937817 = -3938744.490274 Splitting cluster 4 changes total score from -3938765.517162 to -3938744.490274 So it's not getting split. Trying to split cluster 5 (14671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (124.673858 sec): 2 clusters Score: Raw -547917.653524 + Penalty 911.394663 = -547006.258861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (124.747446 sec): 3 clusters Score: Raw -538945.484606 + Penalty 1822.789327 = -537122.695279 nChanged 6737 SP:Iteration 1F (124.798401 sec): 3 clusters Score: Raw -542628.384943 + Penalty 1822.789327 = -540805.595616 nChanged 814 SP:Iteration 2F (124.865185 sec): 3 clusters Score: Raw -542945.500017 + Penalty 1822.789327 = -541122.710690 nChanged 799 SP:Iteration 3F (124.921532 sec): 3 clusters Score: Raw -543264.075920 + Penalty 1822.789327 = -541441.286593 nChanged 711 SP:Iteration 4Q (124.981082 sec): 3 clusters Score: Raw -543594.765863 + Penalty 1822.789327 = -541771.976536 nChanged 729 SP:Iteration 5Q (125.045765 sec): 3 clusters Score: Raw -543951.687538 + Penalty 1822.789327 = -542128.898211 nChanged 686 SP:Iteration 6Q (125.106963 sec): 3 clusters Score: Raw -544303.803428 + Penalty 1822.789327 = -542481.014101 nChanged 680 SP:Iteration 7Q (125.173404 sec): 3 clusters Score: Raw -544692.911498 + Penalty 1822.789327 = -542870.122171 nChanged 674 SP:Iteration 8Q (125.235550 sec): 3 clusters Score: Raw -545057.840106 + Penalty 1822.789327 = -543235.050780 nChanged 600 SP:Iteration 9Q (125.305649 sec): 3 clusters Score: Raw -545359.879314 + Penalty 1822.789327 = -543537.089988 nChanged 565 SP:Iteration 10Q (125.365486 sec): 3 clusters Score: Raw -545604.156488 + Penalty 1822.789327 = -543781.367162 nChanged 443 SP:Iteration 11Q (125.427660 sec): 3 clusters Score: Raw -545758.135304 + Penalty 1822.789327 = -543935.345978 nChanged 310 SP:Iteration 12Q (125.491198 sec): 3 clusters Score: Raw -545846.499206 + Penalty 1822.789327 = -544023.709879 nChanged 248 SP:Iteration 13Q (125.558033 sec): 3 clusters Score: Raw -545901.022586 + Penalty 1822.789327 = -544078.233260 nChanged 189 SP:Iteration 14Q (125.618927 sec): 3 clusters Score: Raw -545941.097390 + Penalty 1822.789327 = -544118.308064 nChanged 174 SP:Iteration 15Q (125.687175 sec): 3 clusters Score: Raw -545983.557460 + Penalty 1822.789327 = -544160.768133 nChanged 188 SP:Iteration 16Q (125.745702 sec): 3 clusters Score: Raw -546032.101634 + Penalty 1822.789327 = -544209.312308 nChanged 200 SP:Iteration 17Q (125.818645 sec): 3 clusters Score: Raw -546093.429302 + Penalty 1822.789327 = -544270.639976 nChanged 223 SP:Iteration 18Q (125.870564 sec): 3 clusters Score: Raw -546164.152212 + Penalty 1822.789327 = -544341.362886 nChanged 232 SP:Iteration 19Q (125.937613 sec): 3 clusters Score: Raw -546240.998915 + Penalty 1822.789327 = -544418.209588 nChanged 227 SP:Iteration 20F (126.000558 sec): 3 clusters Score: Raw -546319.880165 + Penalty 1822.789327 = -544497.090839 nChanged 257 SP:Iteration 21Q (126.069566 sec): 3 clusters Score: Raw -546420.688938 + Penalty 1822.789327 = -544597.899611 nChanged 262 SP:Iteration 22Q (126.124190 sec): 3 clusters Score: Raw -546520.371678 + Penalty 1822.789327 = -544697.582352 nChanged 263 SP:Iteration 23Q (126.199965 sec): 3 clusters Score: Raw -546626.849936 + Penalty 1822.789327 = -544804.060609 nChanged 257 SP:Iteration 24Q (126.256090 sec): 3 clusters Score: Raw -546727.730172 + Penalty 1822.789327 = -544904.940845 nChanged 243 SP:Iteration 25Q (126.310946 sec): 3 clusters Score: Raw -546829.093595 + Penalty 1822.789327 = -545006.304268 nChanged 272 SP:Iteration 26Q (126.374543 sec): 3 clusters Score: Raw -546956.137529 + Penalty 1822.789327 = -545133.348202 nChanged 281 SP:Iteration 27Q (126.447586 sec): 3 clusters Score: Raw -547082.455338 + Penalty 1822.789327 = -545259.666011 nChanged 250 SP:Iteration 28Q (126.507752 sec): 3 clusters Score: Raw -547192.061378 + Penalty 1822.789327 = -545369.272051 nChanged 227 SP:Iteration 29Q (126.564418 sec): 3 clusters Score: Raw -547288.921280 + Penalty 1822.789327 = -545466.131954 nChanged 215 SP:Iteration 30Q (126.629973 sec): 3 clusters Score: Raw -547389.720084 + Penalty 1822.789327 = -545566.930757 nChanged 207 SP:Iteration 31Q (126.691003 sec): 3 clusters Score: Raw -547496.407310 + Penalty 1822.789327 = -545673.617984 nChanged 201 SP:Iteration 32Q (126.749133 sec): 3 clusters Score: Raw -547599.372895 + Penalty 1822.789327 = -545776.583568 nChanged 167 SP:Iteration 33Q (126.817190 sec): 3 clusters Score: Raw -547686.481360 + Penalty 1822.789327 = -545863.692033 nChanged 155 SP:Iteration 34Q (126.872168 sec): 3 clusters Score: Raw -547765.378158 + Penalty 1822.789327 = -545942.588831 nChanged 137 SP:Iteration 35Q (126.929564 sec): 3 clusters Score: Raw -547832.137854 + Penalty 1822.789327 = -546009.348527 nChanged 102 SP:Iteration 36Q (126.988425 sec): 3 clusters Score: Raw -547885.271658 + Penalty 1822.789327 = -546062.482331 nChanged 93 SP:Iteration 37Q (127.049761 sec): 3 clusters Score: Raw -547941.966704 + Penalty 1822.789327 = -546119.177377 nChanged 63 SP:Iteration 38Q (127.112401 sec): 3 clusters Score: Raw -547972.549472 + Penalty 1822.789327 = -546149.760145 nChanged 46 SP:Iteration 39Q (127.168712 sec): 3 clusters Score: Raw -547992.873622 + Penalty 1822.789327 = -546170.084296 nChanged 35 SP:Iteration 40F (127.231643 sec): 3 clusters Score: Raw -548010.266848 + Penalty 1822.789327 = -546187.477521 nChanged 31 SP:Iteration 41Q (127.292528 sec): 3 clusters Score: Raw -548027.431919 + Penalty 1822.789327 = -546204.642592 nChanged 24 SP:Iteration 42Q (127.343076 sec): 3 clusters Score: Raw -548040.042129 + Penalty 1822.789327 = -546217.252802 nChanged 26 SP:Iteration 43Q (127.407683 sec): 3 clusters Score: Raw -548052.446388 + Penalty 1822.789327 = -546229.657061 nChanged 21 SP:Iteration 44Q (127.469583 sec): 3 clusters Score: Raw -548062.459381 + Penalty 1822.789327 = -546239.670054 nChanged 16 SP:Iteration 45Q (127.517056 sec): 3 clusters Score: Raw -548070.655231 + Penalty 1822.789327 = -546247.865904 nChanged 11 SP:Iteration 46Q (127.583474 sec): 3 clusters Score: Raw -548074.806916 + Penalty 1822.789327 = -546252.017589 nChanged 7 SP:Iteration 47Q (127.645073 sec): 3 clusters Score: Raw -548081.333208 + Penalty 1822.789327 = -546258.543881 nChanged 14 SP:Iteration 48Q (127.703284 sec): 3 clusters Score: Raw -548090.320990 + Penalty 1822.789327 = -546267.531663 nChanged 9 SP:Iteration 49Q (127.761053 sec): 3 clusters Score: Raw -548094.647924 + Penalty 1822.789327 = -546271.858598 nChanged 7 SP:Iteration 50Q (127.809184 sec): 3 clusters Score: Raw -548097.775157 + Penalty 1822.789327 = -546274.985831 nChanged 8 SP:Iteration 51Q (127.873145 sec): 3 clusters Score: Raw -548102.536205 + Penalty 1822.789327 = -546279.746879 nChanged 7 SP:Iteration 52Q (127.934140 sec): 3 clusters Score: Raw -548107.320731 + Penalty 1822.789327 = -546284.531404 nChanged 6 SP:Iteration 53Q (128.003091 sec): 3 clusters Score: Raw -548112.310958 + Penalty 1822.789327 = -546289.521631 nChanged 8 SP:Iteration 54Q (128.060089 sec): 3 clusters Score: Raw -548116.282085 + Penalty 1822.789327 = -546293.492759 nChanged 5 SP:Iteration 55Q (128.117131 sec): 3 clusters Score: Raw -548118.825338 + Penalty 1822.789327 = -546296.036011 nChanged 3 SP:Iteration 56Q (128.174423 sec): 3 clusters Score: Raw -548120.023866 + Penalty 1822.789327 = -546297.234540 nChanged 1 SP:Iteration 57Q (128.229759 sec): 3 clusters Score: Raw -548120.152904 + Penalty 1822.789327 = -546297.363578 nChanged 0 SP:Iteration 58F (128.296918 sec): 3 clusters Score: Raw -548120.152904 + Penalty 1822.789327 = -546297.363578 nChanged 0 Trying to split cluster 6 (1270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.330276 sec): 2 clusters Score: Raw -41563.557217 + Penalty 678.943357 = -40884.613860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.367315 sec): 3 clusters Score: Raw -40990.589735 + Penalty 1357.886714 = -39632.703021 nChanged 456 SP:Iteration 1F (128.418422 sec): 3 clusters Score: Raw -41351.725048 + Penalty 1357.886714 = -39993.838333 nChanged 127 SP:Iteration 2F (128.464878 sec): 3 clusters Score: Raw -41491.941007 + Penalty 1357.886714 = -40134.054293 nChanged 80 SP:Iteration 3F (128.513529 sec): 3 clusters Score: Raw -41575.092913 + Penalty 1357.886714 = -40217.206199 nChanged 61 SP:Iteration 4Q (128.563172 sec): 3 clusters Score: Raw -41628.828740 + Penalty 1357.886714 = -40270.942026 nChanged 50 SP:Iteration 5Q (128.603021 sec): 3 clusters Score: Raw -41670.602396 + Penalty 1357.886714 = -40312.715682 nChanged 43 SP:Iteration 6Q (128.649792 sec): 3 clusters Score: Raw -41706.872158 + Penalty 1357.886714 = -40348.985444 nChanged 32 SP:Iteration 7Q (128.694284 sec): 3 clusters Score: Raw -41731.747258 + Penalty 1357.886714 = -40373.860543 nChanged 31 SP:Iteration 8Q (128.743423 sec): 3 clusters Score: Raw -41757.613474 + Penalty 1357.886714 = -40399.726760 nChanged 17 SP:Iteration 9Q (128.787133 sec): 3 clusters Score: Raw -41775.996891 + Penalty 1357.886714 = -40418.110177 nChanged 29 SP:Iteration 10Q (128.831859 sec): 3 clusters Score: Raw -41805.280650 + Penalty 1357.886714 = -40447.393936 nChanged 22 SP:Iteration 11Q (128.867880 sec): 3 clusters Score: Raw -41822.423825 + Penalty 1357.886714 = -40464.537111 nChanged 18 SP:Iteration 12Q (128.922724 sec): 3 clusters Score: Raw -41829.317091 + Penalty 1357.886714 = -40471.430377 nChanged 5 SP:Iteration 13Q (128.965848 sec): 3 clusters Score: Raw -41830.780682 + Penalty 1357.886714 = -40472.893968 nChanged 4 SP:Iteration 14Q (129.006824 sec): 3 clusters Score: Raw -41832.219497 + Penalty 1357.886714 = -40474.332783 nChanged 5 SP:Iteration 15Q (129.051140 sec): 3 clusters Score: Raw -41834.294707 + Penalty 1357.886714 = -40476.407993 nChanged 5 SP:Iteration 16Q (129.086360 sec): 3 clusters Score: Raw -41836.601953 + Penalty 1357.886714 = -40478.715239 nChanged 4 SP:Iteration 17Q (129.130218 sec): 3 clusters Score: Raw -41839.495306 + Penalty 1357.886714 = -40481.608592 nChanged 5 SP:Iteration 18Q (129.182090 sec): 3 clusters Score: Raw -41841.772112 + Penalty 1357.886714 = -40483.885398 nChanged 7 SP:Iteration 19Q (129.226092 sec): 3 clusters Score: Raw -41844.518699 + Penalty 1357.886714 = -40486.631984 nChanged 3 SP:Iteration 20F (129.266696 sec): 3 clusters Score: Raw -41845.236592 + Penalty 1357.886714 = -40487.349878 nChanged 2 SP:Iteration 21Q (129.314699 sec): 3 clusters Score: Raw -41845.560360 + Penalty 1357.886714 = -40487.673646 nChanged 1 SP:Iteration 22Q (129.357005 sec): 3 clusters Score: Raw -41846.037334 + Penalty 1357.886714 = -40488.150620 nChanged 4 SP:Iteration 23Q (129.404475 sec): 3 clusters Score: Raw -41847.109561 + Penalty 1357.886714 = -40489.222847 nChanged 1 SP:Iteration 24Q (129.438045 sec): 3 clusters Score: Raw -41847.343234 + Penalty 1357.886714 = -40489.456520 nChanged 1 SP:Iteration 25Q (129.480802 sec): 3 clusters Score: Raw -41848.097893 + Penalty 1357.886714 = -40490.211179 nChanged 2 SP:Iteration 26Q (129.533119 sec): 3 clusters Score: Raw -41849.199740 + Penalty 1357.886714 = -40491.313026 nChanged 2 SP:Iteration 27Q (129.570508 sec): 3 clusters Score: Raw -41849.743483 + Penalty 1357.886714 = -40491.856769 nChanged 0 SP:Iteration 28F (129.614093 sec): 3 clusters Score: Raw -41849.743483 + Penalty 1357.886714 = -40491.856769 nChanged 0 Trying to split cluster 7 (15580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.665829 sec): 2 clusters Score: Raw -607602.370940 + Penalty 917.105615 = -606685.265325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.724796 sec): 3 clusters Score: Raw -597970.854227 + Penalty 1834.211231 = -596136.642997 nChanged 7152 SP:Iteration 1F (129.787096 sec): 3 clusters Score: Raw -601985.843765 + Penalty 1834.211231 = -600151.632534 nChanged 837 SP:Iteration 2F (129.858171 sec): 3 clusters Score: Raw -602354.104940 + Penalty 1834.211231 = -600519.893709 nChanged 836 SP:Iteration 3F (129.915042 sec): 3 clusters Score: Raw -602748.771920 + Penalty 1834.211231 = -600914.560689 nChanged 890 SP:Iteration 4F (129.977198 sec): 3 clusters Score: Raw -603236.127711 + Penalty 1834.211231 = -601401.916481 nChanged 932 SP:Iteration 5F (130.047883 sec): 3 clusters Score: Raw -603826.330758 + Penalty 1834.211231 = -601992.119528 nChanged 925 SP:Iteration 6F (130.110170 sec): 3 clusters Score: Raw -604508.183645 + Penalty 1834.211231 = -602673.972414 nChanged 910 SP:Iteration 7F (130.163023 sec): 3 clusters Score: Raw -605227.664750 + Penalty 1834.211231 = -603393.453519 nChanged 829 SP:Iteration 8F (130.231056 sec): 3 clusters Score: Raw -605764.398900 + Penalty 1834.211231 = -603930.187669 nChanged 591 SP:Iteration 9Q (130.304037 sec): 3 clusters Score: Raw -606126.466495 + Penalty 1834.211231 = -604292.255265 nChanged 480 SP:Iteration 10Q (130.362770 sec): 3 clusters Score: Raw -606422.198623 + Penalty 1834.211231 = -604587.987392 nChanged 444 SP:Iteration 11Q (130.423335 sec): 3 clusters Score: Raw -606699.413084 + Penalty 1834.211231 = -604865.201853 nChanged 417 SP:Iteration 12Q (130.497423 sec): 3 clusters Score: Raw -606948.588829 + Penalty 1834.211231 = -605114.377599 nChanged 376 SP:Iteration 13Q (130.552935 sec): 3 clusters Score: Raw -607173.893676 + Penalty 1834.211231 = -605339.682445 nChanged 335 SP:Iteration 14Q (130.624673 sec): 3 clusters Score: Raw -607369.420833 + Penalty 1834.211231 = -605535.209603 nChanged 311 SP:Iteration 15Q (130.687213 sec): 3 clusters Score: Raw -607546.861475 + Penalty 1834.211231 = -605712.650245 nChanged 277 SP:Iteration 16Q (130.740229 sec): 3 clusters Score: Raw -607696.979540 + Penalty 1834.211231 = -605862.768309 nChanged 226 SP:Iteration 17Q (130.799496 sec): 3 clusters Score: Raw -607809.780336 + Penalty 1834.211231 = -605975.569105 nChanged 186 SP:Iteration 18Q (130.867507 sec): 3 clusters Score: Raw -607898.580251 + Penalty 1834.211231 = -606064.369020 nChanged 164 SP:Iteration 19Q (130.923305 sec): 3 clusters Score: Raw -607966.187387 + Penalty 1834.211231 = -606131.976156 nChanged 125 SP:Iteration 20F (130.989832 sec): 3 clusters Score: Raw -608024.521756 + Penalty 1834.211231 = -606190.310525 nChanged 137 SP:Iteration 21Q (131.055273 sec): 3 clusters Score: Raw -608087.660969 + Penalty 1834.211231 = -606253.449738 nChanged 117 SP:Iteration 22Q (131.120530 sec): 3 clusters Score: Raw -608133.705977 + Penalty 1834.211231 = -606299.494747 nChanged 109 SP:Iteration 23Q (131.183662 sec): 3 clusters Score: Raw -608166.777622 + Penalty 1834.211231 = -606332.566391 nChanged 88 SP:Iteration 24Q (131.241281 sec): 3 clusters Score: Raw -608187.772407 + Penalty 1834.211231 = -606353.561176 nChanged 59 SP:Iteration 25Q (131.313932 sec): 3 clusters Score: Raw -608199.586216 + Penalty 1834.211231 = -606365.374985 nChanged 45 SP:Iteration 26Q (131.379573 sec): 3 clusters Score: Raw -608207.408436 + Penalty 1834.211231 = -606373.197206 nChanged 39 SP:Iteration 27Q (131.444199 sec): 3 clusters Score: Raw -608212.323499 + Penalty 1834.211231 = -606378.112268 nChanged 33 SP:Iteration 28Q (131.500245 sec): 3 clusters Score: Raw -608216.595318 + Penalty 1834.211231 = -606382.384087 nChanged 26 SP:Iteration 29Q (131.572486 sec): 3 clusters Score: Raw -608219.206597 + Penalty 1834.211231 = -606384.995366 nChanged 19 SP:Iteration 30Q (131.628229 sec): 3 clusters Score: Raw -608220.585591 + Penalty 1834.211231 = -606386.374361 nChanged 14 SP:Iteration 31Q (131.685451 sec): 3 clusters Score: Raw -608221.721254 + Penalty 1834.211231 = -606387.510024 nChanged 16 SP:Iteration 32Q (131.755637 sec): 3 clusters Score: Raw -608223.146507 + Penalty 1834.211231 = -606388.935276 nChanged 14 SP:Iteration 33Q (131.817252 sec): 3 clusters Score: Raw -608224.007578 + Penalty 1834.211231 = -606389.796347 nChanged 12 SP:Iteration 34Q (131.884668 sec): 3 clusters Score: Raw -608225.534987 + Penalty 1834.211231 = -606391.323757 nChanged 11 SP:Iteration 35Q (131.940329 sec): 3 clusters Score: Raw -608226.443540 + Penalty 1834.211231 = -606392.232309 nChanged 7 SP:Iteration 36Q (132.007236 sec): 3 clusters Score: Raw -608226.955822 + Penalty 1834.211231 = -606392.744591 nChanged 7 SP:Iteration 37Q (132.065887 sec): 3 clusters Score: Raw -608227.391363 + Penalty 1834.211231 = -606393.180133 nChanged 9 SP:Iteration 38Q (132.138570 sec): 3 clusters Score: Raw -608228.553628 + Penalty 1834.211231 = -606394.342397 nChanged 9 SP:Iteration 39Q (132.194873 sec): 3 clusters Score: Raw -608229.328889 + Penalty 1834.211231 = -606395.117658 nChanged 10 SP:Iteration 40F (132.255503 sec): 3 clusters Score: Raw -608229.976721 + Penalty 1834.211231 = -606395.765491 nChanged 9 SP:Iteration 41Q (132.312445 sec): 3 clusters Score: Raw -608230.672176 + Penalty 1834.211231 = -606396.460945 nChanged 6 SP:Iteration 42Q (132.379809 sec): 3 clusters Score: Raw -608231.193278 + Penalty 1834.211231 = -606396.982047 nChanged 9 SP:Iteration 43Q (132.440094 sec): 3 clusters Score: Raw -608231.866203 + Penalty 1834.211231 = -606397.654973 nChanged 5 SP:Iteration 44Q (132.499296 sec): 3 clusters Score: Raw -608232.098550 + Penalty 1834.211231 = -606397.887319 nChanged 5 SP:Iteration 45Q (132.566188 sec): 3 clusters Score: Raw -608232.413360 + Penalty 1834.211231 = -606398.202129 nChanged 4 SP:Iteration 46Q (132.618449 sec): 3 clusters Score: Raw -608232.642198 + Penalty 1834.211231 = -606398.430967 nChanged 4 SP:Iteration 47Q (132.682185 sec): 3 clusters Score: Raw -608232.836159 + Penalty 1834.211231 = -606398.624929 nChanged 2 SP:Iteration 48Q (132.748612 sec): 3 clusters Score: Raw -608233.012494 + Penalty 1834.211231 = -606398.801263 nChanged 4 SP:Iteration 49Q (132.803730 sec): 3 clusters Score: Raw -608233.342683 + Penalty 1834.211231 = -606399.131453 nChanged 1 SP:Iteration 50Q (132.868638 sec): 3 clusters Score: Raw -608233.367295 + Penalty 1834.211231 = -606399.156065 nChanged 1 SP:Iteration 51Q (132.937902 sec): 3 clusters Score: Raw -608233.389053 + Penalty 1834.211231 = -606399.177822 nChanged 0 SP:Iteration 52F (133.005632 sec): 3 clusters Score: Raw -608233.389053 + Penalty 1834.211231 = -606399.177822 nChanged 0 Trying to split cluster 8 (3863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.031351 sec): 2 clusters Score: Raw -154801.287233 + Penalty 784.623939 = -154016.663294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.074019 sec): 3 clusters Score: Raw -152774.609763 + Penalty 1569.247879 = -151205.361884 nChanged 1579 SP:Iteration 1F (133.137628 sec): 3 clusters Score: Raw -153738.116845 + Penalty 1569.247879 = -152168.868966 nChanged 263 SP:Iteration 2F (133.172279 sec): 3 clusters Score: Raw -153900.799207 + Penalty 1569.247879 = -152331.551328 nChanged 233 SP:Iteration 3F (133.219326 sec): 3 clusters Score: Raw -154044.417498 + Penalty 1569.247879 = -152475.169619 nChanged 186 SP:Iteration 4Q (133.269134 sec): 3 clusters Score: Raw -154163.725255 + Penalty 1569.247879 = -152594.477376 nChanged 172 SP:Iteration 5Q (133.322958 sec): 3 clusters Score: Raw -154278.360301 + Penalty 1569.247879 = -152709.112422 nChanged 159 SP:Iteration 6Q (133.375113 sec): 3 clusters Score: Raw -154403.811395 + Penalty 1569.247879 = -152834.563516 nChanged 154 SP:Iteration 7Q (133.424112 sec): 3 clusters Score: Raw -154526.146473 + Penalty 1569.247879 = -152956.898594 nChanged 115 SP:Iteration 8Q (133.456536 sec): 3 clusters Score: Raw -154618.007276 + Penalty 1569.247879 = -153048.759397 nChanged 108 SP:Iteration 9Q (133.500038 sec): 3 clusters Score: Raw -154716.317802 + Penalty 1569.247879 = -153147.069923 nChanged 90 SP:Iteration 10Q (133.554337 sec): 3 clusters Score: Raw -154799.705312 + Penalty 1569.247879 = -153230.457433 nChanged 72 SP:Iteration 11Q (133.595419 sec): 3 clusters Score: Raw -154853.503054 + Penalty 1569.247879 = -153284.255175 nChanged 49 SP:Iteration 12Q (133.636532 sec): 3 clusters Score: Raw -154888.149762 + Penalty 1569.247879 = -153318.901883 nChanged 38 SP:Iteration 13Q (133.681692 sec): 3 clusters Score: Raw -154915.934480 + Penalty 1569.247879 = -153346.686601 nChanged 34 SP:Iteration 14Q (133.731375 sec): 3 clusters Score: Raw -154933.692848 + Penalty 1569.247879 = -153364.444970 nChanged 17 SP:Iteration 15Q (133.772695 sec): 3 clusters Score: Raw -154943.529945 + Penalty 1569.247879 = -153374.282066 nChanged 13 SP:Iteration 16Q (133.827025 sec): 3 clusters Score: Raw -154951.578616 + Penalty 1569.247879 = -153382.330737 nChanged 8 SP:Iteration 17Q (133.869689 sec): 3 clusters Score: Raw -154961.639618 + Penalty 1569.247879 = -153392.391740 nChanged 10 SP:Iteration 18Q (133.919043 sec): 3 clusters Score: Raw -154968.728969 + Penalty 1569.247879 = -153399.481090 nChanged 11 SP:Iteration 19Q (133.976206 sec): 3 clusters Score: Raw -154978.848504 + Penalty 1569.247879 = -153409.600625 nChanged 9 SP:Iteration 20F (134.011402 sec): 3 clusters Score: Raw -154983.569758 + Penalty 1569.247879 = -153414.321879 nChanged 7 SP:Iteration 21Q (134.064918 sec): 3 clusters Score: Raw -154986.698171 + Penalty 1569.247879 = -153417.450292 nChanged 5 SP:Iteration 22Q (134.113152 sec): 3 clusters Score: Raw -154989.000217 + Penalty 1569.247879 = -153419.752338 nChanged 2 SP:Iteration 23Q (134.163496 sec): 3 clusters Score: Raw -154989.510302 + Penalty 1569.247879 = -153420.262423 nChanged 0 SP:Iteration 24F (134.214540 sec): 3 clusters Score: Raw -154989.510302 + Penalty 1569.247879 = -153420.262423 nChanged 0 Trying to split cluster 9 (4483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.243323 sec): 2 clusters Score: Raw -167022.393113 + Penalty 798.764536 = -166223.628577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.294388 sec): 3 clusters Score: Raw -164605.613391 + Penalty 1597.529071 = -163008.084319 nChanged 1800 SP:Iteration 1F (134.348470 sec): 3 clusters Score: Raw -165703.375948 + Penalty 1597.529071 = -164105.846877 nChanged 365 SP:Iteration 2F (134.389814 sec): 3 clusters Score: Raw -165946.981244 + Penalty 1597.529071 = -164349.452173 nChanged 328 SP:Iteration 3F (134.441067 sec): 3 clusters Score: Raw -166162.301371 + Penalty 1597.529071 = -164564.772299 nChanged 282 SP:Iteration 4F (134.499407 sec): 3 clusters Score: Raw -166365.448543 + Penalty 1597.529071 = -164767.919472 nChanged 243 SP:Iteration 5F (134.547626 sec): 3 clusters Score: Raw -166536.128807 + Penalty 1597.529071 = -164938.599735 nChanged 224 SP:Iteration 6Q (134.595482 sec): 3 clusters Score: Raw -166700.118644 + Penalty 1597.529071 = -165102.589573 nChanged 178 SP:Iteration 7Q (134.642568 sec): 3 clusters Score: Raw -166835.972218 + Penalty 1597.529071 = -165238.443147 nChanged 149 SP:Iteration 8Q (134.693081 sec): 3 clusters Score: Raw -166944.590088 + Penalty 1597.529071 = -165347.061017 nChanged 104 SP:Iteration 9Q (134.750158 sec): 3 clusters Score: Raw -167017.158562 + Penalty 1597.529071 = -165419.629490 nChanged 92 SP:Iteration 10Q (134.802446 sec): 3 clusters Score: Raw -167075.950000 + Penalty 1597.529071 = -165478.420928 nChanged 64 SP:Iteration 11Q (134.854015 sec): 3 clusters Score: Raw -167112.067087 + Penalty 1597.529071 = -165514.538016 nChanged 46 SP:Iteration 12Q (134.895379 sec): 3 clusters Score: Raw -167132.788528 + Penalty 1597.529071 = -165535.259457 nChanged 30 SP:Iteration 13Q (134.948204 sec): 3 clusters Score: Raw -167143.139295 + Penalty 1597.529071 = -165545.610224 nChanged 13 SP:Iteration 14Q (135.001963 sec): 3 clusters Score: Raw -167146.552738 + Penalty 1597.529071 = -165549.023667 nChanged 6 SP:Iteration 15Q (135.048272 sec): 3 clusters Score: Raw -167148.980856 + Penalty 1597.529071 = -165551.451784 nChanged 9 SP:Iteration 16Q (135.096436 sec): 3 clusters Score: Raw -167151.375275 + Penalty 1597.529071 = -165553.846203 nChanged 7 SP:Iteration 17Q (135.139468 sec): 3 clusters Score: Raw -167153.033440 + Penalty 1597.529071 = -165555.504368 nChanged 3 SP:Iteration 18Q (135.187786 sec): 3 clusters Score: Raw -167153.377968 + Penalty 1597.529071 = -165555.848897 nChanged 2 SP:Iteration 19Q (135.245947 sec): 3 clusters Score: Raw -167154.137328 + Penalty 1597.529071 = -165556.608256 nChanged 4 SP:Iteration 20F (135.287504 sec): 3 clusters Score: Raw -167154.928950 + Penalty 1597.529071 = -165557.399878 nChanged 2 SP:Iteration 21Q (135.340761 sec): 3 clusters Score: Raw -167155.211366 + Penalty 1597.529071 = -165557.682294 nChanged 1 SP:Iteration 22Q (135.389107 sec): 3 clusters Score: Raw -167155.808339 + Penalty 1597.529071 = -165558.279268 nChanged 2 SP:Iteration 23Q (135.440454 sec): 3 clusters Score: Raw -167156.245670 + Penalty 1597.529071 = -165558.716599 nChanged 1 SP:Iteration 24Q (135.499673 sec): 3 clusters Score: Raw -167156.289353 + Penalty 1597.529071 = -165558.760281 nChanged 0 SP:Iteration 25F (135.545383 sec): 3 clusters Score: Raw -167156.289353 + Penalty 1597.529071 = -165558.760281 nChanged 0 Trying to split cluster 10 (1690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.563164 sec): 2 clusters Score: Raw -45691.642086 + Penalty 706.085962 = -44985.556124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.608219 sec): 3 clusters Score: Raw -44946.668695 + Penalty 1412.171924 = -43534.496772 nChanged 646 SP:Iteration 1F (135.653021 sec): 3 clusters Score: Raw -45448.425651 + Penalty 1412.171924 = -44036.253728 nChanged 182 SP:Iteration 2F (135.704624 sec): 3 clusters Score: Raw -45619.912308 + Penalty 1412.171924 = -44207.740385 nChanged 126 SP:Iteration 3F (135.750755 sec): 3 clusters Score: Raw -45763.355661 + Penalty 1412.171924 = -44351.183737 nChanged 123 SP:Iteration 4F (135.797688 sec): 3 clusters Score: Raw -45917.501741 + Penalty 1412.171924 = -44505.329817 nChanged 118 SP:Iteration 5F (135.836085 sec): 3 clusters Score: Raw -46036.586218 + Penalty 1412.171924 = -44624.414294 nChanged 92 SP:Iteration 6F (135.882121 sec): 3 clusters Score: Raw -46119.603797 + Penalty 1412.171924 = -44707.431874 nChanged 76 SP:Iteration 7Q (135.930121 sec): 3 clusters Score: Raw -46185.022124 + Penalty 1412.171924 = -44772.850201 nChanged 45 SP:Iteration 8Q (135.974374 sec): 3 clusters Score: Raw -46211.187905 + Penalty 1412.171924 = -44799.015982 nChanged 28 SP:Iteration 9Q (136.020211 sec): 3 clusters Score: Raw -46225.987926 + Penalty 1412.171924 = -44813.816003 nChanged 25 SP:Iteration 10Q (136.071105 sec): 3 clusters Score: Raw -46237.398355 + Penalty 1412.171924 = -44825.226431 nChanged 17 SP:Iteration 11Q (136.115781 sec): 3 clusters Score: Raw -46245.982020 + Penalty 1412.171924 = -44833.810096 nChanged 12 SP:Iteration 12Q (136.150220 sec): 3 clusters Score: Raw -46252.037160 + Penalty 1412.171924 = -44839.865236 nChanged 12 SP:Iteration 13Q (136.195082 sec): 3 clusters Score: Raw -46258.484833 + Penalty 1412.171924 = -44846.312909 nChanged 9 SP:Iteration 14Q (136.240662 sec): 3 clusters Score: Raw -46262.781621 + Penalty 1412.171924 = -44850.609698 nChanged 5 SP:Iteration 15Q (136.285193 sec): 3 clusters Score: Raw -46267.485738 + Penalty 1412.171924 = -44855.313815 nChanged 7 SP:Iteration 16Q (136.329593 sec): 3 clusters Score: Raw -46273.530994 + Penalty 1412.171924 = -44861.359070 nChanged 9 SP:Iteration 17Q (136.373621 sec): 3 clusters Score: Raw -46278.292158 + Penalty 1412.171924 = -44866.120234 nChanged 11 SP:Iteration 18Q (136.425642 sec): 3 clusters Score: Raw -46282.988362 + Penalty 1412.171924 = -44870.816439 nChanged 9 SP:Iteration 19Q (136.468059 sec): 3 clusters Score: Raw -46287.294630 + Penalty 1412.171924 = -44875.122707 nChanged 4 SP:Iteration 20F (136.518620 sec): 3 clusters Score: Raw -46289.304275 + Penalty 1412.171924 = -44877.132351 nChanged 5 SP:Iteration 21Q (136.576128 sec): 3 clusters Score: Raw -46295.552811 + Penalty 1412.171924 = -44883.380887 nChanged 6 SP:Iteration 22Q (136.619436 sec): 3 clusters Score: Raw -46300.765500 + Penalty 1412.171924 = -44888.593576 nChanged 2 SP:Iteration 23Q (136.655723 sec): 3 clusters Score: Raw -46301.149977 + Penalty 1412.171924 = -44888.978054 nChanged 3 SP:Iteration 24Q (136.708804 sec): 3 clusters Score: Raw -46301.983594 + Penalty 1412.171924 = -44889.811670 nChanged 2 SP:Iteration 25Q (136.750671 sec): 3 clusters Score: Raw -46305.772947 + Penalty 1412.171924 = -44893.601023 nChanged 3 SP:Iteration 26Q (136.791518 sec): 3 clusters Score: Raw -46306.301314 + Penalty 1412.171924 = -44894.129390 nChanged 1 SP:Iteration 27Q (136.845374 sec): 3 clusters Score: Raw -46307.756568 + Penalty 1412.171924 = -44895.584644 nChanged 1 SP:Iteration 28Q (136.886721 sec): 3 clusters Score: Raw -46313.672365 + Penalty 1412.171924 = -44901.500441 nChanged 8 SP:Iteration 29Q (136.931540 sec): 3 clusters Score: Raw -46328.670387 + Penalty 1412.171924 = -44916.498464 nChanged 10 SP:Iteration 30Q (136.982393 sec): 3 clusters Score: Raw -46347.199065 + Penalty 1412.171924 = -44935.027141 nChanged 11 SP:Iteration 31Q (137.031375 sec): 3 clusters Score: Raw -46364.764265 + Penalty 1412.171924 = -44952.592341 nChanged 8 SP:Iteration 32Q (137.081515 sec): 3 clusters Score: Raw -46367.908855 + Penalty 1412.171924 = -44955.736931 nChanged 3 SP:Iteration 33Q (137.123738 sec): 3 clusters Score: Raw -46369.578336 + Penalty 1412.171924 = -44957.406412 nChanged 3 SP:Iteration 34Q (137.172319 sec): 3 clusters Score: Raw -46370.918379 + Penalty 1412.171924 = -44958.746455 nChanged 1 SP:Iteration 35Q (137.227014 sec): 3 clusters Score: Raw -46371.292495 + Penalty 1412.171924 = -44959.120572 nChanged 1 SP:Iteration 36Q (137.272166 sec): 3 clusters Score: Raw -46371.563450 + Penalty 1412.171924 = -44959.391527 nChanged 2 SP:Iteration 37Q (137.313822 sec): 3 clusters Score: Raw -46372.511239 + Penalty 1412.171924 = -44960.339316 nChanged 2 SP:Iteration 38Q (137.353849 sec): 3 clusters Score: Raw -46372.830396 + Penalty 1412.171924 = -44960.658473 nChanged 0 SP:Iteration 39F (137.402628 sec): 3 clusters Score: Raw -46373.353148 + Penalty 1412.171924 = -44961.181224 nChanged 1 SP:Iteration 40F (137.442993 sec): 3 clusters Score: Raw -46374.659425 + Penalty 1412.171924 = -44962.487502 nChanged 2 SP:Iteration 41Q (137.483607 sec): 3 clusters Score: Raw -46376.421378 + Penalty 1412.171924 = -44964.249455 nChanged 4 SP:Iteration 42Q (137.526478 sec): 3 clusters Score: Raw -46379.288473 + Penalty 1412.171924 = -44967.116550 nChanged 5 SP:Iteration 43Q (137.570901 sec): 3 clusters Score: Raw -46381.065890 + Penalty 1412.171924 = -44968.893966 nChanged 3 SP:Iteration 44Q (137.624886 sec): 3 clusters Score: Raw -46381.905446 + Penalty 1412.171924 = -44969.733522 nChanged 3 SP:Iteration 45Q (137.662342 sec): 3 clusters Score: Raw -46383.086947 + Penalty 1412.171924 = -44970.915024 nChanged 2 SP:Iteration 46Q (137.720387 sec): 3 clusters Score: Raw -46383.490764 + Penalty 1412.171924 = -44971.318840 nChanged 0 SP:Iteration 47F (137.756751 sec): 3 clusters Score: Raw -46383.490764 + Penalty 1412.171924 = -44971.318840 nChanged 0 Trying to split cluster 11 (1378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.782092 sec): 2 clusters Score: Raw -48092.231024 + Penalty 686.696903 = -47405.534121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.822201 sec): 3 clusters Score: Raw -47498.726090 + Penalty 1373.393806 = -46125.332284 nChanged 505 SP:Iteration 1F (137.869132 sec): 3 clusters Score: Raw -47913.542764 + Penalty 1373.393806 = -46540.148959 nChanged 122 SP:Iteration 2F (137.911698 sec): 3 clusters Score: Raw -48020.922477 + Penalty 1373.393806 = -46647.528671 nChanged 97 SP:Iteration 3F (137.961787 sec): 3 clusters Score: Raw -48091.042134 + Penalty 1373.393806 = -46717.648328 nChanged 62 SP:Iteration 4Q (138.010281 sec): 3 clusters Score: Raw -48132.674166 + Penalty 1373.393806 = -46759.280361 nChanged 47 SP:Iteration 5Q (138.064317 sec): 3 clusters Score: Raw -48164.623871 + Penalty 1373.393806 = -46791.230065 nChanged 44 SP:Iteration 6Q (138.112026 sec): 3 clusters Score: Raw -48192.059197 + Penalty 1373.393806 = -46818.665392 nChanged 28 SP:Iteration 7Q (138.145573 sec): 3 clusters Score: Raw -48206.827632 + Penalty 1373.393806 = -46833.433826 nChanged 19 SP:Iteration 8Q (138.197246 sec): 3 clusters Score: Raw -48216.777429 + Penalty 1373.393806 = -46843.383623 nChanged 19 SP:Iteration 9Q (138.241078 sec): 3 clusters Score: Raw -48224.500951 + Penalty 1373.393806 = -46851.107145 nChanged 11 SP:Iteration 10Q (138.281288 sec): 3 clusters Score: Raw -48230.185757 + Penalty 1373.393806 = -46856.791951 nChanged 11 SP:Iteration 11Q (138.333150 sec): 3 clusters Score: Raw -48236.001118 + Penalty 1373.393806 = -46862.607312 nChanged 6 SP:Iteration 12Q (138.378546 sec): 3 clusters Score: Raw -48239.332209 + Penalty 1373.393806 = -46865.938403 nChanged 6 SP:Iteration 13Q (138.438142 sec): 3 clusters Score: Raw -48240.766730 + Penalty 1373.393806 = -46867.372924 nChanged 2 SP:Iteration 14Q (138.479419 sec): 3 clusters Score: Raw -48241.068777 + Penalty 1373.393806 = -46867.674971 nChanged 3 SP:Iteration 15Q (138.527847 sec): 3 clusters Score: Raw -48242.107736 + Penalty 1373.393806 = -46868.713930 nChanged 2 SP:Iteration 16Q (138.570449 sec): 3 clusters Score: Raw -48242.674525 + Penalty 1373.393806 = -46869.280719 nChanged 1 SP:Iteration 17Q (138.610575 sec): 3 clusters Score: Raw -48243.008242 + Penalty 1373.393806 = -46869.614436 nChanged 3 SP:Iteration 18Q (138.657513 sec): 3 clusters Score: Raw -48247.047270 + Penalty 1373.393806 = -46873.653464 nChanged 3 SP:Iteration 19Q (138.711403 sec): 3 clusters Score: Raw -48248.585022 + Penalty 1373.393806 = -46875.191216 nChanged 1 SP:Iteration 20F (138.756712 sec): 3 clusters Score: Raw -48248.956172 + Penalty 1373.393806 = -46875.562366 nChanged 0 Trying to split cluster 12 (2053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.778967 sec): 2 clusters Score: Raw -78154.338452 + Penalty 724.570455 = -77429.767997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.820366 sec): 3 clusters Score: Raw -77150.590653 + Penalty 1449.140909 = -75701.449744 nChanged 791 SP:Iteration 1F (138.870167 sec): 3 clusters Score: Raw -77629.606699 + Penalty 1449.140909 = -76180.465790 nChanged 164 SP:Iteration 2F (138.921718 sec): 3 clusters Score: Raw -77729.276909 + Penalty 1449.140909 = -76280.136000 nChanged 113 SP:Iteration 3F (138.967257 sec): 3 clusters Score: Raw -77792.142831 + Penalty 1449.140909 = -76343.001922 nChanged 76 SP:Iteration 4Q (139.016601 sec): 3 clusters Score: Raw -77832.247786 + Penalty 1449.140909 = -76383.106876 nChanged 55 SP:Iteration 5Q (139.069400 sec): 3 clusters Score: Raw -77863.109078 + Penalty 1449.140909 = -76413.968169 nChanged 49 SP:Iteration 6Q (139.106555 sec): 3 clusters Score: Raw -77890.877884 + Penalty 1449.140909 = -76441.736975 nChanged 44 SP:Iteration 7Q (139.151410 sec): 3 clusters Score: Raw -77917.209590 + Penalty 1449.140909 = -76468.068681 nChanged 53 SP:Iteration 8Q (139.199774 sec): 3 clusters Score: Raw -77951.848858 + Penalty 1449.140909 = -76502.707949 nChanged 41 SP:Iteration 9Q (139.249175 sec): 3 clusters Score: Raw -77972.614099 + Penalty 1449.140909 = -76523.473189 nChanged 47 SP:Iteration 10Q (139.309638 sec): 3 clusters Score: Raw -77999.836293 + Penalty 1449.140909 = -76550.695383 nChanged 42 SP:Iteration 11Q (139.357234 sec): 3 clusters Score: Raw -78025.627679 + Penalty 1449.140909 = -76576.486770 nChanged 34 SP:Iteration 12Q (139.404718 sec): 3 clusters Score: Raw -78042.655207 + Penalty 1449.140909 = -76593.514297 nChanged 30 SP:Iteration 13Q (139.434725 sec): 3 clusters Score: Raw -78057.276175 + Penalty 1449.140909 = -76608.135266 nChanged 23 SP:Iteration 14Q (139.490222 sec): 3 clusters Score: Raw -78071.332742 + Penalty 1449.140909 = -76622.191833 nChanged 23 SP:Iteration 15Q (139.525776 sec): 3 clusters Score: Raw -78089.478410 + Penalty 1449.140909 = -76640.337501 nChanged 28 SP:Iteration 16Q (139.576351 sec): 3 clusters Score: Raw -78106.705106 + Penalty 1449.140909 = -76657.564197 nChanged 20 SP:Iteration 17Q (139.622463 sec): 3 clusters Score: Raw -78119.242793 + Penalty 1449.140909 = -76670.101884 nChanged 21 SP:Iteration 18Q (139.675182 sec): 3 clusters Score: Raw -78133.137813 + Penalty 1449.140909 = -76683.996904 nChanged 19 SP:Iteration 19Q (139.713183 sec): 3 clusters Score: Raw -78148.666113 + Penalty 1449.140909 = -76699.525204 nChanged 22 SP:Iteration 20F (139.758332 sec): 3 clusters Score: Raw -78169.213247 + Penalty 1449.140909 = -76720.072337 nChanged 17 SP:Iteration 21Q (139.808171 sec): 3 clusters Score: Raw -78187.001705 + Penalty 1449.140909 = -76737.860795 nChanged 21 SP:Iteration 22Q (139.858171 sec): 3 clusters Score: Raw -78203.913072 + Penalty 1449.140909 = -76754.772163 nChanged 14 SP:Iteration 23Q (139.910694 sec): 3 clusters Score: Raw -78214.016522 + Penalty 1449.140909 = -76764.875612 nChanged 13 SP:Iteration 24Q (139.969603 sec): 3 clusters Score: Raw -78224.872250 + Penalty 1449.140909 = -76775.731341 nChanged 9 SP:Iteration 25Q (140.016038 sec): 3 clusters Score: Raw -78231.519442 + Penalty 1449.140909 = -76782.378532 nChanged 7 SP:Iteration 26Q (140.056226 sec): 3 clusters Score: Raw -78236.679164 + Penalty 1449.140909 = -76787.538255 nChanged 11 SP:Iteration 27Q (140.107711 sec): 3 clusters Score: Raw -78247.321722 + Penalty 1449.140909 = -76798.180813 nChanged 10 SP:Iteration 28Q (140.156050 sec): 3 clusters Score: Raw -78252.507323 + Penalty 1449.140909 = -76803.366414 nChanged 4 SP:Iteration 29Q (140.195949 sec): 3 clusters Score: Raw -78254.555281 + Penalty 1449.140909 = -76805.414372 nChanged 5 SP:Iteration 30Q (140.239274 sec): 3 clusters Score: Raw -78258.960309 + Penalty 1449.140909 = -76809.819400 nChanged 7 SP:Iteration 31Q (140.287946 sec): 3 clusters Score: Raw -78263.741635 + Penalty 1449.140909 = -76814.600726 nChanged 7 SP:Iteration 32Q (140.341671 sec): 3 clusters Score: Raw -78272.503248 + Penalty 1449.140909 = -76823.362339 nChanged 6 SP:Iteration 33Q (140.382940 sec): 3 clusters Score: Raw -78275.521717 + Penalty 1449.140909 = -76826.380808 nChanged 2 SP:Iteration 34Q (140.417287 sec): 3 clusters Score: Raw -78276.917174 + Penalty 1449.140909 = -76827.776265 nChanged 1 SP:Iteration 35Q (140.452455 sec): 3 clusters Score: Raw -78278.018477 + Penalty 1449.140909 = -76828.877568 nChanged 2 SP:Iteration 36Q (140.499043 sec): 3 clusters Score: Raw -78280.381326 + Penalty 1449.140909 = -76831.240416 nChanged 2 SP:Iteration 37Q (140.555299 sec): 3 clusters Score: Raw -78281.368133 + Penalty 1449.140909 = -76832.227224 nChanged 1 SP:Iteration 38Q (140.601266 sec): 3 clusters Score: Raw -78282.172138 + Penalty 1449.140909 = -76833.031228 nChanged 1 SP:Iteration 39Q (140.643527 sec): 3 clusters Score: Raw -78283.289732 + Penalty 1449.140909 = -76834.148823 nChanged 1 SP:Iteration 40F (140.682379 sec): 3 clusters Score: Raw -78284.015315 + Penalty 1449.140909 = -76834.874406 nChanged 2 SP:Iteration 41Q (140.726702 sec): 3 clusters Score: Raw -78285.559748 + Penalty 1449.140909 = -76836.418839 nChanged 3 SP:Iteration 42Q (140.773953 sec): 3 clusters Score: Raw -78287.266996 + Penalty 1449.140909 = -76838.126087 nChanged 1 SP:Iteration 43Q (140.823395 sec): 3 clusters Score: Raw -78287.738001 + Penalty 1449.140909 = -76838.597091 nChanged 2 SP:Iteration 44Q (140.870735 sec): 3 clusters Score: Raw -78289.602229 + Penalty 1449.140909 = -76840.461320 nChanged 0 SP:Iteration 45F (140.915003 sec): 3 clusters Score: Raw -78289.602229 + Penalty 1449.140909 = -76840.461320 nChanged 0 Trying to split cluster 14 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.946525 sec): 2 clusters Score: Raw -24079.916855 + Penalty 635.747956 = -23444.168899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.000158 sec): 3 clusters Score: Raw -23773.309848 + Penalty 1271.495911 = -22501.813937 nChanged 276 SP:Iteration 1F (141.024018 sec): 3 clusters Score: Raw -23994.175931 + Penalty 1271.495911 = -22722.680020 nChanged 74 SP:Iteration 2F (141.037746 sec): 3 clusters Score: Raw -24073.447260 + Penalty 1271.495911 = -22801.951349 nChanged 39 SP:Iteration 3Q (141.060002 sec): 3 clusters Score: Raw -24120.779135 + Penalty 1271.495911 = -22849.283224 nChanged 37 SP:Iteration 4Q (141.108379 sec): 3 clusters Score: Raw -24161.994015 + Penalty 1271.495911 = -22890.498104 nChanged 30 SP:Iteration 5Q (141.157824 sec): 3 clusters Score: Raw -24191.053684 + Penalty 1271.495911 = -22919.557773 nChanged 32 SP:Iteration 6Q (141.197704 sec): 3 clusters Score: Raw -24227.169697 + Penalty 1271.495911 = -22955.673786 nChanged 29 SP:Iteration 7Q (141.241233 sec): 3 clusters Score: Raw -24251.853206 + Penalty 1271.495911 = -22980.357295 nChanged 25 SP:Iteration 8Q (141.292368 sec): 3 clusters Score: Raw -24276.554132 + Penalty 1271.495911 = -23005.058221 nChanged 10 SP:Iteration 9Q (141.339045 sec): 3 clusters Score: Raw -24285.829596 + Penalty 1271.495911 = -23014.333685 nChanged 8 SP:Iteration 10Q (141.386514 sec): 3 clusters Score: Raw -24298.337446 + Penalty 1271.495911 = -23026.841535 nChanged 13 SP:Iteration 11Q (141.428642 sec): 3 clusters Score: Raw -24309.900001 + Penalty 1271.495911 = -23038.404090 nChanged 6 SP:Iteration 12Q (141.479682 sec): 3 clusters Score: Raw -24314.149833 + Penalty 1271.495911 = -23042.653922 nChanged 3 SP:Iteration 13Q (141.515324 sec): 3 clusters Score: Raw -24315.663671 + Penalty 1271.495911 = -23044.167760 nChanged 2 SP:Iteration 14Q (141.567054 sec): 3 clusters Score: Raw -24317.066088 + Penalty 1271.495911 = -23045.570176 nChanged 0 SP:Iteration 15F (141.605577 sec): 3 clusters Score: Raw -24317.066088 + Penalty 1271.495911 = -23045.570176 nChanged 0 Trying to split cluster 15 (3719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.635279 sec): 2 clusters Score: Raw -144085.563420 + Penalty 781.014959 = -143304.548461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.682553 sec): 3 clusters Score: Raw -142061.791576 + Penalty 1562.029918 = -140499.761658 nChanged 1528 SP:Iteration 1F (141.732095 sec): 3 clusters Score: Raw -142871.414578 + Penalty 1562.029918 = -141309.384660 nChanged 251 SP:Iteration 2F (141.783751 sec): 3 clusters Score: Raw -142988.088891 + Penalty 1562.029918 = -141426.058974 nChanged 206 SP:Iteration 3F (141.820943 sec): 3 clusters Score: Raw -143073.997571 + Penalty 1562.029918 = -141511.967653 nChanged 161 SP:Iteration 4Q (141.869712 sec): 3 clusters Score: Raw -143148.365422 + Penalty 1562.029918 = -141586.335504 nChanged 140 SP:Iteration 5Q (141.923493 sec): 3 clusters Score: Raw -143216.771365 + Penalty 1562.029918 = -141654.741447 nChanged 127 SP:Iteration 6Q (141.963723 sec): 3 clusters Score: Raw -143271.789755 + Penalty 1562.029918 = -141709.759837 nChanged 124 SP:Iteration 7Q (142.006913 sec): 3 clusters Score: Raw -143319.938614 + Penalty 1562.029918 = -141757.908696 nChanged 100 SP:Iteration 8Q (142.061625 sec): 3 clusters Score: Raw -143357.081257 + Penalty 1562.029918 = -141795.051339 nChanged 83 SP:Iteration 9Q (142.106516 sec): 3 clusters Score: Raw -143386.947726 + Penalty 1562.029918 = -141824.917808 nChanged 77 SP:Iteration 10Q (142.159575 sec): 3 clusters Score: Raw -143421.175464 + Penalty 1562.029918 = -141859.145546 nChanged 81 SP:Iteration 11Q (142.206901 sec): 3 clusters Score: Raw -143452.344029 + Penalty 1562.029918 = -141890.314111 nChanged 67 SP:Iteration 12Q (142.265349 sec): 3 clusters Score: Raw -143480.346982 + Penalty 1562.029918 = -141918.317064 nChanged 76 SP:Iteration 13Q (142.305725 sec): 3 clusters Score: Raw -143513.764612 + Penalty 1562.029918 = -141951.734694 nChanged 86 SP:Iteration 14Q (142.354990 sec): 3 clusters Score: Raw -143558.618279 + Penalty 1562.029918 = -141996.588361 nChanged 96 SP:Iteration 15Q (142.397241 sec): 3 clusters Score: Raw -143604.343263 + Penalty 1562.029918 = -142042.313345 nChanged 92 SP:Iteration 16Q (142.440431 sec): 3 clusters Score: Raw -143650.969195 + Penalty 1562.029918 = -142088.939277 nChanged 81 SP:Iteration 17Q (142.496361 sec): 3 clusters Score: Raw -143685.799767 + Penalty 1562.029918 = -142123.769849 nChanged 65 SP:Iteration 18Q (142.537216 sec): 3 clusters Score: Raw -143716.283724 + Penalty 1562.029918 = -142154.253806 nChanged 78 SP:Iteration 19Q (142.587130 sec): 3 clusters Score: Raw -143757.726292 + Penalty 1562.029918 = -142195.696374 nChanged 83 SP:Iteration 20F (142.638295 sec): 3 clusters Score: Raw -143795.518926 + Penalty 1562.029918 = -142233.489009 nChanged 61 SP:Iteration 21Q (142.687855 sec): 3 clusters Score: Raw -143820.098306 + Penalty 1562.029918 = -142258.068388 nChanged 44 SP:Iteration 22Q (142.729328 sec): 3 clusters Score: Raw -143830.516612 + Penalty 1562.029918 = -142268.486695 nChanged 23 SP:Iteration 23Q (142.787407 sec): 3 clusters Score: Raw -143835.651698 + Penalty 1562.029918 = -142273.621780 nChanged 15 SP:Iteration 24Q (142.829412 sec): 3 clusters Score: Raw -143838.256870 + Penalty 1562.029918 = -142276.226952 nChanged 8 SP:Iteration 25Q (142.878733 sec): 3 clusters Score: Raw -143840.434414 + Penalty 1562.029918 = -142278.404496 nChanged 13 SP:Iteration 26Q (142.920135 sec): 3 clusters Score: Raw -143843.192841 + Penalty 1562.029918 = -142281.162924 nChanged 12 SP:Iteration 27Q (142.971930 sec): 3 clusters Score: Raw -143846.268720 + Penalty 1562.029918 = -142284.238802 nChanged 14 SP:Iteration 28Q (143.027450 sec): 3 clusters Score: Raw -143849.908447 + Penalty 1562.029918 = -142287.878529 nChanged 8 SP:Iteration 29Q (143.072916 sec): 3 clusters Score: Raw -143851.358258 + Penalty 1562.029918 = -142289.328340 nChanged 6 SP:Iteration 30Q (143.126647 sec): 3 clusters Score: Raw -143852.944318 + Penalty 1562.029918 = -142290.914400 nChanged 7 SP:Iteration 31Q (143.177262 sec): 3 clusters Score: Raw -143855.290331 + Penalty 1562.029918 = -142293.260413 nChanged 12 SP:Iteration 32Q (143.224556 sec): 3 clusters Score: Raw -143858.130000 + Penalty 1562.029918 = -142296.100082 nChanged 13 SP:Iteration 33Q (143.265406 sec): 3 clusters Score: Raw -143862.392701 + Penalty 1562.029918 = -142300.362783 nChanged 13 SP:Iteration 34Q (143.312733 sec): 3 clusters Score: Raw -143865.575987 + Penalty 1562.029918 = -142303.546069 nChanged 12 SP:Iteration 35Q (143.361291 sec): 3 clusters Score: Raw -143869.454902 + Penalty 1562.029918 = -142307.424984 nChanged 12 SP:Iteration 36Q (143.411016 sec): 3 clusters Score: Raw -143872.409368 + Penalty 1562.029918 = -142310.379450 nChanged 8 SP:Iteration 37Q (143.468059 sec): 3 clusters Score: Raw -143874.705240 + Penalty 1562.029918 = -142312.675322 nChanged 12 SP:Iteration 38Q (143.507067 sec): 3 clusters Score: Raw -143877.806900 + Penalty 1562.029918 = -142315.776982 nChanged 11 SP:Iteration 39Q (143.552910 sec): 3 clusters Score: Raw -143880.595842 + Penalty 1562.029918 = -142318.565924 nChanged 10 SP:Iteration 40F (143.608998 sec): 3 clusters Score: Raw -143881.941986 + Penalty 1562.029918 = -142319.912068 nChanged 9 SP:Iteration 41Q (143.658614 sec): 3 clusters Score: Raw -143883.180616 + Penalty 1562.029918 = -142321.150698 nChanged 7 SP:Iteration 42Q (143.699558 sec): 3 clusters Score: Raw -143884.336906 + Penalty 1562.029918 = -142322.306988 nChanged 4 SP:Iteration 43Q (143.749128 sec): 3 clusters Score: Raw -143884.604426 + Penalty 1562.029918 = -142322.574509 nChanged 2 SP:Iteration 44Q (143.791357 sec): 3 clusters Score: Raw -143884.908625 + Penalty 1562.029918 = -142322.878707 nChanged 2 SP:Iteration 45Q (143.838485 sec): 3 clusters Score: Raw -143885.173987 + Penalty 1562.029918 = -142323.144070 nChanged 6 SP:Iteration 46Q (143.887019 sec): 3 clusters Score: Raw -143886.559691 + Penalty 1562.029918 = -142324.529773 nChanged 5 SP:Iteration 47Q (143.938558 sec): 3 clusters Score: Raw -143887.454265 + Penalty 1562.029918 = -142325.424347 nChanged 3 SP:Iteration 48Q (143.987924 sec): 3 clusters Score: Raw -143887.805564 + Penalty 1562.029918 = -142325.775646 nChanged 2 SP:Iteration 49Q (144.038760 sec): 3 clusters Score: Raw -143887.939900 + Penalty 1562.029918 = -142325.909982 nChanged 1 SP:Iteration 50Q (144.091510 sec): 3 clusters Score: Raw -143888.152496 + Penalty 1562.029918 = -142326.122578 nChanged 1 SP:Iteration 51Q (144.142283 sec): 3 clusters Score: Raw -143888.238595 + Penalty 1562.029918 = -142326.208678 nChanged 0 SP:Iteration 52F (144.190156 sec): 3 clusters Score: Raw -143888.238595 + Penalty 1562.029918 = -142326.208678 nChanged 0 Trying to split cluster 16 (11063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.217583 sec): 2 clusters Score: Raw -450043.380999 + Penalty 884.579341 = -449158.801658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.284544 sec): 3 clusters Score: Raw -443407.871502 + Penalty 1769.158682 = -441638.712819 nChanged 4958 SP:Iteration 1F (144.344977 sec): 3 clusters Score: Raw -446129.259844 + Penalty 1769.158682 = -444360.101162 nChanged 633 SP:Iteration 2F (144.403647 sec): 3 clusters Score: Raw -446432.356457 + Penalty 1769.158682 = -444663.197775 nChanged 596 SP:Iteration 3F (144.451975 sec): 3 clusters Score: Raw -446730.701768 + Penalty 1769.158682 = -444961.543086 nChanged 581 SP:Iteration 4F (144.509242 sec): 3 clusters Score: Raw -447095.147520 + Penalty 1769.158682 = -445325.988837 nChanged 589 SP:Iteration 5F (144.568456 sec): 3 clusters Score: Raw -447479.149884 + Penalty 1769.158682 = -445709.991201 nChanged 602 SP:Iteration 6F (144.622841 sec): 3 clusters Score: Raw -447898.068866 + Penalty 1769.158682 = -446128.910184 nChanged 558 SP:Iteration 7F (144.681542 sec): 3 clusters Score: Raw -448303.502048 + Penalty 1769.158682 = -446534.343366 nChanged 501 SP:Iteration 8Q (144.739624 sec): 3 clusters Score: Raw -448644.627909 + Penalty 1769.158682 = -446875.469226 nChanged 427 SP:Iteration 9Q (144.803103 sec): 3 clusters Score: Raw -448947.495889 + Penalty 1769.158682 = -447178.337207 nChanged 386 SP:Iteration 10Q (144.857397 sec): 3 clusters Score: Raw -449237.992271 + Penalty 1769.158682 = -447468.833588 nChanged 303 SP:Iteration 11Q (144.905920 sec): 3 clusters Score: Raw -449461.661097 + Penalty 1769.158682 = -447692.502415 nChanged 242 SP:Iteration 12Q (144.962396 sec): 3 clusters Score: Raw -449639.341178 + Penalty 1769.158682 = -447870.182495 nChanged 190 SP:Iteration 13Q (145.031486 sec): 3 clusters Score: Raw -449784.136790 + Penalty 1769.158682 = -448014.978107 nChanged 161 SP:Iteration 14Q (145.086547 sec): 3 clusters Score: Raw -449898.050626 + Penalty 1769.158682 = -448128.891943 nChanged 107 SP:Iteration 15Q (145.135544 sec): 3 clusters Score: Raw -449986.656719 + Penalty 1769.158682 = -448217.498037 nChanged 69 SP:Iteration 16Q (145.189723 sec): 3 clusters Score: Raw -450051.396673 + Penalty 1769.158682 = -448282.237991 nChanged 56 SP:Iteration 17Q (145.249765 sec): 3 clusters Score: Raw -450092.461704 + Penalty 1769.158682 = -448323.303022 nChanged 37 SP:Iteration 18Q (145.306025 sec): 3 clusters Score: Raw -450118.139896 + Penalty 1769.158682 = -448348.981213 nChanged 34 SP:Iteration 19Q (145.356760 sec): 3 clusters Score: Raw -450140.750295 + Penalty 1769.158682 = -448371.591612 nChanged 24 SP:Iteration 20F (145.417502 sec): 3 clusters Score: Raw -450155.297431 + Penalty 1769.158682 = -448386.138749 nChanged 14 SP:Iteration 21Q (145.463558 sec): 3 clusters Score: Raw -450164.593987 + Penalty 1769.158682 = -448395.435305 nChanged 9 SP:Iteration 22Q (145.517687 sec): 3 clusters Score: Raw -450171.502463 + Penalty 1769.158682 = -448402.343781 nChanged 8 SP:Iteration 23Q (145.577179 sec): 3 clusters Score: Raw -450175.787530 + Penalty 1769.158682 = -448406.628848 nChanged 4 SP:Iteration 24Q (145.630916 sec): 3 clusters Score: Raw -450178.704628 + Penalty 1769.158682 = -448409.545946 nChanged 3 SP:Iteration 25Q (145.678844 sec): 3 clusters Score: Raw -450181.487803 + Penalty 1769.158682 = -448412.329121 nChanged 4 SP:Iteration 26Q (145.732616 sec): 3 clusters Score: Raw -450183.440255 + Penalty 1769.158682 = -448414.281572 nChanged 2 SP:Iteration 27Q (145.794377 sec): 3 clusters Score: Raw -450184.398878 + Penalty 1769.158682 = -448415.240196 nChanged 3 SP:Iteration 28Q (145.845516 sec): 3 clusters Score: Raw -450185.260505 + Penalty 1769.158682 = -448416.101823 nChanged 2 SP:Iteration 29Q (145.899170 sec): 3 clusters Score: Raw -450187.136088 + Penalty 1769.158682 = -448417.977405 nChanged 2 SP:Iteration 30Q (145.958462 sec): 3 clusters Score: Raw -450188.901263 + Penalty 1769.158682 = -448419.742581 nChanged 1 SP:Iteration 31Q (146.019094 sec): 3 clusters Score: Raw -450189.093614 + Penalty 1769.158682 = -448419.934931 nChanged 2 SP:Iteration 32Q (146.064512 sec): 3 clusters Score: Raw -450190.015366 + Penalty 1769.158682 = -448420.856684 nChanged 1 SP:Iteration 33Q (146.130059 sec): 3 clusters Score: Raw -450190.260150 + Penalty 1769.158682 = -448421.101468 nChanged 0 SP:Iteration 34F (146.185549 sec): 3 clusters Score: Raw -450190.260150 + Penalty 1769.158682 = -448421.101468 nChanged 0 Trying to split cluster 18 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.197439 sec): 2 clusters Score: Raw -28162.292636 + Penalty 635.747956 = -27526.544680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.250483 sec): 3 clusters Score: Raw -27853.820583 + Penalty 1271.495911 = -26582.324672 nChanged 288 SP:Iteration 1F (146.282709 sec): 3 clusters Score: Raw -28104.691882 + Penalty 1271.495911 = -26833.195971 nChanged 69 SP:Iteration 2F (146.335152 sec): 3 clusters Score: Raw -28191.071809 + Penalty 1271.495911 = -26919.575897 nChanged 33 SP:Iteration 3Q (146.380457 sec): 3 clusters Score: Raw -28228.720192 + Penalty 1271.495911 = -26957.224281 nChanged 34 SP:Iteration 4Q (146.432108 sec): 3 clusters Score: Raw -28269.199854 + Penalty 1271.495911 = -26997.703943 nChanged 28 SP:Iteration 5Q (146.466853 sec): 3 clusters Score: Raw -28294.895421 + Penalty 1271.495911 = -27023.399510 nChanged 22 SP:Iteration 6Q (146.511317 sec): 3 clusters Score: Raw -28319.912067 + Penalty 1271.495911 = -27048.416156 nChanged 24 SP:Iteration 7Q (146.555808 sec): 3 clusters Score: Raw -28372.667078 + Penalty 1271.495911 = -27101.171167 nChanged 34 SP:Iteration 8Q (146.590637 sec): 3 clusters Score: Raw -28435.367510 + Penalty 1271.495911 = -27163.871599 nChanged 35 SP:Iteration 9Q (146.643998 sec): 3 clusters Score: Raw -28487.684594 + Penalty 1271.495911 = -27216.188683 nChanged 24 SP:Iteration 10Q (146.671793 sec): 3 clusters Score: Raw -28516.461541 + Penalty 1271.495911 = -27244.965630 nChanged 15 SP:Iteration 11Q (146.725907 sec): 3 clusters Score: Raw -28525.838252 + Penalty 1271.495911 = -27254.342341 nChanged 4 SP:Iteration 12Q (146.775728 sec): 3 clusters Score: Raw -28529.479345 + Penalty 1271.495911 = -27257.983433 nChanged 4 SP:Iteration 13Q (146.818280 sec): 3 clusters Score: Raw -28534.503700 + Penalty 1271.495911 = -27263.007789 nChanged 3 SP:Iteration 14Q (146.855926 sec): 3 clusters Score: Raw -28537.592538 + Penalty 1271.495911 = -27266.096627 nChanged 4 SP:Iteration 15Q (146.908239 sec): 3 clusters Score: Raw -28544.353659 + Penalty 1271.495911 = -27272.857748 nChanged 4 SP:Iteration 16Q (146.944611 sec): 3 clusters Score: Raw -28552.317928 + Penalty 1271.495911 = -27280.822017 nChanged 9 SP:Iteration 17Q (146.998477 sec): 3 clusters Score: Raw -28559.859785 + Penalty 1271.495911 = -27288.363873 nChanged 6 SP:Iteration 18Q (147.041798 sec): 3 clusters Score: Raw -28563.427964 + Penalty 1271.495911 = -27291.932053 nChanged 3 SP:Iteration 19Q (147.088291 sec): 3 clusters Score: Raw -28565.288175 + Penalty 1271.495911 = -27293.792264 nChanged 2 SP:Iteration 20F (147.131064 sec): 3 clusters Score: Raw -28567.027050 + Penalty 1271.495911 = -27295.531139 nChanged 1 SP:Iteration 21Q (147.182777 sec): 3 clusters Score: Raw -28567.258638 + Penalty 1271.495911 = -27295.762727 nChanged 1 SP:Iteration 22Q (147.232321 sec): 3 clusters Score: Raw -28567.735311 + Penalty 1271.495911 = -27296.239400 nChanged 1 SP:Iteration 23Q (147.271712 sec): 3 clusters Score: Raw -28568.456589 + Penalty 1271.495911 = -27296.960678 nChanged 0 SP:Iteration 24F (147.327473 sec): 3 clusters Score: Raw -28568.456589 + Penalty 1271.495911 = -27296.960678 nChanged 0 Trying to split cluster 19 (7759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.346717 sec): 2 clusters Score: Raw -309325.693261 + Penalty 850.877830 = -308474.815431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.414039 sec): 3 clusters Score: Raw -304847.422489 + Penalty 1701.755660 = -303145.666828 nChanged 3380 SP:Iteration 1F (147.459585 sec): 3 clusters Score: Raw -306689.773576 + Penalty 1701.755660 = -304988.017916 nChanged 468 SP:Iteration 2F (147.509847 sec): 3 clusters Score: Raw -306885.881345 + Penalty 1701.755660 = -305184.125685 nChanged 405 SP:Iteration 3F (147.571688 sec): 3 clusters Score: Raw -307068.636945 + Penalty 1701.755660 = -305366.881284 nChanged 379 SP:Iteration 4Q (147.619214 sec): 3 clusters Score: Raw -307247.964256 + Penalty 1701.755660 = -305546.208596 nChanged 364 SP:Iteration 5Q (147.682904 sec): 3 clusters Score: Raw -307432.514788 + Penalty 1701.755660 = -305730.759127 nChanged 339 SP:Iteration 6Q (147.729502 sec): 3 clusters Score: Raw -307629.134690 + Penalty 1701.755660 = -305927.379030 nChanged 350 SP:Iteration 7Q (147.793670 sec): 3 clusters Score: Raw -307851.768188 + Penalty 1701.755660 = -306150.012527 nChanged 363 SP:Iteration 8Q (147.838420 sec): 3 clusters Score: Raw -308078.697703 + Penalty 1701.755660 = -306376.942042 nChanged 329 SP:Iteration 9Q (147.898243 sec): 3 clusters Score: Raw -308272.435425 + Penalty 1701.755660 = -306570.679765 nChanged 282 SP:Iteration 10Q (147.950455 sec): 3 clusters Score: Raw -308426.035151 + Penalty 1701.755660 = -306724.279491 nChanged 233 SP:Iteration 11Q (148.006416 sec): 3 clusters Score: Raw -308534.340539 + Penalty 1701.755660 = -306832.584879 nChanged 176 SP:Iteration 12Q (148.071510 sec): 3 clusters Score: Raw -308604.516207 + Penalty 1701.755660 = -306902.760547 nChanged 125 SP:Iteration 13Q (148.119363 sec): 3 clusters Score: Raw -308654.323898 + Penalty 1701.755660 = -306952.568237 nChanged 118 SP:Iteration 14Q (148.168392 sec): 3 clusters Score: Raw -308704.688664 + Penalty 1701.755660 = -307002.933004 nChanged 106 SP:Iteration 15Q (148.222290 sec): 3 clusters Score: Raw -308750.549405 + Penalty 1701.755660 = -307048.793745 nChanged 96 SP:Iteration 16Q (148.273403 sec): 3 clusters Score: Raw -308787.049590 + Penalty 1701.755660 = -307085.293930 nChanged 88 SP:Iteration 17Q (148.334749 sec): 3 clusters Score: Raw -308813.025844 + Penalty 1701.755660 = -307111.270184 nChanged 75 SP:Iteration 18Q (148.384706 sec): 3 clusters Score: Raw -308830.406867 + Penalty 1701.755660 = -307128.651206 nChanged 58 SP:Iteration 19Q (148.431749 sec): 3 clusters Score: Raw -308844.020236 + Penalty 1701.755660 = -307142.264576 nChanged 59 SP:Iteration 20F (148.488713 sec): 3 clusters Score: Raw -308859.821511 + Penalty 1701.755660 = -307158.065851 nChanged 71 SP:Iteration 21Q (148.534725 sec): 3 clusters Score: Raw -308882.981774 + Penalty 1701.755660 = -307181.226113 nChanged 79 SP:Iteration 22Q (148.590742 sec): 3 clusters Score: Raw -308907.424454 + Penalty 1701.755660 = -307205.668794 nChanged 77 SP:Iteration 23Q (148.652031 sec): 3 clusters Score: Raw -308928.059866 + Penalty 1701.755660 = -307226.304206 nChanged 68 SP:Iteration 24Q (148.698113 sec): 3 clusters Score: Raw -308949.648458 + Penalty 1701.755660 = -307247.892797 nChanged 86 SP:Iteration 25Q (148.754618 sec): 3 clusters Score: Raw -308976.941699 + Penalty 1701.755660 = -307275.186038 nChanged 86 SP:Iteration 26Q (148.807689 sec): 3 clusters Score: Raw -309007.639112 + Penalty 1701.755660 = -307305.883452 nChanged 89 SP:Iteration 27Q (148.870051 sec): 3 clusters Score: Raw -309032.011957 + Penalty 1701.755660 = -307330.256297 nChanged 67 SP:Iteration 28Q (148.913877 sec): 3 clusters Score: Raw -309051.198343 + Penalty 1701.755660 = -307349.442683 nChanged 63 SP:Iteration 29Q (148.967183 sec): 3 clusters Score: Raw -309064.948348 + Penalty 1701.755660 = -307363.192688 nChanged 49 SP:Iteration 30Q (149.025516 sec): 3 clusters Score: Raw -309075.356874 + Penalty 1701.755660 = -307373.601213 nChanged 44 SP:Iteration 31Q (149.070382 sec): 3 clusters Score: Raw -309087.408065 + Penalty 1701.755660 = -307385.652405 nChanged 48 SP:Iteration 32Q (149.125250 sec): 3 clusters Score: Raw -309099.325383 + Penalty 1701.755660 = -307397.569723 nChanged 42 SP:Iteration 33Q (149.172144 sec): 3 clusters Score: Raw -309109.075813 + Penalty 1701.755660 = -307407.320152 nChanged 37 SP:Iteration 34Q (149.227216 sec): 3 clusters Score: Raw -309115.056748 + Penalty 1701.755660 = -307413.301088 nChanged 38 SP:Iteration 35Q (149.286314 sec): 3 clusters Score: Raw -309123.020101 + Penalty 1701.755660 = -307421.264440 nChanged 41 SP:Iteration 36Q (149.346901 sec): 3 clusters Score: Raw -309132.280330 + Penalty 1701.755660 = -307430.524669 nChanged 44 SP:Iteration 37Q (149.407040 sec): 3 clusters Score: Raw -309143.749228 + Penalty 1701.755660 = -307441.993568 nChanged 47 SP:Iteration 38Q (149.461911 sec): 3 clusters Score: Raw -309155.456445 + Penalty 1701.755660 = -307453.700785 nChanged 44 SP:Iteration 39Q (149.523484 sec): 3 clusters Score: Raw -309166.936952 + Penalty 1701.755660 = -307465.181291 nChanged 45 SP:Iteration 40F (149.584495 sec): 3 clusters Score: Raw -309177.476094 + Penalty 1701.755660 = -307475.720434 nChanged 46 SP:Iteration 41Q (149.632377 sec): 3 clusters Score: Raw -309188.928937 + Penalty 1701.755660 = -307487.173277 nChanged 43 SP:Iteration 42Q (149.695399 sec): 3 clusters Score: Raw -309199.148397 + Penalty 1701.755660 = -307497.392736 nChanged 37 SP:Iteration 43Q (149.744175 sec): 3 clusters Score: Raw -309205.466560 + Penalty 1701.755660 = -307503.710899 nChanged 32 SP:Iteration 44Q (149.808147 sec): 3 clusters Score: Raw -309211.002857 + Penalty 1701.755660 = -307509.247197 nChanged 35 SP:Iteration 45Q (149.858986 sec): 3 clusters Score: Raw -309218.556546 + Penalty 1701.755660 = -307516.800886 nChanged 37 SP:Iteration 46Q (149.914625 sec): 3 clusters Score: Raw -309227.812679 + Penalty 1701.755660 = -307526.057018 nChanged 36 SP:Iteration 47Q (149.958358 sec): 3 clusters Score: Raw -309238.776851 + Penalty 1701.755660 = -307537.021190 nChanged 46 SP:Iteration 48Q (150.019245 sec): 3 clusters Score: Raw -309249.906911 + Penalty 1701.755660 = -307548.151251 nChanged 32 SP:Iteration 49Q (150.063663 sec): 3 clusters Score: Raw -309256.316864 + Penalty 1701.755660 = -307554.561203 nChanged 30 SP:Iteration 50Q (150.123043 sec): 3 clusters Score: Raw -309262.711926 + Penalty 1701.755660 = -307560.956266 nChanged 23 SP:Iteration 51Q (150.184898 sec): 3 clusters Score: Raw -309266.901762 + Penalty 1701.755660 = -307565.146102 nChanged 21 SP:Iteration 52Q (150.234677 sec): 3 clusters Score: Raw -309271.335587 + Penalty 1701.755660 = -307569.579927 nChanged 27 SP:Iteration 53Q (150.288501 sec): 3 clusters Score: Raw -309276.654676 + Penalty 1701.755660 = -307574.899015 nChanged 23 SP:Iteration 54Q (150.352831 sec): 3 clusters Score: Raw -309281.708223 + Penalty 1701.755660 = -307579.952562 nChanged 23 SP:Iteration 55Q (150.408501 sec): 3 clusters Score: Raw -309286.465847 + Penalty 1701.755660 = -307584.710187 nChanged 19 SP:Iteration 56Q (150.459519 sec): 3 clusters Score: Raw -309291.204469 + Penalty 1701.755660 = -307589.448809 nChanged 22 SP:Iteration 57Q (150.520916 sec): 3 clusters Score: Raw -309295.938298 + Penalty 1701.755660 = -307594.182637 nChanged 17 SP:Iteration 58Q (150.574263 sec): 3 clusters Score: Raw -309299.064692 + Penalty 1701.755660 = -307597.309032 nChanged 16 SP:Iteration 59Q (150.626653 sec): 3 clusters Score: Raw -309302.675241 + Penalty 1701.755660 = -307600.919581 nChanged 12 SP:Iteration 60F (150.688945 sec): 3 clusters Score: Raw -309305.172410 + Penalty 1701.755660 = -307603.416750 nChanged 12 SP:Iteration 61Q (150.732142 sec): 3 clusters Score: Raw -309307.003585 + Penalty 1701.755660 = -307605.247924 nChanged 9 SP:Iteration 62Q (150.794234 sec): 3 clusters Score: Raw -309308.761975 + Penalty 1701.755660 = -307607.006315 nChanged 9 SP:Iteration 63Q (150.835127 sec): 3 clusters Score: Raw -309309.897422 + Penalty 1701.755660 = -307608.141761 nChanged 7 SP:Iteration 64Q (150.901314 sec): 3 clusters Score: Raw -309310.590417 + Penalty 1701.755660 = -307608.834757 nChanged 6 SP:Iteration 65Q (150.960672 sec): 3 clusters Score: Raw -309311.294134 + Penalty 1701.755660 = -307609.538473 nChanged 5 SP:Iteration 66Q (151.010982 sec): 3 clusters Score: Raw -309311.795374 + Penalty 1701.755660 = -307610.039713 nChanged 4 SP:Iteration 67Q (151.060837 sec): 3 clusters Score: Raw -309312.909722 + Penalty 1701.755660 = -307611.154062 nChanged 10 SP:Iteration 68Q (151.116326 sec): 3 clusters Score: Raw -309313.931328 + Penalty 1701.755660 = -307612.175668 nChanged 3 SP:Iteration 69Q (151.175311 sec): 3 clusters Score: Raw -309314.339989 + Penalty 1701.755660 = -307612.584329 nChanged 3 SP:Iteration 70Q (151.232073 sec): 3 clusters Score: Raw -309314.807067 + Penalty 1701.755660 = -307613.051406 nChanged 4 SP:Iteration 71Q (151.286916 sec): 3 clusters Score: Raw -309315.228090 + Penalty 1701.755660 = -307613.472430 nChanged 4 SP:Iteration 72Q (151.338375 sec): 3 clusters Score: Raw -309315.764075 + Penalty 1701.755660 = -307614.008415 nChanged 3 SP:Iteration 73Q (151.380507 sec): 3 clusters Score: Raw -309316.040117 + Penalty 1701.755660 = -307614.284456 nChanged 1 SP:Iteration 74Q (151.442085 sec): 3 clusters Score: Raw -309316.095097 + Penalty 1701.755660 = -307614.339437 nChanged 0 SP:Iteration 75F (151.487787 sec): 3 clusters Score: Raw -309316.095097 + Penalty 1701.755660 = -307614.339437 nChanged 0 Trying to split cluster 20 (1779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.520376 sec): 2 clusters Score: Raw -68246.782252 + Penalty 710.961635 = -67535.820617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.562970 sec): 3 clusters Score: Raw -67398.559735 + Penalty 1421.923271 = -65976.636465 nChanged 670 SP:Iteration 1F (151.608059 sec): 3 clusters Score: Raw -67777.193915 + Penalty 1421.923271 = -66355.270644 nChanged 132 SP:Iteration 2F (151.652214 sec): 3 clusters Score: Raw -67858.904534 + Penalty 1421.923271 = -66436.981264 nChanged 90 SP:Iteration 3F (151.691757 sec): 3 clusters Score: Raw -67908.155113 + Penalty 1421.923271 = -66486.231843 nChanged 66 SP:Iteration 4Q (151.749461 sec): 3 clusters Score: Raw -67941.370376 + Penalty 1421.923271 = -66519.447105 nChanged 48 SP:Iteration 5Q (151.790030 sec): 3 clusters Score: Raw -67961.890774 + Penalty 1421.923271 = -66539.967504 nChanged 35 SP:Iteration 6Q (151.844726 sec): 3 clusters Score: Raw -67977.050310 + Penalty 1421.923271 = -66555.127039 nChanged 39 SP:Iteration 7Q (151.895533 sec): 3 clusters Score: Raw -67996.331326 + Penalty 1421.923271 = -66574.408056 nChanged 35 SP:Iteration 8Q (151.942914 sec): 3 clusters Score: Raw -68022.878643 + Penalty 1421.923271 = -66600.955373 nChanged 49 SP:Iteration 9Q (151.983739 sec): 3 clusters Score: Raw -68056.770224 + Penalty 1421.923271 = -66634.846954 nChanged 51 SP:Iteration 10Q (152.027019 sec): 3 clusters Score: Raw -68097.009049 + Penalty 1421.923271 = -66675.085778 nChanged 55 SP:Iteration 11Q (152.081326 sec): 3 clusters Score: Raw -68131.091880 + Penalty 1421.923271 = -66709.168610 nChanged 44 SP:Iteration 12Q (152.122137 sec): 3 clusters Score: Raw -68155.232181 + Penalty 1421.923271 = -66733.308911 nChanged 38 SP:Iteration 13Q (152.173411 sec): 3 clusters Score: Raw -68181.877596 + Penalty 1421.923271 = -66759.954325 nChanged 41 SP:Iteration 14Q (152.218855 sec): 3 clusters Score: Raw -68207.875803 + Penalty 1421.923271 = -66785.952532 nChanged 31 SP:Iteration 15Q (152.268313 sec): 3 clusters Score: Raw -68231.632773 + Penalty 1421.923271 = -66809.709503 nChanged 34 SP:Iteration 16Q (152.325399 sec): 3 clusters Score: Raw -68262.563844 + Penalty 1421.923271 = -66840.640574 nChanged 44 SP:Iteration 17Q (152.366367 sec): 3 clusters Score: Raw -68307.873096 + Penalty 1421.923271 = -66885.949825 nChanged 50 SP:Iteration 18Q (152.417161 sec): 3 clusters Score: Raw -68341.536525 + Penalty 1421.923271 = -66919.613254 nChanged 31 SP:Iteration 19Q (152.466930 sec): 3 clusters Score: Raw -68369.947987 + Penalty 1421.923271 = -66948.024716 nChanged 35 SP:Iteration 20F (152.504564 sec): 3 clusters Score: Raw -68400.297143 + Penalty 1421.923271 = -66978.373872 nChanged 29 SP:Iteration 21Q (152.541856 sec): 3 clusters Score: Raw -68420.739499 + Penalty 1421.923271 = -66998.816228 nChanged 30 SP:Iteration 22Q (152.593501 sec): 3 clusters Score: Raw -68442.658311 + Penalty 1421.923271 = -67020.735041 nChanged 19 SP:Iteration 23Q (152.632429 sec): 3 clusters Score: Raw -68456.533906 + Penalty 1421.923271 = -67034.610635 nChanged 13 SP:Iteration 24Q (152.683941 sec): 3 clusters Score: Raw -68464.724729 + Penalty 1421.923271 = -67042.801459 nChanged 9 SP:Iteration 25Q (152.725886 sec): 3 clusters Score: Raw -68472.264340 + Penalty 1421.923271 = -67050.341069 nChanged 6 SP:Iteration 26Q (152.763083 sec): 3 clusters Score: Raw -68475.218643 + Penalty 1421.923271 = -67053.295372 nChanged 5 SP:Iteration 27Q (152.807367 sec): 3 clusters Score: Raw -68478.126942 + Penalty 1421.923271 = -67056.203671 nChanged 5 SP:Iteration 28Q (152.861071 sec): 3 clusters Score: Raw -68480.135187 + Penalty 1421.923271 = -67058.211916 nChanged 5 SP:Iteration 29Q (152.900705 sec): 3 clusters Score: Raw -68481.655704 + Penalty 1421.923271 = -67059.732433 nChanged 4 SP:Iteration 30Q (152.948255 sec): 3 clusters Score: Raw -68482.640962 + Penalty 1421.923271 = -67060.717691 nChanged 4 SP:Iteration 31Q (152.995571 sec): 3 clusters Score: Raw -68483.777032 + Penalty 1421.923271 = -67061.853761 nChanged 3 SP:Iteration 32Q (153.038455 sec): 3 clusters Score: Raw -68484.717982 + Penalty 1421.923271 = -67062.794711 nChanged 1 SP:Iteration 33Q (153.092990 sec): 3 clusters Score: Raw -68484.994657 + Penalty 1421.923271 = -67063.071386 nChanged 1 SP:Iteration 34Q (153.132103 sec): 3 clusters Score: Raw -68486.119677 + Penalty 1421.923271 = -67064.196407 nChanged 3 SP:Iteration 35Q (153.174772 sec): 3 clusters Score: Raw -68487.597629 + Penalty 1421.923271 = -67065.674358 nChanged 3 SP:Iteration 36Q (153.222538 sec): 3 clusters Score: Raw -68488.970791 + Penalty 1421.923271 = -67067.047520 nChanged 2 SP:Iteration 37Q (153.266781 sec): 3 clusters Score: Raw -68489.363873 + Penalty 1421.923271 = -67067.440602 nChanged 0 SP:Iteration 38F (153.316073 sec): 3 clusters Score: Raw -68489.363873 + Penalty 1421.923271 = -67067.440602 nChanged 0 Trying to split cluster 21 (1548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.338892 sec): 2 clusters Score: Raw -61419.704822 + Penalty 697.748310 = -60721.956512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.380215 sec): 3 clusters Score: Raw -60716.301049 + Penalty 1395.496620 = -59320.804429 nChanged 583 SP:Iteration 1F (153.425053 sec): 3 clusters Score: Raw -61065.311479 + Penalty 1395.496620 = -59669.814859 nChanged 125 SP:Iteration 2F (153.472704 sec): 3 clusters Score: Raw -61154.777991 + Penalty 1395.496620 = -59759.281371 nChanged 79 SP:Iteration 3F (153.509612 sec): 3 clusters Score: Raw -61198.326643 + Penalty 1395.496620 = -59802.830022 nChanged 51 SP:Iteration 4Q (153.554626 sec): 3 clusters Score: Raw -61221.177081 + Penalty 1395.496620 = -59825.680461 nChanged 35 SP:Iteration 5Q (153.593939 sec): 3 clusters Score: Raw -61238.730854 + Penalty 1395.496620 = -59843.234233 nChanged 28 SP:Iteration 6Q (153.647355 sec): 3 clusters Score: Raw -61251.086790 + Penalty 1395.496620 = -59855.590169 nChanged 31 SP:Iteration 7Q (153.697627 sec): 3 clusters Score: Raw -61267.381855 + Penalty 1395.496620 = -59871.885234 nChanged 28 SP:Iteration 8Q (153.736969 sec): 3 clusters Score: Raw -61285.108283 + Penalty 1395.496620 = -59889.611663 nChanged 41 SP:Iteration 9Q (153.783989 sec): 3 clusters Score: Raw -61309.786974 + Penalty 1395.496620 = -59914.290354 nChanged 41 SP:Iteration 10Q (153.825177 sec): 3 clusters Score: Raw -61332.184795 + Penalty 1395.496620 = -59936.688174 nChanged 37 SP:Iteration 11Q (153.872722 sec): 3 clusters Score: Raw -61358.663213 + Penalty 1395.496620 = -59963.166593 nChanged 32 SP:Iteration 12Q (153.910543 sec): 3 clusters Score: Raw -61378.379472 + Penalty 1395.496620 = -59982.882851 nChanged 31 SP:Iteration 13Q (153.957028 sec): 3 clusters Score: Raw -61404.755938 + Penalty 1395.496620 = -60009.259318 nChanged 37 SP:Iteration 14Q (154.006278 sec): 3 clusters Score: Raw -61432.750753 + Penalty 1395.496620 = -60037.254132 nChanged 34 SP:Iteration 15Q (154.049639 sec): 3 clusters Score: Raw -61465.476097 + Penalty 1395.496620 = -60069.979477 nChanged 35 SP:Iteration 16Q (154.098951 sec): 3 clusters Score: Raw -61511.270683 + Penalty 1395.496620 = -60115.774062 nChanged 36 SP:Iteration 17Q (154.139808 sec): 3 clusters Score: Raw -61551.997518 + Penalty 1395.496620 = -60156.500898 nChanged 31 SP:Iteration 18Q (154.184317 sec): 3 clusters Score: Raw -61586.862503 + Penalty 1395.496620 = -60191.365883 nChanged 22 SP:Iteration 19Q (154.223199 sec): 3 clusters Score: Raw -61608.008380 + Penalty 1395.496620 = -60212.511760 nChanged 25 SP:Iteration 20F (154.276344 sec): 3 clusters Score: Raw -61624.245592 + Penalty 1395.496620 = -60228.748972 nChanged 13 SP:Iteration 21Q (154.310587 sec): 3 clusters Score: Raw -61633.679034 + Penalty 1395.496620 = -60238.182413 nChanged 12 SP:Iteration 22Q (154.361792 sec): 3 clusters Score: Raw -61653.012183 + Penalty 1395.496620 = -60257.515563 nChanged 16 SP:Iteration 23Q (154.408598 sec): 3 clusters Score: Raw -61673.862267 + Penalty 1395.496620 = -60278.365647 nChanged 9 SP:Iteration 24Q (154.442673 sec): 3 clusters Score: Raw -61680.695540 + Penalty 1395.496620 = -60285.198920 nChanged 6 SP:Iteration 25Q (154.491345 sec): 3 clusters Score: Raw -61683.916127 + Penalty 1395.496620 = -60288.419507 nChanged 2 SP:Iteration 26Q (154.531474 sec): 3 clusters Score: Raw -61685.472358 + Penalty 1395.496620 = -60289.975738 nChanged 1 SP:Iteration 27Q (154.590256 sec): 3 clusters Score: Raw -61685.861786 + Penalty 1395.496620 = -60290.365165 nChanged 1 SP:Iteration 28Q (154.630940 sec): 3 clusters Score: Raw -61687.219500 + Penalty 1395.496620 = -60291.722879 nChanged 1 SP:Iteration 29Q (154.680553 sec): 3 clusters Score: Raw -61687.717089 + Penalty 1395.496620 = -60292.220469 nChanged 3 SP:Iteration 30Q (154.717826 sec): 3 clusters Score: Raw -61690.149596 + Penalty 1395.496620 = -60294.652976 nChanged 9 SP:Iteration 31Q (154.772304 sec): 3 clusters Score: Raw -61700.378758 + Penalty 1395.496620 = -60304.882138 nChanged 4 SP:Iteration 32Q (154.820655 sec): 3 clusters Score: Raw -61702.591581 + Penalty 1395.496620 = -60307.094961 nChanged 8 SP:Iteration 33Q (154.862135 sec): 3 clusters Score: Raw -61711.585781 + Penalty 1395.496620 = -60316.089160 nChanged 5 SP:Iteration 34Q (154.906403 sec): 3 clusters Score: Raw -61718.207079 + Penalty 1395.496620 = -60322.710459 nChanged 4 SP:Iteration 35Q (154.955854 sec): 3 clusters Score: Raw -61723.411604 + Penalty 1395.496620 = -60327.914984 nChanged 6 SP:Iteration 36Q (155.006735 sec): 3 clusters Score: Raw -61728.743626 + Penalty 1395.496620 = -60333.247006 nChanged 5 SP:Iteration 37Q (155.054345 sec): 3 clusters Score: Raw -61731.088645 + Penalty 1395.496620 = -60335.592024 nChanged 3 SP:Iteration 38Q (155.088164 sec): 3 clusters Score: Raw -61734.794581 + Penalty 1395.496620 = -60339.297960 nChanged 2 SP:Iteration 39Q (155.139626 sec): 3 clusters Score: Raw -61736.148865 + Penalty 1395.496620 = -60340.652244 nChanged 3 SP:Iteration 40F (155.189346 sec): 3 clusters Score: Raw -61736.651413 + Penalty 1395.496620 = -60341.154792 nChanged 1 SP:Iteration 41Q (155.235736 sec): 3 clusters Score: Raw -61737.009367 + Penalty 1395.496620 = -60341.512747 nChanged 0 SP:Iteration 42F (155.276633 sec): 3 clusters Score: Raw -61737.009367 + Penalty 1395.496620 = -60341.512747 nChanged 0 Trying to split cluster 22 (3622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (155.307194 sec): 2 clusters Score: Raw -113651.415300 + Penalty 778.504256 = -112872.911045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (155.357419 sec): 3 clusters Score: Raw -111763.766001 + Penalty 1557.008511 = -110206.757490 nChanged 1536 SP:Iteration 1F (155.397843 sec): 3 clusters Score: Raw -112795.347568 + Penalty 1557.008511 = -111238.339057 nChanged 300 SP:Iteration 2F (155.454430 sec): 3 clusters Score: Raw -112994.505900 + Penalty 1557.008511 = -111437.497389 nChanged 221 SP:Iteration 3F (155.496036 sec): 3 clusters Score: Raw -113139.419058 + Penalty 1557.008511 = -111582.410546 nChanged 161 SP:Iteration 4Q (155.543454 sec): 3 clusters Score: Raw -113246.707216 + Penalty 1557.008511 = -111689.698704 nChanged 153 SP:Iteration 5Q (155.601519 sec): 3 clusters Score: Raw -113347.236276 + Penalty 1557.008511 = -111790.227764 nChanged 137 SP:Iteration 6Q (155.643051 sec): 3 clusters Score: Raw -113445.538581 + Penalty 1557.008511 = -111888.530070 nChanged 137 SP:Iteration 7Q (155.705972 sec): 3 clusters Score: Raw -113534.730556 + Penalty 1557.008511 = -111977.722045 nChanged 117 SP:Iteration 8Q (155.752875 sec): 3 clusters Score: Raw -113606.819258 + Penalty 1557.008511 = -112049.810747 nChanged 114 SP:Iteration 9Q (155.794813 sec): 3 clusters Score: Raw -113666.890919 + Penalty 1557.008511 = -112109.882407 nChanged 83 SP:Iteration 10Q (155.835864 sec): 3 clusters Score: Raw -113710.947044 + Penalty 1557.008511 = -112153.938533 nChanged 77 SP:Iteration 11Q (155.885127 sec): 3 clusters Score: Raw -113748.519628 + Penalty 1557.008511 = -112191.511117 nChanged 60 SP:Iteration 12Q (155.941952 sec): 3 clusters Score: Raw -113774.143196 + Penalty 1557.008511 = -112217.134685 nChanged 43 SP:Iteration 13Q (155.974441 sec): 3 clusters Score: Raw -113788.467979 + Penalty 1557.008511 = -112231.459468 nChanged 31 SP:Iteration 14Q (156.027751 sec): 3 clusters Score: Raw -113795.773617 + Penalty 1557.008511 = -112238.765106 nChanged 21 SP:Iteration 15Q (156.071816 sec): 3 clusters Score: Raw -113800.771696 + Penalty 1557.008511 = -112243.763185 nChanged 16 SP:Iteration 16Q (156.109512 sec): 3 clusters Score: Raw -113805.779875 + Penalty 1557.008511 = -112248.771364 nChanged 16 SP:Iteration 17Q (156.163179 sec): 3 clusters Score: Raw -113808.903746 + Penalty 1557.008511 = -112251.895235 nChanged 9 SP:Iteration 18Q (156.204600 sec): 3 clusters Score: Raw -113811.027957 + Penalty 1557.008511 = -112254.019445 nChanged 8 SP:Iteration 19Q (156.257134 sec): 3 clusters Score: Raw -113812.242163 + Penalty 1557.008511 = -112255.233652 nChanged 3 SP:Iteration 20F (156.296469 sec): 3 clusters Score: Raw -113812.906432 + Penalty 1557.008511 = -112255.897920 nChanged 3 SP:Iteration 21Q (156.353725 sec): 3 clusters Score: Raw -113813.201714 + Penalty 1557.008511 = -112256.193203 nChanged 1 SP:Iteration 22Q (156.392461 sec): 3 clusters Score: Raw -113813.358596 + Penalty 1557.008511 = -112256.350085 nChanged 0 SP:Iteration 23F (156.441347 sec): 3 clusters Score: Raw -113813.358596 + Penalty 1557.008511 = -112256.350085 nChanged 0 Trying to split cluster 23 (9320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.481966 sec): 2 clusters Score: Raw -349474.685410 + Penalty 868.292201 = -348606.393208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.530167 sec): 3 clusters Score: Raw -343815.037850 + Penalty 1736.584402 = -342078.453448 nChanged 4260 SP:Iteration 1F (156.585721 sec): 3 clusters Score: Raw -346285.795844 + Penalty 1736.584402 = -344549.211442 nChanged 542 SP:Iteration 2F (156.646347 sec): 3 clusters Score: Raw -346498.810642 + Penalty 1736.584402 = -344762.226240 nChanged 458 SP:Iteration 3Q (156.706094 sec): 3 clusters Score: Raw -346681.977383 + Penalty 1736.584402 = -344945.392981 nChanged 428 SP:Iteration 4Q (156.754745 sec): 3 clusters Score: Raw -346858.353954 + Penalty 1736.584402 = -345121.769551 nChanged 419 SP:Iteration 5Q (156.817444 sec): 3 clusters Score: Raw -347031.697626 + Penalty 1736.584402 = -345295.113223 nChanged 400 SP:Iteration 6Q (156.874382 sec): 3 clusters Score: Raw -347221.984836 + Penalty 1736.584402 = -345485.400434 nChanged 412 SP:Iteration 7Q (156.927785 sec): 3 clusters Score: Raw -347459.640156 + Penalty 1736.584402 = -345723.055753 nChanged 449 SP:Iteration 8Q (156.978620 sec): 3 clusters Score: Raw -347761.741257 + Penalty 1736.584402 = -346025.156855 nChanged 466 SP:Iteration 9Q (157.045033 sec): 3 clusters Score: Raw -348064.120526 + Penalty 1736.584402 = -346327.536124 nChanged 419 SP:Iteration 10Q (157.097639 sec): 3 clusters Score: Raw -348306.645197 + Penalty 1736.584402 = -346570.060795 nChanged 328 SP:Iteration 11Q (157.153788 sec): 3 clusters Score: Raw -348471.398170 + Penalty 1736.584402 = -346734.813768 nChanged 276 SP:Iteration 12Q (157.201260 sec): 3 clusters Score: Raw -348582.066692 + Penalty 1736.584402 = -346845.482290 nChanged 208 SP:Iteration 13Q (157.265501 sec): 3 clusters Score: Raw -348649.126923 + Penalty 1736.584402 = -346912.542520 nChanged 160 SP:Iteration 14Q (157.308292 sec): 3 clusters Score: Raw -348684.236010 + Penalty 1736.584402 = -346947.651608 nChanged 110 SP:Iteration 15Q (157.368314 sec): 3 clusters Score: Raw -348709.843720 + Penalty 1736.584402 = -346973.259317 nChanged 83 SP:Iteration 16Q (157.428247 sec): 3 clusters Score: Raw -348726.343945 + Penalty 1736.584402 = -346989.759542 nChanged 70 SP:Iteration 17Q (157.492155 sec): 3 clusters Score: Raw -348739.072939 + Penalty 1736.584402 = -347002.488536 nChanged 66 SP:Iteration 18Q (157.547450 sec): 3 clusters Score: Raw -348751.054859 + Penalty 1736.584402 = -347014.470456 nChanged 60 SP:Iteration 19Q (157.604438 sec): 3 clusters Score: Raw -348760.266659 + Penalty 1736.584402 = -347023.682257 nChanged 54 SP:Iteration 20F (157.648626 sec): 3 clusters Score: Raw -348768.816944 + Penalty 1736.584402 = -347032.232541 nChanged 53 SP:Iteration 21Q (157.708666 sec): 3 clusters Score: Raw -348777.301714 + Penalty 1736.584402 = -347040.717311 nChanged 52 SP:Iteration 22Q (157.772642 sec): 3 clusters Score: Raw -348785.805439 + Penalty 1736.584402 = -347049.221037 nChanged 49 SP:Iteration 23Q (157.828562 sec): 3 clusters Score: Raw -348793.413310 + Penalty 1736.584402 = -347056.828907 nChanged 48 SP:Iteration 24Q (157.873419 sec): 3 clusters Score: Raw -348800.799712 + Penalty 1736.584402 = -347064.215310 nChanged 45 SP:Iteration 25Q (157.933690 sec): 3 clusters Score: Raw -348807.875631 + Penalty 1736.584402 = -347071.291228 nChanged 54 SP:Iteration 26Q (157.989405 sec): 3 clusters Score: Raw -348818.107372 + Penalty 1736.584402 = -347081.522969 nChanged 58 SP:Iteration 27Q (158.051305 sec): 3 clusters Score: Raw -348830.018858 + Penalty 1736.584402 = -347093.434455 nChanged 73 SP:Iteration 28Q (158.106663 sec): 3 clusters Score: Raw -348846.445253 + Penalty 1736.584402 = -347109.860850 nChanged 71 SP:Iteration 29Q (158.161610 sec): 3 clusters Score: Raw -348861.479085 + Penalty 1736.584402 = -347124.894683 nChanged 75 SP:Iteration 30Q (158.210476 sec): 3 clusters Score: Raw -348876.227832 + Penalty 1736.584402 = -347139.643430 nChanged 76 SP:Iteration 31Q (158.274718 sec): 3 clusters Score: Raw -348893.321295 + Penalty 1736.584402 = -347156.736892 nChanged 81 SP:Iteration 32Q (158.329845 sec): 3 clusters Score: Raw -348910.947018 + Penalty 1736.584402 = -347174.362615 nChanged 84 SP:Iteration 33Q (158.382726 sec): 3 clusters Score: Raw -348929.700481 + Penalty 1736.584402 = -347193.116078 nChanged 66 SP:Iteration 34Q (158.435268 sec): 3 clusters Score: Raw -348942.720119 + Penalty 1736.584402 = -347206.135717 nChanged 59 SP:Iteration 35Q (158.483623 sec): 3 clusters Score: Raw -348954.043849 + Penalty 1736.584402 = -347217.459447 nChanged 49 SP:Iteration 36Q (158.547223 sec): 3 clusters Score: Raw -348962.569513 + Penalty 1736.584402 = -347225.985110 nChanged 56 SP:Iteration 37Q (158.590483 sec): 3 clusters Score: Raw -348974.342861 + Penalty 1736.584402 = -347237.758459 nChanged 63 SP:Iteration 38Q (158.647532 sec): 3 clusters Score: Raw -348988.673259 + Penalty 1736.584402 = -347252.088857 nChanged 75 SP:Iteration 39Q (158.705481 sec): 3 clusters Score: Raw -349007.812619 + Penalty 1736.584402 = -347271.228216 nChanged 84 SP:Iteration 40F (158.759403 sec): 3 clusters Score: Raw -349030.627169 + Penalty 1736.584402 = -347294.042767 nChanged 92 SP:Iteration 41Q (158.816449 sec): 3 clusters Score: Raw -349055.080998 + Penalty 1736.584402 = -347318.496595 nChanged 81 SP:Iteration 42Q (158.873604 sec): 3 clusters Score: Raw -349073.019028 + Penalty 1736.584402 = -347336.434625 nChanged 66 SP:Iteration 43Q (158.934226 sec): 3 clusters Score: Raw -349086.387928 + Penalty 1736.584402 = -347349.803526 nChanged 57 SP:Iteration 44Q (158.981901 sec): 3 clusters Score: Raw -349096.103039 + Penalty 1736.584402 = -347359.518637 nChanged 40 SP:Iteration 45Q (159.045728 sec): 3 clusters Score: Raw -349104.817816 + Penalty 1736.584402 = -347368.233413 nChanged 50 SP:Iteration 46Q (159.088988 sec): 3 clusters Score: Raw -349116.176693 + Penalty 1736.584402 = -347379.592290 nChanged 53 SP:Iteration 47Q (159.153175 sec): 3 clusters Score: Raw -349127.309058 + Penalty 1736.584402 = -347390.724656 nChanged 46 SP:Iteration 48Q (159.204230 sec): 3 clusters Score: Raw -349140.893265 + Penalty 1736.584402 = -347404.308863 nChanged 55 SP:Iteration 49Q (159.251627 sec): 3 clusters Score: Raw -349159.168251 + Penalty 1736.584402 = -347422.583849 nChanged 59 SP:Iteration 50Q (159.315691 sec): 3 clusters Score: Raw -349181.256260 + Penalty 1736.584402 = -347444.671857 nChanged 66 SP:Iteration 51Q (159.358306 sec): 3 clusters Score: Raw -349204.764936 + Penalty 1736.584402 = -347468.180534 nChanged 70 SP:Iteration 52Q (159.421623 sec): 3 clusters Score: Raw -349230.355520 + Penalty 1736.584402 = -347493.771117 nChanged 70 SP:Iteration 53Q (159.471126 sec): 3 clusters Score: Raw -349256.498970 + Penalty 1736.584402 = -347519.914568 nChanged 73 SP:Iteration 54Q (159.525081 sec): 3 clusters Score: Raw -349286.504956 + Penalty 1736.584402 = -347549.920554 nChanged 68 SP:Iteration 55Q (159.580021 sec): 3 clusters Score: Raw -349313.658967 + Penalty 1736.584402 = -347577.074565 nChanged 62 SP:Iteration 56Q (159.649478 sec): 3 clusters Score: Raw -349336.971341 + Penalty 1736.584402 = -347600.386939 nChanged 73 SP:Iteration 57Q (159.705396 sec): 3 clusters Score: Raw -349364.273863 + Penalty 1736.584402 = -347627.689460 nChanged 69 SP:Iteration 58Q (159.759631 sec): 3 clusters Score: Raw -349398.678351 + Penalty 1736.584402 = -347662.093949 nChanged 70 SP:Iteration 59Q (159.802081 sec): 3 clusters Score: Raw -349425.706201 + Penalty 1736.584402 = -347689.121799 nChanged 53 SP:Iteration 60F (159.870340 sec): 3 clusters Score: Raw -349444.630576 + Penalty 1736.584402 = -347708.046174 nChanged 46 SP:Iteration 61Q (159.916670 sec): 3 clusters Score: Raw -349463.692398 + Penalty 1736.584402 = -347727.107996 nChanged 43 SP:Iteration 62Q (159.971216 sec): 3 clusters Score: Raw -349480.488105 + Penalty 1736.584402 = -347743.903703 nChanged 43 SP:Iteration 63Q (160.024956 sec): 3 clusters Score: Raw -349499.059724 + Penalty 1736.584402 = -347762.475322 nChanged 46 SP:Iteration 64Q (160.082340 sec): 3 clusters Score: Raw -349517.960663 + Penalty 1736.584402 = -347781.376260 nChanged 37 SP:Iteration 65Q (160.134037 sec): 3 clusters Score: Raw -349529.857862 + Penalty 1736.584402 = -347793.273460 nChanged 37 SP:Iteration 66Q (160.185105 sec): 3 clusters Score: Raw -349541.143433 + Penalty 1736.584402 = -347804.559031 nChanged 28 SP:Iteration 67Q (160.238919 sec): 3 clusters Score: Raw -349551.529503 + Penalty 1736.584402 = -347814.945101 nChanged 23 SP:Iteration 68Q (160.291053 sec): 3 clusters Score: Raw -349561.558315 + Penalty 1736.584402 = -347824.973913 nChanged 24 SP:Iteration 69Q (160.356493 sec): 3 clusters Score: Raw -349576.525841 + Penalty 1736.584402 = -347839.941439 nChanged 20 SP:Iteration 70Q (160.399782 sec): 3 clusters Score: Raw -349586.907659 + Penalty 1736.584402 = -347850.323256 nChanged 19 SP:Iteration 71Q (160.448395 sec): 3 clusters Score: Raw -349593.573893 + Penalty 1736.584402 = -347856.989491 nChanged 18 SP:Iteration 72Q (160.509904 sec): 3 clusters Score: Raw -349600.129278 + Penalty 1736.584402 = -347863.544876 nChanged 17 SP:Iteration 73Q (160.550951 sec): 3 clusters Score: Raw -349605.727807 + Penalty 1736.584402 = -347869.143405 nChanged 11 SP:Iteration 74Q (160.612213 sec): 3 clusters Score: Raw -349609.056269 + Penalty 1736.584402 = -347872.471867 nChanged 8 SP:Iteration 75Q (160.668938 sec): 3 clusters Score: Raw -349611.756885 + Penalty 1736.584402 = -347875.172482 nChanged 7 SP:Iteration 76Q (160.725616 sec): 3 clusters Score: Raw -349613.808829 + Penalty 1736.584402 = -347877.224426 nChanged 5 SP:Iteration 77Q (160.778500 sec): 3 clusters Score: Raw -349614.670959 + Penalty 1736.584402 = -347878.086557 nChanged 2 SP:Iteration 78Q (160.826836 sec): 3 clusters Score: Raw -349615.610206 + Penalty 1736.584402 = -347879.025804 nChanged 5 SP:Iteration 79Q (160.883250 sec): 3 clusters Score: Raw -349617.021280 + Penalty 1736.584402 = -347880.436878 nChanged 7 SP:Iteration 80F (160.936228 sec): 3 clusters Score: Raw -349619.168166 + Penalty 1736.584402 = -347882.583763 nChanged 5 SP:Iteration 81Q (160.994497 sec): 3 clusters Score: Raw -349620.139759 + Penalty 1736.584402 = -347883.555357 nChanged 3 SP:Iteration 82Q (161.045507 sec): 3 clusters Score: Raw -349621.646456 + Penalty 1736.584402 = -347885.062054 nChanged 4 SP:Iteration 83Q (161.091393 sec): 3 clusters Score: Raw -349623.900768 + Penalty 1736.584402 = -347887.316366 nChanged 7 SP:Iteration 84Q (161.143510 sec): 3 clusters Score: Raw -349626.511555 + Penalty 1736.584402 = -347889.927153 nChanged 6 SP:Iteration 85Q (161.206433 sec): 3 clusters Score: Raw -349628.147094 + Penalty 1736.584402 = -347891.562691 nChanged 3 SP:Iteration 86Q (161.261112 sec): 3 clusters Score: Raw -349628.795751 + Penalty 1736.584402 = -347892.211348 nChanged 1 SP:Iteration 87Q (161.317037 sec): 3 clusters Score: Raw -349629.319266 + Penalty 1736.584402 = -347892.734863 nChanged 0 SP:Iteration 88F (161.377200 sec): 3 clusters Score: Raw -349629.319266 + Penalty 1736.584402 = -347892.734863 nChanged 0 Trying to split cluster 24 (5537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (161.394469 sec): 2 clusters Score: Raw -194191.834076 + Penalty 818.824771 = -193373.009305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (161.454938 sec): 3 clusters Score: Raw -190991.163272 + Penalty 1637.649542 = -189353.513730 nChanged 2376 SP:Iteration 1F (161.511050 sec): 3 clusters Score: Raw -192397.885967 + Penalty 1637.649542 = -190760.236425 nChanged 367 SP:Iteration 2F (161.556990 sec): 3 clusters Score: Raw -192582.301653 + Penalty 1637.649542 = -190944.652111 nChanged 310 SP:Iteration 3F (161.597943 sec): 3 clusters Score: Raw -192709.333961 + Penalty 1637.649542 = -191071.684419 nChanged 249 SP:Iteration 4Q (161.652468 sec): 3 clusters Score: Raw -192830.693889 + Penalty 1637.649542 = -191193.044347 nChanged 253 SP:Iteration 5Q (161.697565 sec): 3 clusters Score: Raw -192961.756264 + Penalty 1637.649542 = -191324.106722 nChanged 243 SP:Iteration 6Q (161.760239 sec): 3 clusters Score: Raw -193110.133553 + Penalty 1637.649542 = -191472.484011 nChanged 236 SP:Iteration 7Q (161.813285 sec): 3 clusters Score: Raw -193262.504223 + Penalty 1637.649542 = -191624.854681 nChanged 241 SP:Iteration 8Q (161.868857 sec): 3 clusters Score: Raw -193418.836869 + Penalty 1637.649542 = -191781.187327 nChanged 249 SP:Iteration 9Q (161.926392 sec): 3 clusters Score: Raw -193570.742866 + Penalty 1637.649542 = -191933.093324 nChanged 205 SP:Iteration 10Q (161.976728 sec): 3 clusters Score: Raw -193680.845941 + Penalty 1637.649542 = -192043.196399 nChanged 160 SP:Iteration 11Q (162.027383 sec): 3 clusters Score: Raw -193755.781102 + Penalty 1637.649542 = -192118.131560 nChanged 113 SP:Iteration 12Q (162.074813 sec): 3 clusters Score: Raw -193795.399653 + Penalty 1637.649542 = -192157.750111 nChanged 90 SP:Iteration 13Q (162.135140 sec): 3 clusters Score: Raw -193825.902233 + Penalty 1637.649542 = -192188.252691 nChanged 80 SP:Iteration 14Q (162.190650 sec): 3 clusters Score: Raw -193852.861677 + Penalty 1637.649542 = -192215.212135 nChanged 73 SP:Iteration 15Q (162.239356 sec): 3 clusters Score: Raw -193873.099272 + Penalty 1637.649542 = -192235.449730 nChanged 61 SP:Iteration 16Q (162.295166 sec): 3 clusters Score: Raw -193887.984398 + Penalty 1637.649542 = -192250.334856 nChanged 49 SP:Iteration 17Q (162.352592 sec): 3 clusters Score: Raw -193899.319506 + Penalty 1637.649542 = -192261.669964 nChanged 44 SP:Iteration 18Q (162.401394 sec): 3 clusters Score: Raw -193907.881338 + Penalty 1637.649542 = -192270.231796 nChanged 35 SP:Iteration 19Q (162.449364 sec): 3 clusters Score: Raw -193916.060781 + Penalty 1637.649542 = -192278.411239 nChanged 33 SP:Iteration 20F (162.504157 sec): 3 clusters Score: Raw -193924.252772 + Penalty 1637.649542 = -192286.603229 nChanged 48 SP:Iteration 21Q (162.554354 sec): 3 clusters Score: Raw -193936.101670 + Penalty 1637.649542 = -192298.452128 nChanged 46 SP:Iteration 22Q (162.602694 sec): 3 clusters Score: Raw -193944.471430 + Penalty 1637.649542 = -192306.821888 nChanged 41 SP:Iteration 23Q (162.653746 sec): 3 clusters Score: Raw -193953.684471 + Penalty 1637.649542 = -192316.034929 nChanged 42 SP:Iteration 24Q (162.705985 sec): 3 clusters Score: Raw -193962.253138 + Penalty 1637.649542 = -192324.603596 nChanged 40 SP:Iteration 25Q (162.757185 sec): 3 clusters Score: Raw -193970.674999 + Penalty 1637.649542 = -192333.025457 nChanged 38 SP:Iteration 26Q (162.816348 sec): 3 clusters Score: Raw -193978.129348 + Penalty 1637.649542 = -192340.479805 nChanged 30 SP:Iteration 27Q (162.858016 sec): 3 clusters Score: Raw -193983.515775 + Penalty 1637.649542 = -192345.866232 nChanged 23 SP:Iteration 28Q (162.907233 sec): 3 clusters Score: Raw -193987.137377 + Penalty 1637.649542 = -192349.487835 nChanged 14 SP:Iteration 29Q (162.966546 sec): 3 clusters Score: Raw -193988.932361 + Penalty 1637.649542 = -192351.282818 nChanged 11 SP:Iteration 30Q (163.019088 sec): 3 clusters Score: Raw -193990.166217 + Penalty 1637.649542 = -192352.516675 nChanged 9 SP:Iteration 31Q (163.069829 sec): 3 clusters Score: Raw -193991.765887 + Penalty 1637.649542 = -192354.116345 nChanged 13 SP:Iteration 32Q (163.122946 sec): 3 clusters Score: Raw -193993.443513 + Penalty 1637.649542 = -192355.793971 nChanged 7 SP:Iteration 33Q (163.164512 sec): 3 clusters Score: Raw -193994.199417 + Penalty 1637.649542 = -192356.549875 nChanged 7 SP:Iteration 34Q (163.220170 sec): 3 clusters Score: Raw -193994.986557 + Penalty 1637.649542 = -192357.337015 nChanged 8 SP:Iteration 35Q (163.277263 sec): 3 clusters Score: Raw -193996.834213 + Penalty 1637.649542 = -192359.184671 nChanged 14 SP:Iteration 36Q (163.325898 sec): 3 clusters Score: Raw -193998.894057 + Penalty 1637.649542 = -192361.244514 nChanged 13 SP:Iteration 37Q (163.365899 sec): 3 clusters Score: Raw -194000.346465 + Penalty 1637.649542 = -192362.696923 nChanged 12 SP:Iteration 38Q (163.418561 sec): 3 clusters Score: Raw -194001.854302 + Penalty 1637.649542 = -192364.204760 nChanged 15 SP:Iteration 39Q (163.468880 sec): 3 clusters Score: Raw -194003.930481 + Penalty 1637.649542 = -192366.280939 nChanged 13 SP:Iteration 40F (163.521670 sec): 3 clusters Score: Raw -194005.335865 + Penalty 1637.649542 = -192367.686323 nChanged 9 SP:Iteration 41Q (163.561990 sec): 3 clusters Score: Raw -194006.239966 + Penalty 1637.649542 = -192368.590424 nChanged 12 SP:Iteration 42Q (163.618750 sec): 3 clusters Score: Raw -194008.381017 + Penalty 1637.649542 = -192370.731474 nChanged 15 SP:Iteration 43Q (163.661777 sec): 3 clusters Score: Raw -194010.017153 + Penalty 1637.649542 = -192372.367611 nChanged 12 SP:Iteration 44Q (163.713241 sec): 3 clusters Score: Raw -194011.219351 + Penalty 1637.649542 = -192373.569809 nChanged 12 SP:Iteration 45Q (163.774222 sec): 3 clusters Score: Raw -194012.258599 + Penalty 1637.649542 = -192374.609057 nChanged 9 SP:Iteration 46Q (163.831884 sec): 3 clusters Score: Raw -194012.837785 + Penalty 1637.649542 = -192375.188242 nChanged 5 SP:Iteration 47Q (163.872181 sec): 3 clusters Score: Raw -194013.185104 + Penalty 1637.649542 = -192375.535562 nChanged 0 SP:Iteration 48F (163.933195 sec): 3 clusters Score: Raw -194013.185104 + Penalty 1637.649542 = -192375.535562 nChanged 0 Trying to split cluster 25 (941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (163.949072 sec): 2 clusters Score: Raw -36761.676642 + Penalty 650.459598 = -36111.217044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.001720 sec): 3 clusters Score: Raw -36395.211037 + Penalty 1300.919197 = -35094.291840 nChanged 308 SP:Iteration 1F (164.033606 sec): 3 clusters Score: Raw -36606.705190 + Penalty 1300.919197 = -35305.785993 nChanged 70 SP:Iteration 2F (164.073392 sec): 3 clusters Score: Raw -36657.469076 + Penalty 1300.919197 = -35356.549879 nChanged 39 SP:Iteration 3Q (164.117980 sec): 3 clusters Score: Raw -36689.647489 + Penalty 1300.919197 = -35388.728292 nChanged 33 SP:Iteration 4Q (164.163184 sec): 3 clusters Score: Raw -36712.242368 + Penalty 1300.919197 = -35411.323171 nChanged 18 SP:Iteration 5Q (164.213902 sec): 3 clusters Score: Raw -36726.436308 + Penalty 1300.919197 = -35425.517111 nChanged 18 SP:Iteration 6Q (164.258259 sec): 3 clusters Score: Raw -36736.909066 + Penalty 1300.919197 = -35435.989870 nChanged 12 SP:Iteration 7Q (164.296609 sec): 3 clusters Score: Raw -36744.173846 + Penalty 1300.919197 = -35443.254650 nChanged 8 SP:Iteration 8Q (164.342417 sec): 3 clusters Score: Raw -36746.681163 + Penalty 1300.919197 = -35445.761967 nChanged 3 SP:Iteration 9Q (164.390425 sec): 3 clusters Score: Raw -36747.910667 + Penalty 1300.919197 = -35446.991470 nChanged 3 SP:Iteration 10Q (164.432322 sec): 3 clusters Score: Raw -36749.426846 + Penalty 1300.919197 = -35448.507649 nChanged 1 SP:Iteration 11Q (164.478791 sec): 3 clusters Score: Raw -36750.203905 + Penalty 1300.919197 = -35449.284709 nChanged 3 SP:Iteration 12Q (164.519813 sec): 3 clusters Score: Raw -36751.892093 + Penalty 1300.919197 = -35450.972897 nChanged 1 SP:Iteration 13Q (164.572646 sec): 3 clusters Score: Raw -36752.151972 + Penalty 1300.919197 = -35451.232776 nChanged 1 SP:Iteration 14Q (164.618403 sec): 3 clusters Score: Raw -36752.446633 + Penalty 1300.919197 = -35451.527437 nChanged 0 SP:Iteration 15F (164.648268 sec): 3 clusters Score: Raw -36752.446633 + Penalty 1300.919197 = -35451.527437 nChanged 0 Trying to split cluster 26 (1848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.674111 sec): 2 clusters Score: Raw -74814.294865 + Penalty 714.576629 = -74099.718236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.714508 sec): 3 clusters Score: Raw -73955.962527 + Penalty 1429.153258 = -72526.809270 nChanged 721 SP:Iteration 1F (164.763698 sec): 3 clusters Score: Raw -74516.725849 + Penalty 1429.153258 = -73087.572591 nChanged 170 SP:Iteration 2F (164.803181 sec): 3 clusters Score: Raw -74721.372453 + Penalty 1429.153258 = -73292.219195 nChanged 143 SP:Iteration 3F (164.858676 sec): 3 clusters Score: Raw -74889.363291 + Penalty 1429.153258 = -73460.210033 nChanged 112 SP:Iteration 4F (164.904125 sec): 3 clusters Score: Raw -75002.355850 + Penalty 1429.153258 = -73573.202592 nChanged 96 SP:Iteration 5F (164.946759 sec): 3 clusters Score: Raw -75084.858223 + Penalty 1429.153258 = -73655.704965 nChanged 71 SP:Iteration 6Q (164.981309 sec): 3 clusters Score: Raw -75149.461141 + Penalty 1429.153258 = -73720.307883 nChanged 50 SP:Iteration 7Q (165.029624 sec): 3 clusters Score: Raw -75190.874611 + Penalty 1429.153258 = -73761.721353 nChanged 34 SP:Iteration 8Q (165.073604 sec): 3 clusters Score: Raw -75213.409222 + Penalty 1429.153258 = -73784.255964 nChanged 20 SP:Iteration 9Q (165.114832 sec): 3 clusters Score: Raw -75225.253614 + Penalty 1429.153258 = -73796.100356 nChanged 15 SP:Iteration 10Q (165.171166 sec): 3 clusters Score: Raw -75234.315448 + Penalty 1429.153258 = -73805.162190 nChanged 6 SP:Iteration 11Q (165.218312 sec): 3 clusters Score: Raw -75239.431166 + Penalty 1429.153258 = -73810.277909 nChanged 5 SP:Iteration 12Q (165.256338 sec): 3 clusters Score: Raw -75242.240187 + Penalty 1429.153258 = -73813.086929 nChanged 2 SP:Iteration 13Q (165.293450 sec): 3 clusters Score: Raw -75242.790925 + Penalty 1429.153258 = -73813.637667 nChanged 4 SP:Iteration 14Q (165.331377 sec): 3 clusters Score: Raw -75243.875834 + Penalty 1429.153258 = -73814.722576 nChanged 3 SP:Iteration 15Q (165.378341 sec): 3 clusters Score: Raw -75245.998933 + Penalty 1429.153258 = -73816.845675 nChanged 3 SP:Iteration 16Q (165.426369 sec): 3 clusters Score: Raw -75246.702626 + Penalty 1429.153258 = -73817.549368 nChanged 0 SP:Iteration 17F (165.482599 sec): 3 clusters Score: Raw -75246.702626 + Penalty 1429.153258 = -73817.549368 nChanged 0 Trying to split cluster 27 (1289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.499883 sec): 2 clusters Score: Raw -52960.613476 + Penalty 680.354090 = -52280.259386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.541719 sec): 3 clusters Score: Raw -52413.917140 + Penalty 1360.708181 = -51053.208960 nChanged 441 SP:Iteration 1F (165.590252 sec): 3 clusters Score: Raw -52763.995577 + Penalty 1360.708181 = -51403.287397 nChanged 122 SP:Iteration 2F (165.631332 sec): 3 clusters Score: Raw -52918.460990 + Penalty 1360.708181 = -51557.752810 nChanged 96 SP:Iteration 3F (165.677135 sec): 3 clusters Score: Raw -53027.285053 + Penalty 1360.708181 = -51666.576873 nChanged 70 SP:Iteration 4F (165.726210 sec): 3 clusters Score: Raw -53091.559796 + Penalty 1360.708181 = -51730.851616 nChanged 53 SP:Iteration 5Q (165.768625 sec): 3 clusters Score: Raw -53143.765686 + Penalty 1360.708181 = -51783.057505 nChanged 34 SP:Iteration 6Q (165.812744 sec): 3 clusters Score: Raw -53187.380775 + Penalty 1360.708181 = -51826.672595 nChanged 34 SP:Iteration 7Q (165.859636 sec): 3 clusters Score: Raw -53214.046431 + Penalty 1360.708181 = -51853.338250 nChanged 21 SP:Iteration 8Q (165.915662 sec): 3 clusters Score: Raw -53228.254093 + Penalty 1360.708181 = -51867.545913 nChanged 15 SP:Iteration 9Q (165.956844 sec): 3 clusters Score: Raw -53238.886826 + Penalty 1360.708181 = -51878.178645 nChanged 15 SP:Iteration 10Q (166.003972 sec): 3 clusters Score: Raw -53249.676665 + Penalty 1360.708181 = -51888.968484 nChanged 8 SP:Iteration 11Q (166.038898 sec): 3 clusters Score: Raw -53255.681108 + Penalty 1360.708181 = -51894.972927 nChanged 11 SP:Iteration 12Q (166.085142 sec): 3 clusters Score: Raw -53264.163030 + Penalty 1360.708181 = -51903.454849 nChanged 6 SP:Iteration 13Q (166.138970 sec): 3 clusters Score: Raw -53270.003868 + Penalty 1360.708181 = -51909.295688 nChanged 6 SP:Iteration 14Q (166.184421 sec): 3 clusters Score: Raw -53273.572429 + Penalty 1360.708181 = -51912.864249 nChanged 5 SP:Iteration 15Q (166.219400 sec): 3 clusters Score: Raw -53275.585459 + Penalty 1360.708181 = -51914.877279 nChanged 1 SP:Iteration 16Q (166.264152 sec): 3 clusters Score: Raw -53275.938875 + Penalty 1360.708181 = -51915.230695 nChanged 0 SP:Iteration 17F (166.309176 sec): 3 clusters Score: Raw -53275.938875 + Penalty 1360.708181 = -51915.230695 nChanged 0 Iteration 59Q (167.443603 sec): 26 clusters Score: Raw -3966426.885592 + Penalty 27623.017132 = -3938803.868460 nChanged 121 Iteration 60F (169.272480 sec): 26 clusters Score: Raw -3966472.462982 + Penalty 27623.017132 = -3938849.445850 nChanged 129 Iteration 61Q (170.456814 sec): 26 clusters Score: Raw -3966509.295454 + Penalty 27623.017132 = -3938886.278323 nChanged 119 Iteration 62Q (171.622430 sec): 26 clusters Score: Raw -3966536.826899 + Penalty 27623.017132 = -3938913.809767 nChanged 97 Iteration 63Q (172.788665 sec): 26 clusters Score: Raw -3966553.083049 + Penalty 27623.017132 = -3938930.065917 nChanged 83 Iteration 64Q (173.972302 sec): 26 clusters Score: Raw -3966567.485092 + Penalty 27623.017132 = -3938944.467960 nChanged 65 Iteration 65Q (175.051590 sec): 26 clusters Score: Raw -3966579.457471 + Penalty 27623.017132 = -3938956.440339 nChanged 57 Iteration 66Q (176.170483 sec): 26 clusters Score: Raw -3966589.029216 + Penalty 27623.017132 = -3938966.012084 nChanged 45 Iteration 67Q (177.226359 sec): 26 clusters Score: Raw -3966595.934922 + Penalty 27623.017132 = -3938972.917790 nChanged 39 Iteration 68Q (178.367949 sec): 26 clusters Score: Raw -3966603.850976 + Penalty 27623.017132 = -3938980.833844 nChanged 43 Iteration 69Q (179.535384 sec): 26 clusters Score: Raw -3966609.346660 + Penalty 27623.017132 = -3938986.329528 nChanged 40 Iteration 70Q (180.679756 sec): 26 clusters Score: Raw -3966614.152508 + Penalty 27623.017132 = -3938991.135376 nChanged 22 Iteration 71Q (181.794839 sec): 26 clusters Score: Raw -3966617.005503 + Penalty 27623.017132 = -3938993.988371 nChanged 23 Iteration 72Q (182.923504 sec): 26 clusters Score: Raw -3966619.038750 + Penalty 27623.017132 = -3938996.021618 nChanged 23 Iteration 73Q (184.019668 sec): 26 clusters Score: Raw -3966621.336879 + Penalty 27623.017132 = -3938998.319747 nChanged 26 Iteration 74Q (185.098260 sec): 26 clusters Score: Raw -3966625.442144 + Penalty 27623.017132 = -3939002.425012 nChanged 18 Iteration 75Q (186.218661 sec): 26 clusters Score: Raw -3966629.138019 + Penalty 27623.017132 = -3939006.120887 nChanged 20 Iteration 76Q (187.347448 sec): 26 clusters Score: Raw -3966630.878760 + Penalty 27623.017132 = -3939007.861628 nChanged 20 Iteration 77Q (188.446814 sec): 26 clusters Score: Raw -3966632.119359 + Penalty 27623.017132 = -3939009.102227 nChanged 21 Iteration 78Q (189.535253 sec): 26 clusters Score: Raw -3966633.544702 + Penalty 27623.017132 = -3939010.527570 nChanged 18 Iteration 79Q (190.708235 sec): 26 clusters Score: Raw -3966634.537991 + Penalty 27623.017132 = -3939011.520859 nChanged 15 Iteration 80F (192.562485 sec): 26 clusters Score: Raw -3966635.403223 + Penalty 27623.017132 = -3939012.386091 nChanged 9 Iteration 81Q (193.606264 sec): 26 clusters Score: Raw -3966635.962085 + Penalty 27623.017132 = -3939012.944953 nChanged 15 Iteration 82Q (194.789225 sec): 26 clusters Score: Raw -3966636.866336 + Penalty 27623.017132 = -3939013.849204 nChanged 5 Iteration 83Q (195.862100 sec): 26 clusters Score: Raw -3966637.150055 + Penalty 27623.017132 = -3939014.132923 nChanged 3 Iteration 84Q (196.994035 sec): 26 clusters Score: Raw -3966637.344861 + Penalty 27623.017132 = -3939014.327729 nChanged 4 Iteration 85Q (198.109054 sec): 26 clusters Score: Raw -3966637.590961 + Penalty 27623.017132 = -3939014.573829 nChanged 7 Iteration 86Q (199.176402 sec): 26 clusters Score: Raw -3966637.814936 + Penalty 27623.017132 = -3939014.797804 nChanged 2 Iteration 87Q (200.246531 sec): 26 clusters Score: Raw -3966637.936994 + Penalty 27623.017132 = -3939014.919862 nChanged 1 Iteration 88Q (201.289701 sec): 26 clusters Score: Raw -3966637.970578 + Penalty 27623.017132 = -3939014.953446 nChanged 0 Iteration 89F (203.107541 sec): 26 clusters Score: Raw -3966637.970578 + Penalty 27623.017132 = -3939014.953446 nChanged 0 Compute initial score before splitting: Score: Raw -3966637.970578 + Penalty 27623.017132 = -3939014.953446 Trying to split cluster 1 (952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.139024 sec): 2 clusters Score: Raw -29224.913572 + Penalty 651.563678 = -28573.349893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.179791 sec): 3 clusters Score: Raw -28863.175358 + Penalty 1303.127357 = -27560.048002 nChanged 313 SP:Iteration 1F (203.232932 sec): 3 clusters Score: Raw -29105.666593 + Penalty 1303.127357 = -27802.539236 nChanged 86 SP:Iteration 2F (203.274798 sec): 3 clusters Score: Raw -29212.156049 + Penalty 1303.127357 = -27909.028692 nChanged 69 SP:Iteration 3F (203.318703 sec): 3 clusters Score: Raw -29331.080142 + Penalty 1303.127357 = -28027.952785 nChanged 69 SP:Iteration 4F (203.373317 sec): 3 clusters Score: Raw -29430.545345 + Penalty 1303.127357 = -28127.417988 nChanged 59 SP:Iteration 5F (203.406586 sec): 3 clusters Score: Raw -29506.564738 + Penalty 1303.127357 = -28203.437382 nChanged 47 SP:Iteration 6Q (203.458920 sec): 3 clusters Score: Raw -29556.026441 + Penalty 1303.127357 = -28252.899084 nChanged 27 SP:Iteration 7Q (203.492081 sec): 3 clusters Score: Raw -29604.557607 + Penalty 1303.127357 = -28301.430251 nChanged 31 SP:Iteration 8Q (203.542981 sec): 3 clusters Score: Raw -29658.575024 + Penalty 1303.127357 = -28355.447667 nChanged 22 SP:Iteration 9Q (203.593671 sec): 3 clusters Score: Raw -29691.928152 + Penalty 1303.127357 = -28388.800795 nChanged 12 SP:Iteration 10Q (203.630248 sec): 3 clusters Score: Raw -29706.694633 + Penalty 1303.127357 = -28403.567277 nChanged 6 SP:Iteration 11Q (203.671480 sec): 3 clusters Score: Raw -29714.453773 + Penalty 1303.127357 = -28411.326416 nChanged 6 SP:Iteration 12Q (203.723851 sec): 3 clusters Score: Raw -29722.145072 + Penalty 1303.127357 = -28419.017716 nChanged 4 SP:Iteration 13Q (203.764440 sec): 3 clusters Score: Raw -29726.034768 + Penalty 1303.127357 = -28422.907411 nChanged 4 SP:Iteration 14Q (203.821092 sec): 3 clusters Score: Raw -29729.576923 + Penalty 1303.127357 = -28426.449567 nChanged 7 SP:Iteration 15Q (203.857075 sec): 3 clusters Score: Raw -29737.629964 + Penalty 1303.127357 = -28434.502607 nChanged 3 SP:Iteration 16Q (203.907016 sec): 3 clusters Score: Raw -29739.363957 + Penalty 1303.127357 = -28436.236600 nChanged 1 SP:Iteration 17Q (203.950652 sec): 3 clusters Score: Raw -29739.725770 + Penalty 1303.127357 = -28436.598413 nChanged 0 SP:Iteration 18F (204.002719 sec): 3 clusters Score: Raw -29739.725770 + Penalty 1303.127357 = -28436.598413 nChanged 0 Trying to split cluster 2 (1253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (204.023319 sec): 2 clusters Score: Raw -48613.498021 + Penalty 677.663116 = -47935.834906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (204.064938 sec): 3 clusters Score: Raw -48063.631518 + Penalty 1355.326231 = -46708.305286 nChanged 454 SP:Iteration 1F (204.112828 sec): 3 clusters Score: Raw -48337.730073 + Penalty 1355.326231 = -46982.403841 nChanged 113 SP:Iteration 2F (204.160064 sec): 3 clusters Score: Raw -48410.896202 + Penalty 1355.326231 = -47055.569970 nChanged 76 SP:Iteration 3F (204.202266 sec): 3 clusters Score: Raw -48467.650275 + Penalty 1355.326231 = -47112.324043 nChanged 58 SP:Iteration 4Q (204.240165 sec): 3 clusters Score: Raw -48512.988358 + Penalty 1355.326231 = -47157.662126 nChanged 42 SP:Iteration 5Q (204.294192 sec): 3 clusters Score: Raw -48539.048277 + Penalty 1355.326231 = -47183.722046 nChanged 25 SP:Iteration 6Q (204.331492 sec): 3 clusters Score: Raw -48551.813133 + Penalty 1355.326231 = -47196.486902 nChanged 22 SP:Iteration 7Q (204.383246 sec): 3 clusters Score: Raw -48564.511064 + Penalty 1355.326231 = -47209.184832 nChanged 12 SP:Iteration 8Q (204.421249 sec): 3 clusters Score: Raw -48570.571824 + Penalty 1355.326231 = -47215.245593 nChanged 18 SP:Iteration 9Q (204.468753 sec): 3 clusters Score: Raw -48579.157057 + Penalty 1355.326231 = -47223.830826 nChanged 15 SP:Iteration 10Q (204.513659 sec): 3 clusters Score: Raw -48584.037949 + Penalty 1355.326231 = -47228.711718 nChanged 6 SP:Iteration 11Q (204.564802 sec): 3 clusters Score: Raw -48587.938993 + Penalty 1355.326231 = -47232.612762 nChanged 10 SP:Iteration 12Q (204.597737 sec): 3 clusters Score: Raw -48593.007364 + Penalty 1355.326231 = -47237.681132 nChanged 7 SP:Iteration 13Q (204.651092 sec): 3 clusters Score: Raw -48597.218625 + Penalty 1355.326231 = -47241.892394 nChanged 8 SP:Iteration 14Q (204.684151 sec): 3 clusters Score: Raw -48601.794150 + Penalty 1355.326231 = -47246.467919 nChanged 10 SP:Iteration 15Q (204.735382 sec): 3 clusters Score: Raw -48605.813943 + Penalty 1355.326231 = -47250.487711 nChanged 3 SP:Iteration 16Q (204.769770 sec): 3 clusters Score: Raw -48608.014808 + Penalty 1355.326231 = -47252.688577 nChanged 4 SP:Iteration 17Q (204.816996 sec): 3 clusters Score: Raw -48609.344907 + Penalty 1355.326231 = -47254.018676 nChanged 4 SP:Iteration 18Q (204.868478 sec): 3 clusters Score: Raw -48612.276171 + Penalty 1355.326231 = -47256.949939 nChanged 6 SP:Iteration 19Q (204.921720 sec): 3 clusters Score: Raw -48614.433208 + Penalty 1355.326231 = -47259.106976 nChanged 2 SP:Iteration 20F (204.966313 sec): 3 clusters Score: Raw -48615.165186 + Penalty 1355.326231 = -47259.838955 nChanged 3 SP:Iteration 21Q (205.005069 sec): 3 clusters Score: Raw -48617.917788 + Penalty 1355.326231 = -47262.591557 nChanged 6 SP:Iteration 22Q (205.056011 sec): 3 clusters Score: Raw -48621.716310 + Penalty 1355.326231 = -47266.390079 nChanged 5 SP:Iteration 23Q (205.099795 sec): 3 clusters Score: Raw -48624.682475 + Penalty 1355.326231 = -47269.356243 nChanged 8 SP:Iteration 24Q (205.140129 sec): 3 clusters Score: Raw -48628.758781 + Penalty 1355.326231 = -47273.432550 nChanged 11 SP:Iteration 25Q (205.188049 sec): 3 clusters Score: Raw -48632.588031 + Penalty 1355.326231 = -47277.261800 nChanged 5 SP:Iteration 26Q (205.239687 sec): 3 clusters Score: Raw -48634.282494 + Penalty 1355.326231 = -47278.956262 nChanged 7 SP:Iteration 27Q (205.283378 sec): 3 clusters Score: Raw -48636.977354 + Penalty 1355.326231 = -47281.651123 nChanged 5 SP:Iteration 28Q (205.318220 sec): 3 clusters Score: Raw -48638.668334 + Penalty 1355.326231 = -47283.342102 nChanged 2 SP:Iteration 29Q (205.369272 sec): 3 clusters Score: Raw -48639.130196 + Penalty 1355.326231 = -47283.803964 nChanged 2 SP:Iteration 30Q (205.411653 sec): 3 clusters Score: Raw -48639.934883 + Penalty 1355.326231 = -47284.608651 nChanged 3 SP:Iteration 31Q (205.451060 sec): 3 clusters Score: Raw -48642.688450 + Penalty 1355.326231 = -47287.362218 nChanged 6 SP:Iteration 32Q (205.500659 sec): 3 clusters Score: Raw -48644.846327 + Penalty 1355.326231 = -47289.520096 nChanged 6 SP:Iteration 33Q (205.544271 sec): 3 clusters Score: Raw -48646.635514 + Penalty 1355.326231 = -47291.309283 nChanged 3 SP:Iteration 34Q (205.585532 sec): 3 clusters Score: Raw -48647.828740 + Penalty 1355.326231 = -47292.502508 nChanged 5 SP:Iteration 35Q (205.628475 sec): 3 clusters Score: Raw -48650.962880 + Penalty 1355.326231 = -47295.636649 nChanged 9 SP:Iteration 36Q (205.676112 sec): 3 clusters Score: Raw -48656.291536 + Penalty 1355.326231 = -47300.965305 nChanged 7 SP:Iteration 37Q (205.722587 sec): 3 clusters Score: Raw -48661.459429 + Penalty 1355.326231 = -47306.133198 nChanged 7 SP:Iteration 38Q (205.775147 sec): 3 clusters Score: Raw -48667.090086 + Penalty 1355.326231 = -47311.763854 nChanged 6 SP:Iteration 39Q (205.812870 sec): 3 clusters Score: Raw -48672.124809 + Penalty 1355.326231 = -47316.798577 nChanged 9 SP:Iteration 40F (205.865345 sec): 3 clusters Score: Raw -48678.524708 + Penalty 1355.326231 = -47323.198476 nChanged 7 SP:Iteration 41Q (205.912280 sec): 3 clusters Score: Raw -48684.534606 + Penalty 1355.326231 = -47329.208375 nChanged 10 SP:Iteration 42Q (205.953214 sec): 3 clusters Score: Raw -48695.333467 + Penalty 1355.326231 = -47340.007235 nChanged 10 SP:Iteration 43Q (205.994936 sec): 3 clusters Score: Raw -48702.051485 + Penalty 1355.326231 = -47346.725253 nChanged 9 SP:Iteration 44Q (206.041362 sec): 3 clusters Score: Raw -48708.370263 + Penalty 1355.326231 = -47353.044032 nChanged 6 SP:Iteration 45Q (206.085512 sec): 3 clusters Score: Raw -48710.776970 + Penalty 1355.326231 = -47355.450738 nChanged 4 SP:Iteration 46Q (206.134027 sec): 3 clusters Score: Raw -48711.905849 + Penalty 1355.326231 = -47356.579617 nChanged 1 SP:Iteration 47Q (206.187137 sec): 3 clusters Score: Raw -48712.040090 + Penalty 1355.326231 = -47356.713859 nChanged 0 SP:Iteration 48F (206.238509 sec): 3 clusters Score: Raw -48712.040090 + Penalty 1355.326231 = -47356.713859 nChanged 0 Trying to split cluster 3 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.261593 sec): 2 clusters Score: Raw -27753.843509 + Penalty 622.893944 = -27130.949565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.300030 sec): 3 clusters Score: Raw -27516.213418 + Penalty 1245.787888 = -26270.425531 nChanged 209 SP:Iteration 1F (206.352124 sec): 3 clusters Score: Raw -27684.115814 + Penalty 1245.787888 = -26438.327926 nChanged 63 SP:Iteration 2F (206.403899 sec): 3 clusters Score: Raw -27729.276369 + Penalty 1245.787888 = -26483.488482 nChanged 23 SP:Iteration 3Q (206.433980 sec): 3 clusters Score: Raw -27752.378352 + Penalty 1245.787888 = -26506.590465 nChanged 14 SP:Iteration 4Q (206.485545 sec): 3 clusters Score: Raw -27762.178660 + Penalty 1245.787888 = -26516.390772 nChanged 4 SP:Iteration 5Q (206.531373 sec): 3 clusters Score: Raw -27764.663878 + Penalty 1245.787888 = -26518.875990 nChanged 1 SP:Iteration 6Q (206.574812 sec): 3 clusters Score: Raw -27765.280021 + Penalty 1245.787888 = -26519.492133 nChanged 0 SP:Iteration 7F (206.615442 sec): 3 clusters Score: Raw -27765.280021 + Penalty 1245.787888 = -26519.492133 nChanged 0 Trying to split cluster 4 (14528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.655477 sec): 2 clusters Score: Raw -572380.479264 + Penalty 910.464145 = -571470.015119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.717139 sec): 3 clusters Score: Raw -563549.562432 + Penalty 1820.928289 = -561728.634143 nChanged 6634 SP:Iteration 1F (206.786385 sec): 3 clusters Score: Raw -567184.793588 + Penalty 1820.928289 = -565363.865298 nChanged 856 SP:Iteration 2F (206.853093 sec): 3 clusters Score: Raw -567575.115445 + Penalty 1820.928289 = -565754.187156 nChanged 856 SP:Iteration 3F (206.914894 sec): 3 clusters Score: Raw -568046.420798 + Penalty 1820.928289 = -566225.492509 nChanged 908 SP:Iteration 4F (206.974430 sec): 3 clusters Score: Raw -568599.411178 + Penalty 1820.928289 = -566778.482889 nChanged 948 SP:Iteration 5F (207.037190 sec): 3 clusters Score: Raw -569270.725864 + Penalty 1820.928289 = -567449.797575 nChanged 945 SP:Iteration 6F (207.092239 sec): 3 clusters Score: Raw -570013.436196 + Penalty 1820.928289 = -568192.507907 nChanged 960 SP:Iteration 7F (207.166402 sec): 3 clusters Score: Raw -570710.376954 + Penalty 1820.928289 = -568889.448665 nChanged 801 SP:Iteration 8F (207.226358 sec): 3 clusters Score: Raw -571251.847652 + Penalty 1820.928289 = -569430.919363 nChanged 608 SP:Iteration 9Q (207.291010 sec): 3 clusters Score: Raw -571667.591235 + Penalty 1820.928289 = -569846.662946 nChanged 484 SP:Iteration 10Q (207.358576 sec): 3 clusters Score: Raw -572066.415573 + Penalty 1820.928289 = -570245.487284 nChanged 426 SP:Iteration 11Q (207.408168 sec): 3 clusters Score: Raw -572447.387659 + Penalty 1820.928289 = -570626.459370 nChanged 356 SP:Iteration 12Q (207.479865 sec): 3 clusters Score: Raw -572734.180950 + Penalty 1820.928289 = -570913.252661 nChanged 291 SP:Iteration 13Q (207.532945 sec): 3 clusters Score: Raw -572932.706055 + Penalty 1820.928289 = -571111.777765 nChanged 269 SP:Iteration 14Q (207.595805 sec): 3 clusters Score: Raw -573084.775689 + Penalty 1820.928289 = -571263.847399 nChanged 193 SP:Iteration 15Q (207.666887 sec): 3 clusters Score: Raw -573181.949566 + Penalty 1820.928289 = -571361.021277 nChanged 165 SP:Iteration 16Q (207.724044 sec): 3 clusters Score: Raw -573258.881254 + Penalty 1820.928289 = -571437.952965 nChanged 137 SP:Iteration 17Q (207.784711 sec): 3 clusters Score: Raw -573313.239074 + Penalty 1820.928289 = -571492.310785 nChanged 91 SP:Iteration 18Q (207.862262 sec): 3 clusters Score: Raw -573343.321966 + Penalty 1820.928289 = -571522.393677 nChanged 66 SP:Iteration 19Q (207.912846 sec): 3 clusters Score: Raw -573365.919040 + Penalty 1820.928289 = -571544.990751 nChanged 66 SP:Iteration 20F (207.981712 sec): 3 clusters Score: Raw -573385.232987 + Penalty 1820.928289 = -571564.304697 nChanged 50 SP:Iteration 21Q (208.036947 sec): 3 clusters Score: Raw -573397.129981 + Penalty 1820.928289 = -571576.201692 nChanged 39 SP:Iteration 22Q (208.103718 sec): 3 clusters Score: Raw -573407.147906 + Penalty 1820.928289 = -571586.219616 nChanged 23 SP:Iteration 23Q (208.150915 sec): 3 clusters Score: Raw -573411.514823 + Penalty 1820.928289 = -571590.586534 nChanged 22 SP:Iteration 24Q (208.208516 sec): 3 clusters Score: Raw -573415.522987 + Penalty 1820.928289 = -571594.594697 nChanged 15 SP:Iteration 25Q (208.264380 sec): 3 clusters Score: Raw -573417.837229 + Penalty 1820.928289 = -571596.908940 nChanged 10 SP:Iteration 26Q (208.337722 sec): 3 clusters Score: Raw -573419.050204 + Penalty 1820.928289 = -571598.121914 nChanged 11 SP:Iteration 27Q (208.392305 sec): 3 clusters Score: Raw -573420.393279 + Penalty 1820.928289 = -571599.464990 nChanged 4 SP:Iteration 28Q (208.460896 sec): 3 clusters Score: Raw -573421.126850 + Penalty 1820.928289 = -571600.198561 nChanged 5 SP:Iteration 29Q (208.514896 sec): 3 clusters Score: Raw -573421.663817 + Penalty 1820.928289 = -571600.735528 nChanged 4 SP:Iteration 30Q (208.571790 sec): 3 clusters Score: Raw -573421.963450 + Penalty 1820.928289 = -571601.035161 nChanged 1 SP:Iteration 31Q (208.632377 sec): 3 clusters Score: Raw -573422.015567 + Penalty 1820.928289 = -571601.087278 nChanged 1 SP:Iteration 32Q (208.687605 sec): 3 clusters Score: Raw -573422.048211 + Penalty 1820.928289 = -571601.119922 nChanged 0 SP:Iteration 33F (208.757872 sec): 3 clusters Score: Raw -573422.048211 + Penalty 1820.928289 = -571601.119922 nChanged 0 Score: Raw -3967679.539525 + Penalty 28727.937817 = -3938951.601708 Splitting cluster 4 changes total score from -3939014.953446 to -3938951.601708 So it's not getting split. Trying to split cluster 5 (14658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (210.687391 sec): 2 clusters Score: Raw -547417.379799 + Penalty 911.310446 = -546506.069353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.744226 sec): 3 clusters Score: Raw -538524.134258 + Penalty 1822.620893 = -536701.513365 nChanged 6686 SP:Iteration 1F (210.807898 sec): 3 clusters Score: Raw -542116.422878 + Penalty 1822.620893 = -540293.801985 nChanged 721 SP:Iteration 2Q (210.868939 sec): 3 clusters Score: Raw -542383.523235 + Penalty 1822.620893 = -540560.902343 nChanged 707 SP:Iteration 3Q (210.939161 sec): 3 clusters Score: Raw -542695.083019 + Penalty 1822.620893 = -540872.462127 nChanged 747 SP:Iteration 4F (210.991126 sec): 3 clusters Score: Raw -543092.979299 + Penalty 1822.620893 = -541270.358406 nChanged 800 SP:Iteration 5F (211.066022 sec): 3 clusters Score: Raw -543577.967579 + Penalty 1822.620893 = -541755.346686 nChanged 838 SP:Iteration 6F (211.122941 sec): 3 clusters Score: Raw -544147.813659 + Penalty 1822.620893 = -542325.192766 nChanged 833 SP:Iteration 7F (211.174158 sec): 3 clusters Score: Raw -544761.729710 + Penalty 1822.620893 = -542939.108817 nChanged 760 SP:Iteration 8F (211.244045 sec): 3 clusters Score: Raw -545328.302890 + Penalty 1822.620893 = -543505.681998 nChanged 621 SP:Iteration 9Q (211.309505 sec): 3 clusters Score: Raw -545763.586781 + Penalty 1822.620893 = -543940.965888 nChanged 457 SP:Iteration 10Q (211.371758 sec): 3 clusters Score: Raw -546032.129784 + Penalty 1822.620893 = -544209.508892 nChanged 321 SP:Iteration 11Q (211.435637 sec): 3 clusters Score: Raw -546214.984408 + Penalty 1822.620893 = -544392.363515 nChanged 268 SP:Iteration 12Q (211.495202 sec): 3 clusters Score: Raw -546383.672491 + Penalty 1822.620893 = -544561.051598 nChanged 242 SP:Iteration 13Q (211.549388 sec): 3 clusters Score: Raw -546538.739557 + Penalty 1822.620893 = -544716.118664 nChanged 213 SP:Iteration 14Q (211.620411 sec): 3 clusters Score: Raw -546682.949828 + Penalty 1822.620893 = -544860.328936 nChanged 221 SP:Iteration 15Q (211.673023 sec): 3 clusters Score: Raw -546828.339623 + Penalty 1822.620893 = -545005.718730 nChanged 198 SP:Iteration 16Q (211.735904 sec): 3 clusters Score: Raw -546956.285193 + Penalty 1822.620893 = -545133.664300 nChanged 203 SP:Iteration 17Q (211.792820 sec): 3 clusters Score: Raw -547091.127566 + Penalty 1822.620893 = -545268.506673 nChanged 170 SP:Iteration 18Q (211.858679 sec): 3 clusters Score: Raw -547191.238043 + Penalty 1822.620893 = -545368.617150 nChanged 156 SP:Iteration 19Q (211.917820 sec): 3 clusters Score: Raw -547276.190109 + Penalty 1822.620893 = -545453.569216 nChanged 145 SP:Iteration 20F (211.970940 sec): 3 clusters Score: Raw -547339.686270 + Penalty 1822.620893 = -545517.065377 nChanged 112 SP:Iteration 21Q (212.036055 sec): 3 clusters Score: Raw -547393.359072 + Penalty 1822.620893 = -545570.738179 nChanged 95 SP:Iteration 22Q (212.101425 sec): 3 clusters Score: Raw -547429.441599 + Penalty 1822.620893 = -545606.820706 nChanged 83 SP:Iteration 23Q (212.156927 sec): 3 clusters Score: Raw -547455.909339 + Penalty 1822.620893 = -545633.288446 nChanged 69 SP:Iteration 24Q (212.214072 sec): 3 clusters Score: Raw -547479.488913 + Penalty 1822.620893 = -545656.868020 nChanged 61 SP:Iteration 25Q (212.266353 sec): 3 clusters Score: Raw -547498.356088 + Penalty 1822.620893 = -545675.735195 nChanged 65 SP:Iteration 26Q (212.328384 sec): 3 clusters Score: Raw -547520.154300 + Penalty 1822.620893 = -545697.533407 nChanged 57 SP:Iteration 27Q (212.386101 sec): 3 clusters Score: Raw -547537.905309 + Penalty 1822.620893 = -545715.284416 nChanged 46 SP:Iteration 28Q (212.442708 sec): 3 clusters Score: Raw -547550.778205 + Penalty 1822.620893 = -545728.157312 nChanged 47 SP:Iteration 29Q (212.506208 sec): 3 clusters Score: Raw -547564.166723 + Penalty 1822.620893 = -545741.545830 nChanged 38 SP:Iteration 30Q (212.577301 sec): 3 clusters Score: Raw -547574.427766 + Penalty 1822.620893 = -545751.806873 nChanged 32 SP:Iteration 31Q (212.640116 sec): 3 clusters Score: Raw -547586.286986 + Penalty 1822.620893 = -545763.666093 nChanged 33 SP:Iteration 32Q (212.686026 sec): 3 clusters Score: Raw -547595.888811 + Penalty 1822.620893 = -545773.267918 nChanged 29 SP:Iteration 33Q (212.753907 sec): 3 clusters Score: Raw -547602.927020 + Penalty 1822.620893 = -545780.306128 nChanged 26 SP:Iteration 34Q (212.816635 sec): 3 clusters Score: Raw -547608.507612 + Penalty 1822.620893 = -545785.886719 nChanged 19 SP:Iteration 35Q (212.876432 sec): 3 clusters Score: Raw -547612.135946 + Penalty 1822.620893 = -545789.515053 nChanged 15 SP:Iteration 36Q (212.931067 sec): 3 clusters Score: Raw -547614.931479 + Penalty 1822.620893 = -545792.310586 nChanged 6 SP:Iteration 37Q (213.000347 sec): 3 clusters Score: Raw -547616.228509 + Penalty 1822.620893 = -545793.607617 nChanged 7 SP:Iteration 38Q (213.054262 sec): 3 clusters Score: Raw -547616.984236 + Penalty 1822.620893 = -545794.363344 nChanged 2 SP:Iteration 39Q (213.112851 sec): 3 clusters Score: Raw -547617.206406 + Penalty 1822.620893 = -545794.585513 nChanged 1 SP:Iteration 40F (213.185455 sec): 3 clusters Score: Raw -547617.687971 + Penalty 1822.620893 = -545795.067079 nChanged 5 SP:Iteration 41Q (213.244059 sec): 3 clusters Score: Raw -547618.455624 + Penalty 1822.620893 = -545795.834731 nChanged 4 SP:Iteration 42Q (213.296492 sec): 3 clusters Score: Raw -547619.173008 + Penalty 1822.620893 = -545796.552115 nChanged 5 SP:Iteration 43Q (213.355260 sec): 3 clusters Score: Raw -547620.047224 + Penalty 1822.620893 = -545797.426331 nChanged 4 SP:Iteration 44Q (213.417366 sec): 3 clusters Score: Raw -547620.654066 + Penalty 1822.620893 = -545798.033173 nChanged 6 SP:Iteration 45Q (213.481158 sec): 3 clusters Score: Raw -547621.381038 + Penalty 1822.620893 = -545798.760145 nChanged 2 SP:Iteration 46Q (213.539336 sec): 3 clusters Score: Raw -547621.728525 + Penalty 1822.620893 = -545799.107632 nChanged 2 SP:Iteration 47Q (213.596115 sec): 3 clusters Score: Raw -547621.914362 + Penalty 1822.620893 = -545799.293470 nChanged 2 SP:Iteration 48Q (213.655366 sec): 3 clusters Score: Raw -547622.229174 + Penalty 1822.620893 = -545799.608282 nChanged 1 SP:Iteration 49Q (213.715495 sec): 3 clusters Score: Raw -547622.308451 + Penalty 1822.620893 = -545799.687558 nChanged 1 SP:Iteration 50Q (213.770078 sec): 3 clusters Score: Raw -547622.363861 + Penalty 1822.620893 = -545799.742968 nChanged 0 SP:Iteration 51F (213.845057 sec): 3 clusters Score: Raw -547622.363861 + Penalty 1822.620893 = -545799.742968 nChanged 0 Trying to split cluster 6 (1270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.859821 sec): 2 clusters Score: Raw -41491.427826 + Penalty 678.943357 = -40812.484469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.900475 sec): 3 clusters Score: Raw -40937.228605 + Penalty 1357.886714 = -39579.341891 nChanged 473 SP:Iteration 1F (213.944051 sec): 3 clusters Score: Raw -41260.608252 + Penalty 1357.886714 = -39902.721538 nChanged 116 SP:Iteration 2F (213.997392 sec): 3 clusters Score: Raw -41354.685995 + Penalty 1357.886714 = -39996.799281 nChanged 79 SP:Iteration 3F (214.033841 sec): 3 clusters Score: Raw -41423.049899 + Penalty 1357.886714 = -40065.163185 nChanged 47 SP:Iteration 4Q (214.079313 sec): 3 clusters Score: Raw -41465.985283 + Penalty 1357.886714 = -40108.098569 nChanged 43 SP:Iteration 5Q (214.133643 sec): 3 clusters Score: Raw -41498.937336 + Penalty 1357.886714 = -40141.050622 nChanged 39 SP:Iteration 6Q (214.171008 sec): 3 clusters Score: Raw -41530.061858 + Penalty 1357.886714 = -40172.175144 nChanged 37 SP:Iteration 7Q (214.218975 sec): 3 clusters Score: Raw -41552.409457 + Penalty 1357.886714 = -40194.522743 nChanged 26 SP:Iteration 8Q (214.267736 sec): 3 clusters Score: Raw -41564.844242 + Penalty 1357.886714 = -40206.957528 nChanged 19 SP:Iteration 9Q (214.309220 sec): 3 clusters Score: Raw -41573.844013 + Penalty 1357.886714 = -40215.957299 nChanged 11 SP:Iteration 10Q (214.350055 sec): 3 clusters Score: Raw -41582.490761 + Penalty 1357.886714 = -40224.604047 nChanged 19 SP:Iteration 11Q (214.398702 sec): 3 clusters Score: Raw -41595.191272 + Penalty 1357.886714 = -40237.304558 nChanged 22 SP:Iteration 12Q (214.437692 sec): 3 clusters Score: Raw -41604.741282 + Penalty 1357.886714 = -40246.854568 nChanged 16 SP:Iteration 13Q (214.491234 sec): 3 clusters Score: Raw -41611.425880 + Penalty 1357.886714 = -40253.539166 nChanged 13 SP:Iteration 14Q (214.529680 sec): 3 clusters Score: Raw -41616.449613 + Penalty 1357.886714 = -40258.562899 nChanged 16 SP:Iteration 15Q (214.575775 sec): 3 clusters Score: Raw -41623.279745 + Penalty 1357.886714 = -40265.393031 nChanged 14 SP:Iteration 16Q (214.620086 sec): 3 clusters Score: Raw -41629.752169 + Penalty 1357.886714 = -40271.865455 nChanged 8 SP:Iteration 17Q (214.661420 sec): 3 clusters Score: Raw -41633.007069 + Penalty 1357.886714 = -40275.120355 nChanged 10 SP:Iteration 18Q (214.715705 sec): 3 clusters Score: Raw -41640.171134 + Penalty 1357.886714 = -40282.284420 nChanged 14 SP:Iteration 19Q (214.749309 sec): 3 clusters Score: Raw -41648.405901 + Penalty 1357.886714 = -40290.519187 nChanged 14 SP:Iteration 20F (214.798256 sec): 3 clusters Score: Raw -41655.253972 + Penalty 1357.886714 = -40297.367258 nChanged 11 SP:Iteration 21Q (214.840405 sec): 3 clusters Score: Raw -41661.389672 + Penalty 1357.886714 = -40303.502958 nChanged 12 SP:Iteration 22Q (214.896304 sec): 3 clusters Score: Raw -41666.545364 + Penalty 1357.886714 = -40308.658650 nChanged 13 SP:Iteration 23Q (214.941183 sec): 3 clusters Score: Raw -41675.759904 + Penalty 1357.886714 = -40317.873190 nChanged 13 SP:Iteration 24Q (214.988698 sec): 3 clusters Score: Raw -41685.890386 + Penalty 1357.886714 = -40328.003672 nChanged 11 SP:Iteration 25Q (215.021760 sec): 3 clusters Score: Raw -41695.345804 + Penalty 1357.886714 = -40337.459090 nChanged 10 SP:Iteration 26Q (215.078388 sec): 3 clusters Score: Raw -41702.013361 + Penalty 1357.886714 = -40344.126647 nChanged 10 SP:Iteration 27Q (215.113274 sec): 3 clusters Score: Raw -41706.478493 + Penalty 1357.886714 = -40348.591778 nChanged 5 SP:Iteration 28Q (215.159447 sec): 3 clusters Score: Raw -41709.142677 + Penalty 1357.886714 = -40351.255962 nChanged 8 SP:Iteration 29Q (215.202683 sec): 3 clusters Score: Raw -41714.396926 + Penalty 1357.886714 = -40356.510212 nChanged 7 SP:Iteration 30Q (215.252624 sec): 3 clusters Score: Raw -41723.480165 + Penalty 1357.886714 = -40365.593451 nChanged 9 SP:Iteration 31Q (215.300156 sec): 3 clusters Score: Raw -41732.661857 + Penalty 1357.886714 = -40374.775143 nChanged 11 SP:Iteration 32Q (215.345904 sec): 3 clusters Score: Raw -41738.087480 + Penalty 1357.886714 = -40380.200766 nChanged 5 SP:Iteration 33Q (215.390361 sec): 3 clusters Score: Raw -41739.807808 + Penalty 1357.886714 = -40381.921094 nChanged 2 SP:Iteration 34Q (215.434176 sec): 3 clusters Score: Raw -41740.683245 + Penalty 1357.886714 = -40382.796531 nChanged 2 SP:Iteration 35Q (215.475901 sec): 3 clusters Score: Raw -41742.519374 + Penalty 1357.886714 = -40384.632659 nChanged 2 SP:Iteration 36Q (215.519194 sec): 3 clusters Score: Raw -41743.016727 + Penalty 1357.886714 = -40385.130012 nChanged 0 SP:Iteration 37F (215.564706 sec): 3 clusters Score: Raw -41743.016727 + Penalty 1357.886714 = -40385.130012 nChanged 0 Trying to split cluster 7 (15446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (215.610806 sec): 2 clusters Score: Raw -602546.892863 + Penalty 916.285008 = -601630.607855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (215.666654 sec): 3 clusters Score: Raw -593080.866613 + Penalty 1832.570016 = -591248.296597 nChanged 7028 SP:Iteration 1F (215.732992 sec): 3 clusters Score: Raw -596873.764439 + Penalty 1832.570016 = -595041.194423 nChanged 733 SP:Iteration 2Q (215.809227 sec): 3 clusters Score: Raw -597145.031488 + Penalty 1832.570016 = -595312.461472 nChanged 745 SP:Iteration 3Q (215.864429 sec): 3 clusters Score: Raw -597428.877514 + Penalty 1832.570016 = -595596.307498 nChanged 740 SP:Iteration 4Q (215.925358 sec): 3 clusters Score: Raw -597762.568705 + Penalty 1832.570016 = -595929.998689 nChanged 800 SP:Iteration 5F (215.987532 sec): 3 clusters Score: Raw -598175.039082 + Penalty 1832.570016 = -596342.469066 nChanged 856 SP:Iteration 6F (216.054775 sec): 3 clusters Score: Raw -598663.488560 + Penalty 1832.570016 = -596830.918544 nChanged 909 SP:Iteration 7F (216.108300 sec): 3 clusters Score: Raw -599255.000755 + Penalty 1832.570016 = -597422.430739 nChanged 924 SP:Iteration 8F (216.182970 sec): 3 clusters Score: Raw -599937.953761 + Penalty 1832.570016 = -598105.383745 nChanged 871 SP:Iteration 9F (216.242541 sec): 3 clusters Score: Raw -600635.552900 + Penalty 1832.570016 = -598802.982884 nChanged 731 SP:Iteration 10Q (216.298670 sec): 3 clusters Score: Raw -601252.933317 + Penalty 1832.570016 = -599420.363301 nChanged 529 SP:Iteration 11Q (216.358753 sec): 3 clusters Score: Raw -601706.968725 + Penalty 1832.570016 = -599874.398708 nChanged 387 SP:Iteration 12Q (216.431257 sec): 3 clusters Score: Raw -602026.249716 + Penalty 1832.570016 = -600193.679700 nChanged 271 SP:Iteration 13Q (216.496535 sec): 3 clusters Score: Raw -602241.077840 + Penalty 1832.570016 = -600408.507824 nChanged 187 SP:Iteration 14Q (216.547224 sec): 3 clusters Score: Raw -602383.229082 + Penalty 1832.570016 = -600550.659066 nChanged 123 SP:Iteration 15Q (216.608373 sec): 3 clusters Score: Raw -602471.320597 + Penalty 1832.570016 = -600638.750581 nChanged 89 SP:Iteration 16Q (216.677169 sec): 3 clusters Score: Raw -602537.365752 + Penalty 1832.570016 = -600704.795736 nChanged 61 SP:Iteration 17Q (216.734774 sec): 3 clusters Score: Raw -602587.163051 + Penalty 1832.570016 = -600754.593035 nChanged 44 SP:Iteration 18Q (216.800689 sec): 3 clusters Score: Raw -602621.031316 + Penalty 1832.570016 = -600788.461299 nChanged 34 SP:Iteration 19Q (216.853719 sec): 3 clusters Score: Raw -602649.628356 + Penalty 1832.570016 = -600817.058339 nChanged 30 SP:Iteration 20F (216.915328 sec): 3 clusters Score: Raw -602678.905075 + Penalty 1832.570016 = -600846.335059 nChanged 27 SP:Iteration 21Q (216.968995 sec): 3 clusters Score: Raw -602703.032895 + Penalty 1832.570016 = -600870.462879 nChanged 17 SP:Iteration 22Q (217.027054 sec): 3 clusters Score: Raw -602717.962271 + Penalty 1832.570016 = -600885.392254 nChanged 10 SP:Iteration 23Q (217.097208 sec): 3 clusters Score: Raw -602722.112529 + Penalty 1832.570016 = -600889.542513 nChanged 2 SP:Iteration 24Q (217.155274 sec): 3 clusters Score: Raw -602723.631442 + Penalty 1832.570016 = -600891.061426 nChanged 3 SP:Iteration 25Q (217.201219 sec): 3 clusters Score: Raw -602725.906370 + Penalty 1832.570016 = -600893.336353 nChanged 2 SP:Iteration 26Q (217.272394 sec): 3 clusters Score: Raw -602728.511619 + Penalty 1832.570016 = -600895.941603 nChanged 5 SP:Iteration 27Q (217.318883 sec): 3 clusters Score: Raw -602731.219562 + Penalty 1832.570016 = -600898.649546 nChanged 0 SP:Iteration 28F (217.385231 sec): 3 clusters Score: Raw -602731.219562 + Penalty 1832.570016 = -600898.649546 nChanged 0 Trying to split cluster 8 (3974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.405670 sec): 2 clusters Score: Raw -159132.133028 + Penalty 787.315200 = -158344.817828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.461434 sec): 3 clusters Score: Raw -156978.541996 + Penalty 1574.630400 = -155403.911596 nChanged 1672 SP:Iteration 1F (217.504611 sec): 3 clusters Score: Raw -157843.217922 + Penalty 1574.630400 = -156268.587521 nChanged 274 SP:Iteration 2F (217.554779 sec): 3 clusters Score: Raw -157992.350099 + Penalty 1574.630400 = -156417.719699 nChanged 227 SP:Iteration 3F (217.604996 sec): 3 clusters Score: Raw -158104.609579 + Penalty 1574.630400 = -156529.979178 nChanged 184 SP:Iteration 4Q (217.657219 sec): 3 clusters Score: Raw -158191.135429 + Penalty 1574.630400 = -156616.505028 nChanged 153 SP:Iteration 5Q (217.702178 sec): 3 clusters Score: Raw -158256.077101 + Penalty 1574.630400 = -156681.446701 nChanged 133 SP:Iteration 6Q (217.756524 sec): 3 clusters Score: Raw -158320.689668 + Penalty 1574.630400 = -156746.059267 nChanged 138 SP:Iteration 7Q (217.800481 sec): 3 clusters Score: Raw -158381.803202 + Penalty 1574.630400 = -156807.172802 nChanged 139 SP:Iteration 8Q (217.848702 sec): 3 clusters Score: Raw -158457.616181 + Penalty 1574.630400 = -156882.985780 nChanged 133 SP:Iteration 9Q (217.908226 sec): 3 clusters Score: Raw -158527.065439 + Penalty 1574.630400 = -156952.435038 nChanged 131 SP:Iteration 10Q (217.956510 sec): 3 clusters Score: Raw -158614.269017 + Penalty 1574.630400 = -157039.638616 nChanged 145 SP:Iteration 11Q (218.006244 sec): 3 clusters Score: Raw -158696.769851 + Penalty 1574.630400 = -157122.139451 nChanged 117 SP:Iteration 12Q (218.053584 sec): 3 clusters Score: Raw -158753.785679 + Penalty 1574.630400 = -157179.155279 nChanged 93 SP:Iteration 13Q (218.098976 sec): 3 clusters Score: Raw -158797.248852 + Penalty 1574.630400 = -157222.618451 nChanged 78 SP:Iteration 14Q (218.149580 sec): 3 clusters Score: Raw -158825.130677 + Penalty 1574.630400 = -157250.500277 nChanged 52 SP:Iteration 15Q (218.198150 sec): 3 clusters Score: Raw -158841.494146 + Penalty 1574.630400 = -157266.863746 nChanged 33 SP:Iteration 16Q (218.255161 sec): 3 clusters Score: Raw -158849.552075 + Penalty 1574.630400 = -157274.921675 nChanged 31 SP:Iteration 17Q (218.306369 sec): 3 clusters Score: Raw -158857.218942 + Penalty 1574.630400 = -157282.588541 nChanged 30 SP:Iteration 18Q (218.344335 sec): 3 clusters Score: Raw -158865.618072 + Penalty 1574.630400 = -157290.987672 nChanged 38 SP:Iteration 19Q (218.396802 sec): 3 clusters Score: Raw -158878.501661 + Penalty 1574.630400 = -157303.871261 nChanged 34 SP:Iteration 20F (218.444042 sec): 3 clusters Score: Raw -158887.388493 + Penalty 1574.630400 = -157312.758092 nChanged 24 SP:Iteration 21Q (218.479254 sec): 3 clusters Score: Raw -158891.464584 + Penalty 1574.630400 = -157316.834183 nChanged 15 SP:Iteration 22Q (218.538517 sec): 3 clusters Score: Raw -158894.472256 + Penalty 1574.630400 = -157319.841856 nChanged 17 SP:Iteration 23Q (218.588081 sec): 3 clusters Score: Raw -158899.257213 + Penalty 1574.630400 = -157324.626813 nChanged 21 SP:Iteration 24Q (218.634346 sec): 3 clusters Score: Raw -158905.258829 + Penalty 1574.630400 = -157330.628429 nChanged 21 SP:Iteration 25Q (218.679432 sec): 3 clusters Score: Raw -158909.317165 + Penalty 1574.630400 = -157334.686765 nChanged 15 SP:Iteration 26Q (218.730831 sec): 3 clusters Score: Raw -158912.475116 + Penalty 1574.630400 = -157337.844715 nChanged 17 SP:Iteration 27Q (218.777605 sec): 3 clusters Score: Raw -158915.739044 + Penalty 1574.630400 = -157341.108644 nChanged 14 SP:Iteration 28Q (218.838020 sec): 3 clusters Score: Raw -158918.722279 + Penalty 1574.630400 = -157344.091878 nChanged 15 SP:Iteration 29Q (218.888061 sec): 3 clusters Score: Raw -158923.258290 + Penalty 1574.630400 = -157348.627890 nChanged 13 SP:Iteration 30Q (218.932142 sec): 3 clusters Score: Raw -158927.115419 + Penalty 1574.630400 = -157352.485019 nChanged 16 SP:Iteration 31Q (218.976902 sec): 3 clusters Score: Raw -158931.845952 + Penalty 1574.630400 = -157357.215552 nChanged 17 SP:Iteration 32Q (219.019899 sec): 3 clusters Score: Raw -158936.002920 + Penalty 1574.630400 = -157361.372520 nChanged 22 SP:Iteration 33Q (219.076255 sec): 3 clusters Score: Raw -158944.229766 + Penalty 1574.630400 = -157369.599366 nChanged 23 SP:Iteration 34Q (219.115321 sec): 3 clusters Score: Raw -158949.043537 + Penalty 1574.630400 = -157374.413136 nChanged 18 SP:Iteration 35Q (219.164827 sec): 3 clusters Score: Raw -158954.291746 + Penalty 1574.630400 = -157379.661345 nChanged 19 SP:Iteration 36Q (219.213980 sec): 3 clusters Score: Raw -158959.555376 + Penalty 1574.630400 = -157384.924975 nChanged 12 SP:Iteration 37Q (219.269754 sec): 3 clusters Score: Raw -158963.668172 + Penalty 1574.630400 = -157389.037771 nChanged 15 SP:Iteration 38Q (219.305503 sec): 3 clusters Score: Raw -158966.878399 + Penalty 1574.630400 = -157392.247999 nChanged 9 SP:Iteration 39Q (219.356325 sec): 3 clusters Score: Raw -158968.394602 + Penalty 1574.630400 = -157393.764201 nChanged 9 SP:Iteration 40F (219.412350 sec): 3 clusters Score: Raw -158970.001265 + Penalty 1574.630400 = -157395.370865 nChanged 7 SP:Iteration 41Q (219.458627 sec): 3 clusters Score: Raw -158971.175999 + Penalty 1574.630400 = -157396.545599 nChanged 8 SP:Iteration 42Q (219.510504 sec): 3 clusters Score: Raw -158972.132064 + Penalty 1574.630400 = -157397.501664 nChanged 9 SP:Iteration 43Q (219.567017 sec): 3 clusters Score: Raw -158973.595691 + Penalty 1574.630400 = -157398.965290 nChanged 15 SP:Iteration 44Q (219.605201 sec): 3 clusters Score: Raw -158977.887458 + Penalty 1574.630400 = -157403.257058 nChanged 18 SP:Iteration 45Q (219.655973 sec): 3 clusters Score: Raw -158982.669414 + Penalty 1574.630400 = -157408.039013 nChanged 18 SP:Iteration 46Q (219.701063 sec): 3 clusters Score: Raw -158986.242177 + Penalty 1574.630400 = -157411.611777 nChanged 16 SP:Iteration 47Q (219.742637 sec): 3 clusters Score: Raw -158990.038319 + Penalty 1574.630400 = -157415.407918 nChanged 16 SP:Iteration 48Q (219.785610 sec): 3 clusters Score: Raw -158994.264252 + Penalty 1574.630400 = -157419.633852 nChanged 20 SP:Iteration 49Q (219.831153 sec): 3 clusters Score: Raw -159001.935690 + Penalty 1574.630400 = -157427.305290 nChanged 31 SP:Iteration 50Q (219.885109 sec): 3 clusters Score: Raw -159013.483331 + Penalty 1574.630400 = -157438.852931 nChanged 37 SP:Iteration 51Q (219.938118 sec): 3 clusters Score: Raw -159028.432482 + Penalty 1574.630400 = -157453.802082 nChanged 31 SP:Iteration 52Q (219.990186 sec): 3 clusters Score: Raw -159040.316848 + Penalty 1574.630400 = -157465.686447 nChanged 30 SP:Iteration 53Q (220.040997 sec): 3 clusters Score: Raw -159049.190684 + Penalty 1574.630400 = -157474.560284 nChanged 35 SP:Iteration 54Q (220.084004 sec): 3 clusters Score: Raw -159059.661454 + Penalty 1574.630400 = -157485.031054 nChanged 30 SP:Iteration 55Q (220.130168 sec): 3 clusters Score: Raw -159070.714632 + Penalty 1574.630400 = -157496.084231 nChanged 37 SP:Iteration 56Q (220.182050 sec): 3 clusters Score: Raw -159085.783484 + Penalty 1574.630400 = -157511.153083 nChanged 51 SP:Iteration 57Q (220.229699 sec): 3 clusters Score: Raw -159108.393557 + Penalty 1574.630400 = -157533.763157 nChanged 55 SP:Iteration 58Q (220.283538 sec): 3 clusters Score: Raw -159134.931122 + Penalty 1574.630400 = -157560.300722 nChanged 60 SP:Iteration 59Q (220.331784 sec): 3 clusters Score: Raw -159162.249294 + Penalty 1574.630400 = -157587.618893 nChanged 50 SP:Iteration 60F (220.380446 sec): 3 clusters Score: Raw -159183.320497 + Penalty 1574.630400 = -157608.690096 nChanged 48 SP:Iteration 61Q (220.428286 sec): 3 clusters Score: Raw -159208.490971 + Penalty 1574.630400 = -157633.860570 nChanged 47 SP:Iteration 62Q (220.472060 sec): 3 clusters Score: Raw -159233.733189 + Penalty 1574.630400 = -157659.102789 nChanged 54 SP:Iteration 63Q (220.522318 sec): 3 clusters Score: Raw -159254.127171 + Penalty 1574.630400 = -157679.496771 nChanged 41 SP:Iteration 64Q (220.582217 sec): 3 clusters Score: Raw -159267.143999 + Penalty 1574.630400 = -157692.513598 nChanged 46 SP:Iteration 65Q (220.631295 sec): 3 clusters Score: Raw -159283.661696 + Penalty 1574.630400 = -157709.031295 nChanged 36 SP:Iteration 66Q (220.669995 sec): 3 clusters Score: Raw -159297.481701 + Penalty 1574.630400 = -157722.851301 nChanged 33 SP:Iteration 67Q (220.715019 sec): 3 clusters Score: Raw -159308.198374 + Penalty 1574.630400 = -157733.567974 nChanged 20 SP:Iteration 68Q (220.776848 sec): 3 clusters Score: Raw -159314.104286 + Penalty 1574.630400 = -157739.473886 nChanged 15 SP:Iteration 69Q (220.829169 sec): 3 clusters Score: Raw -159319.171793 + Penalty 1574.630400 = -157744.541392 nChanged 9 SP:Iteration 70Q (220.873648 sec): 3 clusters Score: Raw -159321.631207 + Penalty 1574.630400 = -157747.000806 nChanged 11 SP:Iteration 71Q (220.916346 sec): 3 clusters Score: Raw -159324.129412 + Penalty 1574.630400 = -157749.499011 nChanged 10 SP:Iteration 72Q (220.968798 sec): 3 clusters Score: Raw -159325.719852 + Penalty 1574.630400 = -157751.089451 nChanged 5 SP:Iteration 73Q (221.023710 sec): 3 clusters Score: Raw -159326.507458 + Penalty 1574.630400 = -157751.877057 nChanged 3 SP:Iteration 74Q (221.072616 sec): 3 clusters Score: Raw -159326.981541 + Penalty 1574.630400 = -157752.351141 nChanged 5 SP:Iteration 75Q (221.117151 sec): 3 clusters Score: Raw -159328.474605 + Penalty 1574.630400 = -157753.844205 nChanged 3 SP:Iteration 76Q (221.174424 sec): 3 clusters Score: Raw -159328.910527 + Penalty 1574.630400 = -157754.280126 nChanged 2 SP:Iteration 77Q (221.219343 sec): 3 clusters Score: Raw -159329.224909 + Penalty 1574.630400 = -157754.594508 nChanged 2 SP:Iteration 78Q (221.270724 sec): 3 clusters Score: Raw -159329.506577 + Penalty 1574.630400 = -157754.876176 nChanged 1 SP:Iteration 79Q (221.315508 sec): 3 clusters Score: Raw -159329.581150 + Penalty 1574.630400 = -157754.950749 nChanged 0 SP:Iteration 80F (221.360198 sec): 3 clusters Score: Raw -159329.581150 + Penalty 1574.630400 = -157754.950749 nChanged 0 Trying to split cluster 9 (4451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (221.393747 sec): 2 clusters Score: Raw -166150.830898 + Penalty 798.083987 = -165352.746912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (221.443853 sec): 3 clusters Score: Raw -163657.765693 + Penalty 1596.167973 = -162061.597720 nChanged 1915 SP:Iteration 1F (221.496761 sec): 3 clusters Score: Raw -164731.049429 + Penalty 1596.167973 = -163134.881456 nChanged 346 SP:Iteration 2F (221.546785 sec): 3 clusters Score: Raw -164928.768675 + Penalty 1596.167973 = -163332.600702 nChanged 276 SP:Iteration 3F (221.594506 sec): 3 clusters Score: Raw -165086.238450 + Penalty 1596.167973 = -163490.070477 nChanged 253 SP:Iteration 4F (221.644321 sec): 3 clusters Score: Raw -165212.879405 + Penalty 1596.167973 = -163616.711432 nChanged 197 SP:Iteration 5Q (221.690588 sec): 3 clusters Score: Raw -165306.848487 + Penalty 1596.167973 = -163710.680514 nChanged 173 SP:Iteration 6Q (221.744075 sec): 3 clusters Score: Raw -165394.389065 + Penalty 1596.167973 = -163798.221092 nChanged 178 SP:Iteration 7Q (221.784471 sec): 3 clusters Score: Raw -165489.405164 + Penalty 1596.167973 = -163893.237191 nChanged 141 SP:Iteration 8Q (221.836977 sec): 3 clusters Score: Raw -165554.820313 + Penalty 1596.167973 = -163958.652340 nChanged 110 SP:Iteration 9Q (221.891544 sec): 3 clusters Score: Raw -165606.349267 + Penalty 1596.167973 = -164010.181294 nChanged 84 SP:Iteration 10Q (221.941457 sec): 3 clusters Score: Raw -165643.524178 + Penalty 1596.167973 = -164047.356205 nChanged 90 SP:Iteration 11Q (221.983900 sec): 3 clusters Score: Raw -165679.019479 + Penalty 1596.167973 = -164082.851506 nChanged 78 SP:Iteration 12Q (222.050600 sec): 3 clusters Score: Raw -165713.195940 + Penalty 1596.167973 = -164117.027967 nChanged 72 SP:Iteration 13Q (222.098935 sec): 3 clusters Score: Raw -165741.364301 + Penalty 1596.167973 = -164145.196328 nChanged 71 SP:Iteration 14Q (222.150144 sec): 3 clusters Score: Raw -165760.367560 + Penalty 1596.167973 = -164164.199587 nChanged 50 SP:Iteration 15Q (222.209954 sec): 3 clusters Score: Raw -165777.914149 + Penalty 1596.167973 = -164181.746176 nChanged 50 SP:Iteration 16Q (222.253035 sec): 3 clusters Score: Raw -165798.993129 + Penalty 1596.167973 = -164202.825156 nChanged 58 SP:Iteration 17Q (222.306875 sec): 3 clusters Score: Raw -165824.690564 + Penalty 1596.167973 = -164228.522590 nChanged 58 SP:Iteration 18Q (222.349996 sec): 3 clusters Score: Raw -165851.572586 + Penalty 1596.167973 = -164255.404613 nChanged 56 SP:Iteration 19Q (222.401926 sec): 3 clusters Score: Raw -165877.476349 + Penalty 1596.167973 = -164281.308376 nChanged 48 SP:Iteration 20F (222.451086 sec): 3 clusters Score: Raw -165896.550487 + Penalty 1596.167973 = -164300.382514 nChanged 37 SP:Iteration 21Q (222.496103 sec): 3 clusters Score: Raw -165910.521050 + Penalty 1596.167973 = -164314.353077 nChanged 35 SP:Iteration 22Q (222.546198 sec): 3 clusters Score: Raw -165922.515039 + Penalty 1596.167973 = -164326.347066 nChanged 37 SP:Iteration 23Q (222.600333 sec): 3 clusters Score: Raw -165935.909028 + Penalty 1596.167973 = -164339.741054 nChanged 41 SP:Iteration 24Q (222.659680 sec): 3 clusters Score: Raw -165950.782000 + Penalty 1596.167973 = -164354.614027 nChanged 39 SP:Iteration 25Q (222.712972 sec): 3 clusters Score: Raw -165964.962157 + Penalty 1596.167973 = -164368.794184 nChanged 40 SP:Iteration 26Q (222.755049 sec): 3 clusters Score: Raw -165983.043648 + Penalty 1596.167973 = -164386.875675 nChanged 41 SP:Iteration 27Q (222.808891 sec): 3 clusters Score: Raw -165998.536212 + Penalty 1596.167973 = -164402.368239 nChanged 41 SP:Iteration 28Q (222.852017 sec): 3 clusters Score: Raw -166015.602005 + Penalty 1596.167973 = -164419.434032 nChanged 36 SP:Iteration 29Q (222.912714 sec): 3 clusters Score: Raw -166030.535886 + Penalty 1596.167973 = -164434.367913 nChanged 34 SP:Iteration 30Q (222.961884 sec): 3 clusters Score: Raw -166043.162083 + Penalty 1596.167973 = -164446.994110 nChanged 36 SP:Iteration 31Q (223.010191 sec): 3 clusters Score: Raw -166059.422423 + Penalty 1596.167973 = -164463.254450 nChanged 33 SP:Iteration 32Q (223.062183 sec): 3 clusters Score: Raw -166074.938351 + Penalty 1596.167973 = -164478.770378 nChanged 32 SP:Iteration 33Q (223.111004 sec): 3 clusters Score: Raw -166091.748331 + Penalty 1596.167973 = -164495.580358 nChanged 35 SP:Iteration 34Q (223.155593 sec): 3 clusters Score: Raw -166111.986743 + Penalty 1596.167973 = -164515.818770 nChanged 42 SP:Iteration 35Q (223.219975 sec): 3 clusters Score: Raw -166138.854112 + Penalty 1596.167973 = -164542.686139 nChanged 32 SP:Iteration 36Q (223.273635 sec): 3 clusters Score: Raw -166159.204746 + Penalty 1596.167973 = -164563.036773 nChanged 37 SP:Iteration 37Q (223.326851 sec): 3 clusters Score: Raw -166183.671137 + Penalty 1596.167973 = -164587.503164 nChanged 30 SP:Iteration 38Q (223.376681 sec): 3 clusters Score: Raw -166201.568781 + Penalty 1596.167973 = -164605.400808 nChanged 20 SP:Iteration 39Q (223.427148 sec): 3 clusters Score: Raw -166212.333280 + Penalty 1596.167973 = -164616.165307 nChanged 18 SP:Iteration 40F (223.472724 sec): 3 clusters Score: Raw -166221.497929 + Penalty 1596.167973 = -164625.329956 nChanged 18 SP:Iteration 41Q (223.510155 sec): 3 clusters Score: Raw -166230.107454 + Penalty 1596.167973 = -164633.939481 nChanged 14 SP:Iteration 42Q (223.556420 sec): 3 clusters Score: Raw -166238.167728 + Penalty 1596.167973 = -164641.999755 nChanged 14 SP:Iteration 43Q (223.595957 sec): 3 clusters Score: Raw -166247.476240 + Penalty 1596.167973 = -164651.308267 nChanged 15 SP:Iteration 44Q (223.636982 sec): 3 clusters Score: Raw -166252.667080 + Penalty 1596.167973 = -164656.499107 nChanged 7 SP:Iteration 45Q (223.687220 sec): 3 clusters Score: Raw -166255.379812 + Penalty 1596.167973 = -164659.211839 nChanged 1 SP:Iteration 46Q (223.732420 sec): 3 clusters Score: Raw -166255.490641 + Penalty 1596.167973 = -164659.322668 nChanged 0 SP:Iteration 47F (223.782227 sec): 3 clusters Score: Raw -166255.490641 + Penalty 1596.167973 = -164659.322668 nChanged 0 Trying to split cluster 10 (1629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (223.803440 sec): 2 clusters Score: Raw -43988.969312 + Penalty 702.593553 = -43286.375759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (223.845607 sec): 3 clusters Score: Raw -43345.429138 + Penalty 1405.187106 = -41940.242033 nChanged 633 SP:Iteration 1F (223.894043 sec): 3 clusters Score: Raw -43996.284235 + Penalty 1405.187106 = -42591.097130 nChanged 196 SP:Iteration 2F (223.943277 sec): 3 clusters Score: Raw -44301.053287 + Penalty 1405.187106 = -42895.866181 nChanged 141 SP:Iteration 3F (223.986340 sec): 3 clusters Score: Raw -44480.339829 + Penalty 1405.187106 = -43075.152723 nChanged 76 SP:Iteration 4Q (224.030782 sec): 3 clusters Score: Raw -44551.299247 + Penalty 1405.187106 = -43146.112141 nChanged 43 SP:Iteration 5Q (224.069488 sec): 3 clusters Score: Raw -44582.434058 + Penalty 1405.187106 = -43177.246952 nChanged 41 SP:Iteration 6Q (224.111813 sec): 3 clusters Score: Raw -44615.012359 + Penalty 1405.187106 = -43209.825253 nChanged 40 SP:Iteration 7Q (224.150634 sec): 3 clusters Score: Raw -44658.128645 + Penalty 1405.187106 = -43252.941539 nChanged 43 SP:Iteration 8Q (224.190985 sec): 3 clusters Score: Raw -44693.870071 + Penalty 1405.187106 = -43288.682965 nChanged 35 SP:Iteration 9Q (224.238796 sec): 3 clusters Score: Raw -44725.403645 + Penalty 1405.187106 = -43320.216539 nChanged 39 SP:Iteration 10Q (224.281345 sec): 3 clusters Score: Raw -44756.625105 + Penalty 1405.187106 = -43351.437999 nChanged 28 SP:Iteration 11Q (224.330866 sec): 3 clusters Score: Raw -44776.868194 + Penalty 1405.187106 = -43371.681088 nChanged 22 SP:Iteration 12Q (224.364820 sec): 3 clusters Score: Raw -44794.839083 + Penalty 1405.187106 = -43389.651978 nChanged 17 SP:Iteration 13Q (224.400275 sec): 3 clusters Score: Raw -44804.529525 + Penalty 1405.187106 = -43399.342419 nChanged 14 SP:Iteration 14Q (224.449010 sec): 3 clusters Score: Raw -44813.512057 + Penalty 1405.187106 = -43408.324951 nChanged 10 SP:Iteration 15Q (224.482078 sec): 3 clusters Score: Raw -44820.731243 + Penalty 1405.187106 = -43415.544138 nChanged 10 SP:Iteration 16Q (224.531259 sec): 3 clusters Score: Raw -44825.249724 + Penalty 1405.187106 = -43420.062618 nChanged 3 SP:Iteration 17Q (224.577935 sec): 3 clusters Score: Raw -44825.907000 + Penalty 1405.187106 = -43420.719894 nChanged 1 SP:Iteration 18Q (224.621428 sec): 3 clusters Score: Raw -44826.124508 + Penalty 1405.187106 = -43420.937402 nChanged 2 SP:Iteration 19Q (224.671740 sec): 3 clusters Score: Raw -44826.575523 + Penalty 1405.187106 = -43421.388418 nChanged 0 SP:Iteration 20F (224.718092 sec): 3 clusters Score: Raw -44826.575523 + Penalty 1405.187106 = -43421.388418 nChanged 0 Score: Raw -3967475.576790 + Penalty 28727.937817 = -3938747.638973 Splitting cluster 10 changes total score from -3939014.953446 to -3938747.638973 So it's not getting split. Trying to split cluster 11 (1367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.591983 sec): 2 clusters Score: Raw -47763.879999 + Penalty 685.935514 = -47077.944485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.635907 sec): 3 clusters Score: Raw -47166.910789 + Penalty 1371.871029 = -45795.039760 nChanged 509 SP:Iteration 1F (226.676626 sec): 3 clusters Score: Raw -47624.084048 + Penalty 1371.871029 = -46252.213019 nChanged 138 SP:Iteration 2F (226.731210 sec): 3 clusters Score: Raw -47779.294135 + Penalty 1371.871029 = -46407.423106 nChanged 94 SP:Iteration 3F (226.776062 sec): 3 clusters Score: Raw -47856.977506 + Penalty 1371.871029 = -46485.106477 nChanged 53 SP:Iteration 4Q (226.814537 sec): 3 clusters Score: Raw -47899.263780 + Penalty 1371.871029 = -46527.392751 nChanged 38 SP:Iteration 5Q (226.852617 sec): 3 clusters Score: Raw -47925.195596 + Penalty 1371.871029 = -46553.324567 nChanged 17 SP:Iteration 6Q (226.905583 sec): 3 clusters Score: Raw -47935.910821 + Penalty 1371.871029 = -46564.039792 nChanged 7 SP:Iteration 7Q (226.956428 sec): 3 clusters Score: Raw -47939.680944 + Penalty 1371.871029 = -46567.809915 nChanged 7 SP:Iteration 8Q (226.992924 sec): 3 clusters Score: Raw -47944.306834 + Penalty 1371.871029 = -46572.435805 nChanged 7 SP:Iteration 9Q (227.046596 sec): 3 clusters Score: Raw -47947.643666 + Penalty 1371.871029 = -46575.772637 nChanged 11 SP:Iteration 10Q (227.095832 sec): 3 clusters Score: Raw -47952.975112 + Penalty 1371.871029 = -46581.104083 nChanged 7 SP:Iteration 11Q (227.145827 sec): 3 clusters Score: Raw -47956.667873 + Penalty 1371.871029 = -46584.796844 nChanged 4 SP:Iteration 12Q (227.191760 sec): 3 clusters Score: Raw -47957.938265 + Penalty 1371.871029 = -46586.067236 nChanged 2 SP:Iteration 13Q (227.235185 sec): 3 clusters Score: Raw -47958.658418 + Penalty 1371.871029 = -46586.787389 nChanged 1 SP:Iteration 14Q (227.281562 sec): 3 clusters Score: Raw -47959.238639 + Penalty 1371.871029 = -46587.367610 nChanged 1 SP:Iteration 15Q (227.331599 sec): 3 clusters Score: Raw -47960.102145 + Penalty 1371.871029 = -46588.231116 nChanged 1 SP:Iteration 16Q (227.380791 sec): 3 clusters Score: Raw -47960.937293 + Penalty 1371.871029 = -46589.066264 nChanged 0 SP:Iteration 17F (227.430605 sec): 3 clusters Score: Raw -47960.937293 + Penalty 1371.871029 = -46589.066264 nChanged 0 Trying to split cluster 12 (2032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (227.458314 sec): 2 clusters Score: Raw -77455.271942 + Penalty 723.593702 = -76731.678240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (227.498130 sec): 3 clusters Score: Raw -76475.230778 + Penalty 1447.187404 = -75028.043375 nChanged 785 SP:Iteration 1F (227.549498 sec): 3 clusters Score: Raw -76942.471346 + Penalty 1447.187404 = -75495.283943 nChanged 164 SP:Iteration 2F (227.590651 sec): 3 clusters Score: Raw -77079.767453 + Penalty 1447.187404 = -75632.580049 nChanged 142 SP:Iteration 3F (227.632489 sec): 3 clusters Score: Raw -77197.635089 + Penalty 1447.187404 = -75750.447685 nChanged 123 SP:Iteration 4F (227.690892 sec): 3 clusters Score: Raw -77306.673031 + Penalty 1447.187404 = -75859.485627 nChanged 126 SP:Iteration 5F (227.741448 sec): 3 clusters Score: Raw -77423.306929 + Penalty 1447.187404 = -75976.119526 nChanged 112 SP:Iteration 6F (227.784166 sec): 3 clusters Score: Raw -77540.245179 + Penalty 1447.187404 = -76093.057775 nChanged 97 SP:Iteration 7Q (227.834228 sec): 3 clusters Score: Raw -77643.539446 + Penalty 1447.187404 = -76196.352042 nChanged 82 SP:Iteration 8Q (227.883993 sec): 3 clusters Score: Raw -77714.700368 + Penalty 1447.187404 = -76267.512964 nChanged 62 SP:Iteration 9Q (227.924480 sec): 3 clusters Score: Raw -77763.578412 + Penalty 1447.187404 = -76316.391009 nChanged 42 SP:Iteration 10Q (227.970300 sec): 3 clusters Score: Raw -77792.323287 + Penalty 1447.187404 = -76345.135884 nChanged 29 SP:Iteration 11Q (228.014835 sec): 3 clusters Score: Raw -77807.858166 + Penalty 1447.187404 = -76360.670763 nChanged 17 SP:Iteration 12Q (228.068485 sec): 3 clusters Score: Raw -77814.583742 + Penalty 1447.187404 = -76367.396338 nChanged 7 SP:Iteration 13Q (228.115979 sec): 3 clusters Score: Raw -77816.459384 + Penalty 1447.187404 = -76369.271980 nChanged 2 SP:Iteration 14Q (228.159244 sec): 3 clusters Score: Raw -77817.921360 + Penalty 1447.187404 = -76370.733956 nChanged 4 SP:Iteration 15Q (228.204968 sec): 3 clusters Score: Raw -77819.222488 + Penalty 1447.187404 = -76372.035084 nChanged 0 SP:Iteration 16F (228.243451 sec): 3 clusters Score: Raw -77819.222488 + Penalty 1447.187404 = -76372.035084 nChanged 0 Trying to split cluster 14 (804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (228.263553 sec): 2 clusters Score: Raw -23898.461641 + Penalty 635.511931 = -23262.949710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (228.312345 sec): 3 clusters Score: Raw -23600.894812 + Penalty 1271.023861 = -22329.870951 nChanged 276 SP:Iteration 1F (228.354104 sec): 3 clusters Score: Raw -23828.517478 + Penalty 1271.023861 = -22557.493617 nChanged 62 SP:Iteration 2F (228.401286 sec): 3 clusters Score: Raw -23904.667654 + Penalty 1271.023861 = -22633.643793 nChanged 42 SP:Iteration 3F (228.444783 sec): 3 clusters Score: Raw -23941.510694 + Penalty 1271.023861 = -22670.486833 nChanged 28 SP:Iteration 4Q (228.478940 sec): 3 clusters Score: Raw -23984.446248 + Penalty 1271.023861 = -22713.422387 nChanged 30 SP:Iteration 5Q (228.532571 sec): 3 clusters Score: Raw -24017.428907 + Penalty 1271.023861 = -22746.405046 nChanged 30 SP:Iteration 6Q (228.564136 sec): 3 clusters Score: Raw -24038.682660 + Penalty 1271.023861 = -22767.658799 nChanged 18 SP:Iteration 7Q (228.606982 sec): 3 clusters Score: Raw -24054.952591 + Penalty 1271.023861 = -22783.928730 nChanged 17 SP:Iteration 8Q (228.650800 sec): 3 clusters Score: Raw -24069.783534 + Penalty 1271.023861 = -22798.759673 nChanged 13 SP:Iteration 9Q (228.698766 sec): 3 clusters Score: Raw -24080.128838 + Penalty 1271.023861 = -22809.104977 nChanged 9 SP:Iteration 10Q (228.740099 sec): 3 clusters Score: Raw -24086.536380 + Penalty 1271.023861 = -22815.512519 nChanged 7 SP:Iteration 11Q (228.787296 sec): 3 clusters Score: Raw -24094.485637 + Penalty 1271.023861 = -22823.461776 nChanged 9 SP:Iteration 12Q (228.826687 sec): 3 clusters Score: Raw -24104.733101 + Penalty 1271.023861 = -22833.709240 nChanged 7 SP:Iteration 13Q (228.863254 sec): 3 clusters Score: Raw -24115.778861 + Penalty 1271.023861 = -22844.755000 nChanged 9 SP:Iteration 14Q (228.903773 sec): 3 clusters Score: Raw -24124.103679 + Penalty 1271.023861 = -22853.079818 nChanged 2 SP:Iteration 15Q (228.941891 sec): 3 clusters Score: Raw -24126.736286 + Penalty 1271.023861 = -22855.712425 nChanged 1 SP:Iteration 16Q (229.000394 sec): 3 clusters Score: Raw -24126.876522 + Penalty 1271.023861 = -22855.852661 nChanged 0 SP:Iteration 17F (229.036049 sec): 3 clusters Score: Raw -24126.876522 + Penalty 1271.023861 = -22855.852661 nChanged 0 Trying to split cluster 15 (3817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (229.064467 sec): 2 clusters Score: Raw -147530.481484 + Penalty 783.485905 = -146746.995579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (229.108384 sec): 3 clusters Score: Raw -145480.367794 + Penalty 1566.971810 = -143913.395984 nChanged 1564 SP:Iteration 1F (229.156371 sec): 3 clusters Score: Raw -146419.106568 + Penalty 1566.971810 = -144852.134758 nChanged 288 SP:Iteration 2F (229.211631 sec): 3 clusters Score: Raw -146583.525338 + Penalty 1566.971810 = -145016.553528 nChanged 219 SP:Iteration 3F (229.269835 sec): 3 clusters Score: Raw -146721.050035 + Penalty 1566.971810 = -145154.078225 nChanged 213 SP:Iteration 4F (229.309455 sec): 3 clusters Score: Raw -146851.553149 + Penalty 1566.971810 = -145284.581339 nChanged 196 SP:Iteration 5F (229.366792 sec): 3 clusters Score: Raw -146972.486736 + Penalty 1566.971810 = -145405.514926 nChanged 174 SP:Iteration 6Q (229.411822 sec): 3 clusters Score: Raw -147090.347136 + Penalty 1566.971810 = -145523.375326 nChanged 154 SP:Iteration 7Q (229.453978 sec): 3 clusters Score: Raw -147182.122332 + Penalty 1566.971810 = -145615.150522 nChanged 131 SP:Iteration 8Q (229.512429 sec): 3 clusters Score: Raw -147260.052525 + Penalty 1566.971810 = -145693.080715 nChanged 114 SP:Iteration 9Q (229.558421 sec): 3 clusters Score: Raw -147332.970087 + Penalty 1566.971810 = -145765.998277 nChanged 95 SP:Iteration 10Q (229.606796 sec): 3 clusters Score: Raw -147400.885116 + Penalty 1566.971810 = -145833.913306 nChanged 64 SP:Iteration 11Q (229.662856 sec): 3 clusters Score: Raw -147442.892982 + Penalty 1566.971810 = -145875.921172 nChanged 62 SP:Iteration 12Q (229.698840 sec): 3 clusters Score: Raw -147488.599671 + Penalty 1566.971810 = -145921.627861 nChanged 59 SP:Iteration 13Q (229.751860 sec): 3 clusters Score: Raw -147525.579269 + Penalty 1566.971810 = -145958.607459 nChanged 38 SP:Iteration 14Q (229.797291 sec): 3 clusters Score: Raw -147549.094967 + Penalty 1566.971810 = -145982.123157 nChanged 34 SP:Iteration 15Q (229.841441 sec): 3 clusters Score: Raw -147570.674807 + Penalty 1566.971810 = -146003.702997 nChanged 32 SP:Iteration 16Q (229.885136 sec): 3 clusters Score: Raw -147596.054184 + Penalty 1566.971810 = -146029.082374 nChanged 29 SP:Iteration 17Q (229.942016 sec): 3 clusters Score: Raw -147620.239682 + Penalty 1566.971810 = -146053.267872 nChanged 23 SP:Iteration 18Q (229.988406 sec): 3 clusters Score: Raw -147646.092118 + Penalty 1566.971810 = -146079.120308 nChanged 25 SP:Iteration 19Q (230.033974 sec): 3 clusters Score: Raw -147664.061001 + Penalty 1566.971810 = -146097.089191 nChanged 12 SP:Iteration 20F (230.080103 sec): 3 clusters Score: Raw -147670.673881 + Penalty 1566.971810 = -146103.702071 nChanged 6 SP:Iteration 21Q (230.138489 sec): 3 clusters Score: Raw -147676.309238 + Penalty 1566.971810 = -146109.337428 nChanged 10 SP:Iteration 22Q (230.176951 sec): 3 clusters Score: Raw -147684.085627 + Penalty 1566.971810 = -146117.113817 nChanged 7 SP:Iteration 23Q (230.226699 sec): 3 clusters Score: Raw -147687.714728 + Penalty 1566.971810 = -146120.742918 nChanged 6 SP:Iteration 24Q (230.278096 sec): 3 clusters Score: Raw -147691.288539 + Penalty 1566.971810 = -146124.316729 nChanged 2 SP:Iteration 25Q (230.326388 sec): 3 clusters Score: Raw -147692.261816 + Penalty 1566.971810 = -146125.290006 nChanged 2 SP:Iteration 26Q (230.372669 sec): 3 clusters Score: Raw -147693.044856 + Penalty 1566.971810 = -146126.073046 nChanged 3 SP:Iteration 27Q (230.417287 sec): 3 clusters Score: Raw -147696.210499 + Penalty 1566.971810 = -146129.238689 nChanged 2 SP:Iteration 28Q (230.469271 sec): 3 clusters Score: Raw -147697.268344 + Penalty 1566.971810 = -146130.296534 nChanged 4 SP:Iteration 29Q (230.525367 sec): 3 clusters Score: Raw -147700.519878 + Penalty 1566.971810 = -146133.548068 nChanged 3 SP:Iteration 30Q (230.568195 sec): 3 clusters Score: Raw -147702.088013 + Penalty 1566.971810 = -146135.116203 nChanged 3 SP:Iteration 31Q (230.624725 sec): 3 clusters Score: Raw -147703.675162 + Penalty 1566.971810 = -146136.703352 nChanged 1 SP:Iteration 32Q (230.669009 sec): 3 clusters Score: Raw -147703.984956 + Penalty 1566.971810 = -146137.013146 nChanged 0 SP:Iteration 33F (230.722472 sec): 3 clusters Score: Raw -147703.984956 + Penalty 1566.971810 = -146137.013146 nChanged 0 Trying to split cluster 16 (11069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (230.758703 sec): 2 clusters Score: Raw -450245.170704 + Penalty 884.630850 = -449360.539854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (230.818852 sec): 3 clusters Score: Raw -443637.414095 + Penalty 1769.261701 = -441868.152394 nChanged 4979 SP:Iteration 1F (230.865258 sec): 3 clusters Score: Raw -446366.737480 + Penalty 1769.261701 = -444597.475779 nChanged 673 SP:Iteration 2F (230.925356 sec): 3 clusters Score: Raw -446707.524849 + Penalty 1769.261701 = -444938.263148 nChanged 711 SP:Iteration 3F (230.984718 sec): 3 clusters Score: Raw -447088.777284 + Penalty 1769.261701 = -445319.515583 nChanged 747 SP:Iteration 4F (231.056745 sec): 3 clusters Score: Raw -447548.421499 + Penalty 1769.261701 = -445779.159799 nChanged 763 SP:Iteration 5F (231.110801 sec): 3 clusters Score: Raw -448064.994615 + Penalty 1769.261701 = -446295.732915 nChanged 682 SP:Iteration 6F (231.161485 sec): 3 clusters Score: Raw -448610.405679 + Penalty 1769.261701 = -446841.143978 nChanged 623 SP:Iteration 7F (231.227639 sec): 3 clusters Score: Raw -449167.058025 + Penalty 1769.261701 = -447397.796325 nChanged 474 SP:Iteration 8Q (231.286856 sec): 3 clusters Score: Raw -449620.283236 + Penalty 1769.261701 = -447851.021535 nChanged 286 SP:Iteration 9Q (231.342821 sec): 3 clusters Score: Raw -449898.954220 + Penalty 1769.261701 = -448129.692519 nChanged 185 SP:Iteration 10Q (231.392839 sec): 3 clusters Score: Raw -450052.511456 + Penalty 1769.261701 = -448283.249755 nChanged 119 SP:Iteration 11Q (231.457662 sec): 3 clusters Score: Raw -450134.109700 + Penalty 1769.261701 = -448364.847999 nChanged 86 SP:Iteration 12Q (231.514710 sec): 3 clusters Score: Raw -450191.303598 + Penalty 1769.261701 = -448422.041898 nChanged 67 SP:Iteration 13Q (231.561815 sec): 3 clusters Score: Raw -450234.797119 + Penalty 1769.261701 = -448465.535419 nChanged 64 SP:Iteration 14Q (231.623396 sec): 3 clusters Score: Raw -450268.866508 + Penalty 1769.261701 = -448499.604807 nChanged 47 SP:Iteration 15Q (231.677627 sec): 3 clusters Score: Raw -450295.966113 + Penalty 1769.261701 = -448526.704412 nChanged 40 SP:Iteration 16Q (231.738667 sec): 3 clusters Score: Raw -450319.572659 + Penalty 1769.261701 = -448550.310958 nChanged 29 SP:Iteration 17Q (231.787876 sec): 3 clusters Score: Raw -450331.641100 + Penalty 1769.261701 = -448562.379400 nChanged 23 SP:Iteration 18Q (231.839556 sec): 3 clusters Score: Raw -450341.615639 + Penalty 1769.261701 = -448572.353938 nChanged 19 SP:Iteration 19Q (231.906549 sec): 3 clusters Score: Raw -450349.113852 + Penalty 1769.261701 = -448579.852151 nChanged 21 SP:Iteration 20F (231.950252 sec): 3 clusters Score: Raw -450359.532051 + Penalty 1769.261701 = -448590.270350 nChanged 19 SP:Iteration 21Q (232.008215 sec): 3 clusters Score: Raw -450369.204274 + Penalty 1769.261701 = -448599.942574 nChanged 17 SP:Iteration 22Q (232.061306 sec): 3 clusters Score: Raw -450377.127317 + Penalty 1769.261701 = -448607.865617 nChanged 14 SP:Iteration 23Q (232.129225 sec): 3 clusters Score: Raw -450381.254932 + Penalty 1769.261701 = -448611.993231 nChanged 9 SP:Iteration 24Q (232.186126 sec): 3 clusters Score: Raw -450384.397054 + Penalty 1769.261701 = -448615.135353 nChanged 6 SP:Iteration 25Q (232.241855 sec): 3 clusters Score: Raw -450386.782546 + Penalty 1769.261701 = -448617.520846 nChanged 6 SP:Iteration 26Q (232.303507 sec): 3 clusters Score: Raw -450388.947193 + Penalty 1769.261701 = -448619.685493 nChanged 5 SP:Iteration 27Q (232.361911 sec): 3 clusters Score: Raw -450391.085508 + Penalty 1769.261701 = -448621.823808 nChanged 7 SP:Iteration 28Q (232.413889 sec): 3 clusters Score: Raw -450394.556942 + Penalty 1769.261701 = -448625.295241 nChanged 8 SP:Iteration 29Q (232.474983 sec): 3 clusters Score: Raw -450397.950529 + Penalty 1769.261701 = -448628.688828 nChanged 7 SP:Iteration 30Q (232.532258 sec): 3 clusters Score: Raw -450400.589028 + Penalty 1769.261701 = -448631.327328 nChanged 1 SP:Iteration 31Q (232.579227 sec): 3 clusters Score: Raw -450401.037258 + Penalty 1769.261701 = -448631.775558 nChanged 3 SP:Iteration 32Q (232.639407 sec): 3 clusters Score: Raw -450402.763561 + Penalty 1769.261701 = -448633.501860 nChanged 3 SP:Iteration 33Q (232.701362 sec): 3 clusters Score: Raw -450403.602008 + Penalty 1769.261701 = -448634.340308 nChanged 0 SP:Iteration 34F (232.762324 sec): 3 clusters Score: Raw -450403.602008 + Penalty 1769.261701 = -448634.340308 nChanged 0 Trying to split cluster 18 (845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.783494 sec): 2 clusters Score: Raw -29501.790064 + Penalty 640.236980 = -28861.553085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.815279 sec): 3 clusters Score: Raw -29162.167508 + Penalty 1280.473959 = -27881.693548 nChanged 298 SP:Iteration 1F (232.859754 sec): 3 clusters Score: Raw -29389.733388 + Penalty 1280.473959 = -28109.259429 nChanged 78 SP:Iteration 2F (232.897492 sec): 3 clusters Score: Raw -29493.762907 + Penalty 1280.473959 = -28213.288948 nChanged 58 SP:Iteration 3F (232.957508 sec): 3 clusters Score: Raw -29592.733455 + Penalty 1280.473959 = -28312.259496 nChanged 51 SP:Iteration 4F (232.992597 sec): 3 clusters Score: Raw -29676.807054 + Penalty 1280.473959 = -28396.333095 nChanged 40 SP:Iteration 5Q (233.044820 sec): 3 clusters Score: Raw -29756.770698 + Penalty 1280.473959 = -28476.296738 nChanged 35 SP:Iteration 6Q (233.092590 sec): 3 clusters Score: Raw -29798.466627 + Penalty 1280.473959 = -28517.992668 nChanged 25 SP:Iteration 7Q (233.135663 sec): 3 clusters Score: Raw -29822.634865 + Penalty 1280.473959 = -28542.160905 nChanged 17 SP:Iteration 8Q (233.176726 sec): 3 clusters Score: Raw -29837.187795 + Penalty 1280.473959 = -28556.713835 nChanged 4 SP:Iteration 9Q (233.215267 sec): 3 clusters Score: Raw -29840.632375 + Penalty 1280.473959 = -28560.158416 nChanged 5 SP:Iteration 10Q (233.264989 sec): 3 clusters Score: Raw -29846.269600 + Penalty 1280.473959 = -28565.795641 nChanged 5 SP:Iteration 11Q (233.311077 sec): 3 clusters Score: Raw -29849.380941 + Penalty 1280.473959 = -28568.906981 nChanged 6 SP:Iteration 12Q (233.354928 sec): 3 clusters Score: Raw -29854.541829 + Penalty 1280.473959 = -28574.067870 nChanged 4 SP:Iteration 13Q (233.396947 sec): 3 clusters Score: Raw -29857.022795 + Penalty 1280.473959 = -28576.548836 nChanged 3 SP:Iteration 14Q (233.441006 sec): 3 clusters Score: Raw -29859.466347 + Penalty 1280.473959 = -28578.992388 nChanged 2 SP:Iteration 15Q (233.488137 sec): 3 clusters Score: Raw -29860.825917 + Penalty 1280.473959 = -28580.351958 nChanged 2 SP:Iteration 16Q (233.535136 sec): 3 clusters Score: Raw -29863.258942 + Penalty 1280.473959 = -28582.784983 nChanged 1 SP:Iteration 17Q (233.572026 sec): 3 clusters Score: Raw -29865.160439 + Penalty 1280.473959 = -28584.686480 nChanged 2 SP:Iteration 18Q (233.615565 sec): 3 clusters Score: Raw -29866.139914 + Penalty 1280.473959 = -28585.665954 nChanged 2 SP:Iteration 19Q (233.662006 sec): 3 clusters Score: Raw -29867.568695 + Penalty 1280.473959 = -28587.094735 nChanged 3 SP:Iteration 20F (233.715797 sec): 3 clusters Score: Raw -29869.252619 + Penalty 1280.473959 = -28588.778660 nChanged 0 Trying to split cluster 19 (7764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.746469 sec): 2 clusters Score: Raw -309522.666350 + Penalty 850.939030 = -308671.727320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.797187 sec): 3 clusters Score: Raw -304983.539465 + Penalty 1701.878059 = -303281.661406 nChanged 3435 SP:Iteration 1F (233.854260 sec): 3 clusters Score: Raw -306892.232437 + Penalty 1701.878059 = -305190.354378 nChanged 511 SP:Iteration 2F (233.905822 sec): 3 clusters Score: Raw -307144.699470 + Penalty 1701.878059 = -305442.821411 nChanged 508 SP:Iteration 3F (233.959847 sec): 3 clusters Score: Raw -307370.253587 + Penalty 1701.878059 = -305668.375528 nChanged 409 SP:Iteration 4F (234.011066 sec): 3 clusters Score: Raw -307548.486473 + Penalty 1701.878059 = -305846.608413 nChanged 353 SP:Iteration 5Q (234.068902 sec): 3 clusters Score: Raw -307724.373910 + Penalty 1701.878059 = -306022.495851 nChanged 368 SP:Iteration 6Q (234.131342 sec): 3 clusters Score: Raw -307935.583046 + Penalty 1701.878059 = -306233.704986 nChanged 383 SP:Iteration 7Q (234.180537 sec): 3 clusters Score: Raw -308194.939895 + Penalty 1701.878059 = -306493.061835 nChanged 407 SP:Iteration 8F (234.232069 sec): 3 clusters Score: Raw -308493.105498 + Penalty 1701.878059 = -306791.227438 nChanged 349 SP:Iteration 9Q (234.291850 sec): 3 clusters Score: Raw -308759.522393 + Penalty 1701.878059 = -307057.644334 nChanged 292 SP:Iteration 10Q (234.337937 sec): 3 clusters Score: Raw -309038.411852 + Penalty 1701.878059 = -307336.533792 nChanged 204 SP:Iteration 11Q (234.391982 sec): 3 clusters Score: Raw -309218.917155 + Penalty 1701.878059 = -307517.039095 nChanged 141 SP:Iteration 12Q (234.452891 sec): 3 clusters Score: Raw -309342.821372 + Penalty 1701.878059 = -307640.943313 nChanged 114 SP:Iteration 13Q (234.511158 sec): 3 clusters Score: Raw -309444.242480 + Penalty 1701.878059 = -307742.364420 nChanged 85 SP:Iteration 14Q (234.559278 sec): 3 clusters Score: Raw -309510.229332 + Penalty 1701.878059 = -307808.351273 nChanged 51 SP:Iteration 15Q (234.608254 sec): 3 clusters Score: Raw -309546.747698 + Penalty 1701.878059 = -307844.869639 nChanged 40 SP:Iteration 16Q (234.665528 sec): 3 clusters Score: Raw -309586.478361 + Penalty 1701.878059 = -307884.600302 nChanged 34 SP:Iteration 17Q (234.716314 sec): 3 clusters Score: Raw -309625.388673 + Penalty 1701.878059 = -307923.510614 nChanged 37 SP:Iteration 18Q (234.767451 sec): 3 clusters Score: Raw -309660.899424 + Penalty 1701.878059 = -307959.021365 nChanged 36 SP:Iteration 19Q (234.824339 sec): 3 clusters Score: Raw -309690.079108 + Penalty 1701.878059 = -307988.201048 nChanged 28 SP:Iteration 20F (234.882108 sec): 3 clusters Score: Raw -309712.411854 + Penalty 1701.878059 = -308010.533794 nChanged 23 SP:Iteration 21Q (234.943946 sec): 3 clusters Score: Raw -309729.762761 + Penalty 1701.878059 = -308027.884702 nChanged 24 SP:Iteration 22Q (234.987867 sec): 3 clusters Score: Raw -309749.227809 + Penalty 1701.878059 = -308047.349749 nChanged 24 SP:Iteration 23Q (235.050261 sec): 3 clusters Score: Raw -309763.115338 + Penalty 1701.878059 = -308061.237278 nChanged 18 SP:Iteration 24Q (235.098328 sec): 3 clusters Score: Raw -309772.621009 + Penalty 1701.878059 = -308070.742949 nChanged 10 SP:Iteration 25Q (235.154868 sec): 3 clusters Score: Raw -309776.630048 + Penalty 1701.878059 = -308074.751988 nChanged 8 SP:Iteration 26Q (235.210654 sec): 3 clusters Score: Raw -309780.137532 + Penalty 1701.878059 = -308078.259473 nChanged 5 SP:Iteration 27Q (235.268398 sec): 3 clusters Score: Raw -309784.078208 + Penalty 1701.878059 = -308082.200149 nChanged 3 SP:Iteration 28Q (235.311844 sec): 3 clusters Score: Raw -309785.401964 + Penalty 1701.878059 = -308083.523904 nChanged 4 SP:Iteration 29Q (235.368477 sec): 3 clusters Score: Raw -309786.899064 + Penalty 1701.878059 = -308085.021004 nChanged 3 SP:Iteration 30Q (235.427535 sec): 3 clusters Score: Raw -309787.819267 + Penalty 1701.878059 = -308085.941207 nChanged 2 SP:Iteration 31Q (235.486440 sec): 3 clusters Score: Raw -309788.192141 + Penalty 1701.878059 = -308086.314081 nChanged 1 SP:Iteration 32Q (235.539897 sec): 3 clusters Score: Raw -309788.350224 + Penalty 1701.878059 = -308086.472165 nChanged 2 SP:Iteration 33Q (235.586777 sec): 3 clusters Score: Raw -309788.792321 + Penalty 1701.878059 = -308086.914261 nChanged 2 SP:Iteration 34Q (235.644574 sec): 3 clusters Score: Raw -309789.665639 + Penalty 1701.878059 = -308087.787580 nChanged 1 SP:Iteration 35Q (235.693611 sec): 3 clusters Score: Raw -309790.059841 + Penalty 1701.878059 = -308088.181782 nChanged 2 SP:Iteration 36Q (235.739547 sec): 3 clusters Score: Raw -309790.590225 + Penalty 1701.878059 = -308088.712166 nChanged 0 SP:Iteration 37F (235.794065 sec): 3 clusters Score: Raw -309790.590225 + Penalty 1701.878059 = -308088.712166 nChanged 0 Trying to split cluster 20 (1751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (235.822917 sec): 2 clusters Score: Raw -67282.145893 + Penalty 709.454522 = -66572.691372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.874465 sec): 3 clusters Score: Raw -66459.787877 + Penalty 1418.909043 = -65040.878834 nChanged 671 SP:Iteration 1F (235.915819 sec): 3 clusters Score: Raw -66911.108114 + Penalty 1418.909043 = -65492.199070 nChanged 146 SP:Iteration 2F (235.974201 sec): 3 clusters Score: Raw -67005.111165 + Penalty 1418.909043 = -65586.202122 nChanged 76 SP:Iteration 3Q (236.018064 sec): 3 clusters Score: Raw -67049.510993 + Penalty 1418.909043 = -65630.601950 nChanged 50 SP:Iteration 4Q (236.059782 sec): 3 clusters Score: Raw -67076.557270 + Penalty 1418.909043 = -65657.648227 nChanged 46 SP:Iteration 5Q (236.109642 sec): 3 clusters Score: Raw -67101.508367 + Penalty 1418.909043 = -65682.599324 nChanged 38 SP:Iteration 6Q (236.167430 sec): 3 clusters Score: Raw -67121.535019 + Penalty 1418.909043 = -65702.625976 nChanged 40 SP:Iteration 7Q (236.215111 sec): 3 clusters Score: Raw -67147.854896 + Penalty 1418.909043 = -65728.945853 nChanged 49 SP:Iteration 8Q (236.257230 sec): 3 clusters Score: Raw -67176.805340 + Penalty 1418.909043 = -65757.896297 nChanged 51 SP:Iteration 9Q (236.298401 sec): 3 clusters Score: Raw -67209.215725 + Penalty 1418.909043 = -65790.306682 nChanged 47 SP:Iteration 10Q (236.354019 sec): 3 clusters Score: Raw -67243.710873 + Penalty 1418.909043 = -65824.801830 nChanged 47 SP:Iteration 11Q (236.393572 sec): 3 clusters Score: Raw -67278.777591 + Penalty 1418.909043 = -65859.868547 nChanged 45 SP:Iteration 12Q (236.452085 sec): 3 clusters Score: Raw -67309.743519 + Penalty 1418.909043 = -65890.834476 nChanged 41 SP:Iteration 13Q (236.495888 sec): 3 clusters Score: Raw -67337.428505 + Penalty 1418.909043 = -65918.519462 nChanged 35 SP:Iteration 14Q (236.539359 sec): 3 clusters Score: Raw -67360.283566 + Penalty 1418.909043 = -65941.374523 nChanged 27 SP:Iteration 15Q (236.582456 sec): 3 clusters Score: Raw -67382.521166 + Penalty 1418.909043 = -65963.612123 nChanged 36 SP:Iteration 16Q (236.626977 sec): 3 clusters Score: Raw -67408.160615 + Penalty 1418.909043 = -65989.251571 nChanged 29 SP:Iteration 17Q (236.672155 sec): 3 clusters Score: Raw -67423.345312 + Penalty 1418.909043 = -66004.436269 nChanged 26 SP:Iteration 18Q (236.708850 sec): 3 clusters Score: Raw -67439.497684 + Penalty 1418.909043 = -66020.588641 nChanged 26 SP:Iteration 19Q (236.760356 sec): 3 clusters Score: Raw -67455.472898 + Penalty 1418.909043 = -66036.563855 nChanged 17 SP:Iteration 20F (236.807846 sec): 3 clusters Score: Raw -67466.498709 + Penalty 1418.909043 = -66047.589666 nChanged 16 SP:Iteration 21Q (236.846146 sec): 3 clusters Score: Raw -67473.259415 + Penalty 1418.909043 = -66054.350372 nChanged 13 SP:Iteration 22Q (236.891583 sec): 3 clusters Score: Raw -67479.999906 + Penalty 1418.909043 = -66061.090863 nChanged 5 SP:Iteration 23Q (236.935547 sec): 3 clusters Score: Raw -67483.299921 + Penalty 1418.909043 = -66064.390878 nChanged 5 SP:Iteration 24Q (236.985063 sec): 3 clusters Score: Raw -67484.576306 + Penalty 1418.909043 = -66065.667263 nChanged 4 SP:Iteration 25Q (237.044578 sec): 3 clusters Score: Raw -67486.118875 + Penalty 1418.909043 = -66067.209832 nChanged 3 SP:Iteration 26Q (237.083170 sec): 3 clusters Score: Raw -67486.922112 + Penalty 1418.909043 = -66068.013069 nChanged 2 SP:Iteration 27Q (237.132242 sec): 3 clusters Score: Raw -67488.380129 + Penalty 1418.909043 = -66069.471086 nChanged 4 SP:Iteration 28Q (237.182870 sec): 3 clusters Score: Raw -67490.979150 + Penalty 1418.909043 = -66072.070107 nChanged 6 SP:Iteration 29Q (237.233131 sec): 3 clusters Score: Raw -67492.400765 + Penalty 1418.909043 = -66073.491722 nChanged 1 SP:Iteration 30Q (237.287181 sec): 3 clusters Score: Raw -67493.164142 + Penalty 1418.909043 = -66074.255099 nChanged 3 SP:Iteration 31Q (237.340595 sec): 3 clusters Score: Raw -67495.004940 + Penalty 1418.909043 = -66076.095897 nChanged 5 SP:Iteration 32Q (237.376723 sec): 3 clusters Score: Raw -67496.346590 + Penalty 1418.909043 = -66077.437547 nChanged 6 SP:Iteration 33Q (237.424117 sec): 3 clusters Score: Raw -67499.608324 + Penalty 1418.909043 = -66080.699281 nChanged 4 SP:Iteration 34Q (237.472600 sec): 3 clusters Score: Raw -67500.613961 + Penalty 1418.909043 = -66081.704918 nChanged 5 SP:Iteration 35Q (237.524935 sec): 3 clusters Score: Raw -67502.917618 + Penalty 1418.909043 = -66084.008575 nChanged 5 SP:Iteration 36Q (237.565844 sec): 3 clusters Score: Raw -67504.936043 + Penalty 1418.909043 = -66086.027000 nChanged 5 SP:Iteration 37Q (237.622043 sec): 3 clusters Score: Raw -67506.017813 + Penalty 1418.909043 = -66087.108770 nChanged 2 SP:Iteration 38Q (237.673095 sec): 3 clusters Score: Raw -67506.509496 + Penalty 1418.909043 = -66087.600453 nChanged 2 SP:Iteration 39Q (237.715424 sec): 3 clusters Score: Raw -67507.098961 + Penalty 1418.909043 = -66088.189918 nChanged 3 SP:Iteration 40F (237.758920 sec): 3 clusters Score: Raw -67507.875564 + Penalty 1418.909043 = -66088.966521 nChanged 4 SP:Iteration 41Q (237.806533 sec): 3 clusters Score: Raw -67509.405078 + Penalty 1418.909043 = -66090.496035 nChanged 2 SP:Iteration 42Q (237.861359 sec): 3 clusters Score: Raw -67510.188022 + Penalty 1418.909043 = -66091.278979 nChanged 2 SP:Iteration 43Q (237.901706 sec): 3 clusters Score: Raw -67510.922582 + Penalty 1418.909043 = -66092.013538 nChanged 2 SP:Iteration 44Q (237.944779 sec): 3 clusters Score: Raw -67511.151458 + Penalty 1418.909043 = -66092.242415 nChanged 0 SP:Iteration 45F (237.993760 sec): 3 clusters Score: Raw -67511.151458 + Penalty 1418.909043 = -66092.242415 nChanged 0 Trying to split cluster 21 (1555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.021793 sec): 2 clusters Score: Raw -61633.198593 + Penalty 698.176928 = -60935.021664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.054935 sec): 3 clusters Score: Raw -60937.548649 + Penalty 1396.353857 = -59541.194792 nChanged 574 SP:Iteration 1F (238.102445 sec): 3 clusters Score: Raw -61265.544301 + Penalty 1396.353857 = -59869.190444 nChanged 96 SP:Iteration 2F (238.139575 sec): 3 clusters Score: Raw -61328.992841 + Penalty 1396.353857 = -59932.638984 nChanged 70 SP:Iteration 3Q (238.189268 sec): 3 clusters Score: Raw -61362.968396 + Penalty 1396.353857 = -59966.614540 nChanged 46 SP:Iteration 4Q (238.240786 sec): 3 clusters Score: Raw -61385.972190 + Penalty 1396.353857 = -59989.618333 nChanged 39 SP:Iteration 5Q (238.278811 sec): 3 clusters Score: Raw -61402.994387 + Penalty 1396.353857 = -60006.640530 nChanged 29 SP:Iteration 6Q (238.323188 sec): 3 clusters Score: Raw -61416.287877 + Penalty 1396.353857 = -60019.934020 nChanged 29 SP:Iteration 7Q (238.374007 sec): 3 clusters Score: Raw -61431.399477 + Penalty 1396.353857 = -60035.045621 nChanged 17 SP:Iteration 8Q (238.417317 sec): 3 clusters Score: Raw -61439.813627 + Penalty 1396.353857 = -60043.459770 nChanged 12 SP:Iteration 9Q (238.461957 sec): 3 clusters Score: Raw -61448.435840 + Penalty 1396.353857 = -60052.081983 nChanged 18 SP:Iteration 10Q (238.509765 sec): 3 clusters Score: Raw -61458.169523 + Penalty 1396.353857 = -60061.815666 nChanged 23 SP:Iteration 11Q (238.550043 sec): 3 clusters Score: Raw -61470.863329 + Penalty 1396.353857 = -60074.509472 nChanged 26 SP:Iteration 12Q (238.594659 sec): 3 clusters Score: Raw -61482.514198 + Penalty 1396.353857 = -60086.160341 nChanged 18 SP:Iteration 13Q (238.630280 sec): 3 clusters Score: Raw -61488.833575 + Penalty 1396.353857 = -60092.479718 nChanged 15 SP:Iteration 14Q (238.680915 sec): 3 clusters Score: Raw -61494.495112 + Penalty 1396.353857 = -60098.141256 nChanged 10 SP:Iteration 15Q (238.729408 sec): 3 clusters Score: Raw -61498.653453 + Penalty 1396.353857 = -60102.299597 nChanged 8 SP:Iteration 16Q (238.762945 sec): 3 clusters Score: Raw -61501.607681 + Penalty 1396.353857 = -60105.253824 nChanged 8 SP:Iteration 17Q (238.814188 sec): 3 clusters Score: Raw -61504.229822 + Penalty 1396.353857 = -60107.875965 nChanged 7 SP:Iteration 18Q (238.852202 sec): 3 clusters Score: Raw -61505.679626 + Penalty 1396.353857 = -60109.325769 nChanged 3 SP:Iteration 19Q (238.897219 sec): 3 clusters Score: Raw -61507.752889 + Penalty 1396.353857 = -60111.399032 nChanged 4 SP:Iteration 20F (238.938653 sec): 3 clusters Score: Raw -61508.880366 + Penalty 1396.353857 = -60112.526509 nChanged 5 SP:Iteration 21Q (238.992393 sec): 3 clusters Score: Raw -61509.876563 + Penalty 1396.353857 = -60113.522707 nChanged 4 SP:Iteration 22Q (239.041265 sec): 3 clusters Score: Raw -61512.602764 + Penalty 1396.353857 = -60116.248907 nChanged 8 SP:Iteration 23Q (239.082666 sec): 3 clusters Score: Raw -61516.030954 + Penalty 1396.353857 = -60119.677097 nChanged 7 SP:Iteration 24Q (239.122891 sec): 3 clusters Score: Raw -61520.871785 + Penalty 1396.353857 = -60124.517928 nChanged 7 SP:Iteration 25Q (239.170040 sec): 3 clusters Score: Raw -61522.870295 + Penalty 1396.353857 = -60126.516439 nChanged 7 SP:Iteration 26Q (239.215960 sec): 3 clusters Score: Raw -61524.466056 + Penalty 1396.353857 = -60128.112199 nChanged 5 SP:Iteration 27Q (239.263560 sec): 3 clusters Score: Raw -61525.966977 + Penalty 1396.353857 = -60129.613121 nChanged 3 SP:Iteration 28Q (239.310742 sec): 3 clusters Score: Raw -61526.574582 + Penalty 1396.353857 = -60130.220726 nChanged 2 SP:Iteration 29Q (239.350899 sec): 3 clusters Score: Raw -61527.098641 + Penalty 1396.353857 = -60130.744784 nChanged 2 SP:Iteration 30Q (239.392392 sec): 3 clusters Score: Raw -61529.409159 + Penalty 1396.353857 = -60133.055302 nChanged 9 SP:Iteration 31Q (239.426466 sec): 3 clusters Score: Raw -61538.135553 + Penalty 1396.353857 = -60141.781697 nChanged 14 SP:Iteration 32Q (239.474778 sec): 3 clusters Score: Raw -61546.659925 + Penalty 1396.353857 = -60150.306068 nChanged 9 SP:Iteration 33Q (239.521427 sec): 3 clusters Score: Raw -61550.088234 + Penalty 1396.353857 = -60153.734378 nChanged 6 SP:Iteration 34Q (239.574148 sec): 3 clusters Score: Raw -61553.401605 + Penalty 1396.353857 = -60157.047749 nChanged 9 SP:Iteration 35Q (239.619299 sec): 3 clusters Score: Raw -61558.426568 + Penalty 1396.353857 = -60162.072711 nChanged 7 SP:Iteration 36Q (239.663567 sec): 3 clusters Score: Raw -61560.900716 + Penalty 1396.353857 = -60164.546860 nChanged 6 SP:Iteration 37Q (239.711115 sec): 3 clusters Score: Raw -61564.081087 + Penalty 1396.353857 = -60167.727230 nChanged 12 SP:Iteration 38Q (239.757265 sec): 3 clusters Score: Raw -61568.183701 + Penalty 1396.353857 = -60171.829845 nChanged 11 SP:Iteration 39Q (239.797030 sec): 3 clusters Score: Raw -61573.561937 + Penalty 1396.353857 = -60177.208080 nChanged 9 SP:Iteration 40F (239.845322 sec): 3 clusters Score: Raw -61576.525526 + Penalty 1396.353857 = -60180.171669 nChanged 2 SP:Iteration 41Q (239.886867 sec): 3 clusters Score: Raw -61576.980328 + Penalty 1396.353857 = -60180.626471 nChanged 2 SP:Iteration 42Q (239.931964 sec): 3 clusters Score: Raw -61577.348230 + Penalty 1396.353857 = -60180.994373 nChanged 3 SP:Iteration 43Q (239.970436 sec): 3 clusters Score: Raw -61577.905980 + Penalty 1396.353857 = -60181.552123 nChanged 2 SP:Iteration 44Q (240.022051 sec): 3 clusters Score: Raw -61578.347331 + Penalty 1396.353857 = -60181.993474 nChanged 4 SP:Iteration 45Q (240.065090 sec): 3 clusters Score: Raw -61579.132538 + Penalty 1396.353857 = -60182.778681 nChanged 2 SP:Iteration 46Q (240.104296 sec): 3 clusters Score: Raw -61579.606539 + Penalty 1396.353857 = -60183.252683 nChanged 3 SP:Iteration 47Q (240.153095 sec): 3 clusters Score: Raw -61580.543165 + Penalty 1396.353857 = -60184.189308 nChanged 1 SP:Iteration 48Q (240.198250 sec): 3 clusters Score: Raw -61580.804645 + Penalty 1396.353857 = -60184.450789 nChanged 0 SP:Iteration 49F (240.246588 sec): 3 clusters Score: Raw -61580.804645 + Penalty 1396.353857 = -60184.450789 nChanged 0 Trying to split cluster 22 (3814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.274762 sec): 2 clusters Score: Raw -119586.459944 + Penalty 783.411210 = -118803.048735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.329770 sec): 3 clusters Score: Raw -117508.569081 + Penalty 1566.822419 = -115941.746662 nChanged 1622 SP:Iteration 1F (240.374148 sec): 3 clusters Score: Raw -118518.952037 + Penalty 1566.822419 = -116952.129618 nChanged 350 SP:Iteration 2F (240.418554 sec): 3 clusters Score: Raw -118752.790861 + Penalty 1566.822419 = -117185.968441 nChanged 251 SP:Iteration 3F (240.474401 sec): 3 clusters Score: Raw -118916.022298 + Penalty 1566.822419 = -117349.199879 nChanged 211 SP:Iteration 4F (240.523109 sec): 3 clusters Score: Raw -119044.704330 + Penalty 1566.822419 = -117477.881911 nChanged 184 SP:Iteration 5Q (240.571472 sec): 3 clusters Score: Raw -119154.325214 + Penalty 1566.822419 = -117587.502795 nChanged 149 SP:Iteration 6Q (240.618606 sec): 3 clusters Score: Raw -119247.222446 + Penalty 1566.822419 = -117680.400026 nChanged 141 SP:Iteration 7Q (240.667342 sec): 3 clusters Score: Raw -119320.451819 + Penalty 1566.822419 = -117753.629400 nChanged 103 SP:Iteration 8Q (240.718811 sec): 3 clusters Score: Raw -119377.320091 + Penalty 1566.822419 = -117810.497672 nChanged 110 SP:Iteration 9Q (240.762414 sec): 3 clusters Score: Raw -119434.855756 + Penalty 1566.822419 = -117868.033337 nChanged 105 SP:Iteration 10Q (240.817811 sec): 3 clusters Score: Raw -119493.951680 + Penalty 1566.822419 = -117927.129260 nChanged 85 SP:Iteration 11Q (240.863238 sec): 3 clusters Score: Raw -119538.920291 + Penalty 1566.822419 = -117972.097872 nChanged 79 SP:Iteration 12Q (240.912663 sec): 3 clusters Score: Raw -119577.846477 + Penalty 1566.822419 = -118011.024058 nChanged 69 SP:Iteration 13Q (240.965533 sec): 3 clusters Score: Raw -119615.222637 + Penalty 1566.822419 = -118048.400218 nChanged 60 SP:Iteration 14Q (241.006242 sec): 3 clusters Score: Raw -119645.280980 + Penalty 1566.822419 = -118078.458560 nChanged 57 SP:Iteration 15Q (241.063088 sec): 3 clusters Score: Raw -119663.825607 + Penalty 1566.822419 = -118097.003188 nChanged 55 SP:Iteration 16Q (241.123448 sec): 3 clusters Score: Raw -119682.901024 + Penalty 1566.822419 = -118116.078604 nChanged 43 SP:Iteration 17Q (241.163025 sec): 3 clusters Score: Raw -119701.094792 + Penalty 1566.822419 = -118134.272373 nChanged 32 SP:Iteration 18Q (241.214628 sec): 3 clusters Score: Raw -119709.677109 + Penalty 1566.822419 = -118142.854690 nChanged 22 SP:Iteration 19Q (241.272535 sec): 3 clusters Score: Raw -119715.236201 + Penalty 1566.822419 = -118148.413782 nChanged 18 SP:Iteration 20F (241.325094 sec): 3 clusters Score: Raw -119719.357118 + Penalty 1566.822419 = -118152.534699 nChanged 13 SP:Iteration 21Q (241.374381 sec): 3 clusters Score: Raw -119722.707499 + Penalty 1566.822419 = -118155.885079 nChanged 14 SP:Iteration 22Q (241.425192 sec): 3 clusters Score: Raw -119725.895068 + Penalty 1566.822419 = -118159.072649 nChanged 18 SP:Iteration 23Q (241.466546 sec): 3 clusters Score: Raw -119730.895121 + Penalty 1566.822419 = -118164.072702 nChanged 19 SP:Iteration 24Q (241.519264 sec): 3 clusters Score: Raw -119735.179733 + Penalty 1566.822419 = -118168.357314 nChanged 15 SP:Iteration 25Q (241.560800 sec): 3 clusters Score: Raw -119739.249691 + Penalty 1566.822419 = -118172.427272 nChanged 14 SP:Iteration 26Q (241.621900 sec): 3 clusters Score: Raw -119742.065949 + Penalty 1566.822419 = -118175.243530 nChanged 14 SP:Iteration 27Q (241.674812 sec): 3 clusters Score: Raw -119744.720018 + Penalty 1566.822419 = -118177.897599 nChanged 12 SP:Iteration 28Q (241.726921 sec): 3 clusters Score: Raw -119746.413995 + Penalty 1566.822419 = -118179.591576 nChanged 6 SP:Iteration 29Q (241.780181 sec): 3 clusters Score: Raw -119747.162342 + Penalty 1566.822419 = -118180.339923 nChanged 6 SP:Iteration 30Q (241.827011 sec): 3 clusters Score: Raw -119748.224341 + Penalty 1566.822419 = -118181.401922 nChanged 8 SP:Iteration 31Q (241.875260 sec): 3 clusters Score: Raw -119749.497968 + Penalty 1566.822419 = -118182.675549 nChanged 7 SP:Iteration 32Q (241.935297 sec): 3 clusters Score: Raw -119751.089675 + Penalty 1566.822419 = -118184.267256 nChanged 5 SP:Iteration 33Q (241.989143 sec): 3 clusters Score: Raw -119752.179890 + Penalty 1566.822419 = -118185.357470 nChanged 4 SP:Iteration 34Q (242.037975 sec): 3 clusters Score: Raw -119752.827514 + Penalty 1566.822419 = -118186.005095 nChanged 3 SP:Iteration 35Q (242.078051 sec): 3 clusters Score: Raw -119754.126922 + Penalty 1566.822419 = -118187.304502 nChanged 7 SP:Iteration 36Q (242.131128 sec): 3 clusters Score: Raw -119756.084934 + Penalty 1566.822419 = -118189.262514 nChanged 6 SP:Iteration 37Q (242.185397 sec): 3 clusters Score: Raw -119757.691195 + Penalty 1566.822419 = -118190.868776 nChanged 10 SP:Iteration 38Q (242.237943 sec): 3 clusters Score: Raw -119759.742684 + Penalty 1566.822419 = -118192.920265 nChanged 3 SP:Iteration 39Q (242.282814 sec): 3 clusters Score: Raw -119760.073442 + Penalty 1566.822419 = -118193.251022 nChanged 3 SP:Iteration 40F (242.331248 sec): 3 clusters Score: Raw -119760.344162 + Penalty 1566.822419 = -118193.521742 nChanged 3 SP:Iteration 41Q (242.382486 sec): 3 clusters Score: Raw -119760.896306 + Penalty 1566.822419 = -118194.073886 nChanged 3 SP:Iteration 42Q (242.436256 sec): 3 clusters Score: Raw -119761.310014 + Penalty 1566.822419 = -118194.487595 nChanged 3 SP:Iteration 43Q (242.481272 sec): 3 clusters Score: Raw -119761.643714 + Penalty 1566.822419 = -118194.821295 nChanged 3 SP:Iteration 44Q (242.528341 sec): 3 clusters Score: Raw -119762.176099 + Penalty 1566.822419 = -118195.353680 nChanged 3 SP:Iteration 45Q (242.575747 sec): 3 clusters Score: Raw -119762.560345 + Penalty 1566.822419 = -118195.737926 nChanged 2 SP:Iteration 46Q (242.624154 sec): 3 clusters Score: Raw -119763.440196 + Penalty 1566.822419 = -118196.617776 nChanged 3 SP:Iteration 47Q (242.674084 sec): 3 clusters Score: Raw -119764.392315 + Penalty 1566.822419 = -118197.569896 nChanged 7 SP:Iteration 48Q (242.732915 sec): 3 clusters Score: Raw -119765.675609 + Penalty 1566.822419 = -118198.853189 nChanged 6 SP:Iteration 49Q (242.769117 sec): 3 clusters Score: Raw -119766.711136 + Penalty 1566.822419 = -118199.888717 nChanged 6 SP:Iteration 50Q (242.825271 sec): 3 clusters Score: Raw -119767.885735 + Penalty 1566.822419 = -118201.063316 nChanged 8 SP:Iteration 51Q (242.864914 sec): 3 clusters Score: Raw -119769.457305 + Penalty 1566.822419 = -118202.634886 nChanged 7 SP:Iteration 52Q (242.913835 sec): 3 clusters Score: Raw -119770.948238 + Penalty 1566.822419 = -118204.125819 nChanged 7 SP:Iteration 53Q (242.963960 sec): 3 clusters Score: Raw -119772.205049 + Penalty 1566.822419 = -118205.382629 nChanged 3 SP:Iteration 54Q (243.019670 sec): 3 clusters Score: Raw -119772.696639 + Penalty 1566.822419 = -118205.874219 nChanged 6 SP:Iteration 55Q (243.064455 sec): 3 clusters Score: Raw -119773.485073 + Penalty 1566.822419 = -118206.662653 nChanged 2 SP:Iteration 56Q (243.119654 sec): 3 clusters Score: Raw -119773.731784 + Penalty 1566.822419 = -118206.909365 nChanged 5 SP:Iteration 57Q (243.165715 sec): 3 clusters Score: Raw -119774.593122 + Penalty 1566.822419 = -118207.770703 nChanged 2 SP:Iteration 58Q (243.220498 sec): 3 clusters Score: Raw -119775.249187 + Penalty 1566.822419 = -118208.426767 nChanged 2 SP:Iteration 59Q (243.268351 sec): 3 clusters Score: Raw -119775.554839 + Penalty 1566.822419 = -118208.732420 nChanged 3 SP:Iteration 60F (243.310173 sec): 3 clusters Score: Raw -119776.090657 + Penalty 1566.822419 = -118209.268237 nChanged 2 SP:Iteration 61Q (243.366734 sec): 3 clusters Score: Raw -119776.322759 + Penalty 1566.822419 = -118209.500340 nChanged 1 SP:Iteration 62Q (243.420757 sec): 3 clusters Score: Raw -119776.706979 + Penalty 1566.822419 = -118209.884559 nChanged 1 SP:Iteration 63Q (243.471008 sec): 3 clusters Score: Raw -119776.785377 + Penalty 1566.822419 = -118209.962957 nChanged 0 SP:Iteration 64F (243.520934 sec): 3 clusters Score: Raw -119776.785377 + Penalty 1566.822419 = -118209.962957 nChanged 0 Trying to split cluster 23 (9303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (243.555800 sec): 2 clusters Score: Raw -348949.634741 + Penalty 868.118760 = -348081.515982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (243.611631 sec): 3 clusters Score: Raw -343430.871747 + Penalty 1736.237519 = -341694.634227 nChanged 4150 SP:Iteration 1F (243.656234 sec): 3 clusters Score: Raw -345778.966017 + Penalty 1736.237519 = -344042.728497 nChanged 595 SP:Iteration 2F (243.718417 sec): 3 clusters Score: Raw -346087.953812 + Penalty 1736.237519 = -344351.716293 nChanged 585 SP:Iteration 3F (243.771100 sec): 3 clusters Score: Raw -346458.855106 + Penalty 1736.237519 = -344722.617587 nChanged 575 SP:Iteration 4F (243.827604 sec): 3 clusters Score: Raw -346856.750413 + Penalty 1736.237519 = -345120.512893 nChanged 565 SP:Iteration 5F (243.880241 sec): 3 clusters Score: Raw -347248.144428 + Penalty 1736.237519 = -345511.906909 nChanged 507 SP:Iteration 6F (243.942627 sec): 3 clusters Score: Raw -347567.340065 + Penalty 1736.237519 = -345831.102545 nChanged 429 SP:Iteration 7Q (243.990907 sec): 3 clusters Score: Raw -347793.922912 + Penalty 1736.237519 = -346057.685392 nChanged 320 SP:Iteration 8Q (244.046796 sec): 3 clusters Score: Raw -347935.788498 + Penalty 1736.237519 = -346199.550978 nChanged 252 SP:Iteration 9Q (244.096694 sec): 3 clusters Score: Raw -348026.685466 + Penalty 1736.237519 = -346290.447947 nChanged 199 SP:Iteration 10Q (244.153992 sec): 3 clusters Score: Raw -348089.316846 + Penalty 1736.237519 = -346353.079327 nChanged 139 SP:Iteration 11Q (244.214925 sec): 3 clusters Score: Raw -348143.677475 + Penalty 1736.237519 = -346407.439956 nChanged 149 SP:Iteration 12Q (244.275333 sec): 3 clusters Score: Raw -348210.616521 + Penalty 1736.237519 = -346474.379002 nChanged 158 SP:Iteration 13Q (244.343537 sec): 3 clusters Score: Raw -348278.664643 + Penalty 1736.237519 = -346542.427124 nChanged 147 SP:Iteration 14Q (244.398313 sec): 3 clusters Score: Raw -348330.017826 + Penalty 1736.237519 = -346593.780306 nChanged 134 SP:Iteration 15Q (244.447169 sec): 3 clusters Score: Raw -348375.165827 + Penalty 1736.237519 = -346638.928308 nChanged 128 SP:Iteration 16Q (244.508825 sec): 3 clusters Score: Raw -348417.119038 + Penalty 1736.237519 = -346680.881519 nChanged 119 SP:Iteration 17Q (244.560391 sec): 3 clusters Score: Raw -348452.696596 + Penalty 1736.237519 = -346716.459076 nChanged 110 SP:Iteration 18Q (244.621587 sec): 3 clusters Score: Raw -348483.517410 + Penalty 1736.237519 = -346747.279890 nChanged 104 SP:Iteration 19Q (244.669743 sec): 3 clusters Score: Raw -348509.506280 + Penalty 1736.237519 = -346773.268760 nChanged 99 SP:Iteration 20F (244.732073 sec): 3 clusters Score: Raw -348533.544742 + Penalty 1736.237519 = -346797.307222 nChanged 89 SP:Iteration 21Q (244.795780 sec): 3 clusters Score: Raw -348554.037123 + Penalty 1736.237519 = -346817.799604 nChanged 64 SP:Iteration 22Q (244.840275 sec): 3 clusters Score: Raw -348564.502412 + Penalty 1736.237519 = -346828.264892 nChanged 46 SP:Iteration 23Q (244.905240 sec): 3 clusters Score: Raw -348572.450786 + Penalty 1736.237519 = -346836.213267 nChanged 54 SP:Iteration 24Q (244.955789 sec): 3 clusters Score: Raw -348583.575026 + Penalty 1736.237519 = -346847.337506 nChanged 55 SP:Iteration 25Q (245.016404 sec): 3 clusters Score: Raw -348595.554052 + Penalty 1736.237519 = -346859.316532 nChanged 63 SP:Iteration 26Q (245.076347 sec): 3 clusters Score: Raw -348609.269641 + Penalty 1736.237519 = -346873.032121 nChanged 59 SP:Iteration 27Q (245.133940 sec): 3 clusters Score: Raw -348620.318741 + Penalty 1736.237519 = -346884.081222 nChanged 58 SP:Iteration 28Q (245.196704 sec): 3 clusters Score: Raw -348630.609810 + Penalty 1736.237519 = -346894.372291 nChanged 49 SP:Iteration 29Q (245.246325 sec): 3 clusters Score: Raw -348641.305575 + Penalty 1736.237519 = -346905.068056 nChanged 55 SP:Iteration 30Q (245.314192 sec): 3 clusters Score: Raw -348652.416103 + Penalty 1736.237519 = -346916.178583 nChanged 61 SP:Iteration 31Q (245.358602 sec): 3 clusters Score: Raw -348664.725269 + Penalty 1736.237519 = -346928.487750 nChanged 61 SP:Iteration 32Q (245.422209 sec): 3 clusters Score: Raw -348678.529724 + Penalty 1736.237519 = -346942.292205 nChanged 69 SP:Iteration 33Q (245.477970 sec): 3 clusters Score: Raw -348695.735533 + Penalty 1736.237519 = -346959.498014 nChanged 51 SP:Iteration 34Q (245.535847 sec): 3 clusters Score: Raw -348705.977326 + Penalty 1736.237519 = -346969.739806 nChanged 46 SP:Iteration 35Q (245.586179 sec): 3 clusters Score: Raw -348715.880013 + Penalty 1736.237519 = -346979.642494 nChanged 49 SP:Iteration 36Q (245.650039 sec): 3 clusters Score: Raw -348725.802721 + Penalty 1736.237519 = -346989.565201 nChanged 52 SP:Iteration 37Q (245.706368 sec): 3 clusters Score: Raw -348737.549486 + Penalty 1736.237519 = -347001.311966 nChanged 48 SP:Iteration 38Q (245.761360 sec): 3 clusters Score: Raw -348748.446734 + Penalty 1736.237519 = -347012.209214 nChanged 44 SP:Iteration 39Q (245.819458 sec): 3 clusters Score: Raw -348758.332194 + Penalty 1736.237519 = -347022.094675 nChanged 58 SP:Iteration 40F (245.878048 sec): 3 clusters Score: Raw -348771.526036 + Penalty 1736.237519 = -347035.288516 nChanged 56 SP:Iteration 41Q (245.934629 sec): 3 clusters Score: Raw -348784.418450 + Penalty 1736.237519 = -347048.180931 nChanged 49 SP:Iteration 42Q (245.974659 sec): 3 clusters Score: Raw -348798.044594 + Penalty 1736.237519 = -347061.807074 nChanged 65 SP:Iteration 43Q (246.026560 sec): 3 clusters Score: Raw -348817.439320 + Penalty 1736.237519 = -347081.201800 nChanged 57 SP:Iteration 44Q (246.081976 sec): 3 clusters Score: Raw -348831.631927 + Penalty 1736.237519 = -347095.394408 nChanged 57 SP:Iteration 45Q (246.132990 sec): 3 clusters Score: Raw -348844.737773 + Penalty 1736.237519 = -347108.500253 nChanged 51 SP:Iteration 46Q (246.184957 sec): 3 clusters Score: Raw -348856.830698 + Penalty 1736.237519 = -347120.593178 nChanged 49 SP:Iteration 47Q (246.240047 sec): 3 clusters Score: Raw -348871.061304 + Penalty 1736.237519 = -347134.823784 nChanged 43 SP:Iteration 48Q (246.282512 sec): 3 clusters Score: Raw -348882.301450 + Penalty 1736.237519 = -347146.063930 nChanged 44 SP:Iteration 49Q (246.336054 sec): 3 clusters Score: Raw -348891.595546 + Penalty 1736.237519 = -347155.358027 nChanged 31 SP:Iteration 50Q (246.385754 sec): 3 clusters Score: Raw -348896.976690 + Penalty 1736.237519 = -347160.739170 nChanged 27 SP:Iteration 51Q (246.433526 sec): 3 clusters Score: Raw -348902.622465 + Penalty 1736.237519 = -347166.384946 nChanged 27 SP:Iteration 52Q (246.484655 sec): 3 clusters Score: Raw -348907.120745 + Penalty 1736.237519 = -347170.883226 nChanged 26 SP:Iteration 53Q (246.546756 sec): 3 clusters Score: Raw -348913.122926 + Penalty 1736.237519 = -347176.885406 nChanged 27 SP:Iteration 54Q (246.604989 sec): 3 clusters Score: Raw -348920.502833 + Penalty 1736.237519 = -347184.265313 nChanged 40 SP:Iteration 55Q (246.652428 sec): 3 clusters Score: Raw -348930.146152 + Penalty 1736.237519 = -347193.908633 nChanged 40 SP:Iteration 56Q (246.701705 sec): 3 clusters Score: Raw -348940.845264 + Penalty 1736.237519 = -347204.607744 nChanged 41 SP:Iteration 57Q (246.755670 sec): 3 clusters Score: Raw -348953.492449 + Penalty 1736.237519 = -347217.254930 nChanged 42 SP:Iteration 58Q (246.807979 sec): 3 clusters Score: Raw -348968.610131 + Penalty 1736.237519 = -347232.372611 nChanged 45 SP:Iteration 59Q (246.870663 sec): 3 clusters Score: Raw -348985.170323 + Penalty 1736.237519 = -347248.932803 nChanged 48 SP:Iteration 60F (246.922556 sec): 3 clusters Score: Raw -349004.528838 + Penalty 1736.237519 = -347268.291319 nChanged 59 SP:Iteration 61Q (246.984073 sec): 3 clusters Score: Raw -349019.730226 + Penalty 1736.237519 = -347283.492706 nChanged 46 SP:Iteration 62Q (247.034212 sec): 3 clusters Score: Raw -349036.323048 + Penalty 1736.237519 = -347300.085529 nChanged 46 SP:Iteration 63Q (247.092631 sec): 3 clusters Score: Raw -349051.420120 + Penalty 1736.237519 = -347315.182600 nChanged 52 SP:Iteration 64Q (247.152091 sec): 3 clusters Score: Raw -349068.034689 + Penalty 1736.237519 = -347331.797170 nChanged 44 SP:Iteration 65Q (247.200667 sec): 3 clusters Score: Raw -349078.396552 + Penalty 1736.237519 = -347342.159032 nChanged 32 SP:Iteration 66Q (247.249651 sec): 3 clusters Score: Raw -349085.256984 + Penalty 1736.237519 = -347349.019465 nChanged 26 SP:Iteration 67Q (247.314302 sec): 3 clusters Score: Raw -349091.507451 + Penalty 1736.237519 = -347355.269931 nChanged 30 SP:Iteration 68Q (247.361096 sec): 3 clusters Score: Raw -349097.250111 + Penalty 1736.237519 = -347361.012591 nChanged 22 SP:Iteration 69Q (247.419428 sec): 3 clusters Score: Raw -349100.398036 + Penalty 1736.237519 = -347364.160516 nChanged 12 SP:Iteration 70Q (247.486759 sec): 3 clusters Score: Raw -349101.820547 + Penalty 1736.237519 = -347365.583028 nChanged 5 SP:Iteration 71Q (247.539873 sec): 3 clusters Score: Raw -349102.353830 + Penalty 1736.237519 = -347366.116310 nChanged 6 SP:Iteration 72Q (247.588237 sec): 3 clusters Score: Raw -349102.777559 + Penalty 1736.237519 = -347366.540040 nChanged 6 SP:Iteration 73Q (247.651548 sec): 3 clusters Score: Raw -349103.334259 + Penalty 1736.237519 = -347367.096740 nChanged 4 SP:Iteration 74Q (247.695248 sec): 3 clusters Score: Raw -349103.630396 + Penalty 1736.237519 = -347367.392876 nChanged 3 SP:Iteration 75Q (247.758513 sec): 3 clusters Score: Raw -349104.630289 + Penalty 1736.237519 = -347368.392770 nChanged 5 SP:Iteration 76Q (247.813208 sec): 3 clusters Score: Raw -349105.716971 + Penalty 1736.237519 = -347369.479452 nChanged 7 SP:Iteration 77Q (247.856710 sec): 3 clusters Score: Raw -349107.081219 + Penalty 1736.237519 = -347370.843700 nChanged 6 SP:Iteration 78Q (247.920541 sec): 3 clusters Score: Raw -349108.241499 + Penalty 1736.237519 = -347372.003980 nChanged 3 SP:Iteration 79Q (247.974247 sec): 3 clusters Score: Raw -349108.485182 + Penalty 1736.237519 = -347372.247662 nChanged 3 SP:Iteration 80F (248.018690 sec): 3 clusters Score: Raw -349108.911420 + Penalty 1736.237519 = -347372.673901 nChanged 2 SP:Iteration 81Q (248.079506 sec): 3 clusters Score: Raw -349109.535375 + Penalty 1736.237519 = -347373.297855 nChanged 3 SP:Iteration 82Q (248.127182 sec): 3 clusters Score: Raw -349110.417877 + Penalty 1736.237519 = -347374.180357 nChanged 1 SP:Iteration 83Q (248.183792 sec): 3 clusters Score: Raw -349110.490294 + Penalty 1736.237519 = -347374.252775 nChanged 0 SP:Iteration 84F (248.238692 sec): 3 clusters Score: Raw -349110.490294 + Penalty 1736.237519 = -347374.252775 nChanged 0 Trying to split cluster 24 (5448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (248.277671 sec): 2 clusters Score: Raw -191095.139049 + Penalty 817.285366 = -190277.853683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (248.319875 sec): 3 clusters Score: Raw -188056.671897 + Penalty 1634.570731 = -186422.101166 nChanged 2317 SP:Iteration 1F (248.381514 sec): 3 clusters Score: Raw -189481.080689 + Penalty 1634.570731 = -187846.509958 nChanged 457 SP:Iteration 2F (248.421000 sec): 3 clusters Score: Raw -189774.049396 + Penalty 1634.570731 = -188139.478664 nChanged 350 SP:Iteration 3F (248.473073 sec): 3 clusters Score: Raw -190018.490707 + Penalty 1634.570731 = -188383.919976 nChanged 320 SP:Iteration 4F (248.527239 sec): 3 clusters Score: Raw -190264.745248 + Penalty 1634.570731 = -188630.174517 nChanged 326 SP:Iteration 5F (248.587637 sec): 3 clusters Score: Raw -190516.250164 + Penalty 1634.570731 = -188881.679433 nChanged 271 SP:Iteration 6Q (248.642719 sec): 3 clusters Score: Raw -190689.388726 + Penalty 1634.570731 = -189054.817995 nChanged 195 SP:Iteration 7Q (248.693921 sec): 3 clusters Score: Raw -190798.261919 + Penalty 1634.570731 = -189163.691188 nChanged 153 SP:Iteration 8Q (248.747449 sec): 3 clusters Score: Raw -190874.713801 + Penalty 1634.570731 = -189240.143070 nChanged 110 SP:Iteration 9Q (248.794723 sec): 3 clusters Score: Raw -190918.491337 + Penalty 1634.570731 = -189283.920606 nChanged 87 SP:Iteration 10Q (248.850581 sec): 3 clusters Score: Raw -190951.248594 + Penalty 1634.570731 = -189316.677863 nChanged 81 SP:Iteration 11Q (248.892808 sec): 3 clusters Score: Raw -190981.749485 + Penalty 1634.570731 = -189347.178753 nChanged 58 SP:Iteration 12Q (248.953610 sec): 3 clusters Score: Raw -190996.983315 + Penalty 1634.570731 = -189362.412584 nChanged 46 SP:Iteration 13Q (248.995369 sec): 3 clusters Score: Raw -191008.469655 + Penalty 1634.570731 = -189373.898924 nChanged 40 SP:Iteration 14Q (249.052497 sec): 3 clusters Score: Raw -191018.722664 + Penalty 1634.570731 = -189384.151932 nChanged 35 SP:Iteration 15Q (249.106187 sec): 3 clusters Score: Raw -191024.340758 + Penalty 1634.570731 = -189389.770027 nChanged 27 SP:Iteration 16Q (249.158143 sec): 3 clusters Score: Raw -191029.729807 + Penalty 1634.570731 = -189395.159076 nChanged 23 SP:Iteration 17Q (249.213549 sec): 3 clusters Score: Raw -191033.738466 + Penalty 1634.570731 = -189399.167735 nChanged 14 SP:Iteration 18Q (249.258594 sec): 3 clusters Score: Raw -191037.162195 + Penalty 1634.570731 = -189402.591464 nChanged 22 SP:Iteration 19Q (249.306791 sec): 3 clusters Score: Raw -191041.987910 + Penalty 1634.570731 = -189407.417179 nChanged 19 SP:Iteration 20F (249.364317 sec): 3 clusters Score: Raw -191045.552549 + Penalty 1634.570731 = -189410.981818 nChanged 19 SP:Iteration 21Q (249.408611 sec): 3 clusters Score: Raw -191048.688009 + Penalty 1634.570731 = -189414.117278 nChanged 10 SP:Iteration 22Q (249.465496 sec): 3 clusters Score: Raw -191049.696350 + Penalty 1634.570731 = -189415.125619 nChanged 9 SP:Iteration 23Q (249.517553 sec): 3 clusters Score: Raw -191050.494529 + Penalty 1634.570731 = -189415.923798 nChanged 6 SP:Iteration 24Q (249.573534 sec): 3 clusters Score: Raw -191051.334480 + Penalty 1634.570731 = -189416.763749 nChanged 4 SP:Iteration 25Q (249.619337 sec): 3 clusters Score: Raw -191051.872547 + Penalty 1634.570731 = -189417.301816 nChanged 3 SP:Iteration 26Q (249.678896 sec): 3 clusters Score: Raw -191052.403858 + Penalty 1634.570731 = -189417.833127 nChanged 5 SP:Iteration 27Q (249.728370 sec): 3 clusters Score: Raw -191053.086647 + Penalty 1634.570731 = -189418.515916 nChanged 7 SP:Iteration 28Q (249.784890 sec): 3 clusters Score: Raw -191054.541140 + Penalty 1634.570731 = -189419.970409 nChanged 8 SP:Iteration 29Q (249.828343 sec): 3 clusters Score: Raw -191055.943614 + Penalty 1634.570731 = -189421.372883 nChanged 3 SP:Iteration 30Q (249.878825 sec): 3 clusters Score: Raw -191056.518626 + Penalty 1634.570731 = -189421.947895 nChanged 5 SP:Iteration 31Q (249.930477 sec): 3 clusters Score: Raw -191057.183567 + Penalty 1634.570731 = -189422.612836 nChanged 6 SP:Iteration 32Q (249.982816 sec): 3 clusters Score: Raw -191057.802508 + Penalty 1634.570731 = -189423.231777 nChanged 4 SP:Iteration 33Q (250.038399 sec): 3 clusters Score: Raw -191058.128359 + Penalty 1634.570731 = -189423.557628 nChanged 5 SP:Iteration 34Q (250.090236 sec): 3 clusters Score: Raw -191058.725084 + Penalty 1634.570731 = -189424.154353 nChanged 7 SP:Iteration 35Q (250.146683 sec): 3 clusters Score: Raw -191059.264745 + Penalty 1634.570731 = -189424.694014 nChanged 5 SP:Iteration 36Q (250.199434 sec): 3 clusters Score: Raw -191059.742263 + Penalty 1634.570731 = -189425.171532 nChanged 1 SP:Iteration 37Q (250.240197 sec): 3 clusters Score: Raw -191059.873180 + Penalty 1634.570731 = -189425.302449 nChanged 2 SP:Iteration 38Q (250.298137 sec): 3 clusters Score: Raw -191060.062047 + Penalty 1634.570731 = -189425.491316 nChanged 1 SP:Iteration 39Q (250.348611 sec): 3 clusters Score: Raw -191060.126074 + Penalty 1634.570731 = -189425.555343 nChanged 0 SP:Iteration 40F (250.396953 sec): 3 clusters Score: Raw -191060.126074 + Penalty 1634.570731 = -189425.555343 nChanged 0 Trying to split cluster 25 (915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (250.422224 sec): 2 clusters Score: Raw -36242.744360 + Penalty 647.797786 = -35594.946574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (250.463393 sec): 3 clusters Score: Raw -35860.220161 + Penalty 1295.595572 = -34564.624589 nChanged 329 SP:Iteration 1F (250.506331 sec): 3 clusters Score: Raw -36101.434606 + Penalty 1295.595572 = -34805.839034 nChanged 79 SP:Iteration 2F (250.557297 sec): 3 clusters Score: Raw -36166.022215 + Penalty 1295.595572 = -34870.426643 nChanged 39 SP:Iteration 3Q (250.606181 sec): 3 clusters Score: Raw -36193.102775 + Penalty 1295.595572 = -34897.507202 nChanged 26 SP:Iteration 4Q (250.637858 sec): 3 clusters Score: Raw -36208.924657 + Penalty 1295.595572 = -34913.329084 nChanged 11 SP:Iteration 5Q (250.697663 sec): 3 clusters Score: Raw -36219.561726 + Penalty 1295.595572 = -34923.966153 nChanged 19 SP:Iteration 6Q (250.739844 sec): 3 clusters Score: Raw -36232.350180 + Penalty 1295.595572 = -34936.754607 nChanged 6 SP:Iteration 7Q (250.774751 sec): 3 clusters Score: Raw -36236.048169 + Penalty 1295.595572 = -34940.452597 nChanged 6 SP:Iteration 8Q (250.821609 sec): 3 clusters Score: Raw -36240.876772 + Penalty 1295.595572 = -34945.281199 nChanged 4 SP:Iteration 9Q (250.859619 sec): 3 clusters Score: Raw -36243.780348 + Penalty 1295.595572 = -34948.184775 nChanged 2 SP:Iteration 10Q (250.906265 sec): 3 clusters Score: Raw -36244.568396 + Penalty 1295.595572 = -34948.972824 nChanged 1 SP:Iteration 11Q (250.944973 sec): 3 clusters Score: Raw -36244.676240 + Penalty 1295.595572 = -34949.080667 nChanged 1 SP:Iteration 12Q (250.998739 sec): 3 clusters Score: Raw -36245.148432 + Penalty 1295.595572 = -34949.552859 nChanged 2 SP:Iteration 13Q (251.047838 sec): 3 clusters Score: Raw -36246.101925 + Penalty 1295.595572 = -34950.506353 nChanged 3 SP:Iteration 14Q (251.098196 sec): 3 clusters Score: Raw -36248.637857 + Penalty 1295.595572 = -34953.042284 nChanged 5 SP:Iteration 15Q (251.147943 sec): 3 clusters Score: Raw -36253.013486 + Penalty 1295.595572 = -34957.417914 nChanged 1 SP:Iteration 16Q (251.187209 sec): 3 clusters Score: Raw -36254.807649 + Penalty 1295.595572 = -34959.212076 nChanged 3 SP:Iteration 17Q (251.228084 sec): 3 clusters Score: Raw -36256.718113 + Penalty 1295.595572 = -34961.122540 nChanged 3 SP:Iteration 18Q (251.275586 sec): 3 clusters Score: Raw -36257.765317 + Penalty 1295.595572 = -34962.169744 nChanged 2 SP:Iteration 19Q (251.324413 sec): 3 clusters Score: Raw -36258.443485 + Penalty 1295.595572 = -34962.847913 nChanged 0 SP:Iteration 20F (251.368326 sec): 3 clusters Score: Raw -36258.443485 + Penalty 1295.595572 = -34962.847913 nChanged 0 Trying to split cluster 26 (1846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.386797 sec): 2 clusters Score: Raw -74741.575364 + Penalty 714.473759 = -74027.101604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.437432 sec): 3 clusters Score: Raw -73879.233402 + Penalty 1428.947519 = -72450.285883 nChanged 690 SP:Iteration 1F (251.483046 sec): 3 clusters Score: Raw -74383.068449 + Penalty 1428.947519 = -72954.120930 nChanged 165 SP:Iteration 2F (251.521993 sec): 3 clusters Score: Raw -74538.746288 + Penalty 1428.947519 = -73109.798769 nChanged 117 SP:Iteration 3F (251.574429 sec): 3 clusters Score: Raw -74655.636679 + Penalty 1428.947519 = -73226.689160 nChanged 105 SP:Iteration 4F (251.609972 sec): 3 clusters Score: Raw -74744.370508 + Penalty 1428.947519 = -73315.422989 nChanged 90 SP:Iteration 5Q (251.657184 sec): 3 clusters Score: Raw -74811.826976 + Penalty 1428.947519 = -73382.879457 nChanged 79 SP:Iteration 6Q (251.700376 sec): 3 clusters Score: Raw -74870.623419 + Penalty 1428.947519 = -73441.675900 nChanged 74 SP:Iteration 7Q (251.745905 sec): 3 clusters Score: Raw -74928.623641 + Penalty 1428.947519 = -73499.676123 nChanged 61 SP:Iteration 8Q (251.788696 sec): 3 clusters Score: Raw -74980.560089 + Penalty 1428.947519 = -73551.612570 nChanged 49 SP:Iteration 9Q (251.836391 sec): 3 clusters Score: Raw -75019.613715 + Penalty 1428.947519 = -73590.666196 nChanged 42 SP:Iteration 10Q (251.883128 sec): 3 clusters Score: Raw -75053.541653 + Penalty 1428.947519 = -73624.594135 nChanged 34 SP:Iteration 11Q (251.931449 sec): 3 clusters Score: Raw -75078.197491 + Penalty 1428.947519 = -73649.249973 nChanged 37 SP:Iteration 12Q (251.972752 sec): 3 clusters Score: Raw -75110.294569 + Penalty 1428.947519 = -73681.347050 nChanged 28 SP:Iteration 13Q (252.016789 sec): 3 clusters Score: Raw -75125.255054 + Penalty 1428.947519 = -73696.307535 nChanged 19 SP:Iteration 14Q (252.055094 sec): 3 clusters Score: Raw -75133.180331 + Penalty 1428.947519 = -73704.232812 nChanged 10 SP:Iteration 15Q (252.100290 sec): 3 clusters Score: Raw -75136.294386 + Penalty 1428.947519 = -73707.346867 nChanged 8 SP:Iteration 16Q (252.149750 sec): 3 clusters Score: Raw -75139.104222 + Penalty 1428.947519 = -73710.156703 nChanged 6 SP:Iteration 17Q (252.195479 sec): 3 clusters Score: Raw -75140.703211 + Penalty 1428.947519 = -73711.755693 nChanged 7 SP:Iteration 18Q (252.233478 sec): 3 clusters Score: Raw -75143.213487 + Penalty 1428.947519 = -73714.265968 nChanged 5 SP:Iteration 19Q (252.281548 sec): 3 clusters Score: Raw -75144.810214 + Penalty 1428.947519 = -73715.862695 nChanged 2 SP:Iteration 20F (252.328133 sec): 3 clusters Score: Raw -75145.479616 + Penalty 1428.947519 = -73716.532097 nChanged 4 SP:Iteration 21Q (252.366494 sec): 3 clusters Score: Raw -75147.625288 + Penalty 1428.947519 = -73718.677769 nChanged 3 SP:Iteration 22Q (252.418609 sec): 3 clusters Score: Raw -75148.127310 + Penalty 1428.947519 = -73719.179791 nChanged 4 SP:Iteration 23Q (252.469449 sec): 3 clusters Score: Raw -75149.346489 + Penalty 1428.947519 = -73720.398971 nChanged 7 SP:Iteration 24Q (252.514324 sec): 3 clusters Score: Raw -75152.882968 + Penalty 1428.947519 = -73723.935450 nChanged 10 SP:Iteration 25Q (252.550344 sec): 3 clusters Score: Raw -75159.318704 + Penalty 1428.947519 = -73730.371185 nChanged 12 SP:Iteration 26Q (252.592081 sec): 3 clusters Score: Raw -75164.995522 + Penalty 1428.947519 = -73736.048003 nChanged 10 SP:Iteration 27Q (252.636674 sec): 3 clusters Score: Raw -75172.015063 + Penalty 1428.947519 = -73743.067544 nChanged 8 SP:Iteration 28Q (252.680474 sec): 3 clusters Score: Raw -75178.846725 + Penalty 1428.947519 = -73749.899206 nChanged 10 SP:Iteration 29Q (252.726046 sec): 3 clusters Score: Raw -75186.207566 + Penalty 1428.947519 = -73757.260048 nChanged 10 SP:Iteration 30Q (252.770370 sec): 3 clusters Score: Raw -75194.726951 + Penalty 1428.947519 = -73765.779432 nChanged 10 SP:Iteration 31Q (252.823224 sec): 3 clusters Score: Raw -75203.005972 + Penalty 1428.947519 = -73774.058453 nChanged 8 SP:Iteration 32Q (252.858859 sec): 3 clusters Score: Raw -75208.142735 + Penalty 1428.947519 = -73779.195216 nChanged 6 SP:Iteration 33Q (252.916748 sec): 3 clusters Score: Raw -75211.636939 + Penalty 1428.947519 = -73782.689420 nChanged 5 SP:Iteration 34Q (252.961259 sec): 3 clusters Score: Raw -75214.661062 + Penalty 1428.947519 = -73785.713543 nChanged 3 SP:Iteration 35Q (253.009457 sec): 3 clusters Score: Raw -75216.931998 + Penalty 1428.947519 = -73787.984479 nChanged 2 SP:Iteration 36Q (253.045436 sec): 3 clusters Score: Raw -75217.966605 + Penalty 1428.947519 = -73789.019086 nChanged 1 SP:Iteration 37Q (253.097083 sec): 3 clusters Score: Raw -75218.129777 + Penalty 1428.947519 = -73789.182258 nChanged 0 SP:Iteration 38F (253.138769 sec): 3 clusters Score: Raw -75218.129777 + Penalty 1428.947519 = -73789.182258 nChanged 0 Trying to split cluster 27 (1286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.155606 sec): 2 clusters Score: Raw -52855.539508 + Penalty 680.132731 = -52175.406777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.201694 sec): 3 clusters Score: Raw -52281.564929 + Penalty 1360.265462 = -50921.299467 nChanged 496 SP:Iteration 1F (253.241818 sec): 3 clusters Score: Raw -52629.418774 + Penalty 1360.265462 = -51269.153312 nChanged 119 SP:Iteration 2F (253.282437 sec): 3 clusters Score: Raw -52737.328850 + Penalty 1360.265462 = -51377.063388 nChanged 92 SP:Iteration 3F (253.328631 sec): 3 clusters Score: Raw -52822.151275 + Penalty 1360.265462 = -51461.885813 nChanged 78 SP:Iteration 4F (253.373917 sec): 3 clusters Score: Raw -52909.368834 + Penalty 1360.265462 = -51549.103372 nChanged 64 SP:Iteration 5Q (253.417597 sec): 3 clusters Score: Raw -52990.630153 + Penalty 1360.265462 = -51630.364691 nChanged 56 SP:Iteration 6Q (253.459455 sec): 3 clusters Score: Raw -53051.377237 + Penalty 1360.265462 = -51691.111775 nChanged 38 SP:Iteration 7Q (253.505057 sec): 3 clusters Score: Raw -53084.641622 + Penalty 1360.265462 = -51724.376160 nChanged 24 SP:Iteration 8Q (253.552928 sec): 3 clusters Score: Raw -53102.482550 + Penalty 1360.265462 = -51742.217088 nChanged 8 SP:Iteration 9Q (253.589183 sec): 3 clusters Score: Raw -53106.843372 + Penalty 1360.265462 = -51746.577910 nChanged 5 SP:Iteration 10Q (253.644146 sec): 3 clusters Score: Raw -53110.323866 + Penalty 1360.265462 = -51750.058404 nChanged 7 SP:Iteration 11Q (253.687692 sec): 3 clusters Score: Raw -53113.149966 + Penalty 1360.265462 = -51752.884504 nChanged 3 SP:Iteration 12Q (253.727553 sec): 3 clusters Score: Raw -53114.728802 + Penalty 1360.265462 = -51754.463340 nChanged 1 SP:Iteration 13Q (253.765038 sec): 3 clusters Score: Raw -53116.475743 + Penalty 1360.265462 = -51756.210281 nChanged 2 SP:Iteration 14Q (253.808320 sec): 3 clusters Score: Raw -53117.874948 + Penalty 1360.265462 = -51757.609486 nChanged 3 SP:Iteration 15Q (253.855769 sec): 3 clusters Score: Raw -53120.384852 + Penalty 1360.265462 = -51760.119390 nChanged 2 SP:Iteration 16Q (253.905857 sec): 3 clusters Score: Raw -53121.076647 + Penalty 1360.265462 = -51760.811185 nChanged 1 SP:Iteration 17Q (253.950475 sec): 3 clusters Score: Raw -53121.438745 + Penalty 1360.265462 = -51761.173283 nChanged 0 SP:Iteration 18F (253.990783 sec): 3 clusters Score: Raw -53121.438745 + Penalty 1360.265462 = -51761.173283 nChanged 0 Time taken for this iteration:253.030528 seconds. 20->26 Clusters: Score -3939014.953446, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 112504 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 16 (2863 points): Lose 195.667398 but Gain 1104.920685 Iteration 0F (255.483040 sec): 20 clusters Score: Raw -3275328.522058 + Penalty 20993.493020 = -3254335.029038 nChanged 105367 Iteration 1F (256.854018 sec): 20 clusters Score: Raw -3601489.230697 + Penalty 20993.493020 = -3580495.737677 nChanged 43307 Iteration 2F (258.262994 sec): 20 clusters Score: Raw -3722038.603397 + Penalty 20993.493020 = -3701045.110377 nChanged 32981 Iteration 3F (259.643610 sec): 20 clusters Score: Raw -3795531.314406 + Penalty 20993.493020 = -3774537.821386 nChanged 24239 Iteration 4F (261.048415 sec): 20 clusters Score: Raw -3840803.749532 + Penalty 20993.493020 = -3819810.256511 nChanged 18074 Iteration 5F (262.454338 sec): 20 clusters Score: Raw -3873380.843980 + Penalty 20993.493020 = -3852387.350960 nChanged 12934 Iteration 6F (263.873045 sec): 20 clusters Score: Raw -3899480.446479 + Penalty 20993.493020 = -3878486.953458 nChanged 8845 Iteration 7F (265.267737 sec): 20 clusters Score: Raw -3913444.539310 + Penalty 20993.493020 = -3892451.046290 nChanged 6101 Iteration 8F (266.685148 sec): 20 clusters Score: Raw -3920665.770845 + Penalty 20993.493020 = -3899672.277825 nChanged 4477 Iteration 9Q (267.621164 sec): 20 clusters Score: Raw -3925424.743774 + Penalty 20993.493020 = -3904431.250754 nChanged 3635 Iteration 10Q (268.633144 sec): 20 clusters Score: Raw -3929056.503356 + Penalty 20993.493020 = -3908063.010335 nChanged 3036 Iteration 11Q (269.481392 sec): 20 clusters Score: Raw -3932131.588250 + Penalty 20993.493020 = -3911138.095230 nChanged 2581 Iteration 12Q (270.335793 sec): 20 clusters Score: Raw -3934059.277372 + Penalty 20993.493020 = -3913065.784352 nChanged 2306 Iteration 13Q (271.216523 sec): 20 clusters Score: Raw -3935580.005747 + Penalty 20993.493020 = -3914586.512727 nChanged 2074 Iteration 14Q (272.126457 sec): 20 clusters Score: Raw -3936955.366960 + Penalty 20993.493020 = -3915961.873940 nChanged 1881 Iteration 15Q (272.982465 sec): 20 clusters Score: Raw -3938286.701431 + Penalty 20993.493020 = -3917293.208411 nChanged 1812 Iteration 16Q (273.914179 sec): 20 clusters Score: Raw -3939578.473949 + Penalty 20993.493020 = -3918584.980929 nChanged 1681 Iteration 17Q (274.889563 sec): 20 clusters Score: Raw -3940737.177294 + Penalty 20993.493020 = -3919743.684274 nChanged 1472 Iteration 18Q (275.819189 sec): 20 clusters Score: Raw -3941622.403652 + Penalty 20993.493020 = -3920628.910632 nChanged 1189 Iteration 19Q (276.781519 sec): 20 clusters Score: Raw -3942305.799871 + Penalty 20993.493020 = -3921312.306851 nChanged 1088 Writing temp clu file Because OldScore, -3920628.910632, is greater than current (better) Score,-3921312.306851 Compute initial score before splitting: Score: Raw -3942305.799871 + Penalty 20993.493020 = -3921312.306851 Trying to split cluster 1 (6316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (276.838324 sec): 2 clusters Score: Raw -248676.177362 + Penalty 831.329931 = -247844.847432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (276.884449 sec): 3 clusters Score: Raw -245129.807504 + Penalty 1662.659861 = -243467.147643 nChanged 2733 SP:Iteration 1F (276.933176 sec): 3 clusters Score: Raw -246809.203157 + Penalty 1662.659861 = -245146.543296 nChanged 572 SP:Iteration 2F (276.982187 sec): 3 clusters Score: Raw -247444.960204 + Penalty 1662.659861 = -245782.300342 nChanged 686 SP:Iteration 3F (277.022798 sec): 3 clusters Score: Raw -248829.598986 + Penalty 1662.659861 = -247166.939124 nChanged 748 SP:Iteration 4F (277.070889 sec): 3 clusters Score: Raw -250237.835833 + Penalty 1662.659861 = -248575.175972 nChanged 532 SP:Iteration 5F (277.127714 sec): 3 clusters Score: Raw -251281.551977 + Penalty 1662.659861 = -249618.892115 nChanged 276 SP:Iteration 6Q (277.170805 sec): 3 clusters Score: Raw -251650.941057 + Penalty 1662.659861 = -249988.281195 nChanged 139 SP:Iteration 7Q (277.224622 sec): 3 clusters Score: Raw -251784.503398 + Penalty 1662.659861 = -250121.843536 nChanged 66 SP:Iteration 8Q (277.275855 sec): 3 clusters Score: Raw -251831.529716 + Penalty 1662.659861 = -250168.869855 nChanged 43 SP:Iteration 9Q (277.331376 sec): 3 clusters Score: Raw -251859.493723 + Penalty 1662.659861 = -250196.833862 nChanged 21 SP:Iteration 10Q (277.386076 sec): 3 clusters Score: Raw -251873.804324 + Penalty 1662.659861 = -250211.144463 nChanged 20 SP:Iteration 11Q (277.424489 sec): 3 clusters Score: Raw -251884.897291 + Penalty 1662.659861 = -250222.237430 nChanged 22 SP:Iteration 12Q (277.479755 sec): 3 clusters Score: Raw -251894.113226 + Penalty 1662.659861 = -250231.453365 nChanged 17 SP:Iteration 13Q (277.536979 sec): 3 clusters Score: Raw -251902.416009 + Penalty 1662.659861 = -250239.756148 nChanged 17 SP:Iteration 14Q (277.585927 sec): 3 clusters Score: Raw -251909.649800 + Penalty 1662.659861 = -250246.989938 nChanged 23 SP:Iteration 15Q (277.640510 sec): 3 clusters Score: Raw -251921.005607 + Penalty 1662.659861 = -250258.345746 nChanged 17 SP:Iteration 16Q (277.680578 sec): 3 clusters Score: Raw -251927.939714 + Penalty 1662.659861 = -250265.279853 nChanged 19 SP:Iteration 17Q (277.723277 sec): 3 clusters Score: Raw -251934.855167 + Penalty 1662.659861 = -250272.195305 nChanged 15 SP:Iteration 18Q (277.770742 sec): 3 clusters Score: Raw -251938.612673 + Penalty 1662.659861 = -250275.952811 nChanged 15 SP:Iteration 19Q (277.818157 sec): 3 clusters Score: Raw -251943.018370 + Penalty 1662.659861 = -250280.358509 nChanged 3 SP:Iteration 20F (277.876906 sec): 3 clusters Score: Raw -251943.792386 + Penalty 1662.659861 = -250281.132525 nChanged 2 SP:Iteration 21Q (277.922880 sec): 3 clusters Score: Raw -251944.162614 + Penalty 1662.659861 = -250281.502752 nChanged 1 SP:Iteration 22Q (277.966750 sec): 3 clusters Score: Raw -251944.284449 + Penalty 1662.659861 = -250281.624587 nChanged 2 SP:Iteration 23Q (278.022677 sec): 3 clusters Score: Raw -251944.800362 + Penalty 1662.659861 = -250282.140501 nChanged 1 SP:Iteration 24Q (278.064231 sec): 3 clusters Score: Raw -251944.869314 + Penalty 1662.659861 = -250282.209453 nChanged 1 SP:Iteration 25Q (278.114705 sec): 3 clusters Score: Raw -251944.988176 + Penalty 1662.659861 = -250282.328315 nChanged 2 SP:Iteration 26Q (278.164247 sec): 3 clusters Score: Raw -251945.203098 + Penalty 1662.659861 = -250282.543237 nChanged 2 SP:Iteration 27Q (278.210893 sec): 3 clusters Score: Raw -251945.319780 + Penalty 1662.659861 = -250282.659919 nChanged 0 SP:Iteration 28F (278.254253 sec): 3 clusters Score: Raw -251945.319780 + Penalty 1662.659861 = -250282.659919 nChanged 0 Score: Raw -3945874.081902 + Penalty 22098.413706 = -3923775.668196 Splitting cluster 1 changes total score from -3921312.306851 to -3923775.668196 So it's getting split into cluster 16. Trying to split cluster 2 (1733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (279.778420 sec): 2 clusters Score: Raw -58946.154248 + Penalty 708.472883 = -58237.681365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (279.812961 sec): 3 clusters Score: Raw -58162.539490 + Penalty 1416.945765 = -56745.593725 nChanged 631 SP:Iteration 1F (279.862099 sec): 3 clusters Score: Raw -58573.258766 + Penalty 1416.945765 = -57156.313001 nChanged 167 SP:Iteration 2F (279.907210 sec): 3 clusters Score: Raw -58732.809840 + Penalty 1416.945765 = -57315.864075 nChanged 121 SP:Iteration 3F (279.955537 sec): 3 clusters Score: Raw -58860.505698 + Penalty 1416.945765 = -57443.559933 nChanged 109 SP:Iteration 4F (279.997857 sec): 3 clusters Score: Raw -58976.388626 + Penalty 1416.945765 = -57559.442861 nChanged 92 SP:Iteration 5F (280.055723 sec): 3 clusters Score: Raw -59072.637615 + Penalty 1416.945765 = -57655.691850 nChanged 71 SP:Iteration 6Q (280.098494 sec): 3 clusters Score: Raw -59151.256422 + Penalty 1416.945765 = -57734.310657 nChanged 73 SP:Iteration 7Q (280.150063 sec): 3 clusters Score: Raw -59227.727587 + Penalty 1416.945765 = -57810.781822 nChanged 63 SP:Iteration 8Q (280.199586 sec): 3 clusters Score: Raw -59282.043226 + Penalty 1416.945765 = -57865.097461 nChanged 48 SP:Iteration 9Q (280.236195 sec): 3 clusters Score: Raw -59323.547276 + Penalty 1416.945765 = -57906.601511 nChanged 44 SP:Iteration 10Q (280.284931 sec): 3 clusters Score: Raw -59363.327682 + Penalty 1416.945765 = -57946.381917 nChanged 40 SP:Iteration 11Q (280.335987 sec): 3 clusters Score: Raw -59408.046110 + Penalty 1416.945765 = -57991.100345 nChanged 47 SP:Iteration 12Q (280.381108 sec): 3 clusters Score: Raw -59450.602425 + Penalty 1416.945765 = -58033.656660 nChanged 41 SP:Iteration 13Q (280.419888 sec): 3 clusters Score: Raw -59491.735854 + Penalty 1416.945765 = -58074.790089 nChanged 42 SP:Iteration 14Q (280.471343 sec): 3 clusters Score: Raw -59534.770980 + Penalty 1416.945765 = -58117.825215 nChanged 42 SP:Iteration 15Q (280.510592 sec): 3 clusters Score: Raw -59575.296402 + Penalty 1416.945765 = -58158.350637 nChanged 42 SP:Iteration 16Q (280.557667 sec): 3 clusters Score: Raw -59620.969851 + Penalty 1416.945765 = -58204.024086 nChanged 30 SP:Iteration 17Q (280.602924 sec): 3 clusters Score: Raw -59651.103231 + Penalty 1416.945765 = -58234.157465 nChanged 27 SP:Iteration 18Q (280.658310 sec): 3 clusters Score: Raw -59681.228491 + Penalty 1416.945765 = -58264.282726 nChanged 34 SP:Iteration 19Q (280.694004 sec): 3 clusters Score: Raw -59720.212303 + Penalty 1416.945765 = -58303.266538 nChanged 32 SP:Iteration 20F (280.747371 sec): 3 clusters Score: Raw -59756.167626 + Penalty 1416.945765 = -58339.221861 nChanged 33 SP:Iteration 21Q (280.794542 sec): 3 clusters Score: Raw -59796.839370 + Penalty 1416.945765 = -58379.893605 nChanged 25 SP:Iteration 22Q (280.839785 sec): 3 clusters Score: Raw -59829.319842 + Penalty 1416.945765 = -58412.374077 nChanged 18 SP:Iteration 23Q (280.882621 sec): 3 clusters Score: Raw -59847.522141 + Penalty 1416.945765 = -58430.576376 nChanged 21 SP:Iteration 24Q (280.923974 sec): 3 clusters Score: Raw -59876.739672 + Penalty 1416.945765 = -58459.793907 nChanged 19 SP:Iteration 25Q (280.968696 sec): 3 clusters Score: Raw -59895.854679 + Penalty 1416.945765 = -58478.908914 nChanged 12 SP:Iteration 26Q (281.015417 sec): 3 clusters Score: Raw -59906.797756 + Penalty 1416.945765 = -58489.851991 nChanged 10 SP:Iteration 27Q (281.051860 sec): 3 clusters Score: Raw -59916.012638 + Penalty 1416.945765 = -58499.066873 nChanged 6 SP:Iteration 28Q (281.096586 sec): 3 clusters Score: Raw -59920.193211 + Penalty 1416.945765 = -58503.247446 nChanged 2 SP:Iteration 29Q (281.141250 sec): 3 clusters Score: Raw -59921.385779 + Penalty 1416.945765 = -58504.440014 nChanged 1 SP:Iteration 30Q (281.194540 sec): 3 clusters Score: Raw -59922.686671 + Penalty 1416.945765 = -58505.740906 nChanged 1 SP:Iteration 31Q (281.234204 sec): 3 clusters Score: Raw -59923.563694 + Penalty 1416.945765 = -58506.617929 nChanged 2 SP:Iteration 32Q (281.286069 sec): 3 clusters Score: Raw -59924.888925 + Penalty 1416.945765 = -58507.943160 nChanged 1 SP:Iteration 33Q (281.326622 sec): 3 clusters Score: Raw -59926.239022 + Penalty 1416.945765 = -58509.293257 nChanged 0 SP:Iteration 34F (281.366108 sec): 3 clusters Score: Raw -59926.239022 + Penalty 1416.945765 = -58509.293257 nChanged 0 Score: Raw -3946854.166676 + Penalty 23203.334391 = -3923650.832285 Splitting cluster 2 changes total score from -3921312.306851 to -3923650.832285 So it's getting split into cluster 21. Trying to split cluster 3 (22609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (282.882884 sec): 2 clusters Score: Raw -860432.381774 + Penalty 952.479817 = -859479.901957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (282.959160 sec): 3 clusters Score: Raw -846248.661132 + Penalty 1904.959634 = -844343.701498 nChanged 10678 SP:Iteration 1F (283.031688 sec): 3 clusters Score: Raw -852516.360702 + Penalty 1904.959634 = -850611.401068 nChanged 1217 SP:Iteration 2F (283.108964 sec): 3 clusters Score: Raw -853209.482597 + Penalty 1904.959634 = -851304.522964 nChanged 1329 SP:Iteration 3F (283.182233 sec): 3 clusters Score: Raw -854066.383772 + Penalty 1904.959634 = -852161.424138 nChanged 1424 SP:Iteration 4F (283.256139 sec): 3 clusters Score: Raw -854969.501006 + Penalty 1904.959634 = -853064.541372 nChanged 1436 SP:Iteration 5F (283.334337 sec): 3 clusters Score: Raw -855775.838223 + Penalty 1904.959634 = -853870.878589 nChanged 1317 SP:Iteration 6F (283.415061 sec): 3 clusters Score: Raw -856516.924471 + Penalty 1904.959634 = -854611.964837 nChanged 1213 SP:Iteration 7F (283.477181 sec): 3 clusters Score: Raw -857182.242769 + Penalty 1904.959634 = -855277.283135 nChanged 1067 SP:Iteration 8Q (283.558763 sec): 3 clusters Score: Raw -857780.371974 + Penalty 1904.959634 = -855875.412340 nChanged 939 SP:Iteration 9Q (283.623702 sec): 3 clusters Score: Raw -858289.759536 + Penalty 1904.959634 = -856384.799902 nChanged 829 SP:Iteration 10Q (283.711154 sec): 3 clusters Score: Raw -858781.913819 + Penalty 1904.959634 = -856876.954186 nChanged 810 SP:Iteration 11Q (283.780332 sec): 3 clusters Score: Raw -859235.173295 + Penalty 1904.959634 = -857330.213661 nChanged 704 SP:Iteration 12Q (283.854281 sec): 3 clusters Score: Raw -859543.077091 + Penalty 1904.959634 = -857638.117458 nChanged 552 SP:Iteration 13Q (283.924155 sec): 3 clusters Score: Raw -859764.253225 + Penalty 1904.959634 = -857859.293591 nChanged 465 SP:Iteration 14Q (284.007271 sec): 3 clusters Score: Raw -859949.427803 + Penalty 1904.959634 = -858044.468169 nChanged 438 SP:Iteration 15Q (284.084576 sec): 3 clusters Score: Raw -860136.721523 + Penalty 1904.959634 = -858231.761889 nChanged 417 SP:Iteration 16Q (284.152632 sec): 3 clusters Score: Raw -860323.436279 + Penalty 1904.959634 = -858418.476645 nChanged 421 SP:Iteration 17Q (284.233831 sec): 3 clusters Score: Raw -860536.984840 + Penalty 1904.959634 = -858632.025206 nChanged 406 SP:Iteration 18Q (284.301446 sec): 3 clusters Score: Raw -860734.118864 + Penalty 1904.959634 = -858829.159230 nChanged 381 SP:Iteration 19Q (284.376246 sec): 3 clusters Score: Raw -860880.292193 + Penalty 1904.959634 = -858975.332559 nChanged 359 SP:Iteration 20F (284.457315 sec): 3 clusters Score: Raw -861005.542253 + Penalty 1904.959634 = -859100.582619 nChanged 331 SP:Iteration 21Q (284.528878 sec): 3 clusters Score: Raw -861122.206110 + Penalty 1904.959634 = -859217.246476 nChanged 328 SP:Iteration 22Q (284.596979 sec): 3 clusters Score: Raw -861234.554208 + Penalty 1904.959634 = -859329.594574 nChanged 341 SP:Iteration 23Q (284.660057 sec): 3 clusters Score: Raw -861357.486068 + Penalty 1904.959634 = -859452.526435 nChanged 336 SP:Iteration 24Q (284.737492 sec): 3 clusters Score: Raw -861456.146836 + Penalty 1904.959634 = -859551.187202 nChanged 284 SP:Iteration 25Q (284.824547 sec): 3 clusters Score: Raw -861534.916622 + Penalty 1904.959634 = -859629.956988 nChanged 237 SP:Iteration 26Q (284.901207 sec): 3 clusters Score: Raw -861591.643371 + Penalty 1904.959634 = -859686.683737 nChanged 224 SP:Iteration 27Q (284.974207 sec): 3 clusters Score: Raw -861638.987192 + Penalty 1904.959634 = -859734.027559 nChanged 193 SP:Iteration 28Q (285.036189 sec): 3 clusters Score: Raw -861683.055615 + Penalty 1904.959634 = -859778.095981 nChanged 181 SP:Iteration 29Q (285.115400 sec): 3 clusters Score: Raw -861715.594421 + Penalty 1904.959634 = -859810.634787 nChanged 164 SP:Iteration 30Q (285.195865 sec): 3 clusters Score: Raw -861740.461221 + Penalty 1904.959634 = -859835.501587 nChanged 128 SP:Iteration 31Q (285.271320 sec): 3 clusters Score: Raw -861754.736928 + Penalty 1904.959634 = -859849.777294 nChanged 90 SP:Iteration 32Q (285.337636 sec): 3 clusters Score: Raw -861764.166455 + Penalty 1904.959634 = -859859.206822 nChanged 78 SP:Iteration 33Q (285.419890 sec): 3 clusters Score: Raw -861770.592135 + Penalty 1904.959634 = -859865.632501 nChanged 62 SP:Iteration 34Q (285.493108 sec): 3 clusters Score: Raw -861775.459619 + Penalty 1904.959634 = -859870.499986 nChanged 55 SP:Iteration 35Q (285.566945 sec): 3 clusters Score: Raw -861779.679241 + Penalty 1904.959634 = -859874.719607 nChanged 48 SP:Iteration 36Q (285.642499 sec): 3 clusters Score: Raw -861783.057270 + Penalty 1904.959634 = -859878.097636 nChanged 48 SP:Iteration 37Q (285.716138 sec): 3 clusters Score: Raw -861786.132153 + Penalty 1904.959634 = -859881.172519 nChanged 36 SP:Iteration 38Q (285.783777 sec): 3 clusters Score: Raw -861788.539794 + Penalty 1904.959634 = -859883.580160 nChanged 40 SP:Iteration 39Q (285.858071 sec): 3 clusters Score: Raw -861790.937899 + Penalty 1904.959634 = -859885.978266 nChanged 31 SP:Iteration 40F (285.939207 sec): 3 clusters Score: Raw -861794.389739 + Penalty 1904.959634 = -859889.430106 nChanged 25 SP:Iteration 41Q (286.014058 sec): 3 clusters Score: Raw -861796.330627 + Penalty 1904.959634 = -859891.370993 nChanged 30 SP:Iteration 42Q (286.082207 sec): 3 clusters Score: Raw -861798.054301 + Penalty 1904.959634 = -859893.094668 nChanged 25 SP:Iteration 43Q (286.162266 sec): 3 clusters Score: Raw -861799.468166 + Penalty 1904.959634 = -859894.508532 nChanged 31 SP:Iteration 44Q (286.226358 sec): 3 clusters Score: Raw -861801.216157 + Penalty 1904.959634 = -859896.256524 nChanged 30 SP:Iteration 45Q (286.304451 sec): 3 clusters Score: Raw -861803.009233 + Penalty 1904.959634 = -859898.049599 nChanged 29 SP:Iteration 46Q (286.378249 sec): 3 clusters Score: Raw -861804.877166 + Penalty 1904.959634 = -859899.917532 nChanged 33 SP:Iteration 47Q (286.462756 sec): 3 clusters Score: Raw -861806.982571 + Penalty 1904.959634 = -859902.022937 nChanged 35 SP:Iteration 48Q (286.538967 sec): 3 clusters Score: Raw -861808.610121 + Penalty 1904.959634 = -859903.650487 nChanged 30 SP:Iteration 49Q (286.617244 sec): 3 clusters Score: Raw -861810.097241 + Penalty 1904.959634 = -859905.137608 nChanged 38 SP:Iteration 50Q (286.684807 sec): 3 clusters Score: Raw -861812.071645 + Penalty 1904.959634 = -859907.112011 nChanged 36 SP:Iteration 51Q (286.757072 sec): 3 clusters Score: Raw -861814.043844 + Penalty 1904.959634 = -859909.084210 nChanged 45 SP:Iteration 52Q (286.832402 sec): 3 clusters Score: Raw -861817.025819 + Penalty 1904.959634 = -859912.066185 nChanged 45 SP:Iteration 53Q (286.916244 sec): 3 clusters Score: Raw -861820.057766 + Penalty 1904.959634 = -859915.098132 nChanged 45 SP:Iteration 54Q (286.983979 sec): 3 clusters Score: Raw -861822.380504 + Penalty 1904.959634 = -859917.420870 nChanged 27 SP:Iteration 55Q (287.066278 sec): 3 clusters Score: Raw -861823.914632 + Penalty 1904.959634 = -859918.954998 nChanged 26 SP:Iteration 56Q (287.138816 sec): 3 clusters Score: Raw -861825.769790 + Penalty 1904.959634 = -859920.810157 nChanged 28 SP:Iteration 57Q (287.220592 sec): 3 clusters Score: Raw -861827.335646 + Penalty 1904.959634 = -859922.376012 nChanged 17 SP:Iteration 58Q (287.294891 sec): 3 clusters Score: Raw -861828.067979 + Penalty 1904.959634 = -859923.108345 nChanged 18 SP:Iteration 59Q (287.371165 sec): 3 clusters Score: Raw -861828.725172 + Penalty 1904.959634 = -859923.765539 nChanged 14 SP:Iteration 60F (287.444359 sec): 3 clusters Score: Raw -861829.279524 + Penalty 1904.959634 = -859924.319890 nChanged 12 SP:Iteration 61Q (287.520575 sec): 3 clusters Score: Raw -861829.676713 + Penalty 1904.959634 = -859924.717079 nChanged 9 SP:Iteration 62Q (287.593627 sec): 3 clusters Score: Raw -861829.884766 + Penalty 1904.959634 = -859924.925133 nChanged 5 SP:Iteration 63Q (287.665243 sec): 3 clusters Score: Raw -861830.026106 + Penalty 1904.959634 = -859925.066472 nChanged 6 SP:Iteration 64Q (287.735682 sec): 3 clusters Score: Raw -861830.407595 + Penalty 1904.959634 = -859925.447961 nChanged 8 SP:Iteration 65Q (287.812477 sec): 3 clusters Score: Raw -861830.726904 + Penalty 1904.959634 = -859925.767270 nChanged 8 SP:Iteration 66Q (287.885291 sec): 3 clusters Score: Raw -861831.115808 + Penalty 1904.959634 = -859926.156175 nChanged 11 SP:Iteration 67Q (287.961778 sec): 3 clusters Score: Raw -861831.401348 + Penalty 1904.959634 = -859926.441714 nChanged 4 SP:Iteration 68Q (288.043025 sec): 3 clusters Score: Raw -861831.451083 + Penalty 1904.959634 = -859926.491449 nChanged 3 SP:Iteration 69Q (288.114111 sec): 3 clusters Score: Raw -861831.531652 + Penalty 1904.959634 = -859926.572019 nChanged 1 SP:Iteration 70Q (288.182443 sec): 3 clusters Score: Raw -861831.544603 + Penalty 1904.959634 = -859926.584969 nChanged 0 SP:Iteration 71F (288.263797 sec): 3 clusters Score: Raw -861831.544603 + Penalty 1904.959634 = -859926.584969 nChanged 0 Score: Raw -3948253.329504 + Penalty 24308.255076 = -3923945.074428 Splitting cluster 3 changes total score from -3921312.306851 to -3923945.074428 So it's getting split into cluster 22. Trying to split cluster 4 (1242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (289.891548 sec): 2 clusters Score: Raw -31466.723661 + Penalty 676.825435 = -30789.898227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (289.949153 sec): 3 clusters Score: Raw -30967.042523 + Penalty 1353.650870 = -29613.391654 nChanged 445 SP:Iteration 1F (289.996645 sec): 3 clusters Score: Raw -31451.113852 + Penalty 1353.650870 = -30097.462982 nChanged 133 SP:Iteration 2F (290.041518 sec): 3 clusters Score: Raw -31645.813360 + Penalty 1353.650870 = -30292.162490 nChanged 75 SP:Iteration 3F (290.090036 sec): 3 clusters Score: Raw -31741.687312 + Penalty 1353.650870 = -30388.036442 nChanged 59 SP:Iteration 4Q (290.129593 sec): 3 clusters Score: Raw -31843.313327 + Penalty 1353.650870 = -30489.662457 nChanged 44 SP:Iteration 5Q (290.180486 sec): 3 clusters Score: Raw -31908.867709 + Penalty 1353.650870 = -30555.216840 nChanged 33 SP:Iteration 6Q (290.224422 sec): 3 clusters Score: Raw -31945.395743 + Penalty 1353.650870 = -30591.744873 nChanged 27 SP:Iteration 7Q (290.260892 sec): 3 clusters Score: Raw -31973.355981 + Penalty 1353.650870 = -30619.705111 nChanged 19 SP:Iteration 8Q (290.304773 sec): 3 clusters Score: Raw -31989.903524 + Penalty 1353.650870 = -30636.252654 nChanged 12 SP:Iteration 9Q (290.362381 sec): 3 clusters Score: Raw -32003.392688 + Penalty 1353.650870 = -30649.741818 nChanged 16 SP:Iteration 10Q (290.401646 sec): 3 clusters Score: Raw -32020.580351 + Penalty 1353.650870 = -30666.929481 nChanged 24 SP:Iteration 11Q (290.446305 sec): 3 clusters Score: Raw -32052.509626 + Penalty 1353.650870 = -30698.858756 nChanged 19 SP:Iteration 12Q (290.489454 sec): 3 clusters Score: Raw -32073.260705 + Penalty 1353.650870 = -30719.609835 nChanged 19 SP:Iteration 13Q (290.527402 sec): 3 clusters Score: Raw -32093.457296 + Penalty 1353.650870 = -30739.806426 nChanged 20 SP:Iteration 14Q (290.570652 sec): 3 clusters Score: Raw -32109.449852 + Penalty 1353.650870 = -30755.798982 nChanged 12 SP:Iteration 15Q (290.625795 sec): 3 clusters Score: Raw -32117.829568 + Penalty 1353.650870 = -30764.178698 nChanged 14 SP:Iteration 16Q (290.661941 sec): 3 clusters Score: Raw -32131.028195 + Penalty 1353.650870 = -30777.377325 nChanged 12 SP:Iteration 17Q (290.705129 sec): 3 clusters Score: Raw -32145.228823 + Penalty 1353.650870 = -30791.577954 nChanged 8 SP:Iteration 18Q (290.750385 sec): 3 clusters Score: Raw -32161.192248 + Penalty 1353.650870 = -30807.541378 nChanged 8 SP:Iteration 19Q (290.807287 sec): 3 clusters Score: Raw -32167.226344 + Penalty 1353.650870 = -30813.575474 nChanged 5 SP:Iteration 20F (290.858329 sec): 3 clusters Score: Raw -32173.120375 + Penalty 1353.650870 = -30819.469506 nChanged 7 SP:Iteration 21Q (290.895238 sec): 3 clusters Score: Raw -32187.670000 + Penalty 1353.650870 = -30834.019130 nChanged 14 SP:Iteration 22Q (290.942964 sec): 3 clusters Score: Raw -32208.051369 + Penalty 1353.650870 = -30854.400499 nChanged 19 SP:Iteration 23Q (290.990892 sec): 3 clusters Score: Raw -32231.103855 + Penalty 1353.650870 = -30877.452985 nChanged 7 SP:Iteration 24Q (291.040465 sec): 3 clusters Score: Raw -32239.353573 + Penalty 1353.650870 = -30885.702703 nChanged 9 SP:Iteration 25Q (291.083635 sec): 3 clusters Score: Raw -32247.534548 + Penalty 1353.650870 = -30893.883678 nChanged 4 SP:Iteration 26Q (291.131288 sec): 3 clusters Score: Raw -32251.884618 + Penalty 1353.650870 = -30898.233748 nChanged 5 SP:Iteration 27Q (291.182495 sec): 3 clusters Score: Raw -32254.626733 + Penalty 1353.650870 = -30900.975863 nChanged 3 SP:Iteration 28Q (291.231385 sec): 3 clusters Score: Raw -32256.231783 + Penalty 1353.650870 = -30902.580913 nChanged 3 SP:Iteration 29Q (291.272126 sec): 3 clusters Score: Raw -32257.803633 + Penalty 1353.650870 = -30904.152763 nChanged 2 SP:Iteration 30Q (291.328698 sec): 3 clusters Score: Raw -32258.825672 + Penalty 1353.650870 = -30905.174803 nChanged 1 SP:Iteration 31Q (291.364001 sec): 3 clusters Score: Raw -32259.543553 + Penalty 1353.650870 = -30905.892683 nChanged 2 SP:Iteration 32Q (291.415594 sec): 3 clusters Score: Raw -32260.491783 + Penalty 1353.650870 = -30906.840913 nChanged 1 SP:Iteration 33Q (291.456642 sec): 3 clusters Score: Raw -32261.523887 + Penalty 1353.650870 = -30907.873017 nChanged 1 SP:Iteration 34Q (291.502927 sec): 3 clusters Score: Raw -32262.135982 + Penalty 1353.650870 = -30908.485112 nChanged 0 SP:Iteration 35F (291.540411 sec): 3 clusters Score: Raw -32262.135982 + Penalty 1353.650870 = -30908.485112 nChanged 0 Score: Raw -3949048.741824 + Penalty 25413.175761 = -3923635.566063 Splitting cluster 4 changes total score from -3921312.306851 to -3923635.566063 So it's getting split into cluster 23. Trying to split cluster 5 (14389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (293.303786 sec): 2 clusters Score: Raw -564998.202951 + Penalty 909.550834 = -564088.652117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (293.359780 sec): 3 clusters Score: Raw -556218.302377 + Penalty 1819.101668 = -554399.200709 nChanged 6576 SP:Iteration 1F (293.435752 sec): 3 clusters Score: Raw -559780.647643 + Penalty 1819.101668 = -557961.545975 nChanged 877 SP:Iteration 2F (293.499599 sec): 3 clusters Score: Raw -560194.692057 + Penalty 1819.101668 = -558375.590390 nChanged 971 SP:Iteration 3F (293.564482 sec): 3 clusters Score: Raw -560767.724405 + Penalty 1819.101668 = -558948.622737 nChanged 1084 SP:Iteration 4F (293.627310 sec): 3 clusters Score: Raw -561517.748260 + Penalty 1819.101668 = -559698.646592 nChanged 1080 SP:Iteration 5F (293.685087 sec): 3 clusters Score: Raw -562364.976283 + Penalty 1819.101668 = -560545.874615 nChanged 1066 SP:Iteration 6F (293.757641 sec): 3 clusters Score: Raw -563195.524409 + Penalty 1819.101668 = -561376.422741 nChanged 875 SP:Iteration 7F (293.815682 sec): 3 clusters Score: Raw -563861.514065 + Penalty 1819.101668 = -562042.412397 nChanged 699 SP:Iteration 8Q (293.876810 sec): 3 clusters Score: Raw -564360.557204 + Penalty 1819.101668 = -562541.455536 nChanged 504 SP:Iteration 9Q (293.945080 sec): 3 clusters Score: Raw -564759.508654 + Penalty 1819.101668 = -562940.406986 nChanged 375 SP:Iteration 10Q (294.021169 sec): 3 clusters Score: Raw -565132.693005 + Penalty 1819.101668 = -563313.591337 nChanged 282 SP:Iteration 11Q (294.078660 sec): 3 clusters Score: Raw -565490.175653 + Penalty 1819.101668 = -563671.073985 nChanged 228 SP:Iteration 12Q (294.143448 sec): 3 clusters Score: Raw -565706.797786 + Penalty 1819.101668 = -563887.696118 nChanged 152 SP:Iteration 13Q (294.208248 sec): 3 clusters Score: Raw -565796.603533 + Penalty 1819.101668 = -563977.501865 nChanged 120 SP:Iteration 14Q (294.274248 sec): 3 clusters Score: Raw -565861.644821 + Penalty 1819.101668 = -564042.543153 nChanged 91 SP:Iteration 15Q (294.327910 sec): 3 clusters Score: Raw -565905.062196 + Penalty 1819.101668 = -564085.960528 nChanged 70 SP:Iteration 16Q (294.394575 sec): 3 clusters Score: Raw -565928.100322 + Penalty 1819.101668 = -564108.998654 nChanged 45 SP:Iteration 17Q (294.449754 sec): 3 clusters Score: Raw -565941.438391 + Penalty 1819.101668 = -564122.336723 nChanged 41 SP:Iteration 18Q (294.510210 sec): 3 clusters Score: Raw -565952.379048 + Penalty 1819.101668 = -564133.277380 nChanged 30 SP:Iteration 19Q (294.576696 sec): 3 clusters Score: Raw -565957.195136 + Penalty 1819.101668 = -564138.093468 nChanged 29 SP:Iteration 20F (294.645849 sec): 3 clusters Score: Raw -565963.236432 + Penalty 1819.101668 = -564144.134765 nChanged 23 SP:Iteration 21Q (294.708440 sec): 3 clusters Score: Raw -565967.734131 + Penalty 1819.101668 = -564148.632463 nChanged 14 SP:Iteration 22Q (294.769712 sec): 3 clusters Score: Raw -565969.733610 + Penalty 1819.101668 = -564150.631942 nChanged 10 SP:Iteration 23Q (294.826128 sec): 3 clusters Score: Raw -565970.939989 + Penalty 1819.101668 = -564151.838321 nChanged 4 SP:Iteration 24Q (294.889572 sec): 3 clusters Score: Raw -565971.447156 + Penalty 1819.101668 = -564152.345488 nChanged 2 SP:Iteration 25Q (294.950668 sec): 3 clusters Score: Raw -565971.731463 + Penalty 1819.101668 = -564152.629795 nChanged 4 SP:Iteration 26Q (295.007292 sec): 3 clusters Score: Raw -565972.078478 + Penalty 1819.101668 = -564152.976810 nChanged 5 SP:Iteration 27Q (295.068238 sec): 3 clusters Score: Raw -565972.524141 + Penalty 1819.101668 = -564153.422473 nChanged 1 SP:Iteration 28Q (295.127211 sec): 3 clusters Score: Raw -565972.655696 + Penalty 1819.101668 = -564153.554028 nChanged 1 SP:Iteration 29Q (295.181757 sec): 3 clusters Score: Raw -565972.717234 + Penalty 1819.101668 = -564153.615566 nChanged 1 SP:Iteration 30Q (295.244301 sec): 3 clusters Score: Raw -565972.899864 + Penalty 1819.101668 = -564153.798196 nChanged 2 SP:Iteration 31Q (295.304146 sec): 3 clusters Score: Raw -565973.066188 + Penalty 1819.101668 = -564153.964520 nChanged 0 SP:Iteration 32F (295.372145 sec): 3 clusters Score: Raw -565973.066188 + Penalty 1819.101668 = -564153.964520 nChanged 0 Score: Raw -3950023.605061 + Penalty 26518.096447 = -3923505.508614 Splitting cluster 5 changes total score from -3921312.306851 to -3923505.508614 So it's getting split into cluster 24. Trying to split cluster 6 (5327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (297.124450 sec): 2 clusters Score: Raw -223631.657462 + Penalty 815.151633 = -222816.505829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (297.175260 sec): 3 clusters Score: Raw -220614.254318 + Penalty 1630.303266 = -218983.951052 nChanged 2278 SP:Iteration 1F (297.224374 sec): 3 clusters Score: Raw -221824.434929 + Penalty 1630.303266 = -220194.131663 nChanged 314 SP:Iteration 2F (297.271213 sec): 3 clusters Score: Raw -221952.522941 + Penalty 1630.303266 = -220322.219675 nChanged 262 SP:Iteration 3Q (297.319583 sec): 3 clusters Score: Raw -222061.704638 + Penalty 1630.303266 = -220431.401372 nChanged 250 SP:Iteration 4Q (297.371284 sec): 3 clusters Score: Raw -222162.850618 + Penalty 1630.303266 = -220532.547352 nChanged 227 SP:Iteration 5Q (297.412724 sec): 3 clusters Score: Raw -222269.069115 + Penalty 1630.303266 = -220638.765849 nChanged 234 SP:Iteration 6Q (297.469219 sec): 3 clusters Score: Raw -222385.069370 + Penalty 1630.303266 = -220754.766104 nChanged 253 SP:Iteration 7Q (297.515415 sec): 3 clusters Score: Raw -222538.000445 + Penalty 1630.303266 = -220907.697178 nChanged 293 SP:Iteration 8F (297.567231 sec): 3 clusters Score: Raw -222731.789025 + Penalty 1630.303266 = -221101.485758 nChanged 268 SP:Iteration 9F (297.612811 sec): 3 clusters Score: Raw -222946.145499 + Penalty 1630.303266 = -221315.842232 nChanged 272 SP:Iteration 10F (297.658429 sec): 3 clusters Score: Raw -223208.074524 + Penalty 1630.303266 = -221577.771258 nChanged 219 SP:Iteration 11Q (297.702845 sec): 3 clusters Score: Raw -223427.350202 + Penalty 1630.303266 = -221797.046936 nChanged 163 SP:Iteration 12Q (297.759563 sec): 3 clusters Score: Raw -223577.153857 + Penalty 1630.303266 = -221946.850591 nChanged 103 SP:Iteration 13Q (297.802969 sec): 3 clusters Score: Raw -223671.936615 + Penalty 1630.303266 = -222041.633349 nChanged 60 SP:Iteration 14Q (297.860075 sec): 3 clusters Score: Raw -223727.522366 + Penalty 1630.303266 = -222097.219100 nChanged 33 SP:Iteration 15Q (297.907498 sec): 3 clusters Score: Raw -223762.074463 + Penalty 1630.303266 = -222131.771197 nChanged 16 SP:Iteration 16Q (297.959970 sec): 3 clusters Score: Raw -223771.977567 + Penalty 1630.303266 = -222141.674300 nChanged 9 SP:Iteration 17Q (298.004471 sec): 3 clusters Score: Raw -223777.323506 + Penalty 1630.303266 = -222147.020239 nChanged 6 SP:Iteration 18Q (298.052901 sec): 3 clusters Score: Raw -223781.059926 + Penalty 1630.303266 = -222150.756660 nChanged 3 SP:Iteration 19Q (298.092617 sec): 3 clusters Score: Raw -223783.668926 + Penalty 1630.303266 = -222153.365660 nChanged 5 SP:Iteration 20F (298.150490 sec): 3 clusters Score: Raw -223785.893664 + Penalty 1630.303266 = -222155.590397 nChanged 0 Trying to split cluster 7 (2205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (298.177180 sec): 2 clusters Score: Raw -63463.666684 + Penalty 731.355865 = -62732.310819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (298.216602 sec): 3 clusters Score: Raw -62417.579153 + Penalty 1462.711730 = -60954.867423 nChanged 855 SP:Iteration 1F (298.269265 sec): 3 clusters Score: Raw -62957.003058 + Penalty 1462.711730 = -61494.291328 nChanged 189 SP:Iteration 2F (298.320459 sec): 3 clusters Score: Raw -63103.406986 + Penalty 1462.711730 = -61640.695256 nChanged 153 SP:Iteration 3F (298.369966 sec): 3 clusters Score: Raw -63213.005876 + Penalty 1462.711730 = -61750.294146 nChanged 117 SP:Iteration 4F (298.412538 sec): 3 clusters Score: Raw -63304.485153 + Penalty 1462.711730 = -61841.773423 nChanged 98 SP:Iteration 5Q (298.452134 sec): 3 clusters Score: Raw -63380.677473 + Penalty 1462.711730 = -61917.965743 nChanged 83 SP:Iteration 6Q (298.495762 sec): 3 clusters Score: Raw -63449.164938 + Penalty 1462.711730 = -61986.453209 nChanged 85 SP:Iteration 7Q (298.548818 sec): 3 clusters Score: Raw -63517.477007 + Penalty 1462.711730 = -62054.765277 nChanged 81 SP:Iteration 8Q (298.584301 sec): 3 clusters Score: Raw -63590.925032 + Penalty 1462.711730 = -62128.213302 nChanged 82 SP:Iteration 9Q (298.632411 sec): 3 clusters Score: Raw -63648.534220 + Penalty 1462.711730 = -62185.822490 nChanged 63 SP:Iteration 10Q (298.674975 sec): 3 clusters Score: Raw -63684.639863 + Penalty 1462.711730 = -62221.928133 nChanged 38 SP:Iteration 11Q (298.723456 sec): 3 clusters Score: Raw -63704.894938 + Penalty 1462.711730 = -62242.183208 nChanged 42 SP:Iteration 12Q (298.770732 sec): 3 clusters Score: Raw -63719.501554 + Penalty 1462.711730 = -62256.789824 nChanged 18 SP:Iteration 13Q (298.814195 sec): 3 clusters Score: Raw -63725.398525 + Penalty 1462.711730 = -62262.686795 nChanged 14 SP:Iteration 14Q (298.852047 sec): 3 clusters Score: Raw -63731.025956 + Penalty 1462.711730 = -62268.314226 nChanged 18 SP:Iteration 15Q (298.896462 sec): 3 clusters Score: Raw -63739.272034 + Penalty 1462.711730 = -62276.560304 nChanged 19 SP:Iteration 16Q (298.937808 sec): 3 clusters Score: Raw -63745.782545 + Penalty 1462.711730 = -62283.070815 nChanged 16 SP:Iteration 17Q (298.988142 sec): 3 clusters Score: Raw -63750.888661 + Penalty 1462.711730 = -62288.176931 nChanged 12 SP:Iteration 18Q (299.028776 sec): 3 clusters Score: Raw -63757.209330 + Penalty 1462.711730 = -62294.497601 nChanged 19 SP:Iteration 19Q (299.076239 sec): 3 clusters Score: Raw -63761.683710 + Penalty 1462.711730 = -62298.971980 nChanged 8 SP:Iteration 20F (299.130192 sec): 3 clusters Score: Raw -63764.355976 + Penalty 1462.711730 = -62301.644246 nChanged 4 SP:Iteration 21Q (299.175138 sec): 3 clusters Score: Raw -63765.618638 + Penalty 1462.711730 = -62302.906908 nChanged 6 SP:Iteration 22Q (299.227554 sec): 3 clusters Score: Raw -63767.540225 + Penalty 1462.711730 = -62304.828495 nChanged 6 SP:Iteration 23Q (299.260887 sec): 3 clusters Score: Raw -63769.034527 + Penalty 1462.711730 = -62306.322798 nChanged 3 SP:Iteration 24Q (299.306642 sec): 3 clusters Score: Raw -63770.155569 + Penalty 1462.711730 = -62307.443839 nChanged 6 SP:Iteration 25Q (299.349336 sec): 3 clusters Score: Raw -63772.539739 + Penalty 1462.711730 = -62309.828010 nChanged 8 SP:Iteration 26Q (299.397332 sec): 3 clusters Score: Raw -63775.071551 + Penalty 1462.711730 = -62312.359821 nChanged 8 SP:Iteration 27Q (299.451994 sec): 3 clusters Score: Raw -63776.828069 + Penalty 1462.711730 = -62314.116339 nChanged 3 SP:Iteration 28Q (299.490790 sec): 3 clusters Score: Raw -63777.395232 + Penalty 1462.711730 = -62314.683502 nChanged 4 SP:Iteration 29Q (299.534948 sec): 3 clusters Score: Raw -63778.964127 + Penalty 1462.711730 = -62316.252397 nChanged 7 SP:Iteration 30Q (299.583536 sec): 3 clusters Score: Raw -63781.818612 + Penalty 1462.711730 = -62319.106882 nChanged 14 SP:Iteration 31Q (299.632636 sec): 3 clusters Score: Raw -63789.984308 + Penalty 1462.711730 = -62327.272579 nChanged 24 SP:Iteration 32Q (299.671579 sec): 3 clusters Score: Raw -63802.605139 + Penalty 1462.711730 = -62339.893410 nChanged 22 SP:Iteration 33Q (299.717674 sec): 3 clusters Score: Raw -63814.277699 + Penalty 1462.711730 = -62351.565970 nChanged 25 SP:Iteration 34Q (299.767603 sec): 3 clusters Score: Raw -63829.667584 + Penalty 1462.711730 = -62366.955854 nChanged 20 SP:Iteration 35Q (299.806614 sec): 3 clusters Score: Raw -63841.694191 + Penalty 1462.711730 = -62378.982462 nChanged 22 SP:Iteration 36Q (299.855526 sec): 3 clusters Score: Raw -63855.620998 + Penalty 1462.711730 = -62392.909268 nChanged 26 SP:Iteration 37Q (299.911780 sec): 3 clusters Score: Raw -63874.432063 + Penalty 1462.711730 = -62411.720334 nChanged 21 SP:Iteration 38Q (299.949380 sec): 3 clusters Score: Raw -63885.841008 + Penalty 1462.711730 = -62423.129278 nChanged 25 SP:Iteration 39Q (300.000004 sec): 3 clusters Score: Raw -63895.544084 + Penalty 1462.711730 = -62432.832355 nChanged 21 SP:Iteration 40F (300.042866 sec): 3 clusters Score: Raw -63904.123436 + Penalty 1462.711730 = -62441.411706 nChanged 18 SP:Iteration 41Q (300.078200 sec): 3 clusters Score: Raw -63912.719994 + Penalty 1462.711730 = -62450.008264 nChanged 17 SP:Iteration 42Q (300.128314 sec): 3 clusters Score: Raw -63919.021102 + Penalty 1462.711730 = -62456.309372 nChanged 13 SP:Iteration 43Q (300.172903 sec): 3 clusters Score: Raw -63925.023147 + Penalty 1462.711730 = -62462.311417 nChanged 11 SP:Iteration 44Q (300.225094 sec): 3 clusters Score: Raw -63929.450403 + Penalty 1462.711730 = -62466.738674 nChanged 8 SP:Iteration 45Q (300.267319 sec): 3 clusters Score: Raw -63933.202177 + Penalty 1462.711730 = -62470.490447 nChanged 5 SP:Iteration 46Q (300.307196 sec): 3 clusters Score: Raw -63935.101090 + Penalty 1462.711730 = -62472.389361 nChanged 3 SP:Iteration 47Q (300.356567 sec): 3 clusters Score: Raw -63936.324486 + Penalty 1462.711730 = -62473.612756 nChanged 3 SP:Iteration 48Q (300.398920 sec): 3 clusters Score: Raw -63937.350759 + Penalty 1462.711730 = -62474.639029 nChanged 4 SP:Iteration 49Q (300.444968 sec): 3 clusters Score: Raw -63938.075897 + Penalty 1462.711730 = -62475.364167 nChanged 2 SP:Iteration 50Q (300.494528 sec): 3 clusters Score: Raw -63938.486274 + Penalty 1462.711730 = -62475.774544 nChanged 1 SP:Iteration 51Q (300.540187 sec): 3 clusters Score: Raw -63938.699510 + Penalty 1462.711730 = -62475.987780 nChanged 3 SP:Iteration 52Q (300.579005 sec): 3 clusters Score: Raw -63939.809788 + Penalty 1462.711730 = -62477.098058 nChanged 5 SP:Iteration 53Q (300.626991 sec): 3 clusters Score: Raw -63941.654108 + Penalty 1462.711730 = -62478.942378 nChanged 8 SP:Iteration 54Q (300.662926 sec): 3 clusters Score: Raw -63945.384005 + Penalty 1462.711730 = -62482.672275 nChanged 5 SP:Iteration 55Q (300.711024 sec): 3 clusters Score: Raw -63947.862133 + Penalty 1462.711730 = -62485.150403 nChanged 7 SP:Iteration 56Q (300.757905 sec): 3 clusters Score: Raw -63951.595798 + Penalty 1462.711730 = -62488.884068 nChanged 12 SP:Iteration 57Q (300.802682 sec): 3 clusters Score: Raw -63956.489387 + Penalty 1462.711730 = -62493.777658 nChanged 12 SP:Iteration 58Q (300.850616 sec): 3 clusters Score: Raw -63962.500929 + Penalty 1462.711730 = -62499.789199 nChanged 16 SP:Iteration 59Q (300.896749 sec): 3 clusters Score: Raw -63968.614179 + Penalty 1462.711730 = -62505.902449 nChanged 9 SP:Iteration 60F (300.938695 sec): 3 clusters Score: Raw -63973.654460 + Penalty 1462.711730 = -62510.942730 nChanged 11 SP:Iteration 61Q (300.983478 sec): 3 clusters Score: Raw -63978.475947 + Penalty 1462.711730 = -62515.764218 nChanged 7 SP:Iteration 62Q (301.033753 sec): 3 clusters Score: Raw -63980.852975 + Penalty 1462.711730 = -62518.141245 nChanged 5 SP:Iteration 63Q (301.080015 sec): 3 clusters Score: Raw -63982.466993 + Penalty 1462.711730 = -62519.755263 nChanged 5 SP:Iteration 64Q (301.114429 sec): 3 clusters Score: Raw -63984.286871 + Penalty 1462.711730 = -62521.575141 nChanged 3 SP:Iteration 65Q (301.166608 sec): 3 clusters Score: Raw -63985.178649 + Penalty 1462.711730 = -62522.466920 nChanged 3 SP:Iteration 66Q (301.207063 sec): 3 clusters Score: Raw -63985.836005 + Penalty 1462.711730 = -62523.124275 nChanged 2 SP:Iteration 67Q (301.259924 sec): 3 clusters Score: Raw -63986.066767 + Penalty 1462.711730 = -62523.355038 nChanged 0 SP:Iteration 68F (301.302564 sec): 3 clusters Score: Raw -63986.066767 + Penalty 1462.711730 = -62523.355038 nChanged 0 Trying to split cluster 8 (2656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (301.328228 sec): 2 clusters Score: Raw -100392.436516 + Penalty 749.034769 = -99643.401748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (301.371408 sec): 3 clusters Score: Raw -99012.018761 + Penalty 1498.069537 = -97513.949224 nChanged 1059 SP:Iteration 1F (301.425149 sec): 3 clusters Score: Raw -99616.404166 + Penalty 1498.069537 = -98118.334629 nChanged 190 SP:Iteration 2F (301.459809 sec): 3 clusters Score: Raw -99714.734164 + Penalty 1498.069537 = -98216.664627 nChanged 149 SP:Iteration 3F (301.514009 sec): 3 clusters Score: Raw -99788.536064 + Penalty 1498.069537 = -98290.466527 nChanged 124 SP:Iteration 4Q (301.562549 sec): 3 clusters Score: Raw -99854.021806 + Penalty 1498.069537 = -98355.952269 nChanged 111 SP:Iteration 5Q (301.600342 sec): 3 clusters Score: Raw -99918.520237 + Penalty 1498.069537 = -98420.450700 nChanged 123 SP:Iteration 6Q (301.653993 sec): 3 clusters Score: Raw -100005.069572 + Penalty 1498.069537 = -98507.000035 nChanged 126 SP:Iteration 7Q (301.691134 sec): 3 clusters Score: Raw -100096.837533 + Penalty 1498.069537 = -98598.767996 nChanged 123 SP:Iteration 8Q (301.749593 sec): 3 clusters Score: Raw -100192.171879 + Penalty 1498.069537 = -98694.102342 nChanged 102 SP:Iteration 9Q (301.795580 sec): 3 clusters Score: Raw -100279.021295 + Penalty 1498.069537 = -98780.951758 nChanged 82 SP:Iteration 10Q (301.841887 sec): 3 clusters Score: Raw -100343.180706 + Penalty 1498.069537 = -98845.111169 nChanged 54 SP:Iteration 11Q (301.885753 sec): 3 clusters Score: Raw -100389.644494 + Penalty 1498.069537 = -98891.574957 nChanged 41 SP:Iteration 12Q (301.932538 sec): 3 clusters Score: Raw -100423.321491 + Penalty 1498.069537 = -98925.251954 nChanged 29 SP:Iteration 13Q (301.989832 sec): 3 clusters Score: Raw -100443.054933 + Penalty 1498.069537 = -98944.985396 nChanged 18 SP:Iteration 14Q (302.033849 sec): 3 clusters Score: Raw -100459.410807 + Penalty 1498.069537 = -98961.341270 nChanged 16 SP:Iteration 15Q (302.088217 sec): 3 clusters Score: Raw -100476.959649 + Penalty 1498.069537 = -98978.890112 nChanged 11 SP:Iteration 16Q (302.139228 sec): 3 clusters Score: Raw -100487.984418 + Penalty 1498.069537 = -98989.914881 nChanged 8 SP:Iteration 17Q (302.177462 sec): 3 clusters Score: Raw -100500.860917 + Penalty 1498.069537 = -99002.791380 nChanged 7 SP:Iteration 18Q (302.227089 sec): 3 clusters Score: Raw -100507.519572 + Penalty 1498.069537 = -99009.450035 nChanged 4 SP:Iteration 19Q (302.277447 sec): 3 clusters Score: Raw -100513.307469 + Penalty 1498.069537 = -99015.237932 nChanged 5 SP:Iteration 20F (302.317235 sec): 3 clusters Score: Raw -100517.407881 + Penalty 1498.069537 = -99019.338344 nChanged 5 SP:Iteration 21Q (302.367917 sec): 3 clusters Score: Raw -100526.009402 + Penalty 1498.069537 = -99027.939865 nChanged 3 SP:Iteration 22Q (302.409407 sec): 3 clusters Score: Raw -100528.223654 + Penalty 1498.069537 = -99030.154117 nChanged 2 SP:Iteration 23Q (302.460577 sec): 3 clusters Score: Raw -100531.773378 + Penalty 1498.069537 = -99033.703841 nChanged 3 SP:Iteration 24Q (302.505071 sec): 3 clusters Score: Raw -100534.277351 + Penalty 1498.069537 = -99036.207814 nChanged 0 SP:Iteration 25F (302.549693 sec): 3 clusters Score: Raw -100534.277351 + Penalty 1498.069537 = -99036.207814 nChanged 0 Trying to split cluster 9 (8276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (302.592752 sec): 2 clusters Score: Raw -308024.976333 + Penalty 857.005929 = -307167.970404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (302.638104 sec): 3 clusters Score: Raw -303211.126669 + Penalty 1714.011857 = -301497.114811 nChanged 3640 SP:Iteration 1F (302.691249 sec): 3 clusters Score: Raw -305213.808354 + Penalty 1714.011857 = -303499.796496 nChanged 495 SP:Iteration 2F (302.754102 sec): 3 clusters Score: Raw -305433.798159 + Penalty 1714.011857 = -303719.786301 nChanged 446 SP:Iteration 3F (302.801997 sec): 3 clusters Score: Raw -305640.186793 + Penalty 1714.011857 = -303926.174936 nChanged 409 SP:Iteration 4Q (302.859811 sec): 3 clusters Score: Raw -305843.234370 + Penalty 1714.011857 = -304129.222513 nChanged 367 SP:Iteration 5Q (302.914266 sec): 3 clusters Score: Raw -306019.900020 + Penalty 1714.011857 = -304305.888163 nChanged 349 SP:Iteration 6Q (302.976147 sec): 3 clusters Score: Raw -306207.364476 + Penalty 1714.011857 = -304493.352618 nChanged 373 SP:Iteration 7Q (303.027037 sec): 3 clusters Score: Raw -306408.739256 + Penalty 1714.011857 = -304694.727398 nChanged 361 SP:Iteration 8Q (303.081100 sec): 3 clusters Score: Raw -306577.219820 + Penalty 1714.011857 = -304863.207962 nChanged 294 SP:Iteration 9Q (303.133861 sec): 3 clusters Score: Raw -306708.020924 + Penalty 1714.011857 = -304994.009067 nChanged 290 SP:Iteration 10Q (303.200913 sec): 3 clusters Score: Raw -306845.343236 + Penalty 1714.011857 = -305131.331378 nChanged 254 SP:Iteration 11Q (303.242956 sec): 3 clusters Score: Raw -306964.913785 + Penalty 1714.011857 = -305250.901928 nChanged 244 SP:Iteration 12Q (303.299982 sec): 3 clusters Score: Raw -307077.896109 + Penalty 1714.011857 = -305363.884251 nChanged 208 SP:Iteration 13Q (303.352915 sec): 3 clusters Score: Raw -307162.856876 + Penalty 1714.011857 = -305448.845019 nChanged 197 SP:Iteration 14Q (303.405927 sec): 3 clusters Score: Raw -307250.608078 + Penalty 1714.011857 = -305536.596221 nChanged 179 SP:Iteration 15Q (303.468183 sec): 3 clusters Score: Raw -307326.595030 + Penalty 1714.011857 = -305612.583173 nChanged 169 SP:Iteration 16Q (303.517619 sec): 3 clusters Score: Raw -307408.009078 + Penalty 1714.011857 = -305693.997221 nChanged 175 SP:Iteration 17Q (303.574719 sec): 3 clusters Score: Raw -307500.658495 + Penalty 1714.011857 = -305786.646638 nChanged 163 SP:Iteration 18Q (303.638631 sec): 3 clusters Score: Raw -307584.222643 + Penalty 1714.011857 = -305870.210785 nChanged 168 SP:Iteration 19Q (303.684977 sec): 3 clusters Score: Raw -307667.679277 + Penalty 1714.011857 = -305953.667419 nChanged 154 SP:Iteration 20F (303.739697 sec): 3 clusters Score: Raw -307760.916993 + Penalty 1714.011857 = -306046.905135 nChanged 176 SP:Iteration 21Q (303.789882 sec): 3 clusters Score: Raw -307856.181412 + Penalty 1714.011857 = -306142.169554 nChanged 144 SP:Iteration 22Q (303.852819 sec): 3 clusters Score: Raw -307921.386709 + Penalty 1714.011857 = -306207.374852 nChanged 129 SP:Iteration 23Q (303.908991 sec): 3 clusters Score: Raw -307976.168355 + Penalty 1714.011857 = -306262.156498 nChanged 106 SP:Iteration 24Q (303.963302 sec): 3 clusters Score: Raw -308015.602899 + Penalty 1714.011857 = -306301.591041 nChanged 93 SP:Iteration 25Q (304.010944 sec): 3 clusters Score: Raw -308044.236664 + Penalty 1714.011857 = -306330.224806 nChanged 70 SP:Iteration 26Q (304.079554 sec): 3 clusters Score: Raw -308065.935193 + Penalty 1714.011857 = -306351.923336 nChanged 52 SP:Iteration 27Q (304.134924 sec): 3 clusters Score: Raw -308080.652813 + Penalty 1714.011857 = -306366.640956 nChanged 37 SP:Iteration 28Q (304.181187 sec): 3 clusters Score: Raw -308090.571265 + Penalty 1714.011857 = -306376.559408 nChanged 30 SP:Iteration 29Q (304.246317 sec): 3 clusters Score: Raw -308098.525922 + Penalty 1714.011857 = -306384.514065 nChanged 36 SP:Iteration 30Q (304.288744 sec): 3 clusters Score: Raw -308106.664292 + Penalty 1714.011857 = -306392.652435 nChanged 29 SP:Iteration 31Q (304.351806 sec): 3 clusters Score: Raw -308113.372953 + Penalty 1714.011857 = -306399.361096 nChanged 28 SP:Iteration 32Q (304.398581 sec): 3 clusters Score: Raw -308120.034664 + Penalty 1714.011857 = -306406.022807 nChanged 30 SP:Iteration 33Q (304.447906 sec): 3 clusters Score: Raw -308125.734045 + Penalty 1714.011857 = -306411.722188 nChanged 22 SP:Iteration 34Q (304.500112 sec): 3 clusters Score: Raw -308131.416076 + Penalty 1714.011857 = -306417.404219 nChanged 28 SP:Iteration 35Q (304.554054 sec): 3 clusters Score: Raw -308137.465321 + Penalty 1714.011857 = -306423.453464 nChanged 25 SP:Iteration 36Q (304.616838 sec): 3 clusters Score: Raw -308142.310994 + Penalty 1714.011857 = -306428.299136 nChanged 28 SP:Iteration 37Q (304.667433 sec): 3 clusters Score: Raw -308148.853058 + Penalty 1714.011857 = -306434.841201 nChanged 29 SP:Iteration 38Q (304.714600 sec): 3 clusters Score: Raw -308156.416785 + Penalty 1714.011857 = -306442.404928 nChanged 33 SP:Iteration 39Q (304.768764 sec): 3 clusters Score: Raw -308165.362371 + Penalty 1714.011857 = -306451.350513 nChanged 36 SP:Iteration 40F (304.829536 sec): 3 clusters Score: Raw -308176.375138 + Penalty 1714.011857 = -306462.363281 nChanged 37 SP:Iteration 41Q (304.883973 sec): 3 clusters Score: Raw -308185.733475 + Penalty 1714.011857 = -306471.721617 nChanged 33 SP:Iteration 42Q (304.940889 sec): 3 clusters Score: Raw -308193.192827 + Penalty 1714.011857 = -306479.180969 nChanged 26 SP:Iteration 43Q (304.999913 sec): 3 clusters Score: Raw -308197.421426 + Penalty 1714.011857 = -306483.409569 nChanged 16 SP:Iteration 44Q (305.053302 sec): 3 clusters Score: Raw -308199.088316 + Penalty 1714.011857 = -306485.076458 nChanged 8 SP:Iteration 45Q (305.105742 sec): 3 clusters Score: Raw -308200.121302 + Penalty 1714.011857 = -306486.109444 nChanged 11 SP:Iteration 46Q (305.173972 sec): 3 clusters Score: Raw -308202.545370 + Penalty 1714.011857 = -306488.533512 nChanged 13 SP:Iteration 47Q (305.221292 sec): 3 clusters Score: Raw -308205.254918 + Penalty 1714.011857 = -306491.243060 nChanged 13 SP:Iteration 48Q (305.270323 sec): 3 clusters Score: Raw -308207.516684 + Penalty 1714.011857 = -306493.504827 nChanged 14 SP:Iteration 49Q (305.327526 sec): 3 clusters Score: Raw -308209.935275 + Penalty 1714.011857 = -306495.923418 nChanged 15 SP:Iteration 50Q (305.375474 sec): 3 clusters Score: Raw -308212.430543 + Penalty 1714.011857 = -306498.418685 nChanged 10 SP:Iteration 51Q (305.421020 sec): 3 clusters Score: Raw -308213.555898 + Penalty 1714.011857 = -306499.544041 nChanged 6 SP:Iteration 52Q (305.476300 sec): 3 clusters Score: Raw -308214.450999 + Penalty 1714.011857 = -306500.439141 nChanged 8 SP:Iteration 53Q (305.532006 sec): 3 clusters Score: Raw -308215.321292 + Penalty 1714.011857 = -306501.309435 nChanged 10 SP:Iteration 54Q (305.593898 sec): 3 clusters Score: Raw -308216.615927 + Penalty 1714.011857 = -306502.604070 nChanged 11 SP:Iteration 55Q (305.640852 sec): 3 clusters Score: Raw -308217.875802 + Penalty 1714.011857 = -306503.863945 nChanged 6 SP:Iteration 56Q (305.698134 sec): 3 clusters Score: Raw -308218.714559 + Penalty 1714.011857 = -306504.702701 nChanged 4 SP:Iteration 57Q (305.750867 sec): 3 clusters Score: Raw -308219.165549 + Penalty 1714.011857 = -306505.153692 nChanged 5 SP:Iteration 58Q (305.808935 sec): 3 clusters Score: Raw -308219.670577 + Penalty 1714.011857 = -306505.658720 nChanged 4 SP:Iteration 59Q (305.851491 sec): 3 clusters Score: Raw -308220.095615 + Penalty 1714.011857 = -306506.083758 nChanged 3 SP:Iteration 60F (305.916788 sec): 3 clusters Score: Raw -308220.193009 + Penalty 1714.011857 = -306506.181152 nChanged 1 SP:Iteration 61Q (305.960280 sec): 3 clusters Score: Raw -308220.446955 + Penalty 1714.011857 = -306506.435098 nChanged 2 SP:Iteration 62Q (306.027541 sec): 3 clusters Score: Raw -308220.797040 + Penalty 1714.011857 = -306506.785182 nChanged 4 SP:Iteration 63Q (306.081777 sec): 3 clusters Score: Raw -308221.108926 + Penalty 1714.011857 = -306507.097069 nChanged 3 SP:Iteration 64Q (306.137285 sec): 3 clusters Score: Raw -308221.290750 + Penalty 1714.011857 = -306507.278893 nChanged 1 SP:Iteration 65Q (306.184716 sec): 3 clusters Score: Raw -308221.333871 + Penalty 1714.011857 = -306507.322014 nChanged 1 SP:Iteration 66Q (306.252109 sec): 3 clusters Score: Raw -308221.363826 + Penalty 1714.011857 = -306507.351968 nChanged 1 SP:Iteration 67Q (306.300146 sec): 3 clusters Score: Raw -308221.482109 + Penalty 1714.011857 = -306507.470252 nChanged 2 SP:Iteration 68Q (306.358179 sec): 3 clusters Score: Raw -308221.588885 + Penalty 1714.011857 = -306507.577028 nChanged 0 SP:Iteration 69F (306.418185 sec): 3 clusters Score: Raw -308221.588885 + Penalty 1714.011857 = -306507.577028 nChanged 0 Trying to split cluster 10 (17899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (306.466016 sec): 2 clusters Score: Raw -656249.314758 + Penalty 930.287512 = -655319.027246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (306.535213 sec): 3 clusters Score: Raw -645176.718018 + Penalty 1860.575024 = -643316.142994 nChanged 8311 SP:Iteration 1F (306.601126 sec): 3 clusters Score: Raw -650045.597775 + Penalty 1860.575024 = -648185.022751 nChanged 1186 SP:Iteration 2F (306.671372 sec): 3 clusters Score: Raw -650747.064027 + Penalty 1860.575024 = -648886.489003 nChanged 1246 SP:Iteration 3F (306.738321 sec): 3 clusters Score: Raw -651601.217721 + Penalty 1860.575024 = -649740.642697 nChanged 1336 SP:Iteration 4F (306.807996 sec): 3 clusters Score: Raw -652561.588832 + Penalty 1860.575024 = -650701.013809 nChanged 1279 SP:Iteration 5F (306.874072 sec): 3 clusters Score: Raw -653580.443850 + Penalty 1860.575024 = -651719.868826 nChanged 1169 SP:Iteration 6F (306.943522 sec): 3 clusters Score: Raw -654404.580331 + Penalty 1860.575024 = -652544.005307 nChanged 922 SP:Iteration 7F (307.000107 sec): 3 clusters Score: Raw -654993.056789 + Penalty 1860.575024 = -653132.481766 nChanged 675 SP:Iteration 8Q (307.073084 sec): 3 clusters Score: Raw -655333.406111 + Penalty 1860.575024 = -653472.831087 nChanged 462 SP:Iteration 9Q (307.141720 sec): 3 clusters Score: Raw -655519.761919 + Penalty 1860.575024 = -653659.186896 nChanged 311 SP:Iteration 10Q (307.212715 sec): 3 clusters Score: Raw -655634.626235 + Penalty 1860.575024 = -653774.051211 nChanged 259 SP:Iteration 11Q (307.274768 sec): 3 clusters Score: Raw -655712.313018 + Penalty 1860.575024 = -653851.737994 nChanged 214 SP:Iteration 12Q (307.341688 sec): 3 clusters Score: Raw -655763.662375 + Penalty 1860.575024 = -653903.087351 nChanged 173 SP:Iteration 13Q (307.420893 sec): 3 clusters Score: Raw -655803.562615 + Penalty 1860.575024 = -653942.987592 nChanged 162 SP:Iteration 14Q (307.489365 sec): 3 clusters Score: Raw -655840.129118 + Penalty 1860.575024 = -653979.554095 nChanged 141 SP:Iteration 15Q (307.558387 sec): 3 clusters Score: Raw -655866.995172 + Penalty 1860.575024 = -654006.420148 nChanged 139 SP:Iteration 16Q (307.626364 sec): 3 clusters Score: Raw -655892.172115 + Penalty 1860.575024 = -654031.597091 nChanged 123 SP:Iteration 17Q (307.685175 sec): 3 clusters Score: Raw -655912.243450 + Penalty 1860.575024 = -654051.668426 nChanged 106 SP:Iteration 18Q (307.761683 sec): 3 clusters Score: Raw -655927.314423 + Penalty 1860.575024 = -654066.739399 nChanged 91 SP:Iteration 19Q (307.829714 sec): 3 clusters Score: Raw -655940.521689 + Penalty 1860.575024 = -654079.946666 nChanged 96 SP:Iteration 20F (307.892181 sec): 3 clusters Score: Raw -655953.598259 + Penalty 1860.575024 = -654093.023235 nChanged 76 SP:Iteration 21Q (307.954306 sec): 3 clusters Score: Raw -655965.160088 + Penalty 1860.575024 = -654104.585064 nChanged 74 SP:Iteration 22Q (308.030305 sec): 3 clusters Score: Raw -655977.262967 + Penalty 1860.575024 = -654116.687943 nChanged 71 SP:Iteration 23Q (308.093086 sec): 3 clusters Score: Raw -655989.466620 + Penalty 1860.575024 = -654128.891597 nChanged 84 SP:Iteration 24Q (308.151502 sec): 3 clusters Score: Raw -656001.664127 + Penalty 1860.575024 = -654141.089104 nChanged 74 SP:Iteration 25Q (308.216645 sec): 3 clusters Score: Raw -656013.308833 + Penalty 1860.575024 = -654152.733809 nChanged 78 SP:Iteration 26Q (308.286611 sec): 3 clusters Score: Raw -656023.848750 + Penalty 1860.575024 = -654163.273726 nChanged 72 SP:Iteration 27Q (308.355603 sec): 3 clusters Score: Raw -656032.031466 + Penalty 1860.575024 = -654171.456442 nChanged 59 SP:Iteration 28Q (308.431754 sec): 3 clusters Score: Raw -656040.607450 + Penalty 1860.575024 = -654180.032426 nChanged 61 SP:Iteration 29Q (308.485161 sec): 3 clusters Score: Raw -656048.102556 + Penalty 1860.575024 = -654187.527533 nChanged 55 SP:Iteration 30Q (308.558401 sec): 3 clusters Score: Raw -656054.477198 + Penalty 1860.575024 = -654193.902174 nChanged 52 SP:Iteration 31Q (308.615331 sec): 3 clusters Score: Raw -656061.653539 + Penalty 1860.575024 = -654201.078515 nChanged 54 SP:Iteration 32Q (308.687305 sec): 3 clusters Score: Raw -656068.217925 + Penalty 1860.575024 = -654207.642901 nChanged 52 SP:Iteration 33Q (308.753874 sec): 3 clusters Score: Raw -656074.119972 + Penalty 1860.575024 = -654213.544949 nChanged 48 SP:Iteration 34Q (308.821070 sec): 3 clusters Score: Raw -656080.694745 + Penalty 1860.575024 = -654220.119722 nChanged 53 SP:Iteration 35Q (308.886972 sec): 3 clusters Score: Raw -656087.068155 + Penalty 1860.575024 = -654226.493132 nChanged 50 SP:Iteration 36Q (308.955064 sec): 3 clusters Score: Raw -656094.499938 + Penalty 1860.575024 = -654233.924914 nChanged 51 SP:Iteration 37Q (309.019998 sec): 3 clusters Score: Raw -656102.014746 + Penalty 1860.575024 = -654241.439723 nChanged 59 SP:Iteration 38Q (309.091895 sec): 3 clusters Score: Raw -656110.681860 + Penalty 1860.575024 = -654250.106836 nChanged 63 SP:Iteration 39Q (309.150878 sec): 3 clusters Score: Raw -656119.579774 + Penalty 1860.575024 = -654259.004751 nChanged 62 SP:Iteration 40F (309.213028 sec): 3 clusters Score: Raw -656129.186780 + Penalty 1860.575024 = -654268.611756 nChanged 70 SP:Iteration 41Q (309.279647 sec): 3 clusters Score: Raw -656140.877223 + Penalty 1860.575024 = -654280.302200 nChanged 71 SP:Iteration 42Q (309.345030 sec): 3 clusters Score: Raw -656152.881546 + Penalty 1860.575024 = -654292.306522 nChanged 77 SP:Iteration 43Q (309.413918 sec): 3 clusters Score: Raw -656166.411174 + Penalty 1860.575024 = -654305.836150 nChanged 74 SP:Iteration 44Q (309.480861 sec): 3 clusters Score: Raw -656178.864358 + Penalty 1860.575024 = -654318.289334 nChanged 71 SP:Iteration 45Q (309.550339 sec): 3 clusters Score: Raw -656190.369236 + Penalty 1860.575024 = -654329.794212 nChanged 76 SP:Iteration 46Q (309.614696 sec): 3 clusters Score: Raw -656204.779892 + Penalty 1860.575024 = -654344.204868 nChanged 86 SP:Iteration 47Q (309.689344 sec): 3 clusters Score: Raw -656220.985824 + Penalty 1860.575024 = -654360.410801 nChanged 83 SP:Iteration 48Q (309.757390 sec): 3 clusters Score: Raw -656235.531996 + Penalty 1860.575024 = -654374.956973 nChanged 80 SP:Iteration 49Q (309.816433 sec): 3 clusters Score: Raw -656246.992254 + Penalty 1860.575024 = -654386.417230 nChanged 73 SP:Iteration 50Q (309.880335 sec): 3 clusters Score: Raw -656257.611688 + Penalty 1860.575024 = -654397.036665 nChanged 84 SP:Iteration 51Q (309.949532 sec): 3 clusters Score: Raw -656271.197367 + Penalty 1860.575024 = -654410.622343 nChanged 85 SP:Iteration 52Q (310.026189 sec): 3 clusters Score: Raw -656287.817640 + Penalty 1860.575024 = -654427.242617 nChanged 88 SP:Iteration 53Q (310.097543 sec): 3 clusters Score: Raw -656307.107774 + Penalty 1860.575024 = -654446.532750 nChanged 108 SP:Iteration 54Q (310.156528 sec): 3 clusters Score: Raw -656334.865120 + Penalty 1860.575024 = -654474.290096 nChanged 107 SP:Iteration 55Q (310.226166 sec): 3 clusters Score: Raw -656366.445794 + Penalty 1860.575024 = -654505.870771 nChanged 107 SP:Iteration 56Q (310.286724 sec): 3 clusters Score: Raw -656399.739335 + Penalty 1860.575024 = -654539.164311 nChanged 125 SP:Iteration 57Q (310.361716 sec): 3 clusters Score: Raw -656438.858976 + Penalty 1860.575024 = -654578.283953 nChanged 129 SP:Iteration 58Q (310.431495 sec): 3 clusters Score: Raw -656477.379057 + Penalty 1860.575024 = -654616.804033 nChanged 108 SP:Iteration 59Q (310.491406 sec): 3 clusters Score: Raw -656502.561422 + Penalty 1860.575024 = -654641.986398 nChanged 101 SP:Iteration 60F (310.566085 sec): 3 clusters Score: Raw -656526.317107 + Penalty 1860.575024 = -654665.742084 nChanged 84 SP:Iteration 61Q (310.629958 sec): 3 clusters Score: Raw -656544.126600 + Penalty 1860.575024 = -654683.551576 nChanged 78 SP:Iteration 62Q (310.710132 sec): 3 clusters Score: Raw -656562.396379 + Penalty 1860.575024 = -654701.821356 nChanged 71 SP:Iteration 63Q (310.774893 sec): 3 clusters Score: Raw -656576.467072 + Penalty 1860.575024 = -654715.892048 nChanged 62 SP:Iteration 64Q (310.844125 sec): 3 clusters Score: Raw -656584.674299 + Penalty 1860.575024 = -654724.099275 nChanged 49 SP:Iteration 65Q (310.908916 sec): 3 clusters Score: Raw -656591.850741 + Penalty 1860.575024 = -654731.275717 nChanged 51 SP:Iteration 66Q (310.978985 sec): 3 clusters Score: Raw -656599.570213 + Penalty 1860.575024 = -654738.995189 nChanged 39 SP:Iteration 67Q (311.038799 sec): 3 clusters Score: Raw -656604.688627 + Penalty 1860.575024 = -654744.113604 nChanged 37 SP:Iteration 68Q (311.104140 sec): 3 clusters Score: Raw -656610.113431 + Penalty 1860.575024 = -654749.538408 nChanged 42 SP:Iteration 69Q (311.172279 sec): 3 clusters Score: Raw -656617.264667 + Penalty 1860.575024 = -654756.689644 nChanged 41 SP:Iteration 70Q (311.234870 sec): 3 clusters Score: Raw -656623.740295 + Penalty 1860.575024 = -654763.165272 nChanged 45 SP:Iteration 71Q (311.297323 sec): 3 clusters Score: Raw -656630.929625 + Penalty 1860.575024 = -654770.354602 nChanged 40 SP:Iteration 72Q (311.358457 sec): 3 clusters Score: Raw -656635.831713 + Penalty 1860.575024 = -654775.256690 nChanged 39 SP:Iteration 73Q (311.427001 sec): 3 clusters Score: Raw -656639.554754 + Penalty 1860.575024 = -654778.979730 nChanged 29 SP:Iteration 74Q (311.489721 sec): 3 clusters Score: Raw -656642.086974 + Penalty 1860.575024 = -654781.511950 nChanged 27 SP:Iteration 75Q (311.546807 sec): 3 clusters Score: Raw -656644.599534 + Penalty 1860.575024 = -654784.024510 nChanged 22 SP:Iteration 76Q (311.614441 sec): 3 clusters Score: Raw -656647.282839 + Penalty 1860.575024 = -654786.707815 nChanged 29 SP:Iteration 77Q (311.685328 sec): 3 clusters Score: Raw -656650.562205 + Penalty 1860.575024 = -654789.987182 nChanged 20 SP:Iteration 78Q (311.754886 sec): 3 clusters Score: Raw -656652.647643 + Penalty 1860.575024 = -654792.072620 nChanged 24 SP:Iteration 79Q (311.814292 sec): 3 clusters Score: Raw -656655.277007 + Penalty 1860.575024 = -654794.701984 nChanged 26 SP:Iteration 80F (311.882475 sec): 3 clusters Score: Raw -656658.689487 + Penalty 1860.575024 = -654798.114464 nChanged 27 SP:Iteration 81Q (311.954328 sec): 3 clusters Score: Raw -656661.243003 + Penalty 1860.575024 = -654800.667979 nChanged 22 SP:Iteration 82Q (312.022175 sec): 3 clusters Score: Raw -656662.826605 + Penalty 1860.575024 = -654802.251582 nChanged 11 SP:Iteration 83Q (312.080741 sec): 3 clusters Score: Raw -656663.496109 + Penalty 1860.575024 = -654802.921085 nChanged 6 SP:Iteration 84Q (312.144568 sec): 3 clusters Score: Raw -656663.854136 + Penalty 1860.575024 = -654803.279112 nChanged 4 SP:Iteration 85Q (312.223587 sec): 3 clusters Score: Raw -656664.152559 + Penalty 1860.575024 = -654803.577536 nChanged 3 SP:Iteration 86Q (312.279339 sec): 3 clusters Score: Raw -656664.455239 + Penalty 1860.575024 = -654803.880216 nChanged 2 SP:Iteration 87Q (312.346704 sec): 3 clusters Score: Raw -656664.656526 + Penalty 1860.575024 = -654804.081502 nChanged 2 SP:Iteration 88Q (312.411529 sec): 3 clusters Score: Raw -656664.758049 + Penalty 1860.575024 = -654804.183026 nChanged 2 SP:Iteration 89Q (312.487639 sec): 3 clusters Score: Raw -656664.813988 + Penalty 1860.575024 = -654804.238964 nChanged 2 SP:Iteration 90Q (312.553345 sec): 3 clusters Score: Raw -656664.874146 + Penalty 1860.575024 = -654804.299123 nChanged 3 SP:Iteration 91Q (312.623934 sec): 3 clusters Score: Raw -656664.979448 + Penalty 1860.575024 = -654804.404424 nChanged 2 SP:Iteration 92Q (312.694034 sec): 3 clusters Score: Raw -656665.173221 + Penalty 1860.575024 = -654804.598198 nChanged 4 SP:Iteration 93Q (312.750300 sec): 3 clusters Score: Raw -656665.476257 + Penalty 1860.575024 = -654804.901234 nChanged 4 SP:Iteration 94Q (312.817403 sec): 3 clusters Score: Raw -656665.666370 + Penalty 1860.575024 = -654805.091346 nChanged 3 SP:Iteration 95Q (312.889238 sec): 3 clusters Score: Raw -656665.774281 + Penalty 1860.575024 = -654805.199257 nChanged 3 SP:Iteration 96Q (312.940314 sec): 3 clusters Score: Raw -656665.918667 + Penalty 1860.575024 = -654805.343643 nChanged 4 SP:Iteration 97Q (313.015647 sec): 3 clusters Score: Raw -656666.193085 + Penalty 1860.575024 = -654805.618061 nChanged 4 SP:Iteration 98Q (313.079311 sec): 3 clusters Score: Raw -656666.383833 + Penalty 1860.575024 = -654805.808810 nChanged 1 SP:Iteration 99Q (313.141781 sec): 3 clusters Score: Raw -656666.432955 + Penalty 1860.575024 = -654805.857932 nChanged 0 SP:Iteration 100F (313.197638 sec): 3 clusters Score: Raw -656666.432955 + Penalty 1860.575024 = -654805.857932 nChanged 0 Trying to split cluster 11 (10549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (313.240723 sec): 2 clusters Score: Raw -387076.550704 + Penalty 880.059703 = -386196.491001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (313.297276 sec): 3 clusters Score: Raw -380891.906979 + Penalty 1760.119406 = -379131.787573 nChanged 4746 SP:Iteration 1F (313.357222 sec): 3 clusters Score: Raw -383936.161473 + Penalty 1760.119406 = -382176.042067 nChanged 859 SP:Iteration 2F (313.404756 sec): 3 clusters Score: Raw -384696.062158 + Penalty 1760.119406 = -382935.942752 nChanged 891 SP:Iteration 3F (313.457521 sec): 3 clusters Score: Raw -385618.475549 + Penalty 1760.119406 = -383858.356143 nChanged 912 SP:Iteration 4F (313.517078 sec): 3 clusters Score: Raw -386437.842691 + Penalty 1760.119406 = -384677.723285 nChanged 754 SP:Iteration 5F (313.580395 sec): 3 clusters Score: Raw -387013.189256 + Penalty 1760.119406 = -385253.069850 nChanged 585 SP:Iteration 6F (313.630911 sec): 3 clusters Score: Raw -387397.486293 + Penalty 1760.119406 = -385637.366887 nChanged 394 SP:Iteration 7Q (313.688576 sec): 3 clusters Score: Raw -387626.814350 + Penalty 1760.119406 = -385866.694944 nChanged 273 SP:Iteration 8Q (313.741496 sec): 3 clusters Score: Raw -387759.157130 + Penalty 1760.119406 = -385999.037724 nChanged 191 SP:Iteration 9Q (313.805460 sec): 3 clusters Score: Raw -387836.481050 + Penalty 1760.119406 = -386076.361644 nChanged 123 SP:Iteration 10Q (313.866173 sec): 3 clusters Score: Raw -387880.280626 + Penalty 1760.119406 = -386120.161219 nChanged 95 SP:Iteration 11Q (313.912736 sec): 3 clusters Score: Raw -387907.206509 + Penalty 1760.119406 = -386147.087103 nChanged 76 SP:Iteration 12Q (313.970811 sec): 3 clusters Score: Raw -387924.804317 + Penalty 1760.119406 = -386164.684911 nChanged 80 SP:Iteration 13Q (314.041543 sec): 3 clusters Score: Raw -387945.376716 + Penalty 1760.119406 = -386185.257310 nChanged 84 SP:Iteration 14Q (314.101887 sec): 3 clusters Score: Raw -387966.166729 + Penalty 1760.119406 = -386206.047323 nChanged 75 SP:Iteration 15Q (314.150522 sec): 3 clusters Score: Raw -387984.066484 + Penalty 1760.119406 = -386223.947078 nChanged 62 SP:Iteration 16Q (314.209753 sec): 3 clusters Score: Raw -388000.293757 + Penalty 1760.119406 = -386240.174351 nChanged 51 SP:Iteration 17Q (314.262356 sec): 3 clusters Score: Raw -388014.434217 + Penalty 1760.119406 = -386254.314811 nChanged 47 SP:Iteration 18Q (314.330795 sec): 3 clusters Score: Raw -388024.760558 + Penalty 1760.119406 = -386264.641152 nChanged 41 SP:Iteration 19Q (314.384621 sec): 3 clusters Score: Raw -388035.249951 + Penalty 1760.119406 = -386275.130545 nChanged 48 SP:Iteration 20F (314.439067 sec): 3 clusters Score: Raw -388046.509378 + Penalty 1760.119406 = -386286.389972 nChanged 35 SP:Iteration 21Q (314.497192 sec): 3 clusters Score: Raw -388052.175250 + Penalty 1760.119406 = -386292.055844 nChanged 23 SP:Iteration 22Q (314.563636 sec): 3 clusters Score: Raw -388055.542221 + Penalty 1760.119406 = -386295.422815 nChanged 30 SP:Iteration 23Q (314.618020 sec): 3 clusters Score: Raw -388060.964377 + Penalty 1760.119406 = -386300.844970 nChanged 25 SP:Iteration 24Q (314.669021 sec): 3 clusters Score: Raw -388066.803344 + Penalty 1760.119406 = -386306.683938 nChanged 26 SP:Iteration 25Q (314.734328 sec): 3 clusters Score: Raw -388073.351594 + Penalty 1760.119406 = -386313.232188 nChanged 31 SP:Iteration 26Q (314.782608 sec): 3 clusters Score: Raw -388082.066327 + Penalty 1760.119406 = -386321.946921 nChanged 36 SP:Iteration 27Q (314.850774 sec): 3 clusters Score: Raw -388092.291981 + Penalty 1760.119406 = -386332.172575 nChanged 39 SP:Iteration 28Q (314.901706 sec): 3 clusters Score: Raw -388100.547119 + Penalty 1760.119406 = -386340.427713 nChanged 22 SP:Iteration 29Q (314.966197 sec): 3 clusters Score: Raw -388104.222998 + Penalty 1760.119406 = -386344.103592 nChanged 21 SP:Iteration 30Q (315.022164 sec): 3 clusters Score: Raw -388107.954274 + Penalty 1760.119406 = -386347.834868 nChanged 21 SP:Iteration 31Q (315.093630 sec): 3 clusters Score: Raw -388111.777183 + Penalty 1760.119406 = -386351.657777 nChanged 14 SP:Iteration 32Q (315.144750 sec): 3 clusters Score: Raw -388114.440121 + Penalty 1760.119406 = -386354.320715 nChanged 15 SP:Iteration 33Q (315.207947 sec): 3 clusters Score: Raw -388116.691065 + Penalty 1760.119406 = -386356.571659 nChanged 14 SP:Iteration 34Q (315.257929 sec): 3 clusters Score: Raw -388119.436271 + Penalty 1760.119406 = -386359.316865 nChanged 13 SP:Iteration 35Q (315.325959 sec): 3 clusters Score: Raw -388121.601008 + Penalty 1760.119406 = -386361.481602 nChanged 10 SP:Iteration 36Q (315.380378 sec): 3 clusters Score: Raw -388123.586006 + Penalty 1760.119406 = -386363.466600 nChanged 8 SP:Iteration 37Q (315.429376 sec): 3 clusters Score: Raw -388124.978125 + Penalty 1760.119406 = -386364.858718 nChanged 6 SP:Iteration 38Q (315.484061 sec): 3 clusters Score: Raw -388125.774560 + Penalty 1760.119406 = -386365.655154 nChanged 4 SP:Iteration 39Q (315.555464 sec): 3 clusters Score: Raw -388126.343354 + Penalty 1760.119406 = -386366.223948 nChanged 7 SP:Iteration 40F (315.608365 sec): 3 clusters Score: Raw -388127.372864 + Penalty 1760.119406 = -386367.253458 nChanged 4 SP:Iteration 41Q (315.666372 sec): 3 clusters Score: Raw -388127.604540 + Penalty 1760.119406 = -386367.485134 nChanged 1 SP:Iteration 42Q (315.726478 sec): 3 clusters Score: Raw -388127.713351 + Penalty 1760.119406 = -386367.593945 nChanged 3 SP:Iteration 43Q (315.790408 sec): 3 clusters Score: Raw -388127.979541 + Penalty 1760.119406 = -386367.860135 nChanged 1 SP:Iteration 44Q (315.846344 sec): 3 clusters Score: Raw -388128.312565 + Penalty 1760.119406 = -386368.193159 nChanged 2 SP:Iteration 45Q (315.895248 sec): 3 clusters Score: Raw -388128.399248 + Penalty 1760.119406 = -386368.279842 nChanged 1 SP:Iteration 46Q (315.954150 sec): 3 clusters Score: Raw -388128.453425 + Penalty 1760.119406 = -386368.334019 nChanged 0 SP:Iteration 47F (316.009091 sec): 3 clusters Score: Raw -388128.453425 + Penalty 1760.119406 = -386368.334019 nChanged 0 Score: Raw -3951075.507781 + Penalty 27623.017132 = -3923452.490649 Splitting cluster 11 changes total score from -3921312.306851 to -3923452.490649 So it's getting split into cluster 25. Trying to split cluster 12 (2298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (317.858670 sec): 2 clusters Score: Raw -89153.155651 + Penalty 735.280474 = -88417.875177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (317.917612 sec): 3 clusters Score: Raw -88044.434370 + Penalty 1470.560947 = -86573.873423 nChanged 895 SP:Iteration 1F (317.962448 sec): 3 clusters Score: Raw -88639.850458 + Penalty 1470.560947 = -87169.289511 nChanged 245 SP:Iteration 2F (318.005045 sec): 3 clusters Score: Raw -88901.250101 + Penalty 1470.560947 = -87430.689154 nChanged 217 SP:Iteration 3F (318.047918 sec): 3 clusters Score: Raw -89140.663660 + Penalty 1470.560947 = -87670.102713 nChanged 148 SP:Iteration 4F (318.095128 sec): 3 clusters Score: Raw -89281.962182 + Penalty 1470.560947 = -87811.401235 nChanged 116 SP:Iteration 5F (318.140785 sec): 3 clusters Score: Raw -89380.645893 + Penalty 1470.560947 = -87910.084946 nChanged 86 SP:Iteration 6Q (318.184568 sec): 3 clusters Score: Raw -89436.106549 + Penalty 1470.560947 = -87965.545602 nChanged 49 SP:Iteration 7Q (318.233118 sec): 3 clusters Score: Raw -89466.362865 + Penalty 1470.560947 = -87995.801918 nChanged 41 SP:Iteration 8Q (318.275402 sec): 3 clusters Score: Raw -89485.145536 + Penalty 1470.560947 = -88014.584588 nChanged 28 SP:Iteration 9Q (318.328566 sec): 3 clusters Score: Raw -89499.125766 + Penalty 1470.560947 = -88028.564819 nChanged 23 SP:Iteration 10Q (318.377360 sec): 3 clusters Score: Raw -89507.653960 + Penalty 1470.560947 = -88037.093013 nChanged 14 SP:Iteration 11Q (318.425913 sec): 3 clusters Score: Raw -89513.822246 + Penalty 1470.560947 = -88043.261298 nChanged 14 SP:Iteration 12Q (318.463025 sec): 3 clusters Score: Raw -89519.350507 + Penalty 1470.560947 = -88048.789560 nChanged 12 SP:Iteration 13Q (318.509784 sec): 3 clusters Score: Raw -89522.490755 + Penalty 1470.560947 = -88051.929808 nChanged 10 SP:Iteration 14Q (318.561410 sec): 3 clusters Score: Raw -89527.028210 + Penalty 1470.560947 = -88056.467263 nChanged 7 SP:Iteration 15Q (318.613030 sec): 3 clusters Score: Raw -89529.150120 + Penalty 1470.560947 = -88058.589173 nChanged 5 SP:Iteration 16Q (318.650230 sec): 3 clusters Score: Raw -89530.317401 + Penalty 1470.560947 = -88059.756454 nChanged 6 SP:Iteration 17Q (318.692242 sec): 3 clusters Score: Raw -89532.334951 + Penalty 1470.560947 = -88061.774004 nChanged 4 SP:Iteration 18Q (318.741411 sec): 3 clusters Score: Raw -89533.465287 + Penalty 1470.560947 = -88062.904340 nChanged 4 SP:Iteration 19Q (318.786563 sec): 3 clusters Score: Raw -89534.931395 + Penalty 1470.560947 = -88064.370448 nChanged 6 SP:Iteration 20F (318.823402 sec): 3 clusters Score: Raw -89536.310013 + Penalty 1470.560947 = -88065.749066 nChanged 10 SP:Iteration 21Q (318.869897 sec): 3 clusters Score: Raw -89539.912824 + Penalty 1470.560947 = -88069.351877 nChanged 10 SP:Iteration 22Q (318.920232 sec): 3 clusters Score: Raw -89544.001662 + Penalty 1470.560947 = -88073.440715 nChanged 11 SP:Iteration 23Q (318.959992 sec): 3 clusters Score: Raw -89548.328337 + Penalty 1470.560947 = -88077.767390 nChanged 12 SP:Iteration 24Q (319.018107 sec): 3 clusters Score: Raw -89552.053339 + Penalty 1470.560947 = -88081.492392 nChanged 2 SP:Iteration 25Q (319.058632 sec): 3 clusters Score: Raw -89552.662198 + Penalty 1470.560947 = -88082.101251 nChanged 4 SP:Iteration 26Q (319.098006 sec): 3 clusters Score: Raw -89553.477430 + Penalty 1470.560947 = -88082.916482 nChanged 4 SP:Iteration 27Q (319.134996 sec): 3 clusters Score: Raw -89554.292263 + Penalty 1470.560947 = -88083.731316 nChanged 2 SP:Iteration 28Q (319.178189 sec): 3 clusters Score: Raw -89555.392998 + Penalty 1470.560947 = -88084.832051 nChanged 1 SP:Iteration 29Q (319.237991 sec): 3 clusters Score: Raw -89555.465966 + Penalty 1470.560947 = -88084.905019 nChanged 0 SP:Iteration 30F (319.277927 sec): 3 clusters Score: Raw -89555.465966 + Penalty 1470.560947 = -88084.905019 nChanged 0 Trying to split cluster 13 (1847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (319.303095 sec): 2 clusters Score: Raw -69886.686089 + Penalty 714.525208 = -69172.160881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (319.343408 sec): 3 clusters Score: Raw -68986.239813 + Penalty 1429.050416 = -67557.189397 nChanged 725 SP:Iteration 1F (319.392045 sec): 3 clusters Score: Raw -69450.573583 + Penalty 1429.050416 = -68021.523167 nChanged 168 SP:Iteration 2F (319.438153 sec): 3 clusters Score: Raw -69590.835439 + Penalty 1429.050416 = -68161.785023 nChanged 109 SP:Iteration 3F (319.491506 sec): 3 clusters Score: Raw -69678.167021 + Penalty 1429.050416 = -68249.116605 nChanged 88 SP:Iteration 4Q (319.532475 sec): 3 clusters Score: Raw -69732.647130 + Penalty 1429.050416 = -68303.596714 nChanged 68 SP:Iteration 5Q (319.585798 sec): 3 clusters Score: Raw -69775.210913 + Penalty 1429.050416 = -68346.160497 nChanged 53 SP:Iteration 6Q (319.631461 sec): 3 clusters Score: Raw -69815.543739 + Penalty 1429.050416 = -68386.493323 nChanged 55 SP:Iteration 7Q (319.674386 sec): 3 clusters Score: Raw -69853.018825 + Penalty 1429.050416 = -68423.968409 nChanged 47 SP:Iteration 8Q (319.722380 sec): 3 clusters Score: Raw -69880.603782 + Penalty 1429.050416 = -68451.553365 nChanged 35 SP:Iteration 9Q (319.775494 sec): 3 clusters Score: Raw -69901.078391 + Penalty 1429.050416 = -68472.027975 nChanged 25 SP:Iteration 10Q (319.821635 sec): 3 clusters Score: Raw -69915.070058 + Penalty 1429.050416 = -68486.019642 nChanged 22 SP:Iteration 11Q (319.865313 sec): 3 clusters Score: Raw -69924.172029 + Penalty 1429.050416 = -68495.121613 nChanged 14 SP:Iteration 12Q (319.904831 sec): 3 clusters Score: Raw -69929.677529 + Penalty 1429.050416 = -68500.627113 nChanged 8 SP:Iteration 13Q (319.950200 sec): 3 clusters Score: Raw -69933.292255 + Penalty 1429.050416 = -68504.241838 nChanged 12 SP:Iteration 14Q (320.002102 sec): 3 clusters Score: Raw -69939.305677 + Penalty 1429.050416 = -68510.255261 nChanged 16 SP:Iteration 15Q (320.044153 sec): 3 clusters Score: Raw -69947.259034 + Penalty 1429.050416 = -68518.208618 nChanged 14 SP:Iteration 16Q (320.093434 sec): 3 clusters Score: Raw -69952.999404 + Penalty 1429.050416 = -68523.948988 nChanged 11 SP:Iteration 17Q (320.136355 sec): 3 clusters Score: Raw -69955.675713 + Penalty 1429.050416 = -68526.625297 nChanged 4 SP:Iteration 18Q (320.183775 sec): 3 clusters Score: Raw -69957.297927 + Penalty 1429.050416 = -68528.247511 nChanged 9 SP:Iteration 19Q (320.243666 sec): 3 clusters Score: Raw -69960.600757 + Penalty 1429.050416 = -68531.550341 nChanged 8 SP:Iteration 20F (320.288434 sec): 3 clusters Score: Raw -69963.938845 + Penalty 1429.050416 = -68534.888428 nChanged 5 SP:Iteration 21Q (320.335045 sec): 3 clusters Score: Raw -69965.822532 + Penalty 1429.050416 = -68536.772116 nChanged 3 SP:Iteration 22Q (320.381214 sec): 3 clusters Score: Raw -69967.255150 + Penalty 1429.050416 = -68538.204734 nChanged 2 SP:Iteration 23Q (320.423611 sec): 3 clusters Score: Raw -69968.053018 + Penalty 1429.050416 = -68539.002602 nChanged 3 SP:Iteration 24Q (320.465718 sec): 3 clusters Score: Raw -69969.155223 + Penalty 1429.050416 = -68540.104807 nChanged 2 SP:Iteration 25Q (320.506481 sec): 3 clusters Score: Raw -69969.534838 + Penalty 1429.050416 = -68540.484422 nChanged 0 SP:Iteration 26F (320.553551 sec): 3 clusters Score: Raw -69969.534838 + Penalty 1429.050416 = -68540.484422 nChanged 0 Trying to split cluster 14 (7187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (320.595565 sec): 2 clusters Score: Raw -285713.050016 + Penalty 843.602766 = -284869.447250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (320.644524 sec): 3 clusters Score: Raw -281474.988552 + Penalty 1687.205532 = -279787.783020 nChanged 3240 SP:Iteration 1F (320.690995 sec): 3 clusters Score: Raw -283403.225067 + Penalty 1687.205532 = -281716.019534 nChanged 495 SP:Iteration 2F (320.745449 sec): 3 clusters Score: Raw -283675.771207 + Penalty 1687.205532 = -281988.565675 nChanged 409 SP:Iteration 3F (320.799214 sec): 3 clusters Score: Raw -283869.379566 + Penalty 1687.205532 = -282182.174034 nChanged 390 SP:Iteration 4F (320.855882 sec): 3 clusters Score: Raw -284049.795547 + Penalty 1687.205532 = -282362.590014 nChanged 369 SP:Iteration 5F (320.907776 sec): 3 clusters Score: Raw -284217.291892 + Penalty 1687.205532 = -282530.086360 nChanged 370 SP:Iteration 6F (320.955583 sec): 3 clusters Score: Raw -284393.259691 + Penalty 1687.205532 = -282706.054159 nChanged 363 SP:Iteration 7F (321.012425 sec): 3 clusters Score: Raw -284574.688868 + Penalty 1687.205532 = -282887.483336 nChanged 373 SP:Iteration 8F (321.064474 sec): 3 clusters Score: Raw -284795.676737 + Penalty 1687.205532 = -283108.471205 nChanged 374 SP:Iteration 9F (321.119341 sec): 3 clusters Score: Raw -285056.658099 + Penalty 1687.205532 = -283369.452566 nChanged 379 SP:Iteration 10F (321.161992 sec): 3 clusters Score: Raw -285352.123082 + Penalty 1687.205532 = -283664.917549 nChanged 360 SP:Iteration 11F (321.217869 sec): 3 clusters Score: Raw -285613.318619 + Penalty 1687.205532 = -283926.113086 nChanged 277 SP:Iteration 12Q (321.277210 sec): 3 clusters Score: Raw -285813.239608 + Penalty 1687.205532 = -284126.034076 nChanged 212 SP:Iteration 13Q (321.326351 sec): 3 clusters Score: Raw -285955.080624 + Penalty 1687.205532 = -284267.875092 nChanged 140 SP:Iteration 14Q (321.375294 sec): 3 clusters Score: Raw -286042.874153 + Penalty 1687.205532 = -284355.668621 nChanged 102 SP:Iteration 15Q (321.434488 sec): 3 clusters Score: Raw -286126.328917 + Penalty 1687.205532 = -284439.123385 nChanged 71 SP:Iteration 16Q (321.488110 sec): 3 clusters Score: Raw -286184.683221 + Penalty 1687.205532 = -284497.477689 nChanged 48 SP:Iteration 17Q (321.530461 sec): 3 clusters Score: Raw -286218.936717 + Penalty 1687.205532 = -284531.731185 nChanged 32 SP:Iteration 18Q (321.589345 sec): 3 clusters Score: Raw -286237.616537 + Penalty 1687.205532 = -284550.411004 nChanged 23 SP:Iteration 19Q (321.634835 sec): 3 clusters Score: Raw -286250.074327 + Penalty 1687.205532 = -284562.868795 nChanged 14 SP:Iteration 20F (321.687418 sec): 3 clusters Score: Raw -286256.239725 + Penalty 1687.205532 = -284569.034193 nChanged 11 SP:Iteration 21Q (321.746947 sec): 3 clusters Score: Raw -286260.870926 + Penalty 1687.205532 = -284573.665394 nChanged 10 SP:Iteration 22Q (321.798489 sec): 3 clusters Score: Raw -286266.542012 + Penalty 1687.205532 = -284579.336479 nChanged 11 SP:Iteration 23Q (321.844257 sec): 3 clusters Score: Raw -286272.550411 + Penalty 1687.205532 = -284585.344878 nChanged 10 SP:Iteration 24Q (321.894004 sec): 3 clusters Score: Raw -286276.756850 + Penalty 1687.205532 = -284589.551318 nChanged 6 SP:Iteration 25Q (321.943801 sec): 3 clusters Score: Raw -286280.349037 + Penalty 1687.205532 = -284593.143505 nChanged 6 SP:Iteration 26Q (321.997955 sec): 3 clusters Score: Raw -286284.841702 + Penalty 1687.205532 = -284597.636169 nChanged 12 SP:Iteration 27Q (322.048214 sec): 3 clusters Score: Raw -286291.797480 + Penalty 1687.205532 = -284604.591948 nChanged 4 SP:Iteration 28Q (322.100773 sec): 3 clusters Score: Raw -286293.254347 + Penalty 1687.205532 = -284606.048815 nChanged 1 SP:Iteration 29Q (322.158605 sec): 3 clusters Score: Raw -286293.337900 + Penalty 1687.205532 = -284606.132368 nChanged 1 SP:Iteration 30Q (322.212090 sec): 3 clusters Score: Raw -286293.567527 + Penalty 1687.205532 = -284606.361995 nChanged 1 SP:Iteration 31Q (322.255980 sec): 3 clusters Score: Raw -286293.711403 + Penalty 1687.205532 = -284606.505871 nChanged 1 SP:Iteration 32Q (322.299691 sec): 3 clusters Score: Raw -286294.031931 + Penalty 1687.205532 = -284606.826398 nChanged 2 SP:Iteration 33Q (322.350682 sec): 3 clusters Score: Raw -286295.233309 + Penalty 1687.205532 = -284608.027777 nChanged 3 SP:Iteration 34Q (322.407208 sec): 3 clusters Score: Raw -286296.597923 + Penalty 1687.205532 = -284609.392391 nChanged 2 SP:Iteration 35Q (322.449880 sec): 3 clusters Score: Raw -286297.546077 + Penalty 1687.205532 = -284610.340545 nChanged 5 SP:Iteration 36Q (322.512584 sec): 3 clusters Score: Raw -286298.956942 + Penalty 1687.205532 = -284611.751410 nChanged 3 SP:Iteration 37Q (322.563859 sec): 3 clusters Score: Raw -286300.839361 + Penalty 1687.205532 = -284613.633829 nChanged 1 SP:Iteration 38Q (322.615522 sec): 3 clusters Score: Raw -286301.214451 + Penalty 1687.205532 = -284614.008919 nChanged 1 SP:Iteration 39Q (322.658793 sec): 3 clusters Score: Raw -286302.585189 + Penalty 1687.205532 = -284615.379657 nChanged 1 SP:Iteration 40F (322.717246 sec): 3 clusters Score: Raw -286303.200287 + Penalty 1687.205532 = -284615.994754 nChanged 0 Trying to split cluster 15 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (322.733695 sec): 2 clusters Score: Raw -23031.365784 + Penalty 625.423876 = -22405.941908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (322.776848 sec): 3 clusters Score: Raw -22773.659875 + Penalty 1250.847752 = -21522.812123 nChanged 248 SP:Iteration 1F (322.822902 sec): 3 clusters Score: Raw -23017.648411 + Penalty 1250.847752 = -21766.800659 nChanged 62 SP:Iteration 2F (322.868672 sec): 3 clusters Score: Raw -23088.014443 + Penalty 1250.847752 = -21837.166690 nChanged 24 SP:Iteration 3Q (322.919652 sec): 3 clusters Score: Raw -23103.038032 + Penalty 1250.847752 = -21852.190279 nChanged 17 SP:Iteration 4Q (322.959417 sec): 3 clusters Score: Raw -23135.207051 + Penalty 1250.847752 = -21884.359299 nChanged 25 SP:Iteration 5Q (323.001980 sec): 3 clusters Score: Raw -23164.943271 + Penalty 1250.847752 = -21914.095519 nChanged 15 SP:Iteration 6Q (323.058726 sec): 3 clusters Score: Raw -23182.018082 + Penalty 1250.847752 = -21931.170329 nChanged 12 SP:Iteration 7Q (323.103934 sec): 3 clusters Score: Raw -23198.870526 + Penalty 1250.847752 = -21948.022774 nChanged 9 SP:Iteration 8Q (323.148738 sec): 3 clusters Score: Raw -23207.085891 + Penalty 1250.847752 = -21956.238139 nChanged 5 SP:Iteration 9Q (323.189815 sec): 3 clusters Score: Raw -23212.241087 + Penalty 1250.847752 = -21961.393335 nChanged 9 SP:Iteration 10Q (323.226645 sec): 3 clusters Score: Raw -23219.955481 + Penalty 1250.847752 = -21969.107729 nChanged 7 SP:Iteration 11Q (323.272814 sec): 3 clusters Score: Raw -23228.580295 + Penalty 1250.847752 = -21977.732543 nChanged 11 SP:Iteration 12Q (323.314105 sec): 3 clusters Score: Raw -23246.672613 + Penalty 1250.847752 = -21995.824861 nChanged 14 SP:Iteration 13Q (323.367030 sec): 3 clusters Score: Raw -23275.861954 + Penalty 1250.847752 = -22025.014202 nChanged 17 SP:Iteration 14Q (323.399785 sec): 3 clusters Score: Raw -23291.039833 + Penalty 1250.847752 = -22040.192080 nChanged 8 SP:Iteration 15Q (323.438795 sec): 3 clusters Score: Raw -23297.577297 + Penalty 1250.847752 = -22046.729545 nChanged 5 SP:Iteration 16Q (323.473885 sec): 3 clusters Score: Raw -23301.865922 + Penalty 1250.847752 = -22051.018170 nChanged 9 SP:Iteration 17Q (323.518346 sec): 3 clusters Score: Raw -23309.413319 + Penalty 1250.847752 = -22058.565566 nChanged 9 SP:Iteration 18Q (323.573388 sec): 3 clusters Score: Raw -23315.528407 + Penalty 1250.847752 = -22064.680655 nChanged 5 SP:Iteration 19Q (323.607336 sec): 3 clusters Score: Raw -23318.853951 + Penalty 1250.847752 = -22068.006198 nChanged 4 SP:Iteration 20F (323.663177 sec): 3 clusters Score: Raw -23320.137211 + Penalty 1250.847752 = -22069.289458 nChanged 2 SP:Iteration 21Q (323.717861 sec): 3 clusters Score: Raw -23321.818701 + Penalty 1250.847752 = -22070.970948 nChanged 3 SP:Iteration 22Q (323.758115 sec): 3 clusters Score: Raw -23323.388586 + Penalty 1250.847752 = -22072.540834 nChanged 1 SP:Iteration 23Q (323.797332 sec): 3 clusters Score: Raw -23323.910653 + Penalty 1250.847752 = -22073.062901 nChanged 2 SP:Iteration 24Q (323.844484 sec): 3 clusters Score: Raw -23324.636886 + Penalty 1250.847752 = -22073.789134 nChanged 0 SP:Iteration 25F (323.885967 sec): 3 clusters Score: Raw -23324.636886 + Penalty 1250.847752 = -22073.789134 nChanged 0 Trying to split cluster 17 (901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (323.899882 sec): 2 clusters Score: Raw -34408.531107 + Penalty 646.332999 = -33762.198108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (323.940483 sec): 3 clusters Score: Raw -34082.377014 + Penalty 1292.665999 = -32789.711015 nChanged 282 SP:Iteration 1F (323.987564 sec): 3 clusters Score: Raw -34305.530024 + Penalty 1292.665999 = -33012.864026 nChanged 64 SP:Iteration 2F (324.042553 sec): 3 clusters Score: Raw -34353.287077 + Penalty 1292.665999 = -33060.621078 nChanged 34 SP:Iteration 3Q (324.074760 sec): 3 clusters Score: Raw -34386.515758 + Penalty 1292.665999 = -33093.849759 nChanged 23 SP:Iteration 4Q (324.120139 sec): 3 clusters Score: Raw -34428.115230 + Penalty 1292.665999 = -33135.449231 nChanged 31 SP:Iteration 5Q (324.169543 sec): 3 clusters Score: Raw -34465.065641 + Penalty 1292.665999 = -33172.399642 nChanged 32 SP:Iteration 6Q (324.217402 sec): 3 clusters Score: Raw -34494.487574 + Penalty 1292.665999 = -33201.821575 nChanged 34 SP:Iteration 7Q (324.255262 sec): 3 clusters Score: Raw -34529.287356 + Penalty 1292.665999 = -33236.621357 nChanged 26 SP:Iteration 8Q (324.305288 sec): 3 clusters Score: Raw -34559.635910 + Penalty 1292.665999 = -33266.969911 nChanged 36 SP:Iteration 9Q (324.347406 sec): 3 clusters Score: Raw -34609.829085 + Penalty 1292.665999 = -33317.163086 nChanged 27 SP:Iteration 10Q (324.394447 sec): 3 clusters Score: Raw -34652.615353 + Penalty 1292.665999 = -33359.949354 nChanged 34 SP:Iteration 11Q (324.439396 sec): 3 clusters Score: Raw -34706.670116 + Penalty 1292.665999 = -33414.004117 nChanged 32 SP:Iteration 12Q (324.494465 sec): 3 clusters Score: Raw -34747.481020 + Penalty 1292.665999 = -33454.815021 nChanged 16 SP:Iteration 13Q (324.528074 sec): 3 clusters Score: Raw -34763.821871 + Penalty 1292.665999 = -33471.155872 nChanged 8 SP:Iteration 14Q (324.573936 sec): 3 clusters Score: Raw -34769.597436 + Penalty 1292.665999 = -33476.931437 nChanged 6 SP:Iteration 15Q (324.623003 sec): 3 clusters Score: Raw -34775.737991 + Penalty 1292.665999 = -33483.071992 nChanged 9 SP:Iteration 16Q (324.673041 sec): 3 clusters Score: Raw -34785.625573 + Penalty 1292.665999 = -33492.959574 nChanged 8 SP:Iteration 17Q (324.730209 sec): 3 clusters Score: Raw -34794.740835 + Penalty 1292.665999 = -33502.074836 nChanged 10 SP:Iteration 18Q (324.771427 sec): 3 clusters Score: Raw -34805.694810 + Penalty 1292.665999 = -33513.028811 nChanged 7 SP:Iteration 19Q (324.809661 sec): 3 clusters Score: Raw -34810.865851 + Penalty 1292.665999 = -33518.199852 nChanged 6 SP:Iteration 20F (324.850570 sec): 3 clusters Score: Raw -34818.042163 + Penalty 1292.665999 = -33525.376164 nChanged 4 SP:Iteration 21Q (324.906071 sec): 3 clusters Score: Raw -34824.183297 + Penalty 1292.665999 = -33531.517298 nChanged 8 SP:Iteration 22Q (324.944284 sec): 3 clusters Score: Raw -34831.886734 + Penalty 1292.665999 = -33539.220735 nChanged 1 SP:Iteration 23Q (324.988810 sec): 3 clusters Score: Raw -34832.465417 + Penalty 1292.665999 = -33539.799418 nChanged 1 SP:Iteration 24Q (325.042632 sec): 3 clusters Score: Raw -34834.417842 + Penalty 1292.665999 = -33541.751843 nChanged 6 SP:Iteration 25Q (325.081666 sec): 3 clusters Score: Raw -34841.011170 + Penalty 1292.665999 = -33548.345172 nChanged 5 SP:Iteration 26Q (325.125942 sec): 3 clusters Score: Raw -34846.302823 + Penalty 1292.665999 = -33553.636824 nChanged 3 SP:Iteration 27Q (325.176042 sec): 3 clusters Score: Raw -34848.835499 + Penalty 1292.665999 = -33556.169500 nChanged 0 SP:Iteration 28F (325.216758 sec): 3 clusters Score: Raw -34848.835499 + Penalty 1292.665999 = -33556.169500 nChanged 0 Trying to split cluster 18 (3464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (325.244571 sec): 2 clusters Score: Raw -111265.387920 + Penalty 774.267031 = -110491.120890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (325.290167 sec): 3 clusters Score: Raw -109383.977602 + Penalty 1548.534061 = -107835.443541 nChanged 1468 SP:Iteration 1F (325.343255 sec): 3 clusters Score: Raw -110194.917046 + Penalty 1548.534061 = -108646.382985 nChanged 255 SP:Iteration 2F (325.389470 sec): 3 clusters Score: Raw -110373.719680 + Penalty 1548.534061 = -108825.185619 nChanged 277 SP:Iteration 3F (325.439208 sec): 3 clusters Score: Raw -110638.396370 + Penalty 1548.534061 = -109089.862309 nChanged 331 SP:Iteration 4F (325.483207 sec): 3 clusters Score: Raw -110945.765728 + Penalty 1548.534061 = -109397.231667 nChanged 304 SP:Iteration 5F (325.534470 sec): 3 clusters Score: Raw -111182.263551 + Penalty 1548.534061 = -109633.729490 nChanged 219 SP:Iteration 6F (325.572557 sec): 3 clusters Score: Raw -111328.312293 + Penalty 1548.534061 = -109779.778232 nChanged 155 SP:Iteration 7Q (325.624121 sec): 3 clusters Score: Raw -111428.379731 + Penalty 1548.534061 = -109879.845670 nChanged 131 SP:Iteration 8Q (325.662980 sec): 3 clusters Score: Raw -111513.185614 + Penalty 1548.534061 = -109964.651552 nChanged 102 SP:Iteration 9Q (325.698778 sec): 3 clusters Score: Raw -111567.648572 + Penalty 1548.534061 = -110019.114511 nChanged 62 SP:Iteration 10Q (325.741679 sec): 3 clusters Score: Raw -111598.085170 + Penalty 1548.534061 = -110049.551109 nChanged 43 SP:Iteration 11Q (325.789822 sec): 3 clusters Score: Raw -111614.875263 + Penalty 1548.534061 = -110066.341202 nChanged 34 SP:Iteration 12Q (325.836729 sec): 3 clusters Score: Raw -111627.181120 + Penalty 1548.534061 = -110078.647059 nChanged 24 SP:Iteration 13Q (325.876850 sec): 3 clusters Score: Raw -111635.777315 + Penalty 1548.534061 = -110087.243254 nChanged 25 SP:Iteration 14Q (325.918972 sec): 3 clusters Score: Raw -111645.454839 + Penalty 1548.534061 = -110096.920778 nChanged 16 SP:Iteration 15Q (325.963991 sec): 3 clusters Score: Raw -111652.899313 + Penalty 1548.534061 = -110104.365252 nChanged 8 SP:Iteration 16Q (326.014206 sec): 3 clusters Score: Raw -111656.056256 + Penalty 1548.534061 = -110107.522195 nChanged 8 SP:Iteration 17Q (326.074148 sec): 3 clusters Score: Raw -111659.814979 + Penalty 1548.534061 = -110111.280918 nChanged 12 SP:Iteration 18Q (326.114482 sec): 3 clusters Score: Raw -111663.522154 + Penalty 1548.534061 = -110114.988093 nChanged 10 SP:Iteration 19Q (326.170498 sec): 3 clusters Score: Raw -111666.566733 + Penalty 1548.534061 = -110118.032672 nChanged 7 SP:Iteration 20F (326.219940 sec): 3 clusters Score: Raw -111669.318279 + Penalty 1548.534061 = -110120.784218 nChanged 10 SP:Iteration 21Q (326.273636 sec): 3 clusters Score: Raw -111672.715109 + Penalty 1548.534061 = -110124.181048 nChanged 8 SP:Iteration 22Q (326.321304 sec): 3 clusters Score: Raw -111674.998288 + Penalty 1548.534061 = -110126.464227 nChanged 5 SP:Iteration 23Q (326.379384 sec): 3 clusters Score: Raw -111675.725325 + Penalty 1548.534061 = -110127.191264 nChanged 3 SP:Iteration 24Q (326.430261 sec): 3 clusters Score: Raw -111676.282680 + Penalty 1548.534061 = -110127.748618 nChanged 5 SP:Iteration 25Q (326.464084 sec): 3 clusters Score: Raw -111677.033651 + Penalty 1548.534061 = -110128.499589 nChanged 3 SP:Iteration 26Q (326.519334 sec): 3 clusters Score: Raw -111677.899702 + Penalty 1548.534061 = -110129.365641 nChanged 4 SP:Iteration 27Q (326.569497 sec): 3 clusters Score: Raw -111678.856766 + Penalty 1548.534061 = -110130.322705 nChanged 2 SP:Iteration 28Q (326.613560 sec): 3 clusters Score: Raw -111679.139353 + Penalty 1548.534061 = -110130.605292 nChanged 3 SP:Iteration 29Q (326.666850 sec): 3 clusters Score: Raw -111680.063051 + Penalty 1548.534061 = -110131.528990 nChanged 5 SP:Iteration 30Q (326.716268 sec): 3 clusters Score: Raw -111680.836855 + Penalty 1548.534061 = -110132.302794 nChanged 2 SP:Iteration 31Q (326.766411 sec): 3 clusters Score: Raw -111681.570270 + Penalty 1548.534061 = -110133.036209 nChanged 0 SP:Iteration 32F (326.817865 sec): 3 clusters Score: Raw -111681.570270 + Penalty 1548.534061 = -110133.036209 nChanged 0 Trying to split cluster 19 (2251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (326.843026 sec): 2 clusters Score: Raw -84251.376175 + Penalty 733.317335 = -83518.058840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (326.890750 sec): 3 clusters Score: Raw -83144.695300 + Penalty 1466.634670 = -81678.060630 nChanged 902 SP:Iteration 1F (326.930419 sec): 3 clusters Score: Raw -83816.009004 + Penalty 1466.634670 = -82349.374335 nChanged 260 SP:Iteration 2F (326.973040 sec): 3 clusters Score: Raw -84215.908854 + Penalty 1466.634670 = -82749.274184 nChanged 228 SP:Iteration 3F (327.028892 sec): 3 clusters Score: Raw -84515.001029 + Penalty 1466.634670 = -83048.366359 nChanged 164 SP:Iteration 4F (327.069895 sec): 3 clusters Score: Raw -84710.333286 + Penalty 1466.634670 = -83243.698616 nChanged 115 SP:Iteration 5F (327.114373 sec): 3 clusters Score: Raw -84828.121582 + Penalty 1466.634670 = -83361.486912 nChanged 86 SP:Iteration 6Q (327.164565 sec): 3 clusters Score: Raw -84899.858885 + Penalty 1466.634670 = -83433.224215 nChanged 40 SP:Iteration 7Q (327.207584 sec): 3 clusters Score: Raw -84922.393547 + Penalty 1466.634670 = -83455.758877 nChanged 27 SP:Iteration 8Q (327.257236 sec): 3 clusters Score: Raw -84936.293380 + Penalty 1466.634670 = -83469.658711 nChanged 17 SP:Iteration 9Q (327.312680 sec): 3 clusters Score: Raw -84942.736118 + Penalty 1466.634670 = -83476.101448 nChanged 10 SP:Iteration 10Q (327.350344 sec): 3 clusters Score: Raw -84945.720666 + Penalty 1466.634670 = -83479.085996 nChanged 4 SP:Iteration 11Q (327.407152 sec): 3 clusters Score: Raw -84946.618619 + Penalty 1466.634670 = -83479.983949 nChanged 3 SP:Iteration 12Q (327.452173 sec): 3 clusters Score: Raw -84947.637112 + Penalty 1466.634670 = -83481.002442 nChanged 4 SP:Iteration 13Q (327.496794 sec): 3 clusters Score: Raw -84948.563581 + Penalty 1466.634670 = -83481.928911 nChanged 2 SP:Iteration 14Q (327.534736 sec): 3 clusters Score: Raw -84948.903769 + Penalty 1466.634670 = -83482.269099 nChanged 0 SP:Iteration 15F (327.579444 sec): 3 clusters Score: Raw -84948.903769 + Penalty 1466.634670 = -83482.269099 nChanged 0 Trying to split cluster 20 (593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (327.613013 sec): 2 clusters Score: Raw -21327.554888 + Penalty 606.593468 = -20720.961420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (327.661153 sec): 3 clusters Score: Raw -21145.465855 + Penalty 1213.186936 = -19932.278920 nChanged 159 SP:Iteration 1F (327.700848 sec): 3 clusters Score: Raw -21276.084224 + Penalty 1213.186936 = -20062.897289 nChanged 47 SP:Iteration 2F (327.739388 sec): 3 clusters Score: Raw -21316.437688 + Penalty 1213.186936 = -20103.250752 nChanged 14 SP:Iteration 3Q (327.799345 sec): 3 clusters Score: Raw -21327.116847 + Penalty 1213.186936 = -20113.929911 nChanged 12 SP:Iteration 4Q (327.839821 sec): 3 clusters Score: Raw -21343.694093 + Penalty 1213.186936 = -20130.507157 nChanged 16 SP:Iteration 5Q (327.878487 sec): 3 clusters Score: Raw -21360.569891 + Penalty 1213.186936 = -20147.382955 nChanged 10 SP:Iteration 6Q (327.938111 sec): 3 clusters Score: Raw -21370.263229 + Penalty 1213.186936 = -20157.076293 nChanged 5 SP:Iteration 7Q (327.983651 sec): 3 clusters Score: Raw -21376.862637 + Penalty 1213.186936 = -20163.675701 nChanged 3 SP:Iteration 8Q (328.029572 sec): 3 clusters Score: Raw -21378.006341 + Penalty 1213.186936 = -20164.819405 nChanged 0 SP:Iteration 9F (328.076577 sec): 3 clusters Score: Raw -21378.006341 + Penalty 1213.186936 = -20164.819405 nChanged 0 Iteration 20F (329.921064 sec): 26 clusters Score: Raw -3953737.071712 + Penalty 27623.017132 = -3926114.054580 nChanged 3380 Iteration 21Q (331.042330 sec): 26 clusters Score: Raw -3955950.852528 + Penalty 27623.017132 = -3928327.835396 nChanged 1884 Iteration 22Q (332.133465 sec): 26 clusters Score: Raw -3957303.956122 + Penalty 27623.017132 = -3929680.938990 nChanged 1505 Iteration 23Q (333.263735 sec): 26 clusters Score: Raw -3958221.425981 + Penalty 27623.017132 = -3930598.408850 nChanged 1264 Iteration 24Q (334.391875 sec): 26 clusters Score: Raw -3958920.186843 + Penalty 27623.017132 = -3931297.169711 nChanged 1092 Iteration 25Q (335.525509 sec): 26 clusters Score: Raw -3959505.873320 + Penalty 27623.017132 = -3931882.856188 nChanged 962 Iteration 26Q (336.646409 sec): 26 clusters Score: Raw -3960108.530772 + Penalty 27623.017132 = -3932485.513640 nChanged 802 Iteration 27Q (337.784134 sec): 26 clusters Score: Raw -3960600.087017 + Penalty 27623.017132 = -3932977.069885 nChanged 666 Iteration 28Q (338.951617 sec): 26 clusters Score: Raw -3960906.876948 + Penalty 27623.017132 = -3933283.859817 nChanged 598 Iteration 29Q (340.079601 sec): 26 clusters Score: Raw -3961184.546884 + Penalty 27623.017132 = -3933561.529752 nChanged 566 Iteration 30Q (341.244477 sec): 26 clusters Score: Raw -3961385.661443 + Penalty 27623.017132 = -3933762.644311 nChanged 496 Iteration 31Q (342.335521 sec): 26 clusters Score: Raw -3961510.945168 + Penalty 27623.017132 = -3933887.928036 nChanged 451 Iteration 32Q (343.491733 sec): 26 clusters Score: Raw -3961611.369895 + Penalty 27623.017132 = -3933988.352763 nChanged 395 Iteration 33Q (344.596751 sec): 26 clusters Score: Raw -3961693.338158 + Penalty 27623.017132 = -3934070.321026 nChanged 372 Iteration 34Q (345.731538 sec): 26 clusters Score: Raw -3961764.206440 + Penalty 27623.017132 = -3934141.189308 nChanged 330 Iteration 35Q (346.888245 sec): 26 clusters Score: Raw -3961822.929498 + Penalty 27623.017132 = -3934199.912367 nChanged 275 Iteration 36Q (347.948767 sec): 26 clusters Score: Raw -3961876.108358 + Penalty 27623.017132 = -3934253.091226 nChanged 259 Iteration 37Q (349.032726 sec): 26 clusters Score: Raw -3961926.448658 + Penalty 27623.017132 = -3934303.431526 nChanged 239 Iteration 38Q (350.131675 sec): 26 clusters Score: Raw -3961986.323234 + Penalty 27623.017132 = -3934363.306102 nChanged 204 Iteration 39Q (351.273320 sec): 26 clusters Score: Raw -3962044.098723 + Penalty 27623.017132 = -3934421.081591 nChanged 197 Iteration 40F (353.079188 sec): 26 clusters Score: Raw -3962458.279582 + Penalty 27623.017132 = -3934835.262450 nChanged 440 Iteration 41Q (354.179393 sec): 26 clusters Score: Raw -3962825.426707 + Penalty 27623.017132 = -3935202.409575 nChanged 480 Iteration 42Q (355.344092 sec): 26 clusters Score: Raw -3963104.470343 + Penalty 27623.017132 = -3935481.453211 nChanged 453 Iteration 43Q (356.523843 sec): 26 clusters Score: Raw -3963294.476538 + Penalty 27623.017132 = -3935671.459406 nChanged 404 Iteration 44Q (357.581901 sec): 26 clusters Score: Raw -3963402.923914 + Penalty 27623.017132 = -3935779.906782 nChanged 326 Iteration 45Q (358.687415 sec): 26 clusters Score: Raw -3963466.592219 + Penalty 27623.017132 = -3935843.575087 nChanged 271 Iteration 46Q (359.783377 sec): 26 clusters Score: Raw -3963515.056903 + Penalty 27623.017132 = -3935892.039771 nChanged 242 Iteration 47Q (360.877021 sec): 26 clusters Score: Raw -3963553.252773 + Penalty 27623.017132 = -3935930.235641 nChanged 187 Iteration 48Q (361.993107 sec): 26 clusters Score: Raw -3963580.148441 + Penalty 27623.017132 = -3935957.131309 nChanged 174 Iteration 49Q (363.104199 sec): 26 clusters Score: Raw -3963605.812528 + Penalty 27623.017132 = -3935982.795396 nChanged 154 Iteration 50Q (364.248956 sec): 26 clusters Score: Raw -3963627.114095 + Penalty 27623.017132 = -3936004.096963 nChanged 117 Iteration 51Q (365.425839 sec): 26 clusters Score: Raw -3963643.166604 + Penalty 27623.017132 = -3936020.149472 nChanged 118 Iteration 52Q (366.554131 sec): 26 clusters Score: Raw -3963657.650382 + Penalty 27623.017132 = -3936034.633250 nChanged 77 Iteration 53Q (367.703545 sec): 26 clusters Score: Raw -3963665.858214 + Penalty 27623.017132 = -3936042.841082 nChanged 77 Iteration 54Q (368.756517 sec): 26 clusters Score: Raw -3963673.792466 + Penalty 27623.017132 = -3936050.775334 nChanged 68 Iteration 55Q (369.836743 sec): 26 clusters Score: Raw -3963681.655494 + Penalty 27623.017132 = -3936058.638362 nChanged 62 Iteration 56Q (370.889040 sec): 26 clusters Score: Raw -3963691.151748 + Penalty 27623.017132 = -3936068.134616 nChanged 65 Iteration 57Q (371.954790 sec): 26 clusters Score: Raw -3963699.895855 + Penalty 27623.017132 = -3936076.878723 nChanged 60 Iteration 58Q (372.984905 sec): 26 clusters Score: Raw -3963707.241491 + Penalty 27623.017132 = -3936084.224359 nChanged 66 Writing temp clu file Because OldScore, -3936076.878723, is greater than current (better) Score,-3936084.224359 Compute initial score before splitting: Score: Raw -3963707.241491 + Penalty 27623.017132 = -3936084.224359 Trying to split cluster 1 (1616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (373.039498 sec): 2 clusters Score: Raw -63676.682290 + Penalty 701.832378 = -62974.849913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (373.084406 sec): 3 clusters Score: Raw -62933.095758 + Penalty 1403.664755 = -61529.431003 nChanged 619 SP:Iteration 1F (373.117262 sec): 3 clusters Score: Raw -63349.574293 + Penalty 1403.664755 = -61945.909538 nChanged 144 SP:Iteration 2F (373.166828 sec): 3 clusters Score: Raw -63456.152888 + Penalty 1403.664755 = -62052.488133 nChanged 86 SP:Iteration 3F (373.225202 sec): 3 clusters Score: Raw -63520.776136 + Penalty 1403.664755 = -62117.111380 nChanged 49 SP:Iteration 4Q (373.271181 sec): 3 clusters Score: Raw -63551.975968 + Penalty 1403.664755 = -62148.311213 nChanged 41 SP:Iteration 5Q (373.309872 sec): 3 clusters Score: Raw -63578.562012 + Penalty 1403.664755 = -62174.897257 nChanged 44 SP:Iteration 6Q (373.357487 sec): 3 clusters Score: Raw -63609.086599 + Penalty 1403.664755 = -62205.421843 nChanged 42 SP:Iteration 7Q (373.404388 sec): 3 clusters Score: Raw -63636.167480 + Penalty 1403.664755 = -62232.502724 nChanged 39 SP:Iteration 8Q (373.443322 sec): 3 clusters Score: Raw -63661.390556 + Penalty 1403.664755 = -62257.725800 nChanged 40 SP:Iteration 9Q (373.497692 sec): 3 clusters Score: Raw -63688.334594 + Penalty 1403.664755 = -62284.669838 nChanged 37 SP:Iteration 10Q (373.542636 sec): 3 clusters Score: Raw -63717.610792 + Penalty 1403.664755 = -62313.946036 nChanged 38 SP:Iteration 11Q (373.580016 sec): 3 clusters Score: Raw -63749.796786 + Penalty 1403.664755 = -62346.132030 nChanged 39 SP:Iteration 12Q (373.624788 sec): 3 clusters Score: Raw -63780.344518 + Penalty 1403.664755 = -62376.679763 nChanged 29 SP:Iteration 13Q (373.674437 sec): 3 clusters Score: Raw -63798.473717 + Penalty 1403.664755 = -62394.808961 nChanged 18 SP:Iteration 14Q (373.720051 sec): 3 clusters Score: Raw -63811.777163 + Penalty 1403.664755 = -62408.112407 nChanged 16 SP:Iteration 15Q (373.759136 sec): 3 clusters Score: Raw -63824.571531 + Penalty 1403.664755 = -62420.906775 nChanged 14 SP:Iteration 16Q (373.799134 sec): 3 clusters Score: Raw -63834.975332 + Penalty 1403.664755 = -62431.310576 nChanged 13 SP:Iteration 17Q (373.846740 sec): 3 clusters Score: Raw -63844.566690 + Penalty 1403.664755 = -62440.901934 nChanged 9 SP:Iteration 18Q (373.898427 sec): 3 clusters Score: Raw -63852.616856 + Penalty 1403.664755 = -62448.952100 nChanged 13 SP:Iteration 19Q (373.943226 sec): 3 clusters Score: Raw -63863.574766 + Penalty 1403.664755 = -62459.910011 nChanged 13 SP:Iteration 20F (373.981835 sec): 3 clusters Score: Raw -63873.424628 + Penalty 1403.664755 = -62469.759873 nChanged 12 SP:Iteration 21Q (374.026802 sec): 3 clusters Score: Raw -63879.443987 + Penalty 1403.664755 = -62475.779231 nChanged 9 SP:Iteration 22Q (374.071558 sec): 3 clusters Score: Raw -63883.450760 + Penalty 1403.664755 = -62479.786005 nChanged 10 SP:Iteration 23Q (374.119743 sec): 3 clusters Score: Raw -63887.988552 + Penalty 1403.664755 = -62484.323797 nChanged 9 SP:Iteration 24Q (374.164842 sec): 3 clusters Score: Raw -63892.569672 + Penalty 1403.664755 = -62488.904917 nChanged 3 SP:Iteration 25Q (374.216416 sec): 3 clusters Score: Raw -63893.868216 + Penalty 1403.664755 = -62490.203460 nChanged 4 SP:Iteration 26Q (374.258299 sec): 3 clusters Score: Raw -63896.092491 + Penalty 1403.664755 = -62492.427736 nChanged 3 SP:Iteration 27Q (374.299135 sec): 3 clusters Score: Raw -63898.288750 + Penalty 1403.664755 = -62494.623995 nChanged 5 SP:Iteration 28Q (374.343382 sec): 3 clusters Score: Raw -63900.283155 + Penalty 1403.664755 = -62496.618399 nChanged 2 SP:Iteration 29Q (374.387151 sec): 3 clusters Score: Raw -63901.505799 + Penalty 1403.664755 = -62497.841044 nChanged 5 SP:Iteration 30Q (374.431049 sec): 3 clusters Score: Raw -63903.306372 + Penalty 1403.664755 = -62499.641617 nChanged 7 SP:Iteration 31Q (374.471361 sec): 3 clusters Score: Raw -63906.115306 + Penalty 1403.664755 = -62502.450550 nChanged 3 SP:Iteration 32Q (374.520988 sec): 3 clusters Score: Raw -63907.023718 + Penalty 1403.664755 = -62503.358962 nChanged 3 SP:Iteration 33Q (374.560591 sec): 3 clusters Score: Raw -63908.159290 + Penalty 1403.664755 = -62504.494534 nChanged 3 SP:Iteration 34Q (374.619628 sec): 3 clusters Score: Raw -63910.031616 + Penalty 1403.664755 = -62506.366861 nChanged 3 SP:Iteration 35Q (374.663119 sec): 3 clusters Score: Raw -63911.395786 + Penalty 1403.664755 = -62507.731031 nChanged 5 SP:Iteration 36Q (374.703455 sec): 3 clusters Score: Raw -63913.783643 + Penalty 1403.664755 = -62510.118887 nChanged 3 SP:Iteration 37Q (374.750792 sec): 3 clusters Score: Raw -63914.829889 + Penalty 1403.664755 = -62511.165133 nChanged 2 SP:Iteration 38Q (374.792729 sec): 3 clusters Score: Raw -63916.108905 + Penalty 1403.664755 = -62512.444150 nChanged 0 SP:Iteration 39F (374.848029 sec): 3 clusters Score: Raw -63916.108905 + Penalty 1403.664755 = -62512.444150 nChanged 0 Trying to split cluster 2 (3410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (374.862616 sec): 2 clusters Score: Raw -107671.518856 + Penalty 772.774419 = -106898.744437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (374.916633 sec): 3 clusters Score: Raw -105858.659463 + Penalty 1545.548838 = -104313.110625 nChanged 1443 SP:Iteration 1F (374.963668 sec): 3 clusters Score: Raw -106677.282050 + Penalty 1545.548838 = -105131.733211 nChanged 231 SP:Iteration 2F (375.001522 sec): 3 clusters Score: Raw -106792.239069 + Penalty 1545.548838 = -105246.690230 nChanged 162 SP:Iteration 3Q (375.049674 sec): 3 clusters Score: Raw -106870.623802 + Penalty 1545.548838 = -105325.074964 nChanged 138 SP:Iteration 4Q (375.100639 sec): 3 clusters Score: Raw -106952.267871 + Penalty 1545.548838 = -105406.719033 nChanged 136 SP:Iteration 5Q (375.145295 sec): 3 clusters Score: Raw -107034.130150 + Penalty 1545.548838 = -105488.581312 nChanged 145 SP:Iteration 6Q (375.196514 sec): 3 clusters Score: Raw -107125.096352 + Penalty 1545.548838 = -105579.547513 nChanged 151 SP:Iteration 7Q (375.242963 sec): 3 clusters Score: Raw -107212.337777 + Penalty 1545.548838 = -105666.788938 nChanged 127 SP:Iteration 8Q (375.289849 sec): 3 clusters Score: Raw -107284.663808 + Penalty 1545.548838 = -105739.114970 nChanged 113 SP:Iteration 9Q (375.337384 sec): 3 clusters Score: Raw -107349.710140 + Penalty 1545.548838 = -105804.161302 nChanged 103 SP:Iteration 10Q (375.386004 sec): 3 clusters Score: Raw -107407.802507 + Penalty 1545.548838 = -105862.253669 nChanged 101 SP:Iteration 11Q (375.429460 sec): 3 clusters Score: Raw -107466.560726 + Penalty 1545.548838 = -105921.011888 nChanged 87 SP:Iteration 12Q (375.477008 sec): 3 clusters Score: Raw -107518.941523 + Penalty 1545.548838 = -105973.392685 nChanged 77 SP:Iteration 13Q (375.523646 sec): 3 clusters Score: Raw -107556.147018 + Penalty 1545.548838 = -106010.598180 nChanged 71 SP:Iteration 14Q (375.576561 sec): 3 clusters Score: Raw -107589.533751 + Penalty 1545.548838 = -106043.984913 nChanged 58 SP:Iteration 15Q (375.628014 sec): 3 clusters Score: Raw -107622.983080 + Penalty 1545.548838 = -106077.434242 nChanged 54 SP:Iteration 16Q (375.676090 sec): 3 clusters Score: Raw -107654.819967 + Penalty 1545.548838 = -106109.271129 nChanged 49 SP:Iteration 17Q (375.725031 sec): 3 clusters Score: Raw -107679.550345 + Penalty 1545.548838 = -106134.001507 nChanged 41 SP:Iteration 18Q (375.769840 sec): 3 clusters Score: Raw -107701.712685 + Penalty 1545.548838 = -106156.163847 nChanged 35 SP:Iteration 19Q (375.819735 sec): 3 clusters Score: Raw -107722.412950 + Penalty 1545.548838 = -106176.864111 nChanged 34 SP:Iteration 20F (375.867278 sec): 3 clusters Score: Raw -107739.906786 + Penalty 1545.548838 = -106194.357947 nChanged 42 SP:Iteration 21Q (375.914611 sec): 3 clusters Score: Raw -107759.467621 + Penalty 1545.548838 = -106213.918783 nChanged 36 SP:Iteration 22Q (375.964356 sec): 3 clusters Score: Raw -107775.439754 + Penalty 1545.548838 = -106229.890916 nChanged 27 SP:Iteration 23Q (376.005792 sec): 3 clusters Score: Raw -107786.784979 + Penalty 1545.548838 = -106241.236140 nChanged 21 SP:Iteration 24Q (376.057832 sec): 3 clusters Score: Raw -107794.310124 + Penalty 1545.548838 = -106248.761286 nChanged 18 SP:Iteration 25Q (376.096327 sec): 3 clusters Score: Raw -107802.226156 + Penalty 1545.548838 = -106256.677318 nChanged 19 SP:Iteration 26Q (376.145030 sec): 3 clusters Score: Raw -107809.219528 + Penalty 1545.548838 = -106263.670690 nChanged 18 SP:Iteration 27Q (376.194987 sec): 3 clusters Score: Raw -107815.274510 + Penalty 1545.548838 = -106269.725672 nChanged 12 SP:Iteration 28Q (376.235911 sec): 3 clusters Score: Raw -107819.131762 + Penalty 1545.548838 = -106273.582924 nChanged 8 SP:Iteration 29Q (376.287363 sec): 3 clusters Score: Raw -107822.562648 + Penalty 1545.548838 = -106277.013810 nChanged 9 SP:Iteration 30Q (376.340917 sec): 3 clusters Score: Raw -107826.169010 + Penalty 1545.548838 = -106280.620171 nChanged 12 SP:Iteration 31Q (376.392216 sec): 3 clusters Score: Raw -107831.157305 + Penalty 1545.548838 = -106285.608467 nChanged 15 SP:Iteration 32Q (376.444276 sec): 3 clusters Score: Raw -107839.272408 + Penalty 1545.548838 = -106293.723570 nChanged 12 SP:Iteration 33Q (376.489234 sec): 3 clusters Score: Raw -107843.742708 + Penalty 1545.548838 = -106298.193870 nChanged 12 SP:Iteration 34Q (376.537037 sec): 3 clusters Score: Raw -107847.222922 + Penalty 1545.548838 = -106301.674084 nChanged 9 SP:Iteration 35Q (376.580476 sec): 3 clusters Score: Raw -107849.764710 + Penalty 1545.548838 = -106304.215872 nChanged 5 SP:Iteration 36Q (376.636636 sec): 3 clusters Score: Raw -107851.068764 + Penalty 1545.548838 = -106305.519925 nChanged 6 SP:Iteration 37Q (376.677951 sec): 3 clusters Score: Raw -107852.470538 + Penalty 1545.548838 = -106306.921700 nChanged 5 SP:Iteration 38Q (376.724979 sec): 3 clusters Score: Raw -107854.821463 + Penalty 1545.548838 = -106309.272625 nChanged 7 SP:Iteration 39Q (376.769717 sec): 3 clusters Score: Raw -107857.317016 + Penalty 1545.548838 = -106311.768178 nChanged 7 SP:Iteration 40F (376.817484 sec): 3 clusters Score: Raw -107860.211972 + Penalty 1545.548838 = -106314.663133 nChanged 8 SP:Iteration 41Q (376.868895 sec): 3 clusters Score: Raw -107862.683281 + Penalty 1545.548838 = -106317.134443 nChanged 5 SP:Iteration 42Q (376.920556 sec): 3 clusters Score: Raw -107863.980017 + Penalty 1545.548838 = -106318.431179 nChanged 3 SP:Iteration 43Q (376.967968 sec): 3 clusters Score: Raw -107864.965962 + Penalty 1545.548838 = -106319.417124 nChanged 4 SP:Iteration 44Q (377.015557 sec): 3 clusters Score: Raw -107865.516211 + Penalty 1545.548838 = -106319.967372 nChanged 3 SP:Iteration 45Q (377.063408 sec): 3 clusters Score: Raw -107866.153363 + Penalty 1545.548838 = -106320.604525 nChanged 5 SP:Iteration 46Q (377.111262 sec): 3 clusters Score: Raw -107867.702719 + Penalty 1545.548838 = -106322.153881 nChanged 6 SP:Iteration 47Q (377.159280 sec): 3 clusters Score: Raw -107869.473286 + Penalty 1545.548838 = -106323.924447 nChanged 1 SP:Iteration 48Q (377.203482 sec): 3 clusters Score: Raw -107869.581710 + Penalty 1545.548838 = -106324.032872 nChanged 1 SP:Iteration 49Q (377.253284 sec): 3 clusters Score: Raw -107869.764102 + Penalty 1545.548838 = -106324.215263 nChanged 2 SP:Iteration 50Q (377.297764 sec): 3 clusters Score: Raw -107870.320806 + Penalty 1545.548838 = -106324.771968 nChanged 1 SP:Iteration 51Q (377.347638 sec): 3 clusters Score: Raw -107870.908782 + Penalty 1545.548838 = -106325.359943 nChanged 4 SP:Iteration 52Q (377.397206 sec): 3 clusters Score: Raw -107872.557532 + Penalty 1545.548838 = -106327.008693 nChanged 4 SP:Iteration 53Q (377.441360 sec): 3 clusters Score: Raw -107873.439259 + Penalty 1545.548838 = -106327.890421 nChanged 1 SP:Iteration 54Q (377.503586 sec): 3 clusters Score: Raw -107873.998268 + Penalty 1545.548838 = -106328.449429 nChanged 3 SP:Iteration 55Q (377.551716 sec): 3 clusters Score: Raw -107874.397093 + Penalty 1545.548838 = -106328.848255 nChanged 1 SP:Iteration 56Q (377.601896 sec): 3 clusters Score: Raw -107874.581475 + Penalty 1545.548838 = -106329.032636 nChanged 1 SP:Iteration 57Q (377.647761 sec): 3 clusters Score: Raw -107874.804704 + Penalty 1545.548838 = -106329.255866 nChanged 3 SP:Iteration 58Q (377.688064 sec): 3 clusters Score: Raw -107875.372475 + Penalty 1545.548838 = -106329.823637 nChanged 1 SP:Iteration 59Q (377.747436 sec): 3 clusters Score: Raw -107875.886606 + Penalty 1545.548838 = -106330.337768 nChanged 4 SP:Iteration 60F (377.794949 sec): 3 clusters Score: Raw -107877.106901 + Penalty 1545.548838 = -106331.558062 nChanged 0 Trying to split cluster 3 (7440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (377.817943 sec): 2 clusters Score: Raw -291296.937661 + Penalty 846.889482 = -290450.048179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (377.875294 sec): 3 clusters Score: Raw -287057.852589 + Penalty 1693.778964 = -285364.073625 nChanged 3257 SP:Iteration 1F (377.934890 sec): 3 clusters Score: Raw -289041.911982 + Penalty 1693.778964 = -287348.133017 nChanged 488 SP:Iteration 2F (377.993820 sec): 3 clusters Score: Raw -289284.037713 + Penalty 1693.778964 = -287590.258749 nChanged 421 SP:Iteration 3F (378.048238 sec): 3 clusters Score: Raw -289513.806032 + Penalty 1693.778964 = -287820.027067 nChanged 400 SP:Iteration 4F (378.092836 sec): 3 clusters Score: Raw -289738.645613 + Penalty 1693.778964 = -288044.866649 nChanged 380 SP:Iteration 5F (378.146961 sec): 3 clusters Score: Raw -289967.398671 + Penalty 1693.778964 = -288273.619707 nChanged 316 SP:Iteration 6Q (378.204905 sec): 3 clusters Score: Raw -290148.468311 + Penalty 1693.778964 = -288454.689347 nChanged 275 SP:Iteration 7Q (378.262382 sec): 3 clusters Score: Raw -290282.646397 + Penalty 1693.778964 = -288588.867433 nChanged 226 SP:Iteration 8Q (378.316289 sec): 3 clusters Score: Raw -290379.686846 + Penalty 1693.778964 = -288685.907881 nChanged 173 SP:Iteration 9Q (378.372788 sec): 3 clusters Score: Raw -290439.557254 + Penalty 1693.778964 = -288745.778290 nChanged 123 SP:Iteration 10Q (378.428138 sec): 3 clusters Score: Raw -290472.180232 + Penalty 1693.778964 = -288778.401268 nChanged 84 SP:Iteration 11Q (378.486223 sec): 3 clusters Score: Raw -290490.329857 + Penalty 1693.778964 = -288796.550892 nChanged 82 SP:Iteration 12Q (378.540032 sec): 3 clusters Score: Raw -290509.418954 + Penalty 1693.778964 = -288815.639990 nChanged 78 SP:Iteration 13Q (378.595397 sec): 3 clusters Score: Raw -290526.297563 + Penalty 1693.778964 = -288832.518598 nChanged 68 SP:Iteration 14Q (378.640129 sec): 3 clusters Score: Raw -290541.419005 + Penalty 1693.778964 = -288847.640041 nChanged 54 SP:Iteration 15Q (378.696173 sec): 3 clusters Score: Raw -290552.509329 + Penalty 1693.778964 = -288858.730365 nChanged 46 SP:Iteration 16Q (378.753284 sec): 3 clusters Score: Raw -290560.802439 + Penalty 1693.778964 = -288867.023475 nChanged 52 SP:Iteration 17Q (378.808712 sec): 3 clusters Score: Raw -290572.472298 + Penalty 1693.778964 = -288878.693333 nChanged 58 SP:Iteration 18Q (378.855382 sec): 3 clusters Score: Raw -290585.761355 + Penalty 1693.778964 = -288891.982391 nChanged 56 SP:Iteration 19Q (378.904857 sec): 3 clusters Score: Raw -290599.316890 + Penalty 1693.778964 = -288905.537926 nChanged 51 SP:Iteration 20F (378.972806 sec): 3 clusters Score: Raw -290613.872513 + Penalty 1693.778964 = -288920.093549 nChanged 58 SP:Iteration 21Q (379.018185 sec): 3 clusters Score: Raw -290628.857783 + Penalty 1693.778964 = -288935.078819 nChanged 45 SP:Iteration 22Q (379.085688 sec): 3 clusters Score: Raw -290639.566235 + Penalty 1693.778964 = -288945.787271 nChanged 47 SP:Iteration 23Q (379.126864 sec): 3 clusters Score: Raw -290653.764817 + Penalty 1693.778964 = -288959.985853 nChanged 51 SP:Iteration 24Q (379.183040 sec): 3 clusters Score: Raw -290667.414446 + Penalty 1693.778964 = -288973.635482 nChanged 59 SP:Iteration 25Q (379.235542 sec): 3 clusters Score: Raw -290680.496829 + Penalty 1693.778964 = -288986.717864 nChanged 61 SP:Iteration 26Q (379.278687 sec): 3 clusters Score: Raw -290698.134525 + Penalty 1693.778964 = -289004.355561 nChanged 71 SP:Iteration 27Q (379.334917 sec): 3 clusters Score: Raw -290719.322145 + Penalty 1693.778964 = -289025.543181 nChanged 73 SP:Iteration 28Q (379.390207 sec): 3 clusters Score: Raw -290741.006040 + Penalty 1693.778964 = -289047.227076 nChanged 74 SP:Iteration 29Q (379.445671 sec): 3 clusters Score: Raw -290766.718448 + Penalty 1693.778964 = -289072.939484 nChanged 71 SP:Iteration 30Q (379.493167 sec): 3 clusters Score: Raw -290792.884257 + Penalty 1693.778964 = -289099.105293 nChanged 77 SP:Iteration 31Q (379.550547 sec): 3 clusters Score: Raw -290825.425663 + Penalty 1693.778964 = -289131.646699 nChanged 88 SP:Iteration 32Q (379.611803 sec): 3 clusters Score: Raw -290872.896868 + Penalty 1693.778964 = -289179.117904 nChanged 88 SP:Iteration 33Q (379.667812 sec): 3 clusters Score: Raw -290924.580839 + Penalty 1693.778964 = -289230.801875 nChanged 98 SP:Iteration 34Q (379.713738 sec): 3 clusters Score: Raw -290974.566730 + Penalty 1693.778964 = -289280.787766 nChanged 77 SP:Iteration 35Q (379.774906 sec): 3 clusters Score: Raw -291013.366398 + Penalty 1693.778964 = -289319.587434 nChanged 87 SP:Iteration 36Q (379.828776 sec): 3 clusters Score: Raw -291048.981811 + Penalty 1693.778964 = -289355.202847 nChanged 73 SP:Iteration 37Q (379.883818 sec): 3 clusters Score: Raw -291076.719840 + Penalty 1693.778964 = -289382.940876 nChanged 76 SP:Iteration 38Q (379.925607 sec): 3 clusters Score: Raw -291110.703753 + Penalty 1693.778964 = -289416.924789 nChanged 70 SP:Iteration 39Q (379.977472 sec): 3 clusters Score: Raw -291142.727668 + Penalty 1693.778964 = -289448.948704 nChanged 77 SP:Iteration 40F (380.039612 sec): 3 clusters Score: Raw -291177.078429 + Penalty 1693.778964 = -289483.299465 nChanged 75 SP:Iteration 41Q (380.092792 sec): 3 clusters Score: Raw -291208.084883 + Penalty 1693.778964 = -289514.305918 nChanged 81 SP:Iteration 42Q (380.139141 sec): 3 clusters Score: Raw -291237.865153 + Penalty 1693.778964 = -289544.086189 nChanged 74 SP:Iteration 43Q (380.191629 sec): 3 clusters Score: Raw -291265.961230 + Penalty 1693.778964 = -289572.182266 nChanged 88 SP:Iteration 44Q (380.247768 sec): 3 clusters Score: Raw -291300.359124 + Penalty 1693.778964 = -289606.580160 nChanged 83 SP:Iteration 45Q (380.293555 sec): 3 clusters Score: Raw -291342.146370 + Penalty 1693.778964 = -289648.367406 nChanged 87 SP:Iteration 46Q (380.358070 sec): 3 clusters Score: Raw -291385.211680 + Penalty 1693.778964 = -289691.432715 nChanged 71 SP:Iteration 47Q (380.403003 sec): 3 clusters Score: Raw -291413.233559 + Penalty 1693.778964 = -289719.454595 nChanged 48 SP:Iteration 48Q (380.463018 sec): 3 clusters Score: Raw -291436.147457 + Penalty 1693.778964 = -289742.368492 nChanged 57 SP:Iteration 49Q (380.513619 sec): 3 clusters Score: Raw -291457.199584 + Penalty 1693.778964 = -289763.420619 nChanged 41 SP:Iteration 50Q (380.563485 sec): 3 clusters Score: Raw -291472.738481 + Penalty 1693.778964 = -289778.959517 nChanged 35 SP:Iteration 51Q (380.608573 sec): 3 clusters Score: Raw -291486.508260 + Penalty 1693.778964 = -289792.729295 nChanged 44 SP:Iteration 52Q (380.666305 sec): 3 clusters Score: Raw -291502.966258 + Penalty 1693.778964 = -289809.187294 nChanged 39 SP:Iteration 53Q (380.716337 sec): 3 clusters Score: Raw -291515.463689 + Penalty 1693.778964 = -289821.684725 nChanged 33 SP:Iteration 54Q (380.765695 sec): 3 clusters Score: Raw -291524.790270 + Penalty 1693.778964 = -289831.011306 nChanged 26 SP:Iteration 55Q (380.816840 sec): 3 clusters Score: Raw -291531.912004 + Penalty 1693.778964 = -289838.133039 nChanged 23 SP:Iteration 56Q (380.877992 sec): 3 clusters Score: Raw -291539.608864 + Penalty 1693.778964 = -289845.829899 nChanged 21 SP:Iteration 57Q (380.927860 sec): 3 clusters Score: Raw -291548.856798 + Penalty 1693.778964 = -289855.077834 nChanged 19 SP:Iteration 58Q (380.981023 sec): 3 clusters Score: Raw -291556.093242 + Penalty 1693.778964 = -289862.314278 nChanged 19 SP:Iteration 59Q (381.026353 sec): 3 clusters Score: Raw -291566.516780 + Penalty 1693.778964 = -289872.737816 nChanged 19 SP:Iteration 60F (381.089895 sec): 3 clusters Score: Raw -291575.609287 + Penalty 1693.778964 = -289881.830323 nChanged 27 SP:Iteration 61Q (381.133718 sec): 3 clusters Score: Raw -291585.607226 + Penalty 1693.778964 = -289891.828262 nChanged 27 SP:Iteration 62Q (381.186496 sec): 3 clusters Score: Raw -291594.583922 + Penalty 1693.778964 = -289900.804958 nChanged 25 SP:Iteration 63Q (381.237119 sec): 3 clusters Score: Raw -291602.597985 + Penalty 1693.778964 = -289908.819021 nChanged 15 SP:Iteration 64Q (381.295480 sec): 3 clusters Score: Raw -291608.029680 + Penalty 1693.778964 = -289914.250716 nChanged 15 SP:Iteration 65Q (381.337303 sec): 3 clusters Score: Raw -291612.131849 + Penalty 1693.778964 = -289918.352885 nChanged 12 SP:Iteration 66Q (381.397328 sec): 3 clusters Score: Raw -291614.232370 + Penalty 1693.778964 = -289920.453406 nChanged 4 SP:Iteration 67Q (381.444501 sec): 3 clusters Score: Raw -291615.144272 + Penalty 1693.778964 = -289921.365308 nChanged 4 SP:Iteration 68Q (381.494465 sec): 3 clusters Score: Raw -291616.152707 + Penalty 1693.778964 = -289922.373743 nChanged 7 SP:Iteration 69Q (381.540486 sec): 3 clusters Score: Raw -291618.704770 + Penalty 1693.778964 = -289924.925806 nChanged 10 SP:Iteration 70Q (381.590651 sec): 3 clusters Score: Raw -291624.954845 + Penalty 1693.778964 = -289931.175881 nChanged 12 SP:Iteration 71Q (381.643551 sec): 3 clusters Score: Raw -291629.586448 + Penalty 1693.778964 = -289935.807483 nChanged 7 SP:Iteration 72Q (381.695872 sec): 3 clusters Score: Raw -291631.697687 + Penalty 1693.778964 = -289937.918723 nChanged 6 SP:Iteration 73Q (381.757380 sec): 3 clusters Score: Raw -291633.019022 + Penalty 1693.778964 = -289939.240058 nChanged 4 SP:Iteration 74Q (381.796471 sec): 3 clusters Score: Raw -291633.410339 + Penalty 1693.778964 = -289939.631375 nChanged 1 SP:Iteration 75Q (381.853487 sec): 3 clusters Score: Raw -291633.611894 + Penalty 1693.778964 = -289939.832929 nChanged 1 SP:Iteration 76Q (381.912531 sec): 3 clusters Score: Raw -291633.848053 + Penalty 1693.778964 = -289940.069088 nChanged 0 SP:Iteration 77F (381.955966 sec): 3 clusters Score: Raw -291633.848053 + Penalty 1693.778964 = -289940.069088 nChanged 0 Trying to split cluster 4 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.981347 sec): 2 clusters Score: Raw -24927.175601 + Penalty 621.397850 = -24305.777752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (382.016955 sec): 3 clusters Score: Raw -24676.290066 + Penalty 1242.795700 = -23433.494366 nChanged 245 SP:Iteration 1F (382.064429 sec): 3 clusters Score: Raw -24840.848304 + Penalty 1242.795700 = -23598.052604 nChanged 47 SP:Iteration 2F (382.100950 sec): 3 clusters Score: Raw -24883.637018 + Penalty 1242.795700 = -23640.841318 nChanged 32 SP:Iteration 3Q (382.153011 sec): 3 clusters Score: Raw -24918.921605 + Penalty 1242.795700 = -23676.125905 nChanged 26 SP:Iteration 4Q (382.194476 sec): 3 clusters Score: Raw -24950.928933 + Penalty 1242.795700 = -23708.133233 nChanged 20 SP:Iteration 5Q (382.240159 sec): 3 clusters Score: Raw -24971.089408 + Penalty 1242.795700 = -23728.293708 nChanged 15 SP:Iteration 6Q (382.291711 sec): 3 clusters Score: Raw -24983.785875 + Penalty 1242.795700 = -23740.990175 nChanged 13 SP:Iteration 7Q (382.333287 sec): 3 clusters Score: Raw -24996.352117 + Penalty 1242.795700 = -23753.556417 nChanged 12 SP:Iteration 8Q (382.368557 sec): 3 clusters Score: Raw -25005.988923 + Penalty 1242.795700 = -23763.193224 nChanged 9 SP:Iteration 9Q (382.417869 sec): 3 clusters Score: Raw -25017.154965 + Penalty 1242.795700 = -23774.359265 nChanged 10 SP:Iteration 10Q (382.464119 sec): 3 clusters Score: Raw -25025.392072 + Penalty 1242.795700 = -23782.596372 nChanged 11 SP:Iteration 11Q (382.498970 sec): 3 clusters Score: Raw -25035.064941 + Penalty 1242.795700 = -23792.269242 nChanged 5 SP:Iteration 12Q (382.541363 sec): 3 clusters Score: Raw -25038.304325 + Penalty 1242.795700 = -23795.508626 nChanged 5 SP:Iteration 13Q (382.581144 sec): 3 clusters Score: Raw -25043.028445 + Penalty 1242.795700 = -23800.232745 nChanged 8 SP:Iteration 14Q (382.620290 sec): 3 clusters Score: Raw -25048.844081 + Penalty 1242.795700 = -23806.048382 nChanged 5 SP:Iteration 15Q (382.666290 sec): 3 clusters Score: Raw -25055.986097 + Penalty 1242.795700 = -23813.190397 nChanged 5 SP:Iteration 16Q (382.719434 sec): 3 clusters Score: Raw -25063.241038 + Penalty 1242.795700 = -23820.445339 nChanged 6 SP:Iteration 17Q (382.766623 sec): 3 clusters Score: Raw -25068.546042 + Penalty 1242.795700 = -23825.750342 nChanged 5 SP:Iteration 18Q (382.800442 sec): 3 clusters Score: Raw -25072.693263 + Penalty 1242.795700 = -23829.897563 nChanged 5 SP:Iteration 19Q (382.853406 sec): 3 clusters Score: Raw -25080.259767 + Penalty 1242.795700 = -23837.464068 nChanged 3 SP:Iteration 20F (382.882414 sec): 3 clusters Score: Raw -25084.182140 + Penalty 1242.795700 = -23841.386440 nChanged 2 SP:Iteration 21Q (382.930880 sec): 3 clusters Score: Raw -25087.503309 + Penalty 1242.795700 = -23844.707610 nChanged 2 SP:Iteration 22Q (382.979820 sec): 3 clusters Score: Raw -25089.184383 + Penalty 1242.795700 = -23846.388683 nChanged 1 SP:Iteration 23Q (383.016068 sec): 3 clusters Score: Raw -25089.804566 + Penalty 1242.795700 = -23847.008867 nChanged 0 SP:Iteration 24F (383.060886 sec): 3 clusters Score: Raw -25089.804566 + Penalty 1242.795700 = -23847.008867 nChanged 0 Trying to split cluster 5 (2050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (383.085594 sec): 2 clusters Score: Raw -80977.952956 + Penalty 724.431532 = -80253.521424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (383.134510 sec): 3 clusters Score: Raw -79969.542899 + Penalty 1448.863064 = -78520.679836 nChanged 779 SP:Iteration 1F (383.190261 sec): 3 clusters Score: Raw -80419.257301 + Penalty 1448.863064 = -78970.394237 nChanged 139 SP:Iteration 2F (383.233385 sec): 3 clusters Score: Raw -80498.335378 + Penalty 1448.863064 = -79049.472315 nChanged 113 SP:Iteration 3F (383.288632 sec): 3 clusters Score: Raw -80564.358750 + Penalty 1448.863064 = -79115.495687 nChanged 99 SP:Iteration 4Q (383.319129 sec): 3 clusters Score: Raw -80628.728625 + Penalty 1448.863064 = -79179.865561 nChanged 93 SP:Iteration 5Q (383.373818 sec): 3 clusters Score: Raw -80690.266138 + Penalty 1448.863064 = -79241.403074 nChanged 71 SP:Iteration 6Q (383.413131 sec): 3 clusters Score: Raw -80737.261076 + Penalty 1448.863064 = -79288.398012 nChanged 62 SP:Iteration 7Q (383.461191 sec): 3 clusters Score: Raw -80775.833473 + Penalty 1448.863064 = -79326.970409 nChanged 47 SP:Iteration 8Q (383.505491 sec): 3 clusters Score: Raw -80812.347951 + Penalty 1448.863064 = -79363.484887 nChanged 46 SP:Iteration 9Q (383.540267 sec): 3 clusters Score: Raw -80851.428344 + Penalty 1448.863064 = -79402.565280 nChanged 51 SP:Iteration 10Q (383.595061 sec): 3 clusters Score: Raw -80885.905116 + Penalty 1448.863064 = -79437.042052 nChanged 43 SP:Iteration 11Q (383.633237 sec): 3 clusters Score: Raw -80917.535581 + Penalty 1448.863064 = -79468.672518 nChanged 46 SP:Iteration 12Q (383.672176 sec): 3 clusters Score: Raw -80951.190660 + Penalty 1448.863064 = -79502.327596 nChanged 35 SP:Iteration 13Q (383.720959 sec): 3 clusters Score: Raw -80969.615133 + Penalty 1448.863064 = -79520.752070 nChanged 32 SP:Iteration 14Q (383.770690 sec): 3 clusters Score: Raw -80989.183295 + Penalty 1448.863064 = -79540.320232 nChanged 22 SP:Iteration 15Q (383.819418 sec): 3 clusters Score: Raw -80999.708424 + Penalty 1448.863064 = -79550.845360 nChanged 15 SP:Iteration 16Q (383.856335 sec): 3 clusters Score: Raw -81005.649052 + Penalty 1448.863064 = -79556.785989 nChanged 10 SP:Iteration 17Q (383.906305 sec): 3 clusters Score: Raw -81011.214755 + Penalty 1448.863064 = -79562.351691 nChanged 13 SP:Iteration 18Q (383.953175 sec): 3 clusters Score: Raw -81017.378841 + Penalty 1448.863064 = -79568.515777 nChanged 8 SP:Iteration 19Q (383.995684 sec): 3 clusters Score: Raw -81020.187943 + Penalty 1448.863064 = -79571.324879 nChanged 4 SP:Iteration 20F (384.043024 sec): 3 clusters Score: Raw -81022.814441 + Penalty 1448.863064 = -79573.951378 nChanged 7 SP:Iteration 21Q (384.087420 sec): 3 clusters Score: Raw -81026.931712 + Penalty 1448.863064 = -79578.068648 nChanged 5 SP:Iteration 22Q (384.137804 sec): 3 clusters Score: Raw -81033.353280 + Penalty 1448.863064 = -79584.490216 nChanged 8 SP:Iteration 23Q (384.174249 sec): 3 clusters Score: Raw -81040.740540 + Penalty 1448.863064 = -79591.877476 nChanged 7 SP:Iteration 24Q (384.226174 sec): 3 clusters Score: Raw -81043.260374 + Penalty 1448.863064 = -79594.397311 nChanged 9 SP:Iteration 25Q (384.267113 sec): 3 clusters Score: Raw -81048.726353 + Penalty 1448.863064 = -79599.863289 nChanged 7 SP:Iteration 26Q (384.315294 sec): 3 clusters Score: Raw -81051.708172 + Penalty 1448.863064 = -79602.845108 nChanged 6 SP:Iteration 27Q (384.367129 sec): 3 clusters Score: Raw -81054.432936 + Penalty 1448.863064 = -79605.569873 nChanged 4 SP:Iteration 28Q (384.410686 sec): 3 clusters Score: Raw -81057.317771 + Penalty 1448.863064 = -79608.454708 nChanged 4 SP:Iteration 29Q (384.452660 sec): 3 clusters Score: Raw -81059.264408 + Penalty 1448.863064 = -79610.401345 nChanged 8 SP:Iteration 30Q (384.503449 sec): 3 clusters Score: Raw -81066.234336 + Penalty 1448.863064 = -79617.371272 nChanged 11 SP:Iteration 31Q (384.541241 sec): 3 clusters Score: Raw -81076.393005 + Penalty 1448.863064 = -79627.529941 nChanged 12 SP:Iteration 32Q (384.581259 sec): 3 clusters Score: Raw -81082.363940 + Penalty 1448.863064 = -79633.500876 nChanged 8 SP:Iteration 33Q (384.626809 sec): 3 clusters Score: Raw -81086.071324 + Penalty 1448.863064 = -79637.208260 nChanged 4 SP:Iteration 34Q (384.673737 sec): 3 clusters Score: Raw -81088.207561 + Penalty 1448.863064 = -79639.344497 nChanged 4 SP:Iteration 35Q (384.716526 sec): 3 clusters Score: Raw -81090.544698 + Penalty 1448.863064 = -79641.681634 nChanged 3 SP:Iteration 36Q (384.773617 sec): 3 clusters Score: Raw -81092.690589 + Penalty 1448.863064 = -79643.827525 nChanged 3 SP:Iteration 37Q (384.806352 sec): 3 clusters Score: Raw -81094.411586 + Penalty 1448.863064 = -79645.548522 nChanged 2 SP:Iteration 38Q (384.853342 sec): 3 clusters Score: Raw -81096.323198 + Penalty 1448.863064 = -79647.460134 nChanged 1 SP:Iteration 39Q (384.889609 sec): 3 clusters Score: Raw -81096.571565 + Penalty 1448.863064 = -79647.708501 nChanged 0 SP:Iteration 40F (384.943706 sec): 3 clusters Score: Raw -81096.571565 + Penalty 1448.863064 = -79647.708501 nChanged 0 Trying to split cluster 6 (6921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (384.976261 sec): 2 clusters Score: Raw -285079.333099 + Penalty 840.019977 = -284239.313122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (385.021534 sec): 3 clusters Score: Raw -281054.568829 + Penalty 1680.039954 = -279374.528875 nChanged 3016 SP:Iteration 1F (385.076719 sec): 3 clusters Score: Raw -282639.630375 + Penalty 1680.039954 = -280959.590421 nChanged 469 SP:Iteration 2F (385.124194 sec): 3 clusters Score: Raw -282872.267853 + Penalty 1680.039954 = -281192.227899 nChanged 460 SP:Iteration 3F (385.174590 sec): 3 clusters Score: Raw -283114.476357 + Penalty 1680.039954 = -281434.436403 nChanged 455 SP:Iteration 4F (385.233244 sec): 3 clusters Score: Raw -283356.386504 + Penalty 1680.039954 = -281676.346550 nChanged 427 SP:Iteration 5F (385.279927 sec): 3 clusters Score: Raw -283639.591371 + Penalty 1680.039954 = -281959.551417 nChanged 424 SP:Iteration 6F (385.337092 sec): 3 clusters Score: Raw -283965.308091 + Penalty 1680.039954 = -282285.268137 nChanged 392 SP:Iteration 7F (385.397093 sec): 3 clusters Score: Raw -284312.698194 + Penalty 1680.039954 = -282632.658240 nChanged 286 SP:Iteration 8Q (385.451341 sec): 3 clusters Score: Raw -284571.360892 + Penalty 1680.039954 = -282891.320938 nChanged 195 SP:Iteration 9Q (385.494113 sec): 3 clusters Score: Raw -284753.912754 + Penalty 1680.039954 = -283073.872800 nChanged 132 SP:Iteration 10Q (385.545384 sec): 3 clusters Score: Raw -284861.517068 + Penalty 1680.039954 = -283181.477114 nChanged 96 SP:Iteration 11Q (385.595382 sec): 3 clusters Score: Raw -284933.401992 + Penalty 1680.039954 = -283253.362038 nChanged 77 SP:Iteration 12Q (385.643525 sec): 3 clusters Score: Raw -284981.473524 + Penalty 1680.039954 = -283301.433570 nChanged 60 SP:Iteration 13Q (385.694982 sec): 3 clusters Score: Raw -285025.632572 + Penalty 1680.039954 = -283345.592618 nChanged 51 SP:Iteration 14Q (385.744545 sec): 3 clusters Score: Raw -285051.761592 + Penalty 1680.039954 = -283371.721638 nChanged 34 SP:Iteration 15Q (385.798115 sec): 3 clusters Score: Raw -285068.918548 + Penalty 1680.039954 = -283388.878594 nChanged 29 SP:Iteration 16Q (385.855636 sec): 3 clusters Score: Raw -285083.644012 + Penalty 1680.039954 = -283403.604059 nChanged 21 SP:Iteration 17Q (385.901751 sec): 3 clusters Score: Raw -285094.377339 + Penalty 1680.039954 = -283414.337386 nChanged 18 SP:Iteration 18Q (385.967590 sec): 3 clusters Score: Raw -285107.042147 + Penalty 1680.039954 = -283427.002193 nChanged 19 SP:Iteration 19Q (386.017675 sec): 3 clusters Score: Raw -285116.850843 + Penalty 1680.039954 = -283436.810889 nChanged 13 SP:Iteration 20F (386.071374 sec): 3 clusters Score: Raw -285123.634271 + Penalty 1680.039954 = -283443.594317 nChanged 10 SP:Iteration 21Q (386.112012 sec): 3 clusters Score: Raw -285127.114905 + Penalty 1680.039954 = -283447.074951 nChanged 8 SP:Iteration 22Q (386.172580 sec): 3 clusters Score: Raw -285132.932246 + Penalty 1680.039954 = -283452.892292 nChanged 13 SP:Iteration 23Q (386.227058 sec): 3 clusters Score: Raw -285138.816025 + Penalty 1680.039954 = -283458.776071 nChanged 12 SP:Iteration 24Q (386.269813 sec): 3 clusters Score: Raw -285143.343166 + Penalty 1680.039954 = -283463.303212 nChanged 8 SP:Iteration 25Q (386.322691 sec): 3 clusters Score: Raw -285147.327939 + Penalty 1680.039954 = -283467.287985 nChanged 5 SP:Iteration 26Q (386.379908 sec): 3 clusters Score: Raw -285149.884479 + Penalty 1680.039954 = -283469.844525 nChanged 9 SP:Iteration 27Q (386.434239 sec): 3 clusters Score: Raw -285153.920889 + Penalty 1680.039954 = -283473.880935 nChanged 6 SP:Iteration 28Q (386.490467 sec): 3 clusters Score: Raw -285157.027604 + Penalty 1680.039954 = -283476.987651 nChanged 3 SP:Iteration 29Q (386.540941 sec): 3 clusters Score: Raw -285157.858721 + Penalty 1680.039954 = -283477.818767 nChanged 1 SP:Iteration 30Q (386.585335 sec): 3 clusters Score: Raw -285158.086682 + Penalty 1680.039954 = -283478.046728 nChanged 2 SP:Iteration 31Q (386.636116 sec): 3 clusters Score: Raw -285158.599962 + Penalty 1680.039954 = -283478.560008 nChanged 2 SP:Iteration 32Q (386.694922 sec): 3 clusters Score: Raw -285159.037550 + Penalty 1680.039954 = -283478.997596 nChanged 2 SP:Iteration 33Q (386.743611 sec): 3 clusters Score: Raw -285159.505848 + Penalty 1680.039954 = -283479.465894 nChanged 1 SP:Iteration 34Q (386.801023 sec): 3 clusters Score: Raw -285159.642776 + Penalty 1680.039954 = -283479.602822 nChanged 1 SP:Iteration 35Q (386.842358 sec): 3 clusters Score: Raw -285159.849215 + Penalty 1680.039954 = -283479.809261 nChanged 0 SP:Iteration 36F (386.894255 sec): 3 clusters Score: Raw -285159.849215 + Penalty 1680.039954 = -283479.809261 nChanged 0 Trying to split cluster 7 (1403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (386.912622 sec): 2 clusters Score: Raw -39057.909626 + Penalty 688.404968 = -38369.504658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (386.964020 sec): 3 clusters Score: Raw -38478.252286 + Penalty 1376.809935 = -37101.442351 nChanged 504 SP:Iteration 1F (387.012419 sec): 3 clusters Score: Raw -38781.853403 + Penalty 1376.809935 = -37405.043468 nChanged 114 SP:Iteration 2F (387.064590 sec): 3 clusters Score: Raw -38851.929257 + Penalty 1376.809935 = -37475.119322 nChanged 65 SP:Iteration 3Q (387.109513 sec): 3 clusters Score: Raw -38900.665901 + Penalty 1376.809935 = -37523.855965 nChanged 50 SP:Iteration 4Q (387.158746 sec): 3 clusters Score: Raw -38930.177765 + Penalty 1376.809935 = -37553.367829 nChanged 34 SP:Iteration 5Q (387.201139 sec): 3 clusters Score: Raw -38950.934013 + Penalty 1376.809935 = -37574.124078 nChanged 30 SP:Iteration 6Q (387.238394 sec): 3 clusters Score: Raw -38966.717841 + Penalty 1376.809935 = -37589.907905 nChanged 21 SP:Iteration 7Q (387.287785 sec): 3 clusters Score: Raw -38980.404857 + Penalty 1376.809935 = -37603.594922 nChanged 17 SP:Iteration 8Q (387.329051 sec): 3 clusters Score: Raw -38991.936209 + Penalty 1376.809935 = -37615.126274 nChanged 12 SP:Iteration 9Q (387.372061 sec): 3 clusters Score: Raw -39002.053441 + Penalty 1376.809935 = -37625.243505 nChanged 15 SP:Iteration 10Q (387.417618 sec): 3 clusters Score: Raw -39010.265594 + Penalty 1376.809935 = -37633.455659 nChanged 21 SP:Iteration 11Q (387.459724 sec): 3 clusters Score: Raw -39021.508219 + Penalty 1376.809935 = -37644.698284 nChanged 15 SP:Iteration 12Q (387.502705 sec): 3 clusters Score: Raw -39032.283674 + Penalty 1376.809935 = -37655.473738 nChanged 18 SP:Iteration 13Q (387.550503 sec): 3 clusters Score: Raw -39041.150611 + Penalty 1376.809935 = -37664.340676 nChanged 15 SP:Iteration 14Q (387.590497 sec): 3 clusters Score: Raw -39056.958451 + Penalty 1376.809935 = -37680.148515 nChanged 27 SP:Iteration 15Q (387.642530 sec): 3 clusters Score: Raw -39073.833211 + Penalty 1376.809935 = -37697.023276 nChanged 29 SP:Iteration 16Q (387.686886 sec): 3 clusters Score: Raw -39097.041457 + Penalty 1376.809935 = -37720.231521 nChanged 39 SP:Iteration 17Q (387.734459 sec): 3 clusters Score: Raw -39140.197559 + Penalty 1376.809935 = -37763.387624 nChanged 45 SP:Iteration 18Q (387.772747 sec): 3 clusters Score: Raw -39177.254997 + Penalty 1376.809935 = -37800.445062 nChanged 58 SP:Iteration 19Q (387.828294 sec): 3 clusters Score: Raw -39243.614808 + Penalty 1376.809935 = -37866.804873 nChanged 76 SP:Iteration 20F (387.862154 sec): 3 clusters Score: Raw -39342.963332 + Penalty 1376.809935 = -37966.153397 nChanged 63 SP:Iteration 21Q (387.910060 sec): 3 clusters Score: Raw -39425.798041 + Penalty 1376.809935 = -38048.988106 nChanged 67 SP:Iteration 22Q (387.958157 sec): 3 clusters Score: Raw -39502.091169 + Penalty 1376.809935 = -38125.281234 nChanged 49 SP:Iteration 23Q (388.007561 sec): 3 clusters Score: Raw -39562.737959 + Penalty 1376.809935 = -38185.928024 nChanged 34 SP:Iteration 24Q (388.053414 sec): 3 clusters Score: Raw -39600.879653 + Penalty 1376.809935 = -38224.069718 nChanged 27 SP:Iteration 25Q (388.094417 sec): 3 clusters Score: Raw -39622.517978 + Penalty 1376.809935 = -38245.708043 nChanged 14 SP:Iteration 26Q (388.141930 sec): 3 clusters Score: Raw -39630.938662 + Penalty 1376.809935 = -38254.128727 nChanged 6 SP:Iteration 27Q (388.184677 sec): 3 clusters Score: Raw -39634.105227 + Penalty 1376.809935 = -38257.295292 nChanged 9 SP:Iteration 28Q (388.228928 sec): 3 clusters Score: Raw -39640.104890 + Penalty 1376.809935 = -38263.294955 nChanged 9 SP:Iteration 29Q (388.277081 sec): 3 clusters Score: Raw -39651.065682 + Penalty 1376.809935 = -38274.255747 nChanged 11 SP:Iteration 30Q (388.317498 sec): 3 clusters Score: Raw -39657.131833 + Penalty 1376.809935 = -38280.321898 nChanged 6 SP:Iteration 31Q (388.358176 sec): 3 clusters Score: Raw -39660.775775 + Penalty 1376.809935 = -38283.965840 nChanged 7 SP:Iteration 32Q (388.405572 sec): 3 clusters Score: Raw -39664.402755 + Penalty 1376.809935 = -38287.592820 nChanged 3 SP:Iteration 33Q (388.458052 sec): 3 clusters Score: Raw -39665.401659 + Penalty 1376.809935 = -38288.591724 nChanged 1 SP:Iteration 34Q (388.495404 sec): 3 clusters Score: Raw -39666.195047 + Penalty 1376.809935 = -38289.385112 nChanged 1 SP:Iteration 35Q (388.530026 sec): 3 clusters Score: Raw -39666.607623 + Penalty 1376.809935 = -38289.797688 nChanged 1 SP:Iteration 36Q (388.573081 sec): 3 clusters Score: Raw -39667.199444 + Penalty 1376.809935 = -38290.389508 nChanged 0 SP:Iteration 37F (388.612394 sec): 3 clusters Score: Raw -39670.751224 + Penalty 1376.809935 = -38293.941289 nChanged 1 SP:Iteration 38Q (388.658541 sec): 3 clusters Score: Raw -39676.047197 + Penalty 1376.809935 = -38299.237262 nChanged 2 SP:Iteration 39Q (388.712740 sec): 3 clusters Score: Raw -39676.766726 + Penalty 1376.809935 = -38299.956791 nChanged 1 SP:Iteration 40F (388.760586 sec): 3 clusters Score: Raw -39677.332350 + Penalty 1376.809935 = -38300.522415 nChanged 3 SP:Iteration 41Q (388.812487 sec): 3 clusters Score: Raw -39678.612779 + Penalty 1376.809935 = -38301.802844 nChanged 2 SP:Iteration 42Q (388.846349 sec): 3 clusters Score: Raw -39680.257874 + Penalty 1376.809935 = -38303.447939 nChanged 2 SP:Iteration 43Q (388.896033 sec): 3 clusters Score: Raw -39680.991494 + Penalty 1376.809935 = -38304.181559 nChanged 2 SP:Iteration 44Q (388.937381 sec): 3 clusters Score: Raw -39681.938705 + Penalty 1376.809935 = -38305.128770 nChanged 1 SP:Iteration 45Q (388.983825 sec): 3 clusters Score: Raw -39683.673753 + Penalty 1376.809935 = -38306.863818 nChanged 2 SP:Iteration 46Q (389.026307 sec): 3 clusters Score: Raw -39685.696093 + Penalty 1376.809935 = -38308.886157 nChanged 3 SP:Iteration 47Q (389.080639 sec): 3 clusters Score: Raw -39687.446477 + Penalty 1376.809935 = -38310.636542 nChanged 3 SP:Iteration 48Q (389.124506 sec): 3 clusters Score: Raw -39688.731826 + Penalty 1376.809935 = -38311.921891 nChanged 1 SP:Iteration 49Q (389.175948 sec): 3 clusters Score: Raw -39689.475615 + Penalty 1376.809935 = -38312.665680 nChanged 1 SP:Iteration 50Q (389.215766 sec): 3 clusters Score: Raw -39690.168157 + Penalty 1376.809935 = -38313.358221 nChanged 0 SP:Iteration 51F (389.272901 sec): 3 clusters Score: Raw -39690.168157 + Penalty 1376.809935 = -38313.358221 nChanged 0 Trying to split cluster 8 (3174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (389.297010 sec): 2 clusters Score: Raw -119315.575968 + Penalty 765.961051 = -118549.614918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (389.333921 sec): 3 clusters Score: Raw -117640.191502 + Penalty 1531.922101 = -116108.269401 nChanged 1315 SP:Iteration 1F (389.387174 sec): 3 clusters Score: Raw -118539.498543 + Penalty 1531.922101 = -117007.576442 nChanged 246 SP:Iteration 2F (389.431433 sec): 3 clusters Score: Raw -118746.036611 + Penalty 1531.922101 = -117214.114510 nChanged 225 SP:Iteration 3F (389.478543 sec): 3 clusters Score: Raw -118935.004580 + Penalty 1531.922101 = -117403.082478 nChanged 219 SP:Iteration 4F (389.530306 sec): 3 clusters Score: Raw -119138.082903 + Penalty 1531.922101 = -117606.160802 nChanged 185 SP:Iteration 5F (389.583235 sec): 3 clusters Score: Raw -119302.948386 + Penalty 1531.922101 = -117771.026284 nChanged 160 SP:Iteration 6F (389.628858 sec): 3 clusters Score: Raw -119446.160969 + Penalty 1531.922101 = -117914.238868 nChanged 139 SP:Iteration 7Q (389.672493 sec): 3 clusters Score: Raw -119565.954268 + Penalty 1531.922101 = -118034.032167 nChanged 116 SP:Iteration 8Q (389.723277 sec): 3 clusters Score: Raw -119655.124556 + Penalty 1531.922101 = -118123.202455 nChanged 86 SP:Iteration 9Q (389.770560 sec): 3 clusters Score: Raw -119729.882889 + Penalty 1531.922101 = -118197.960788 nChanged 69 SP:Iteration 10Q (389.817524 sec): 3 clusters Score: Raw -119784.765520 + Penalty 1531.922101 = -118252.843419 nChanged 60 SP:Iteration 11Q (389.874606 sec): 3 clusters Score: Raw -119818.219117 + Penalty 1531.922101 = -118286.297015 nChanged 45 SP:Iteration 12Q (389.921274 sec): 3 clusters Score: Raw -119848.980845 + Penalty 1531.922101 = -118317.058744 nChanged 47 SP:Iteration 13Q (389.964921 sec): 3 clusters Score: Raw -119892.004521 + Penalty 1531.922101 = -118360.082419 nChanged 45 SP:Iteration 14Q (390.000484 sec): 3 clusters Score: Raw -119935.539853 + Penalty 1531.922101 = -118403.617752 nChanged 32 SP:Iteration 15Q (390.049915 sec): 3 clusters Score: Raw -119950.781581 + Penalty 1531.922101 = -118418.859480 nChanged 24 SP:Iteration 16Q (390.102031 sec): 3 clusters Score: Raw -119958.377615 + Penalty 1531.922101 = -118426.455514 nChanged 13 SP:Iteration 17Q (390.149037 sec): 3 clusters Score: Raw -119961.456768 + Penalty 1531.922101 = -118429.534667 nChanged 13 SP:Iteration 18Q (390.197400 sec): 3 clusters Score: Raw -119965.824208 + Penalty 1531.922101 = -118433.902106 nChanged 11 SP:Iteration 19Q (390.249164 sec): 3 clusters Score: Raw -119970.473215 + Penalty 1531.922101 = -118438.551114 nChanged 10 SP:Iteration 20F (390.301227 sec): 3 clusters Score: Raw -119973.529754 + Penalty 1531.922101 = -118441.607653 nChanged 6 SP:Iteration 21Q (390.338386 sec): 3 clusters Score: Raw -119974.982216 + Penalty 1531.922101 = -118443.060115 nChanged 8 SP:Iteration 22Q (390.381361 sec): 3 clusters Score: Raw -119976.145512 + Penalty 1531.922101 = -118444.223411 nChanged 6 SP:Iteration 23Q (390.430246 sec): 3 clusters Score: Raw -119977.177964 + Penalty 1531.922101 = -118445.255862 nChanged 5 SP:Iteration 24Q (390.485854 sec): 3 clusters Score: Raw -119977.895492 + Penalty 1531.922101 = -118445.973391 nChanged 5 SP:Iteration 25Q (390.524666 sec): 3 clusters Score: Raw -119979.425085 + Penalty 1531.922101 = -118447.502984 nChanged 6 SP:Iteration 26Q (390.574449 sec): 3 clusters Score: Raw -119982.056652 + Penalty 1531.922101 = -118450.134551 nChanged 7 SP:Iteration 27Q (390.620695 sec): 3 clusters Score: Raw -119983.692234 + Penalty 1531.922101 = -118451.770133 nChanged 8 SP:Iteration 28Q (390.669621 sec): 3 clusters Score: Raw -119985.721200 + Penalty 1531.922101 = -118453.799099 nChanged 11 SP:Iteration 29Q (390.722311 sec): 3 clusters Score: Raw -119987.865853 + Penalty 1531.922101 = -118455.943752 nChanged 4 SP:Iteration 30Q (390.768028 sec): 3 clusters Score: Raw -119988.717876 + Penalty 1531.922101 = -118456.795775 nChanged 9 SP:Iteration 31Q (390.804865 sec): 3 clusters Score: Raw -119990.475278 + Penalty 1531.922101 = -118458.553177 nChanged 6 SP:Iteration 32Q (390.857972 sec): 3 clusters Score: Raw -119992.447759 + Penalty 1531.922101 = -118460.525658 nChanged 5 SP:Iteration 33Q (390.912356 sec): 3 clusters Score: Raw -119993.560776 + Penalty 1531.922101 = -118461.638675 nChanged 4 SP:Iteration 34Q (390.954682 sec): 3 clusters Score: Raw -119994.343031 + Penalty 1531.922101 = -118462.420929 nChanged 3 SP:Iteration 35Q (391.008571 sec): 3 clusters Score: Raw -119994.789996 + Penalty 1531.922101 = -118462.867895 nChanged 2 SP:Iteration 36Q (391.048429 sec): 3 clusters Score: Raw -119995.229797 + Penalty 1531.922101 = -118463.307695 nChanged 1 SP:Iteration 37Q (391.079566 sec): 3 clusters Score: Raw -119995.339005 + Penalty 1531.922101 = -118463.416903 nChanged 2 SP:Iteration 38Q (391.131263 sec): 3 clusters Score: Raw -119995.774439 + Penalty 1531.922101 = -118463.852338 nChanged 2 SP:Iteration 39Q (391.175667 sec): 3 clusters Score: Raw -119995.995960 + Penalty 1531.922101 = -118464.073859 nChanged 0 SP:Iteration 40F (391.222289 sec): 3 clusters Score: Raw -119995.995960 + Penalty 1531.922101 = -118464.073859 nChanged 0 Trying to split cluster 9 (8836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (391.256540 sec): 2 clusters Score: Raw -327477.579272 + Penalty 863.226009 = -326614.353264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (391.312574 sec): 3 clusters Score: Raw -322304.573821 + Penalty 1726.452017 = -320578.121804 nChanged 3954 SP:Iteration 1F (391.373326 sec): 3 clusters Score: Raw -324769.001741 + Penalty 1726.452017 = -323042.549724 nChanged 685 SP:Iteration 2F (391.429800 sec): 3 clusters Score: Raw -325256.154576 + Penalty 1726.452017 = -323529.702559 nChanged 613 SP:Iteration 3F (391.486989 sec): 3 clusters Score: Raw -325721.737142 + Penalty 1726.452017 = -323995.285125 nChanged 577 SP:Iteration 4F (391.533872 sec): 3 clusters Score: Raw -326183.852620 + Penalty 1726.452017 = -324457.400603 nChanged 547 SP:Iteration 5F (391.593917 sec): 3 clusters Score: Raw -326592.524021 + Penalty 1726.452017 = -324866.072003 nChanged 469 SP:Iteration 6F (391.646655 sec): 3 clusters Score: Raw -326956.640129 + Penalty 1726.452017 = -325230.188111 nChanged 387 SP:Iteration 7Q (391.698053 sec): 3 clusters Score: Raw -327218.466961 + Penalty 1726.452017 = -325492.014944 nChanged 328 SP:Iteration 8Q (391.755534 sec): 3 clusters Score: Raw -327413.968621 + Penalty 1726.452017 = -325687.516604 nChanged 257 SP:Iteration 9Q (391.811942 sec): 3 clusters Score: Raw -327543.759452 + Penalty 1726.452017 = -325817.307435 nChanged 176 SP:Iteration 10Q (391.875413 sec): 3 clusters Score: Raw -327634.419608 + Penalty 1726.452017 = -325907.967591 nChanged 173 SP:Iteration 11Q (391.920595 sec): 3 clusters Score: Raw -327718.015569 + Penalty 1726.452017 = -325991.563552 nChanged 138 SP:Iteration 12Q (391.980170 sec): 3 clusters Score: Raw -327782.086081 + Penalty 1726.452017 = -326055.634064 nChanged 118 SP:Iteration 13Q (392.043524 sec): 3 clusters Score: Raw -327830.590650 + Penalty 1726.452017 = -326104.138633 nChanged 122 SP:Iteration 14Q (392.099354 sec): 3 clusters Score: Raw -327878.798126 + Penalty 1726.452017 = -326152.346109 nChanged 109 SP:Iteration 15Q (392.139714 sec): 3 clusters Score: Raw -327921.142822 + Penalty 1726.452017 = -326194.690805 nChanged 103 SP:Iteration 16Q (392.196220 sec): 3 clusters Score: Raw -327949.735903 + Penalty 1726.452017 = -326223.283886 nChanged 81 SP:Iteration 17Q (392.246902 sec): 3 clusters Score: Raw -327972.395665 + Penalty 1726.452017 = -326245.943647 nChanged 79 SP:Iteration 18Q (392.311522 sec): 3 clusters Score: Raw -327994.494518 + Penalty 1726.452017 = -326268.042501 nChanged 76 SP:Iteration 19Q (392.356697 sec): 3 clusters Score: Raw -328016.141656 + Penalty 1726.452017 = -326289.689639 nChanged 65 SP:Iteration 20F (392.420653 sec): 3 clusters Score: Raw -328029.790276 + Penalty 1726.452017 = -326303.338259 nChanged 52 SP:Iteration 21Q (392.468919 sec): 3 clusters Score: Raw -328038.328045 + Penalty 1726.452017 = -326311.876027 nChanged 34 SP:Iteration 22Q (392.525662 sec): 3 clusters Score: Raw -328042.498048 + Penalty 1726.452017 = -326316.046030 nChanged 17 SP:Iteration 23Q (392.581946 sec): 3 clusters Score: Raw -328044.413928 + Penalty 1726.452017 = -326317.961911 nChanged 11 SP:Iteration 24Q (392.647006 sec): 3 clusters Score: Raw -328045.377024 + Penalty 1726.452017 = -326318.925007 nChanged 9 SP:Iteration 25Q (392.703606 sec): 3 clusters Score: Raw -328046.394272 + Penalty 1726.452017 = -326319.942255 nChanged 4 SP:Iteration 26Q (392.758050 sec): 3 clusters Score: Raw -328046.695360 + Penalty 1726.452017 = -326320.243343 nChanged 1 SP:Iteration 27Q (392.807221 sec): 3 clusters Score: Raw -328046.727288 + Penalty 1726.452017 = -326320.275271 nChanged 1 SP:Iteration 28Q (392.867833 sec): 3 clusters Score: Raw -328046.803105 + Penalty 1726.452017 = -326320.351088 nChanged 0 SP:Iteration 29F (392.918965 sec): 3 clusters Score: Raw -328046.803105 + Penalty 1726.452017 = -326320.351088 nChanged 0 Trying to split cluster 10 (17148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (392.970970 sec): 2 clusters Score: Raw -632802.688392 + Penalty 926.215499 = -631876.472893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (393.032814 sec): 3 clusters Score: Raw -622186.899225 + Penalty 1852.430997 = -620334.468227 nChanged 7926 SP:Iteration 1F (393.101952 sec): 3 clusters Score: Raw -626828.465783 + Penalty 1852.430997 = -624976.034786 nChanged 1037 SP:Iteration 2F (393.163060 sec): 3 clusters Score: Raw -627351.634414 + Penalty 1852.430997 = -625499.203416 nChanged 1070 SP:Iteration 3F (393.226911 sec): 3 clusters Score: Raw -628007.874700 + Penalty 1852.430997 = -626155.443703 nChanged 1103 SP:Iteration 4F (393.290255 sec): 3 clusters Score: Raw -628810.802417 + Penalty 1852.430997 = -626958.371419 nChanged 1078 SP:Iteration 5F (393.358598 sec): 3 clusters Score: Raw -629617.276452 + Penalty 1852.430997 = -627764.845455 nChanged 945 SP:Iteration 6F (393.426069 sec): 3 clusters Score: Raw -630285.971213 + Penalty 1852.430997 = -628433.540216 nChanged 777 SP:Iteration 7Q (393.489762 sec): 3 clusters Score: Raw -630808.474684 + Penalty 1852.430997 = -628956.043687 nChanged 649 SP:Iteration 8Q (393.561680 sec): 3 clusters Score: Raw -631206.303356 + Penalty 1852.430997 = -629353.872359 nChanged 535 SP:Iteration 9Q (393.615598 sec): 3 clusters Score: Raw -631499.344869 + Penalty 1852.430997 = -629646.913872 nChanged 383 SP:Iteration 10Q (393.682134 sec): 3 clusters Score: Raw -631672.379156 + Penalty 1852.430997 = -629819.948159 nChanged 328 SP:Iteration 11Q (393.754285 sec): 3 clusters Score: Raw -631816.599666 + Penalty 1852.430997 = -629964.168669 nChanged 285 SP:Iteration 12Q (393.815054 sec): 3 clusters Score: Raw -631944.910199 + Penalty 1852.430997 = -630092.479202 nChanged 284 SP:Iteration 13Q (393.883181 sec): 3 clusters Score: Raw -632084.148296 + Penalty 1852.430997 = -630231.717299 nChanged 272 SP:Iteration 14Q (393.942998 sec): 3 clusters Score: Raw -632222.918554 + Penalty 1852.430997 = -630370.487557 nChanged 255 SP:Iteration 15Q (394.004163 sec): 3 clusters Score: Raw -632359.399564 + Penalty 1852.430997 = -630506.968567 nChanged 206 SP:Iteration 16Q (394.066345 sec): 3 clusters Score: Raw -632453.785337 + Penalty 1852.430997 = -630601.354340 nChanged 175 SP:Iteration 17Q (394.125789 sec): 3 clusters Score: Raw -632530.266517 + Penalty 1852.430997 = -630677.835520 nChanged 169 SP:Iteration 18Q (394.188327 sec): 3 clusters Score: Raw -632599.747725 + Penalty 1852.430997 = -630747.316728 nChanged 136 SP:Iteration 19Q (394.254688 sec): 3 clusters Score: Raw -632659.421227 + Penalty 1852.430997 = -630806.990230 nChanged 119 SP:Iteration 20F (394.324549 sec): 3 clusters Score: Raw -632711.982789 + Penalty 1852.430997 = -630859.551792 nChanged 103 SP:Iteration 21Q (394.392987 sec): 3 clusters Score: Raw -632758.509895 + Penalty 1852.430997 = -630906.078897 nChanged 103 SP:Iteration 22Q (394.455625 sec): 3 clusters Score: Raw -632804.296513 + Penalty 1852.430997 = -630951.865516 nChanged 86 SP:Iteration 23Q (394.515959 sec): 3 clusters Score: Raw -632844.445431 + Penalty 1852.430997 = -630992.014434 nChanged 77 SP:Iteration 24Q (394.565490 sec): 3 clusters Score: Raw -632877.237224 + Penalty 1852.430997 = -631024.806227 nChanged 74 SP:Iteration 25Q (394.625289 sec): 3 clusters Score: Raw -632914.525761 + Penalty 1852.430997 = -631062.094764 nChanged 69 SP:Iteration 26Q (394.696441 sec): 3 clusters Score: Raw -632951.920200 + Penalty 1852.430997 = -631099.489203 nChanged 65 SP:Iteration 27Q (394.748832 sec): 3 clusters Score: Raw -632981.617906 + Penalty 1852.430997 = -631129.186909 nChanged 50 SP:Iteration 28Q (394.819850 sec): 3 clusters Score: Raw -633001.361080 + Penalty 1852.430997 = -631148.930082 nChanged 31 SP:Iteration 29Q (394.871018 sec): 3 clusters Score: Raw -633012.889181 + Penalty 1852.430997 = -631160.458184 nChanged 26 SP:Iteration 30Q (394.932549 sec): 3 clusters Score: Raw -633025.418825 + Penalty 1852.430997 = -631172.987828 nChanged 22 SP:Iteration 31Q (395.001375 sec): 3 clusters Score: Raw -633036.059580 + Penalty 1852.430997 = -631183.628583 nChanged 20 SP:Iteration 32Q (395.065774 sec): 3 clusters Score: Raw -633046.533341 + Penalty 1852.430997 = -631194.102343 nChanged 22 SP:Iteration 33Q (395.131028 sec): 3 clusters Score: Raw -633056.798179 + Penalty 1852.430997 = -631204.367181 nChanged 20 SP:Iteration 34Q (395.197093 sec): 3 clusters Score: Raw -633065.469993 + Penalty 1852.430997 = -631213.038996 nChanged 10 SP:Iteration 35Q (395.246243 sec): 3 clusters Score: Raw -633071.726511 + Penalty 1852.430997 = -631219.295514 nChanged 12 SP:Iteration 36Q (395.317411 sec): 3 clusters Score: Raw -633075.530459 + Penalty 1852.430997 = -631223.099462 nChanged 10 SP:Iteration 37Q (395.375857 sec): 3 clusters Score: Raw -633077.789032 + Penalty 1852.430997 = -631225.358035 nChanged 10 SP:Iteration 38Q (395.441218 sec): 3 clusters Score: Raw -633081.873384 + Penalty 1852.430997 = -631229.442387 nChanged 13 SP:Iteration 39Q (395.497988 sec): 3 clusters Score: Raw -633089.603611 + Penalty 1852.430997 = -631237.172614 nChanged 15 SP:Iteration 40F (395.562407 sec): 3 clusters Score: Raw -633095.512613 + Penalty 1852.430997 = -631243.081616 nChanged 5 SP:Iteration 41Q (395.625154 sec): 3 clusters Score: Raw -633098.138898 + Penalty 1852.430997 = -631245.707901 nChanged 7 SP:Iteration 42Q (395.686998 sec): 3 clusters Score: Raw -633100.686118 + Penalty 1852.430997 = -631248.255121 nChanged 2 SP:Iteration 43Q (395.742101 sec): 3 clusters Score: Raw -633101.004069 + Penalty 1852.430997 = -631248.573072 nChanged 0 SP:Iteration 44F (395.807652 sec): 3 clusters Score: Raw -633101.004069 + Penalty 1852.430997 = -631248.573072 nChanged 0 Trying to split cluster 11 (1632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (395.835537 sec): 2 clusters Score: Raw -59584.451772 + Penalty 702.768346 = -58881.683426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (395.881411 sec): 3 clusters Score: Raw -58828.858287 + Penalty 1405.536692 = -57423.321595 nChanged 622 SP:Iteration 1F (395.930192 sec): 3 clusters Score: Raw -59206.893525 + Penalty 1405.536692 = -57801.356834 nChanged 130 SP:Iteration 2F (395.972815 sec): 3 clusters Score: Raw -59314.980629 + Penalty 1405.536692 = -57909.443937 nChanged 93 SP:Iteration 3F (396.010803 sec): 3 clusters Score: Raw -59392.309781 + Penalty 1405.536692 = -57986.773089 nChanged 88 SP:Iteration 4F (396.053199 sec): 3 clusters Score: Raw -59462.967188 + Penalty 1405.536692 = -58057.430496 nChanged 73 SP:Iteration 5Q (396.103863 sec): 3 clusters Score: Raw -59526.826399 + Penalty 1405.536692 = -58121.289708 nChanged 53 SP:Iteration 6Q (396.146227 sec): 3 clusters Score: Raw -59566.363253 + Penalty 1405.536692 = -58160.826561 nChanged 54 SP:Iteration 7Q (396.195476 sec): 3 clusters Score: Raw -59616.392388 + Penalty 1405.536692 = -58210.855696 nChanged 55 SP:Iteration 8Q (396.249707 sec): 3 clusters Score: Raw -59667.754409 + Penalty 1405.536692 = -58262.217717 nChanged 51 SP:Iteration 9Q (396.287695 sec): 3 clusters Score: Raw -59705.494197 + Penalty 1405.536692 = -58299.957505 nChanged 36 SP:Iteration 10Q (396.343153 sec): 3 clusters Score: Raw -59729.367763 + Penalty 1405.536692 = -58323.831072 nChanged 29 SP:Iteration 11Q (396.378475 sec): 3 clusters Score: Raw -59744.582401 + Penalty 1405.536692 = -58339.045709 nChanged 15 SP:Iteration 12Q (396.424975 sec): 3 clusters Score: Raw -59749.678853 + Penalty 1405.536692 = -58344.142161 nChanged 8 SP:Iteration 13Q (396.470166 sec): 3 clusters Score: Raw -59752.972172 + Penalty 1405.536692 = -58347.435481 nChanged 5 SP:Iteration 14Q (396.512372 sec): 3 clusters Score: Raw -59755.041740 + Penalty 1405.536692 = -58349.505048 nChanged 4 SP:Iteration 15Q (396.563503 sec): 3 clusters Score: Raw -59756.612547 + Penalty 1405.536692 = -58351.075855 nChanged 5 SP:Iteration 16Q (396.612774 sec): 3 clusters Score: Raw -59757.779124 + Penalty 1405.536692 = -58352.242432 nChanged 1 SP:Iteration 17Q (396.654484 sec): 3 clusters Score: Raw -59758.419062 + Penalty 1405.536692 = -58352.882370 nChanged 3 SP:Iteration 18Q (396.703705 sec): 3 clusters Score: Raw -59760.180345 + Penalty 1405.536692 = -58354.643653 nChanged 3 SP:Iteration 19Q (396.754429 sec): 3 clusters Score: Raw -59761.063263 + Penalty 1405.536692 = -58355.526571 nChanged 2 SP:Iteration 20F (396.801152 sec): 3 clusters Score: Raw -59761.820740 + Penalty 1405.536692 = -58356.284049 nChanged 1 SP:Iteration 21Q (396.846339 sec): 3 clusters Score: Raw -59762.096147 + Penalty 1405.536692 = -58356.559455 nChanged 0 SP:Iteration 22F (396.885988 sec): 3 clusters Score: Raw -59762.096147 + Penalty 1405.536692 = -58356.559455 nChanged 0 Trying to split cluster 12 (1271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (396.913104 sec): 2 clusters Score: Raw -52364.917271 + Penalty 679.018131 = -51685.899140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (396.962077 sec): 3 clusters Score: Raw -51791.565599 + Penalty 1358.036262 = -50433.529337 nChanged 478 SP:Iteration 1F (397.010860 sec): 3 clusters Score: Raw -52131.360586 + Penalty 1358.036262 = -50773.324325 nChanged 117 SP:Iteration 2F (397.051193 sec): 3 clusters Score: Raw -52213.924130 + Penalty 1358.036262 = -50855.887869 nChanged 64 SP:Iteration 3F (397.103805 sec): 3 clusters Score: Raw -52251.763631 + Penalty 1358.036262 = -50893.727369 nChanged 34 SP:Iteration 4Q (397.144348 sec): 3 clusters Score: Raw -52271.810418 + Penalty 1358.036262 = -50913.774157 nChanged 34 SP:Iteration 5Q (397.191476 sec): 3 clusters Score: Raw -52292.609927 + Penalty 1358.036262 = -50934.573666 nChanged 30 SP:Iteration 6Q (397.246042 sec): 3 clusters Score: Raw -52305.195870 + Penalty 1358.036262 = -50947.159609 nChanged 17 SP:Iteration 7Q (397.291711 sec): 3 clusters Score: Raw -52312.049698 + Penalty 1358.036262 = -50954.013436 nChanged 19 SP:Iteration 8Q (397.327818 sec): 3 clusters Score: Raw -52319.693045 + Penalty 1358.036262 = -50961.656783 nChanged 14 SP:Iteration 9Q (397.369619 sec): 3 clusters Score: Raw -52324.081491 + Penalty 1358.036262 = -50966.045230 nChanged 15 SP:Iteration 10Q (397.414383 sec): 3 clusters Score: Raw -52330.551203 + Penalty 1358.036262 = -50972.514941 nChanged 21 SP:Iteration 11Q (397.464797 sec): 3 clusters Score: Raw -52343.478846 + Penalty 1358.036262 = -50985.442584 nChanged 18 SP:Iteration 12Q (397.506544 sec): 3 clusters Score: Raw -52354.762647 + Penalty 1358.036262 = -50996.726386 nChanged 20 SP:Iteration 13Q (397.556301 sec): 3 clusters Score: Raw -52365.199614 + Penalty 1358.036262 = -51007.163352 nChanged 19 SP:Iteration 14Q (397.599131 sec): 3 clusters Score: Raw -52376.839044 + Penalty 1358.036262 = -51018.802783 nChanged 20 SP:Iteration 15Q (397.640227 sec): 3 clusters Score: Raw -52386.918455 + Penalty 1358.036262 = -51028.882194 nChanged 17 SP:Iteration 16Q (397.696491 sec): 3 clusters Score: Raw -52397.879266 + Penalty 1358.036262 = -51039.843005 nChanged 18 SP:Iteration 17Q (397.728242 sec): 3 clusters Score: Raw -52407.867654 + Penalty 1358.036262 = -51049.831393 nChanged 28 SP:Iteration 18Q (397.776623 sec): 3 clusters Score: Raw -52424.285700 + Penalty 1358.036262 = -51066.249438 nChanged 23 SP:Iteration 19Q (397.822787 sec): 3 clusters Score: Raw -52436.386194 + Penalty 1358.036262 = -51078.349932 nChanged 25 SP:Iteration 20F (397.864985 sec): 3 clusters Score: Raw -52452.671094 + Penalty 1358.036262 = -51094.634832 nChanged 25 SP:Iteration 21Q (397.913254 sec): 3 clusters Score: Raw -52469.526806 + Penalty 1358.036262 = -51111.490544 nChanged 23 SP:Iteration 22Q (397.966147 sec): 3 clusters Score: Raw -52484.232096 + Penalty 1358.036262 = -51126.195834 nChanged 27 SP:Iteration 23Q (398.003658 sec): 3 clusters Score: Raw -52503.898266 + Penalty 1358.036262 = -51145.862005 nChanged 24 SP:Iteration 24Q (398.050117 sec): 3 clusters Score: Raw -52519.136775 + Penalty 1358.036262 = -51161.100513 nChanged 24 SP:Iteration 25Q (398.107107 sec): 3 clusters Score: Raw -52534.992615 + Penalty 1358.036262 = -51176.956353 nChanged 14 SP:Iteration 26Q (398.151053 sec): 3 clusters Score: Raw -52548.606174 + Penalty 1358.036262 = -51190.569913 nChanged 24 SP:Iteration 27Q (398.195703 sec): 3 clusters Score: Raw -52566.307694 + Penalty 1358.036262 = -51208.271432 nChanged 23 SP:Iteration 28Q (398.231896 sec): 3 clusters Score: Raw -52586.697661 + Penalty 1358.036262 = -51228.661399 nChanged 25 SP:Iteration 29Q (398.288622 sec): 3 clusters Score: Raw -52608.304151 + Penalty 1358.036262 = -51250.267890 nChanged 21 SP:Iteration 30Q (398.327987 sec): 3 clusters Score: Raw -52623.729477 + Penalty 1358.036262 = -51265.693215 nChanged 12 SP:Iteration 31Q (398.373027 sec): 3 clusters Score: Raw -52631.776756 + Penalty 1358.036262 = -51273.740494 nChanged 6 SP:Iteration 32Q (398.424620 sec): 3 clusters Score: Raw -52634.626060 + Penalty 1358.036262 = -51276.589798 nChanged 3 SP:Iteration 33Q (398.464792 sec): 3 clusters Score: Raw -52636.127799 + Penalty 1358.036262 = -51278.091537 nChanged 2 SP:Iteration 34Q (398.508813 sec): 3 clusters Score: Raw -52637.499889 + Penalty 1358.036262 = -51279.463628 nChanged 0 SP:Iteration 35F (398.556803 sec): 3 clusters Score: Raw -52637.499889 + Penalty 1358.036262 = -51279.463628 nChanged 0 Trying to split cluster 13 (1301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (398.582015 sec): 2 clusters Score: Raw -43876.327877 + Penalty 681.234405 = -43195.093472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (398.626382 sec): 3 clusters Score: Raw -43293.233955 + Penalty 1362.468811 = -41930.765144 nChanged 464 SP:Iteration 1F (398.665826 sec): 3 clusters Score: Raw -43599.790757 + Penalty 1362.468811 = -42237.321946 nChanged 91 SP:Iteration 2F (398.712986 sec): 3 clusters Score: Raw -43666.239323 + Penalty 1362.468811 = -42303.770512 nChanged 58 SP:Iteration 3Q (398.750351 sec): 3 clusters Score: Raw -43713.054349 + Penalty 1362.468811 = -42350.585538 nChanged 55 SP:Iteration 4Q (398.800617 sec): 3 clusters Score: Raw -43763.180839 + Penalty 1362.468811 = -42400.712028 nChanged 63 SP:Iteration 5Q (398.844084 sec): 3 clusters Score: Raw -43809.776429 + Penalty 1362.468811 = -42447.307618 nChanged 57 SP:Iteration 6Q (398.891171 sec): 3 clusters Score: Raw -43848.932815 + Penalty 1362.468811 = -42486.464004 nChanged 40 SP:Iteration 7Q (398.951386 sec): 3 clusters Score: Raw -43874.250442 + Penalty 1362.468811 = -42511.781632 nChanged 28 SP:Iteration 8Q (398.994090 sec): 3 clusters Score: Raw -43889.768907 + Penalty 1362.468811 = -42527.300096 nChanged 28 SP:Iteration 9Q (399.033169 sec): 3 clusters Score: Raw -43903.249884 + Penalty 1362.468811 = -42540.781073 nChanged 16 SP:Iteration 10Q (399.076315 sec): 3 clusters Score: Raw -43912.795362 + Penalty 1362.468811 = -42550.326551 nChanged 13 SP:Iteration 11Q (399.119219 sec): 3 clusters Score: Raw -43918.170878 + Penalty 1362.468811 = -42555.702067 nChanged 8 SP:Iteration 12Q (399.164527 sec): 3 clusters Score: Raw -43921.695249 + Penalty 1362.468811 = -42559.226438 nChanged 4 SP:Iteration 13Q (399.223793 sec): 3 clusters Score: Raw -43923.475651 + Penalty 1362.468811 = -42561.006841 nChanged 4 SP:Iteration 14Q (399.271006 sec): 3 clusters Score: Raw -43925.758743 + Penalty 1362.468811 = -42563.289932 nChanged 5 SP:Iteration 15Q (399.312835 sec): 3 clusters Score: Raw -43927.742942 + Penalty 1362.468811 = -42565.274131 nChanged 5 SP:Iteration 16Q (399.355230 sec): 3 clusters Score: Raw -43928.583619 + Penalty 1362.468811 = -42566.114808 nChanged 1 SP:Iteration 17Q (399.409322 sec): 3 clusters Score: Raw -43928.859635 + Penalty 1362.468811 = -42566.390824 nChanged 1 SP:Iteration 18Q (399.457171 sec): 3 clusters Score: Raw -43928.976833 + Penalty 1362.468811 = -42566.508022 nChanged 0 SP:Iteration 19F (399.491291 sec): 3 clusters Score: Raw -43928.976833 + Penalty 1362.468811 = -42566.508022 nChanged 0 Trying to split cluster 14 (7816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (399.523672 sec): 2 clusters Score: Raw -311185.167239 + Penalty 851.573178 = -310333.594061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (399.572781 sec): 3 clusters Score: Raw -306558.243650 + Penalty 1703.146357 = -304855.097293 nChanged 3483 SP:Iteration 1F (399.628696 sec): 3 clusters Score: Raw -308446.617946 + Penalty 1703.146357 = -306743.471589 nChanged 486 SP:Iteration 2F (399.679334 sec): 3 clusters Score: Raw -308677.002433 + Penalty 1703.146357 = -306973.856077 nChanged 479 SP:Iteration 3F (399.736273 sec): 3 clusters Score: Raw -308940.546797 + Penalty 1703.146357 = -307237.400440 nChanged 510 SP:Iteration 4F (399.795689 sec): 3 clusters Score: Raw -309237.210884 + Penalty 1703.146357 = -307534.064527 nChanged 501 SP:Iteration 5F (399.841479 sec): 3 clusters Score: Raw -309583.541144 + Penalty 1703.146357 = -307880.394787 nChanged 514 SP:Iteration 6F (399.899399 sec): 3 clusters Score: Raw -309947.454490 + Penalty 1703.146357 = -308244.308133 nChanged 480 SP:Iteration 7F (399.954084 sec): 3 clusters Score: Raw -310318.203261 + Penalty 1703.146357 = -308615.056904 nChanged 384 SP:Iteration 8Q (400.005694 sec): 3 clusters Score: Raw -310624.756708 + Penalty 1703.146357 = -308921.610352 nChanged 308 SP:Iteration 9Q (400.059029 sec): 3 clusters Score: Raw -310890.837599 + Penalty 1703.146357 = -309187.691242 nChanged 207 SP:Iteration 10Q (400.111557 sec): 3 clusters Score: Raw -311061.532760 + Penalty 1703.146357 = -309358.386403 nChanged 137 SP:Iteration 11Q (400.167422 sec): 3 clusters Score: Raw -311181.340457 + Penalty 1703.146357 = -309478.194100 nChanged 84 SP:Iteration 12Q (400.225092 sec): 3 clusters Score: Raw -311248.852684 + Penalty 1703.146357 = -309545.706327 nChanged 41 SP:Iteration 13Q (400.274377 sec): 3 clusters Score: Raw -311278.837381 + Penalty 1703.146357 = -309575.691024 nChanged 25 SP:Iteration 14Q (400.318629 sec): 3 clusters Score: Raw -311296.036471 + Penalty 1703.146357 = -309592.890114 nChanged 15 SP:Iteration 15Q (400.371255 sec): 3 clusters Score: Raw -311307.564425 + Penalty 1703.146357 = -309604.418068 nChanged 11 SP:Iteration 16Q (400.428711 sec): 3 clusters Score: Raw -311320.970834 + Penalty 1703.146357 = -309617.824477 nChanged 12 SP:Iteration 17Q (400.478884 sec): 3 clusters Score: Raw -311332.907392 + Penalty 1703.146357 = -309629.761035 nChanged 5 SP:Iteration 18Q (400.526559 sec): 3 clusters Score: Raw -311338.189458 + Penalty 1703.146357 = -309635.043101 nChanged 3 SP:Iteration 19Q (400.589477 sec): 3 clusters Score: Raw -311339.488215 + Penalty 1703.146357 = -309636.341858 nChanged 2 SP:Iteration 20F (400.633790 sec): 3 clusters Score: Raw -311341.550664 + Penalty 1703.146357 = -309638.404307 nChanged 3 SP:Iteration 21Q (400.684015 sec): 3 clusters Score: Raw -311345.710108 + Penalty 1703.146357 = -309642.563751 nChanged 3 SP:Iteration 22Q (400.742793 sec): 3 clusters Score: Raw -311348.704186 + Penalty 1703.146357 = -309645.557830 nChanged 3 SP:Iteration 23Q (400.788232 sec): 3 clusters Score: Raw -311352.522701 + Penalty 1703.146357 = -309649.376344 nChanged 3 SP:Iteration 24Q (400.840400 sec): 3 clusters Score: Raw -311353.904615 + Penalty 1703.146357 = -309650.758258 nChanged 1 SP:Iteration 25Q (400.902483 sec): 3 clusters Score: Raw -311354.152979 + Penalty 1703.146357 = -309651.006623 nChanged 1 SP:Iteration 26Q (400.955334 sec): 3 clusters Score: Raw -311354.350069 + Penalty 1703.146357 = -309651.203712 nChanged 2 SP:Iteration 27Q (401.002520 sec): 3 clusters Score: Raw -311357.000261 + Penalty 1703.146357 = -309653.853904 nChanged 1 SP:Iteration 28Q (401.046571 sec): 3 clusters Score: Raw -311357.477171 + Penalty 1703.146357 = -309654.330815 nChanged 0 SP:Iteration 29F (401.103650 sec): 3 clusters Score: Raw -311357.477171 + Penalty 1703.146357 = -309654.330815 nChanged 0 Trying to split cluster 15 (900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (401.119093 sec): 2 clusters Score: Raw -28723.973953 + Penalty 646.227503 = -28077.746451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (401.161973 sec): 3 clusters Score: Raw -28401.620012 + Penalty 1292.455005 = -27109.165007 nChanged 292 SP:Iteration 1F (401.206233 sec): 3 clusters Score: Raw -28611.150995 + Penalty 1292.455005 = -27318.695990 nChanged 67 SP:Iteration 2F (401.258603 sec): 3 clusters Score: Raw -28671.012022 + Penalty 1292.455005 = -27378.557017 nChanged 47 SP:Iteration 3F (401.289689 sec): 3 clusters Score: Raw -28702.482804 + Penalty 1292.455005 = -27410.027799 nChanged 18 SP:Iteration 4Q (401.343230 sec): 3 clusters Score: Raw -28715.368446 + Penalty 1292.455005 = -27422.913441 nChanged 17 SP:Iteration 5Q (401.375380 sec): 3 clusters Score: Raw -28727.128171 + Penalty 1292.455005 = -27434.673166 nChanged 14 SP:Iteration 6Q (401.411397 sec): 3 clusters Score: Raw -28739.506016 + Penalty 1292.455005 = -27447.051011 nChanged 11 SP:Iteration 7Q (401.456447 sec): 3 clusters Score: Raw -28746.410516 + Penalty 1292.455005 = -27453.955511 nChanged 9 SP:Iteration 8Q (401.489720 sec): 3 clusters Score: Raw -28752.598388 + Penalty 1292.455005 = -27460.143383 nChanged 8 SP:Iteration 9Q (401.527250 sec): 3 clusters Score: Raw -28757.727994 + Penalty 1292.455005 = -27465.272989 nChanged 5 SP:Iteration 10Q (401.563180 sec): 3 clusters Score: Raw -28764.602351 + Penalty 1292.455005 = -27472.147346 nChanged 6 SP:Iteration 11Q (401.598416 sec): 3 clusters Score: Raw -28770.254426 + Penalty 1292.455005 = -27477.799421 nChanged 9 SP:Iteration 12Q (401.635957 sec): 3 clusters Score: Raw -28784.853877 + Penalty 1292.455005 = -27492.398872 nChanged 10 SP:Iteration 13Q (401.677119 sec): 3 clusters Score: Raw -28795.695434 + Penalty 1292.455005 = -27503.240429 nChanged 9 SP:Iteration 14Q (401.722120 sec): 3 clusters Score: Raw -28800.877042 + Penalty 1292.455005 = -27508.422037 nChanged 2 SP:Iteration 15Q (401.764135 sec): 3 clusters Score: Raw -28801.966763 + Penalty 1292.455005 = -27509.511758 nChanged 4 SP:Iteration 16Q (401.809200 sec): 3 clusters Score: Raw -28804.589201 + Penalty 1292.455005 = -27512.134196 nChanged 2 SP:Iteration 17Q (401.845138 sec): 3 clusters Score: Raw -28806.134995 + Penalty 1292.455005 = -27513.679990 nChanged 1 SP:Iteration 18Q (401.885071 sec): 3 clusters Score: Raw -28807.083504 + Penalty 1292.455005 = -27514.628499 nChanged 2 SP:Iteration 19Q (401.931576 sec): 3 clusters Score: Raw -28808.250260 + Penalty 1292.455005 = -27515.795255 nChanged 4 SP:Iteration 20F (401.971116 sec): 3 clusters Score: Raw -28813.492528 + Penalty 1292.455005 = -27521.037523 nChanged 5 SP:Iteration 21Q (402.017561 sec): 3 clusters Score: Raw -28818.566582 + Penalty 1292.455005 = -27526.111576 nChanged 5 SP:Iteration 22Q (402.066056 sec): 3 clusters Score: Raw -28821.146314 + Penalty 1292.455005 = -27528.691309 nChanged 5 SP:Iteration 23Q (402.108910 sec): 3 clusters Score: Raw -28824.811028 + Penalty 1292.455005 = -27532.356023 nChanged 4 SP:Iteration 24Q (402.139607 sec): 3 clusters Score: Raw -28827.961098 + Penalty 1292.455005 = -27535.506093 nChanged 5 SP:Iteration 25Q (402.184114 sec): 3 clusters Score: Raw -28831.526945 + Penalty 1292.455005 = -27539.071940 nChanged 3 SP:Iteration 26Q (402.240508 sec): 3 clusters Score: Raw -28832.686066 + Penalty 1292.455005 = -27540.231061 nChanged 2 SP:Iteration 27Q (402.270165 sec): 3 clusters Score: Raw -28833.745358 + Penalty 1292.455005 = -27541.290353 nChanged 2 SP:Iteration 28Q (402.326425 sec): 3 clusters Score: Raw -28835.843515 + Penalty 1292.455005 = -27543.388510 nChanged 2 SP:Iteration 29Q (402.361701 sec): 3 clusters Score: Raw -28836.333467 + Penalty 1292.455005 = -27543.878462 nChanged 0 SP:Iteration 30F (402.408513 sec): 3 clusters Score: Raw -28836.333467 + Penalty 1292.455005 = -27543.878462 nChanged 0 Trying to split cluster 16 (3998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (402.434579 sec): 2 clusters Score: Raw -166817.533069 + Penalty 787.887204 = -166029.645865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (402.469938 sec): 3 clusters Score: Raw -164678.447083 + Penalty 1575.774408 = -163102.672676 nChanged 1647 SP:Iteration 1F (402.522674 sec): 3 clusters Score: Raw -165540.129269 + Penalty 1575.774408 = -163964.354862 nChanged 228 SP:Iteration 2F (402.569444 sec): 3 clusters Score: Raw -165627.897561 + Penalty 1575.774408 = -164052.123153 nChanged 158 SP:Iteration 3Q (402.603871 sec): 3 clusters Score: Raw -165688.112954 + Penalty 1575.774408 = -164112.338546 nChanged 140 SP:Iteration 4Q (402.637939 sec): 3 clusters Score: Raw -165746.955983 + Penalty 1575.774408 = -164171.181575 nChanged 128 SP:Iteration 5Q (402.687206 sec): 3 clusters Score: Raw -165795.435867 + Penalty 1575.774408 = -164219.661459 nChanged 111 SP:Iteration 6Q (402.735325 sec): 3 clusters Score: Raw -165839.959331 + Penalty 1575.774408 = -164264.184923 nChanged 122 SP:Iteration 7Q (402.780498 sec): 3 clusters Score: Raw -165889.096775 + Penalty 1575.774408 = -164313.322367 nChanged 119 SP:Iteration 8Q (402.825459 sec): 3 clusters Score: Raw -165942.016006 + Penalty 1575.774408 = -164366.241598 nChanged 130 SP:Iteration 9Q (402.880832 sec): 3 clusters Score: Raw -166001.968753 + Penalty 1575.774408 = -164426.194345 nChanged 140 SP:Iteration 10Q (402.922175 sec): 3 clusters Score: Raw -166085.234452 + Penalty 1575.774408 = -164509.460044 nChanged 167 SP:Iteration 11Q (402.969806 sec): 3 clusters Score: Raw -166183.761919 + Penalty 1575.774408 = -164607.987512 nChanged 157 SP:Iteration 12Q (403.018192 sec): 3 clusters Score: Raw -166280.558964 + Penalty 1575.774408 = -164704.784556 nChanged 156 SP:Iteration 13Q (403.065197 sec): 3 clusters Score: Raw -166390.449058 + Penalty 1575.774408 = -164814.674651 nChanged 138 SP:Iteration 14Q (403.112139 sec): 3 clusters Score: Raw -166499.530299 + Penalty 1575.774408 = -164923.755891 nChanged 147 SP:Iteration 15Q (403.156760 sec): 3 clusters Score: Raw -166632.274870 + Penalty 1575.774408 = -165056.500462 nChanged 97 SP:Iteration 16Q (403.196073 sec): 3 clusters Score: Raw -166720.475987 + Penalty 1575.774408 = -165144.701579 nChanged 63 SP:Iteration 17Q (403.248849 sec): 3 clusters Score: Raw -166786.922295 + Penalty 1575.774408 = -165211.147887 nChanged 48 SP:Iteration 18Q (403.296869 sec): 3 clusters Score: Raw -166834.367867 + Penalty 1575.774408 = -165258.593459 nChanged 24 SP:Iteration 19Q (403.344204 sec): 3 clusters Score: Raw -166870.380751 + Penalty 1575.774408 = -165294.606343 nChanged 14 SP:Iteration 20F (403.390155 sec): 3 clusters Score: Raw -166892.885082 + Penalty 1575.774408 = -165317.110674 nChanged 11 SP:Iteration 21Q (403.436885 sec): 3 clusters Score: Raw -166907.746633 + Penalty 1575.774408 = -165331.972225 nChanged 5 SP:Iteration 22Q (403.478164 sec): 3 clusters Score: Raw -166915.549380 + Penalty 1575.774408 = -165339.774972 nChanged 4 SP:Iteration 23Q (403.524108 sec): 3 clusters Score: Raw -166920.893211 + Penalty 1575.774408 = -165345.118803 nChanged 2 SP:Iteration 24Q (403.569444 sec): 3 clusters Score: Raw -166923.460684 + Penalty 1575.774408 = -165347.686276 nChanged 1 SP:Iteration 25Q (403.610288 sec): 3 clusters Score: Raw -166924.763768 + Penalty 1575.774408 = -165348.989360 nChanged 2 SP:Iteration 26Q (403.653197 sec): 3 clusters Score: Raw -166927.595388 + Penalty 1575.774408 = -165351.820980 nChanged 2 SP:Iteration 27Q (403.699152 sec): 3 clusters Score: Raw -166932.180896 + Penalty 1575.774408 = -165356.406488 nChanged 2 SP:Iteration 28Q (403.743543 sec): 3 clusters Score: Raw -166933.747593 + Penalty 1575.774408 = -165357.973186 nChanged 0 SP:Iteration 29F (403.787280 sec): 3 clusters Score: Raw -166933.747593 + Penalty 1575.774408 = -165357.973186 nChanged 0 Trying to split cluster 17 (1212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (403.807946 sec): 2 clusters Score: Raw -45870.006481 + Penalty 674.502581 = -45195.503900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (403.850917 sec): 3 clusters Score: Raw -45381.866328 + Penalty 1349.005162 = -44032.861166 nChanged 435 SP:Iteration 1F (403.894903 sec): 3 clusters Score: Raw -45696.058784 + Penalty 1349.005162 = -44347.053622 nChanged 93 SP:Iteration 2F (403.949270 sec): 3 clusters Score: Raw -45763.192992 + Penalty 1349.005162 = -44414.187830 nChanged 61 SP:Iteration 3F (403.991636 sec): 3 clusters Score: Raw -45819.745259 + Penalty 1349.005162 = -44470.740097 nChanged 58 SP:Iteration 4Q (404.021617 sec): 3 clusters Score: Raw -45884.752398 + Penalty 1349.005162 = -44535.747236 nChanged 57 SP:Iteration 5Q (404.060431 sec): 3 clusters Score: Raw -45963.360041 + Penalty 1349.005162 = -44614.354880 nChanged 62 SP:Iteration 6F (404.102451 sec): 3 clusters Score: Raw -46087.058442 + Penalty 1349.005162 = -44738.053281 nChanged 60 SP:Iteration 7Q (404.149085 sec): 3 clusters Score: Raw -46216.770018 + Penalty 1349.005162 = -44867.764856 nChanged 64 SP:Iteration 8F (404.183190 sec): 3 clusters Score: Raw -46334.825142 + Penalty 1349.005162 = -44985.819981 nChanged 47 SP:Iteration 9Q (404.224986 sec): 3 clusters Score: Raw -46408.302347 + Penalty 1349.005162 = -45059.297186 nChanged 38 SP:Iteration 10Q (404.263669 sec): 3 clusters Score: Raw -46458.643791 + Penalty 1349.005162 = -45109.638630 nChanged 16 SP:Iteration 11Q (404.308441 sec): 3 clusters Score: Raw -46475.842244 + Penalty 1349.005162 = -45126.837083 nChanged 9 SP:Iteration 12Q (404.350166 sec): 3 clusters Score: Raw -46485.537185 + Penalty 1349.005162 = -45136.532023 nChanged 5 SP:Iteration 13Q (404.393411 sec): 3 clusters Score: Raw -46489.965335 + Penalty 1349.005162 = -45140.960173 nChanged 4 SP:Iteration 14Q (404.434486 sec): 3 clusters Score: Raw -46492.834076 + Penalty 1349.005162 = -45143.828914 nChanged 0 SP:Iteration 15F (404.474665 sec): 3 clusters Score: Raw -46492.834076 + Penalty 1349.005162 = -45143.828914 nChanged 0 Trying to split cluster 18 (3967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (404.511582 sec): 2 clusters Score: Raw -130108.950072 + Penalty 787.147715 = -129321.802357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (404.551692 sec): 3 clusters Score: Raw -128002.242000 + Penalty 1574.295430 = -126427.946570 nChanged 1667 SP:Iteration 1F (404.598049 sec): 3 clusters Score: Raw -129008.839038 + Penalty 1574.295430 = -127434.543608 nChanged 331 SP:Iteration 2F (404.644046 sec): 3 clusters Score: Raw -129331.029243 + Penalty 1574.295430 = -127756.733813 nChanged 324 SP:Iteration 3F (404.700925 sec): 3 clusters Score: Raw -129636.784137 + Penalty 1574.295430 = -128062.488708 nChanged 329 SP:Iteration 4F (404.752359 sec): 3 clusters Score: Raw -129919.783771 + Penalty 1574.295430 = -128345.488341 nChanged 267 SP:Iteration 5F (404.791862 sec): 3 clusters Score: Raw -130115.780119 + Penalty 1574.295430 = -128541.484689 nChanged 195 SP:Iteration 6Q (404.831963 sec): 3 clusters Score: Raw -130216.353104 + Penalty 1574.295430 = -128642.057674 nChanged 144 SP:Iteration 7Q (404.878045 sec): 3 clusters Score: Raw -130280.197539 + Penalty 1574.295430 = -128705.902109 nChanged 89 SP:Iteration 8Q (404.922035 sec): 3 clusters Score: Raw -130316.595285 + Penalty 1574.295430 = -128742.299855 nChanged 80 SP:Iteration 9Q (404.979810 sec): 3 clusters Score: Raw -130345.200151 + Penalty 1574.295430 = -128770.904721 nChanged 68 SP:Iteration 10Q (404.997776 sec): 3 clusters Score: Raw -130371.002166 + Penalty 1574.295430 = -128796.706736 nChanged 70 SP:Iteration 11Q (405.012555 sec): 3 clusters Score: Raw -130395.380368 + Penalty 1574.295430 = -128821.084938 nChanged 61 SP:Iteration 12Q (405.062659 sec): 3 clusters Score: Raw -130419.726598 + Penalty 1574.295430 = -128845.431168 nChanged 74 SP:Iteration 13Q (405.100447 sec): 3 clusters Score: Raw -130451.684701 + Penalty 1574.295430 = -128877.389271 nChanged 81 SP:Iteration 14Q (405.140325 sec): 3 clusters Score: Raw -130492.829640 + Penalty 1574.295430 = -128918.534210 nChanged 88 SP:Iteration 15Q (405.194240 sec): 3 clusters Score: Raw -130538.473626 + Penalty 1574.295430 = -128964.178196 nChanged 83 SP:Iteration 16Q (405.244370 sec): 3 clusters Score: Raw -130583.486155 + Penalty 1574.295430 = -129009.190725 nChanged 87 SP:Iteration 17Q (405.280571 sec): 3 clusters Score: Raw -130629.279487 + Penalty 1574.295430 = -129054.984057 nChanged 69 SP:Iteration 18Q (405.326812 sec): 3 clusters Score: Raw -130661.953595 + Penalty 1574.295430 = -129087.658165 nChanged 66 SP:Iteration 19Q (405.370347 sec): 3 clusters Score: Raw -130694.491150 + Penalty 1574.295430 = -129120.195720 nChanged 62 SP:Iteration 20F (405.417427 sec): 3 clusters Score: Raw -130729.567659 + Penalty 1574.295430 = -129155.272229 nChanged 52 SP:Iteration 21Q (405.473521 sec): 3 clusters Score: Raw -130750.465758 + Penalty 1574.295430 = -129176.170328 nChanged 40 SP:Iteration 22Q (405.508180 sec): 3 clusters Score: Raw -130765.757850 + Penalty 1574.295430 = -129191.462420 nChanged 35 SP:Iteration 23Q (405.562426 sec): 3 clusters Score: Raw -130780.418997 + Penalty 1574.295430 = -129206.123567 nChanged 33 SP:Iteration 24Q (405.607167 sec): 3 clusters Score: Raw -130793.589285 + Penalty 1574.295430 = -129219.293855 nChanged 30 SP:Iteration 25Q (405.646548 sec): 3 clusters Score: Raw -130806.440188 + Penalty 1574.295430 = -129232.144758 nChanged 29 SP:Iteration 26Q (405.689843 sec): 3 clusters Score: Raw -130820.960382 + Penalty 1574.295430 = -129246.664952 nChanged 28 SP:Iteration 27Q (405.736971 sec): 3 clusters Score: Raw -130834.647885 + Penalty 1574.295430 = -129260.352455 nChanged 29 SP:Iteration 28Q (405.783906 sec): 3 clusters Score: Raw -130848.622182 + Penalty 1574.295430 = -129274.326752 nChanged 25 SP:Iteration 29Q (405.829340 sec): 3 clusters Score: Raw -130860.007305 + Penalty 1574.295430 = -129285.711875 nChanged 12 SP:Iteration 30Q (405.876348 sec): 3 clusters Score: Raw -130864.644958 + Penalty 1574.295430 = -129290.349528 nChanged 7 SP:Iteration 31Q (405.933482 sec): 3 clusters Score: Raw -130868.150890 + Penalty 1574.295430 = -129293.855461 nChanged 9 SP:Iteration 32Q (405.964951 sec): 3 clusters Score: Raw -130872.057836 + Penalty 1574.295430 = -129297.762406 nChanged 9 SP:Iteration 33Q (406.007729 sec): 3 clusters Score: Raw -130874.945663 + Penalty 1574.295430 = -129300.650233 nChanged 10 SP:Iteration 34Q (406.054867 sec): 3 clusters Score: Raw -130878.849883 + Penalty 1574.295430 = -129304.554453 nChanged 12 SP:Iteration 35Q (406.096054 sec): 3 clusters Score: Raw -130883.489129 + Penalty 1574.295430 = -129309.193700 nChanged 9 SP:Iteration 36Q (406.147370 sec): 3 clusters Score: Raw -130886.121548 + Penalty 1574.295430 = -129311.826118 nChanged 9 SP:Iteration 37Q (406.185802 sec): 3 clusters Score: Raw -130888.324050 + Penalty 1574.295430 = -129314.028620 nChanged 7 SP:Iteration 38Q (406.221082 sec): 3 clusters Score: Raw -130890.088694 + Penalty 1574.295430 = -129315.793264 nChanged 6 SP:Iteration 39Q (406.275342 sec): 3 clusters Score: Raw -130891.757173 + Penalty 1574.295430 = -129317.461743 nChanged 3 SP:Iteration 40F (406.316132 sec): 3 clusters Score: Raw -130892.995430 + Penalty 1574.295430 = -129318.700000 nChanged 0 Trying to split cluster 19 (2133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (406.334332 sec): 2 clusters Score: Raw -80519.348532 + Penalty 728.202048 = -79791.146484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (406.389139 sec): 3 clusters Score: Raw -79489.750684 + Penalty 1456.404097 = -78033.346587 nChanged 857 SP:Iteration 1F (406.432279 sec): 3 clusters Score: Raw -80095.693378 + Penalty 1456.404097 = -78639.289281 nChanged 212 SP:Iteration 2F (406.471535 sec): 3 clusters Score: Raw -80284.340895 + Penalty 1456.404097 = -78827.936799 nChanged 180 SP:Iteration 3F (406.505451 sec): 3 clusters Score: Raw -80443.053998 + Penalty 1456.404097 = -78986.649901 nChanged 130 SP:Iteration 4F (406.561850 sec): 3 clusters Score: Raw -80563.107728 + Penalty 1456.404097 = -79106.703631 nChanged 104 SP:Iteration 5Q (406.597066 sec): 3 clusters Score: Raw -80670.274920 + Penalty 1456.404097 = -79213.870823 nChanged 92 SP:Iteration 6Q (406.653566 sec): 3 clusters Score: Raw -80773.056155 + Penalty 1456.404097 = -79316.652058 nChanged 66 SP:Iteration 7Q (406.687944 sec): 3 clusters Score: Raw -80881.411259 + Penalty 1456.404097 = -79425.007163 nChanged 77 SP:Iteration 8Q (406.730725 sec): 3 clusters Score: Raw -80967.417565 + Penalty 1456.404097 = -79511.013468 nChanged 59 SP:Iteration 9Q (406.776181 sec): 3 clusters Score: Raw -81017.863961 + Penalty 1456.404097 = -79561.459865 nChanged 48 SP:Iteration 10Q (406.829409 sec): 3 clusters Score: Raw -81051.186721 + Penalty 1456.404097 = -79594.782624 nChanged 31 SP:Iteration 11Q (406.864342 sec): 3 clusters Score: Raw -81069.492021 + Penalty 1456.404097 = -79613.087925 nChanged 31 SP:Iteration 12Q (406.908330 sec): 3 clusters Score: Raw -81086.961893 + Penalty 1456.404097 = -79630.557796 nChanged 23 SP:Iteration 13Q (406.950366 sec): 3 clusters Score: Raw -81103.943294 + Penalty 1456.404097 = -79647.539197 nChanged 27 SP:Iteration 14Q (406.991126 sec): 3 clusters Score: Raw -81120.508322 + Penalty 1456.404097 = -79664.104225 nChanged 27 SP:Iteration 15Q (407.033729 sec): 3 clusters Score: Raw -81131.694503 + Penalty 1456.404097 = -79675.290406 nChanged 14 SP:Iteration 16Q (407.077435 sec): 3 clusters Score: Raw -81136.993304 + Penalty 1456.404097 = -79680.589208 nChanged 5 SP:Iteration 17Q (407.131173 sec): 3 clusters Score: Raw -81138.415875 + Penalty 1456.404097 = -79682.011778 nChanged 3 SP:Iteration 18Q (407.181260 sec): 3 clusters Score: Raw -81139.692436 + Penalty 1456.404097 = -79683.288339 nChanged 1 SP:Iteration 19Q (407.224648 sec): 3 clusters Score: Raw -81139.977651 + Penalty 1456.404097 = -79683.573555 nChanged 1 SP:Iteration 20F (407.256484 sec): 3 clusters Score: Raw -81140.248482 + Penalty 1456.404097 = -79683.844385 nChanged 0 Trying to split cluster 20 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.274039 sec): 2 clusters Score: Raw -15213.441798 + Penalty 577.376013 = -14636.065784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.313662 sec): 3 clusters Score: Raw -15128.088804 + Penalty 1154.752026 = -13973.336778 nChanged 98 SP:Iteration 1F (407.356015 sec): 3 clusters Score: Raw -15234.300438 + Penalty 1154.752026 = -14079.548412 nChanged 24 SP:Iteration 2F (407.400407 sec): 3 clusters Score: Raw -15265.994781 + Penalty 1154.752026 = -14111.242755 nChanged 8 SP:Iteration 3Q (407.447520 sec): 3 clusters Score: Raw -15277.447696 + Penalty 1154.752026 = -14122.695670 nChanged 7 SP:Iteration 4Q (407.492462 sec): 3 clusters Score: Raw -15286.516128 + Penalty 1154.752026 = -14131.764101 nChanged 5 SP:Iteration 5Q (407.532511 sec): 3 clusters Score: Raw -15295.088185 + Penalty 1154.752026 = -14140.336159 nChanged 3 SP:Iteration 6Q (407.572978 sec): 3 clusters Score: Raw -15297.569078 + Penalty 1154.752026 = -14142.817051 nChanged 1 SP:Iteration 7Q (407.614269 sec): 3 clusters Score: Raw -15298.807646 + Penalty 1154.752026 = -14144.055619 nChanged 1 SP:Iteration 8Q (407.659720 sec): 3 clusters Score: Raw -15300.339836 + Penalty 1154.752026 = -14145.587810 nChanged 0 SP:Iteration 9F (407.706171 sec): 3 clusters Score: Raw -15300.339836 + Penalty 1154.752026 = -14145.587810 nChanged 0 Trying to split cluster 21 (1877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.729158 sec): 2 clusters Score: Raw -75850.732571 + Penalty 716.055853 = -75134.676718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.774828 sec): 3 clusters Score: Raw -74956.992041 + Penalty 1432.111707 = -73524.880334 nChanged 737 SP:Iteration 1F (407.817284 sec): 3 clusters Score: Raw -75373.979424 + Penalty 1432.111707 = -73941.867717 nChanged 132 SP:Iteration 2F (407.855405 sec): 3 clusters Score: Raw -75468.573469 + Penalty 1432.111707 = -74036.461762 nChanged 107 SP:Iteration 3F (407.907758 sec): 3 clusters Score: Raw -75530.919525 + Penalty 1432.111707 = -74098.807818 nChanged 70 SP:Iteration 4Q (407.951383 sec): 3 clusters Score: Raw -75577.351571 + Penalty 1432.111707 = -74145.239864 nChanged 72 SP:Iteration 5Q (407.985221 sec): 3 clusters Score: Raw -75642.377236 + Penalty 1432.111707 = -74210.265529 nChanged 73 SP:Iteration 6Q (408.026155 sec): 3 clusters Score: Raw -75707.155236 + Penalty 1432.111707 = -74275.043529 nChanged 79 SP:Iteration 7Q (408.073036 sec): 3 clusters Score: Raw -75763.913501 + Penalty 1432.111707 = -74331.801794 nChanged 82 SP:Iteration 8Q (408.104676 sec): 3 clusters Score: Raw -75812.844870 + Penalty 1432.111707 = -74380.733163 nChanged 68 SP:Iteration 9Q (408.145299 sec): 3 clusters Score: Raw -75853.323807 + Penalty 1432.111707 = -74421.212100 nChanged 59 SP:Iteration 10Q (408.188245 sec): 3 clusters Score: Raw -75885.977841 + Penalty 1432.111707 = -74453.866134 nChanged 45 SP:Iteration 11Q (408.239290 sec): 3 clusters Score: Raw -75910.536524 + Penalty 1432.111707 = -74478.424817 nChanged 43 SP:Iteration 12Q (408.276653 sec): 3 clusters Score: Raw -75936.896955 + Penalty 1432.111707 = -74504.785248 nChanged 46 SP:Iteration 13Q (408.310956 sec): 3 clusters Score: Raw -75967.020744 + Penalty 1432.111707 = -74534.909037 nChanged 49 SP:Iteration 14Q (408.355461 sec): 3 clusters Score: Raw -75995.362852 + Penalty 1432.111707 = -74563.251145 nChanged 37 SP:Iteration 15Q (408.405971 sec): 3 clusters Score: Raw -76019.545625 + Penalty 1432.111707 = -74587.433918 nChanged 41 SP:Iteration 16Q (408.438098 sec): 3 clusters Score: Raw -76042.289496 + Penalty 1432.111707 = -74610.177789 nChanged 36 SP:Iteration 17Q (408.474984 sec): 3 clusters Score: Raw -76060.916303 + Penalty 1432.111707 = -74628.804596 nChanged 34 SP:Iteration 18Q (408.513876 sec): 3 clusters Score: Raw -76080.324986 + Penalty 1432.111707 = -74648.213279 nChanged 29 SP:Iteration 19Q (408.537428 sec): 3 clusters Score: Raw -76097.345111 + Penalty 1432.111707 = -74665.233404 nChanged 29 SP:Iteration 20F (408.553230 sec): 3 clusters Score: Raw -76114.053070 + Penalty 1432.111707 = -74681.941363 nChanged 26 SP:Iteration 21Q (408.565608 sec): 3 clusters Score: Raw -76130.516882 + Penalty 1432.111707 = -74698.405175 nChanged 28 SP:Iteration 22Q (408.600274 sec): 3 clusters Score: Raw -76151.857390 + Penalty 1432.111707 = -74719.745683 nChanged 28 SP:Iteration 23Q (408.642664 sec): 3 clusters Score: Raw -76177.846030 + Penalty 1432.111707 = -74745.734323 nChanged 28 SP:Iteration 24Q (408.689516 sec): 3 clusters Score: Raw -76212.052691 + Penalty 1432.111707 = -74779.940984 nChanged 24 SP:Iteration 25Q (408.737552 sec): 3 clusters Score: Raw -76240.158742 + Penalty 1432.111707 = -74808.047035 nChanged 24 SP:Iteration 26Q (408.793090 sec): 3 clusters Score: Raw -76259.776644 + Penalty 1432.111707 = -74827.664937 nChanged 19 SP:Iteration 27Q (408.833135 sec): 3 clusters Score: Raw -76281.104868 + Penalty 1432.111707 = -74848.993161 nChanged 17 SP:Iteration 28Q (408.886065 sec): 3 clusters Score: Raw -76303.895564 + Penalty 1432.111707 = -74871.783857 nChanged 19 SP:Iteration 29Q (408.930984 sec): 3 clusters Score: Raw -76319.253750 + Penalty 1432.111707 = -74887.142043 nChanged 7 SP:Iteration 30Q (408.970605 sec): 3 clusters Score: Raw -76323.193630 + Penalty 1432.111707 = -74891.081923 nChanged 5 SP:Iteration 31Q (409.012999 sec): 3 clusters Score: Raw -76326.979921 + Penalty 1432.111707 = -74894.868214 nChanged 3 SP:Iteration 32Q (409.062784 sec): 3 clusters Score: Raw -76328.622698 + Penalty 1432.111707 = -74896.510991 nChanged 1 SP:Iteration 33Q (409.110664 sec): 3 clusters Score: Raw -76328.886065 + Penalty 1432.111707 = -74896.774358 nChanged 1 SP:Iteration 34Q (409.152089 sec): 3 clusters Score: Raw -76329.373669 + Penalty 1432.111707 = -74897.261962 nChanged 2 SP:Iteration 35Q (409.197553 sec): 3 clusters Score: Raw -76330.552263 + Penalty 1432.111707 = -74898.440556 nChanged 3 SP:Iteration 36Q (409.249344 sec): 3 clusters Score: Raw -76332.502259 + Penalty 1432.111707 = -74900.390552 nChanged 4 SP:Iteration 37Q (409.294069 sec): 3 clusters Score: Raw -76333.634046 + Penalty 1432.111707 = -74901.522339 nChanged 4 SP:Iteration 38Q (409.329826 sec): 3 clusters Score: Raw -76335.363917 + Penalty 1432.111707 = -74903.252210 nChanged 3 SP:Iteration 39Q (409.367633 sec): 3 clusters Score: Raw -76337.536132 + Penalty 1432.111707 = -74905.424425 nChanged 2 SP:Iteration 40F (409.409755 sec): 3 clusters Score: Raw -76338.505025 + Penalty 1432.111707 = -74906.393318 nChanged 4 SP:Iteration 41Q (409.448595 sec): 3 clusters Score: Raw -76340.561995 + Penalty 1432.111707 = -74908.450288 nChanged 1 SP:Iteration 42Q (409.491811 sec): 3 clusters Score: Raw -76341.117904 + Penalty 1432.111707 = -74909.006197 nChanged 1 SP:Iteration 43Q (409.544326 sec): 3 clusters Score: Raw -76341.602605 + Penalty 1432.111707 = -74909.490898 nChanged 0 SP:Iteration 44F (409.583868 sec): 3 clusters Score: Raw -76341.602605 + Penalty 1432.111707 = -74909.490898 nChanged 0 Trying to split cluster 22 (12241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (409.621110 sec): 2 clusters Score: Raw -482244.832475 + Penalty 894.191894 = -481350.640581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (409.674396 sec): 3 clusters Score: Raw -474827.160460 + Penalty 1788.383788 = -473038.776672 nChanged 5640 SP:Iteration 1F (409.731352 sec): 3 clusters Score: Raw -478004.552342 + Penalty 1788.383788 = -476216.168554 nChanged 649 SP:Iteration 2F (409.784155 sec): 3 clusters Score: Raw -478256.662723 + Penalty 1788.383788 = -476468.278935 nChanged 597 SP:Iteration 3Q (409.844511 sec): 3 clusters Score: Raw -478495.787297 + Penalty 1788.383788 = -476707.403509 nChanged 533 SP:Iteration 4Q (409.902076 sec): 3 clusters Score: Raw -478720.640406 + Penalty 1788.383788 = -476932.256618 nChanged 510 SP:Iteration 5Q (409.960227 sec): 3 clusters Score: Raw -478927.542119 + Penalty 1788.383788 = -477139.158331 nChanged 524 SP:Iteration 6Q (410.017330 sec): 3 clusters Score: Raw -479130.649874 + Penalty 1788.383788 = -477342.266086 nChanged 479 SP:Iteration 7Q (410.074984 sec): 3 clusters Score: Raw -479326.106815 + Penalty 1788.383788 = -477537.723027 nChanged 471 SP:Iteration 8Q (410.128198 sec): 3 clusters Score: Raw -479530.203134 + Penalty 1788.383788 = -477741.819347 nChanged 439 SP:Iteration 9Q (410.180779 sec): 3 clusters Score: Raw -479747.805861 + Penalty 1788.383788 = -477959.422073 nChanged 458 SP:Iteration 10Q (410.247458 sec): 3 clusters Score: Raw -479977.540304 + Penalty 1788.383788 = -478189.156516 nChanged 446 SP:Iteration 11Q (410.305172 sec): 3 clusters Score: Raw -480221.198349 + Penalty 1788.383788 = -478432.814562 nChanged 430 SP:Iteration 12Q (410.373097 sec): 3 clusters Score: Raw -480457.621834 + Penalty 1788.383788 = -478669.238046 nChanged 377 SP:Iteration 13Q (410.420533 sec): 3 clusters Score: Raw -480632.679095 + Penalty 1788.383788 = -478844.295307 nChanged 312 SP:Iteration 14Q (410.486016 sec): 3 clusters Score: Raw -480732.744107 + Penalty 1788.383788 = -478944.360319 nChanged 206 SP:Iteration 15Q (410.545136 sec): 3 clusters Score: Raw -480782.980991 + Penalty 1788.383788 = -478994.597203 nChanged 140 SP:Iteration 16Q (410.596255 sec): 3 clusters Score: Raw -480813.763689 + Penalty 1788.383788 = -479025.379901 nChanged 122 SP:Iteration 17Q (410.659973 sec): 3 clusters Score: Raw -480838.157877 + Penalty 1788.383788 = -479049.774089 nChanged 103 SP:Iteration 18Q (410.716881 sec): 3 clusters Score: Raw -480857.008136 + Penalty 1788.383788 = -479068.624348 nChanged 84 SP:Iteration 19Q (410.778428 sec): 3 clusters Score: Raw -480872.465176 + Penalty 1788.383788 = -479084.081389 nChanged 96 SP:Iteration 20F (410.836135 sec): 3 clusters Score: Raw -480891.521331 + Penalty 1788.383788 = -479103.137543 nChanged 106 SP:Iteration 21Q (410.901697 sec): 3 clusters Score: Raw -480915.518270 + Penalty 1788.383788 = -479127.134482 nChanged 118 SP:Iteration 22Q (410.960500 sec): 3 clusters Score: Raw -480946.279521 + Penalty 1788.383788 = -479157.895734 nChanged 128 SP:Iteration 23Q (411.012296 sec): 3 clusters Score: Raw -480976.918407 + Penalty 1788.383788 = -479188.534619 nChanged 123 SP:Iteration 24Q (411.069830 sec): 3 clusters Score: Raw -481006.827751 + Penalty 1788.383788 = -479218.443963 nChanged 118 SP:Iteration 25Q (411.135585 sec): 3 clusters Score: Raw -481037.397635 + Penalty 1788.383788 = -479249.013847 nChanged 133 SP:Iteration 26Q (411.186284 sec): 3 clusters Score: Raw -481071.672575 + Penalty 1788.383788 = -479283.288787 nChanged 140 SP:Iteration 27Q (411.244219 sec): 3 clusters Score: Raw -481107.391014 + Penalty 1788.383788 = -479319.007226 nChanged 119 SP:Iteration 28Q (411.302160 sec): 3 clusters Score: Raw -481141.025562 + Penalty 1788.383788 = -479352.641774 nChanged 136 SP:Iteration 29Q (411.367115 sec): 3 clusters Score: Raw -481174.184287 + Penalty 1788.383788 = -479385.800499 nChanged 111 SP:Iteration 30Q (411.422657 sec): 3 clusters Score: Raw -481198.987955 + Penalty 1788.383788 = -479410.604167 nChanged 101 SP:Iteration 31Q (411.487948 sec): 3 clusters Score: Raw -481219.866136 + Penalty 1788.383788 = -479431.482348 nChanged 114 SP:Iteration 32Q (411.540156 sec): 3 clusters Score: Raw -481244.416122 + Penalty 1788.383788 = -479456.032334 nChanged 98 SP:Iteration 33Q (411.606086 sec): 3 clusters Score: Raw -481266.025927 + Penalty 1788.383788 = -479477.642140 nChanged 109 SP:Iteration 34Q (411.651984 sec): 3 clusters Score: Raw -481293.191765 + Penalty 1788.383788 = -479504.807977 nChanged 127 SP:Iteration 35Q (411.710040 sec): 3 clusters Score: Raw -481328.086915 + Penalty 1788.383788 = -479539.703127 nChanged 124 SP:Iteration 36Q (411.771805 sec): 3 clusters Score: Raw -481358.127103 + Penalty 1788.383788 = -479569.743316 nChanged 115 SP:Iteration 37Q (411.836490 sec): 3 clusters Score: Raw -481385.657236 + Penalty 1788.383788 = -479597.273448 nChanged 116 SP:Iteration 38Q (411.886103 sec): 3 clusters Score: Raw -481417.242352 + Penalty 1788.383788 = -479628.858564 nChanged 126 SP:Iteration 39Q (411.947758 sec): 3 clusters Score: Raw -481453.680942 + Penalty 1788.383788 = -479665.297154 nChanged 135 SP:Iteration 40F (412.007390 sec): 3 clusters Score: Raw -481496.378275 + Penalty 1788.383788 = -479707.994487 nChanged 134 SP:Iteration 41Q (412.070796 sec): 3 clusters Score: Raw -481535.613089 + Penalty 1788.383788 = -479747.229301 nChanged 123 SP:Iteration 42Q (412.125936 sec): 3 clusters Score: Raw -481570.014069 + Penalty 1788.383788 = -479781.630281 nChanged 106 SP:Iteration 43Q (412.175783 sec): 3 clusters Score: Raw -481599.731640 + Penalty 1788.383788 = -479811.347852 nChanged 102 SP:Iteration 44Q (412.234008 sec): 3 clusters Score: Raw -481631.214078 + Penalty 1788.383788 = -479842.830291 nChanged 107 SP:Iteration 45Q (412.292121 sec): 3 clusters Score: Raw -481668.808952 + Penalty 1788.383788 = -479880.425164 nChanged 112 SP:Iteration 46Q (412.360546 sec): 3 clusters Score: Raw -481705.899067 + Penalty 1788.383788 = -479917.515279 nChanged 110 SP:Iteration 47Q (412.420596 sec): 3 clusters Score: Raw -481742.291836 + Penalty 1788.383788 = -479953.908048 nChanged 103 SP:Iteration 48Q (412.473038 sec): 3 clusters Score: Raw -481779.322338 + Penalty 1788.383788 = -479990.938550 nChanged 105 SP:Iteration 49Q (412.528882 sec): 3 clusters Score: Raw -481819.156734 + Penalty 1788.383788 = -480030.772946 nChanged 100 SP:Iteration 50Q (412.584784 sec): 3 clusters Score: Raw -481853.104321 + Penalty 1788.383788 = -480064.720533 nChanged 94 SP:Iteration 51Q (412.637989 sec): 3 clusters Score: Raw -481887.597930 + Penalty 1788.383788 = -480099.214142 nChanged 97 SP:Iteration 52Q (412.690560 sec): 3 clusters Score: Raw -481926.574465 + Penalty 1788.383788 = -480138.190677 nChanged 89 SP:Iteration 53Q (412.747079 sec): 3 clusters Score: Raw -481962.327119 + Penalty 1788.383788 = -480173.943331 nChanged 84 SP:Iteration 54Q (412.805835 sec): 3 clusters Score: Raw -481998.010346 + Penalty 1788.383788 = -480209.626558 nChanged 81 SP:Iteration 55Q (412.864196 sec): 3 clusters Score: Raw -482037.604233 + Penalty 1788.383788 = -480249.220445 nChanged 77 SP:Iteration 56Q (412.916449 sec): 3 clusters Score: Raw -482068.863080 + Penalty 1788.383788 = -480280.479292 nChanged 68 SP:Iteration 57Q (412.976157 sec): 3 clusters Score: Raw -482100.622886 + Penalty 1788.383788 = -480312.239098 nChanged 74 SP:Iteration 58Q (413.026374 sec): 3 clusters Score: Raw -482138.430227 + Penalty 1788.383788 = -480350.046439 nChanged 70 SP:Iteration 59Q (413.086444 sec): 3 clusters Score: Raw -482174.082499 + Penalty 1788.383788 = -480385.698711 nChanged 61 SP:Iteration 60F (413.143637 sec): 3 clusters Score: Raw -482205.433840 + Penalty 1788.383788 = -480417.050052 nChanged 53 SP:Iteration 61Q (413.197016 sec): 3 clusters Score: Raw -482228.409520 + Penalty 1788.383788 = -480440.025732 nChanged 47 SP:Iteration 62Q (413.248738 sec): 3 clusters Score: Raw -482247.417020 + Penalty 1788.383788 = -480459.033232 nChanged 47 SP:Iteration 63Q (413.314213 sec): 3 clusters Score: Raw -482269.372249 + Penalty 1788.383788 = -480480.988461 nChanged 36 SP:Iteration 64Q (413.361995 sec): 3 clusters Score: Raw -482287.648452 + Penalty 1788.383788 = -480499.264664 nChanged 39 SP:Iteration 65Q (413.407569 sec): 3 clusters Score: Raw -482307.418664 + Penalty 1788.383788 = -480519.034876 nChanged 22 SP:Iteration 66Q (413.465231 sec): 3 clusters Score: Raw -482320.999793 + Penalty 1788.383788 = -480532.616005 nChanged 24 SP:Iteration 67Q (413.511905 sec): 3 clusters Score: Raw -482335.002255 + Penalty 1788.383788 = -480546.618467 nChanged 18 SP:Iteration 68Q (413.565610 sec): 3 clusters Score: Raw -482345.622984 + Penalty 1788.383788 = -480557.239196 nChanged 15 SP:Iteration 69Q (413.622095 sec): 3 clusters Score: Raw -482355.240539 + Penalty 1788.383788 = -480566.856751 nChanged 17 SP:Iteration 70Q (413.681397 sec): 3 clusters Score: Raw -482364.042398 + Penalty 1788.383788 = -480575.658610 nChanged 6 SP:Iteration 71Q (413.742680 sec): 3 clusters Score: Raw -482367.938599 + Penalty 1788.383788 = -480579.554811 nChanged 5 SP:Iteration 72Q (413.802219 sec): 3 clusters Score: Raw -482370.106630 + Penalty 1788.383788 = -480581.722843 nChanged 8 SP:Iteration 73Q (413.844148 sec): 3 clusters Score: Raw -482375.110995 + Penalty 1788.383788 = -480586.727207 nChanged 12 SP:Iteration 74Q (413.909265 sec): 3 clusters Score: Raw -482380.823843 + Penalty 1788.383788 = -480592.440055 nChanged 6 SP:Iteration 75Q (413.958118 sec): 3 clusters Score: Raw -482384.321154 + Penalty 1788.383788 = -480595.937366 nChanged 9 SP:Iteration 76Q (414.012284 sec): 3 clusters Score: Raw -482389.410706 + Penalty 1788.383788 = -480601.026918 nChanged 8 SP:Iteration 77Q (414.056686 sec): 3 clusters Score: Raw -482393.801829 + Penalty 1788.383788 = -480605.418041 nChanged 7 SP:Iteration 78Q (414.106415 sec): 3 clusters Score: Raw -482398.698578 + Penalty 1788.383788 = -480610.314790 nChanged 4 SP:Iteration 79Q (414.163633 sec): 3 clusters Score: Raw -482402.340899 + Penalty 1788.383788 = -480613.957111 nChanged 4 SP:Iteration 80F (414.213457 sec): 3 clusters Score: Raw -482404.673987 + Penalty 1788.383788 = -480616.290199 nChanged 4 SP:Iteration 81Q (414.269435 sec): 3 clusters Score: Raw -482408.534413 + Penalty 1788.383788 = -480620.150625 nChanged 6 SP:Iteration 82Q (414.330058 sec): 3 clusters Score: Raw -482412.431157 + Penalty 1788.383788 = -480624.047369 nChanged 5 SP:Iteration 83Q (414.388648 sec): 3 clusters Score: Raw -482414.599138 + Penalty 1788.383788 = -480626.215350 nChanged 0 SP:Iteration 84F (414.449444 sec): 3 clusters Score: Raw -482414.599138 + Penalty 1788.383788 = -480626.215350 nChanged 0 Trying to split cluster 23 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (414.472781 sec): 2 clusters Score: Raw -15405.281163 + Penalty 604.977783 = -14800.303381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (414.508550 sec): 3 clusters Score: Raw -15225.717765 + Penalty 1209.955565 = -14015.762200 nChanged 192 SP:Iteration 1F (414.547912 sec): 3 clusters Score: Raw -15411.013611 + Penalty 1209.955565 = -14201.058045 nChanged 45 SP:Iteration 2F (414.592279 sec): 3 clusters Score: Raw -15463.912813 + Penalty 1209.955565 = -14253.957248 nChanged 29 SP:Iteration 3Q (414.640123 sec): 3 clusters Score: Raw -15499.343901 + Penalty 1209.955565 = -14289.388336 nChanged 25 SP:Iteration 4Q (414.672622 sec): 3 clusters Score: Raw -15524.195936 + Penalty 1209.955565 = -14314.240371 nChanged 13 SP:Iteration 5Q (414.717209 sec): 3 clusters Score: Raw -15540.613261 + Penalty 1209.955565 = -14330.657696 nChanged 9 SP:Iteration 6Q (414.762547 sec): 3 clusters Score: Raw -15545.282995 + Penalty 1209.955565 = -14335.327430 nChanged 4 SP:Iteration 7Q (414.806495 sec): 3 clusters Score: Raw -15550.234366 + Penalty 1209.955565 = -14340.278800 nChanged 3 SP:Iteration 8Q (414.847396 sec): 3 clusters Score: Raw -15553.043916 + Penalty 1209.955565 = -14343.088350 nChanged 3 SP:Iteration 9Q (414.888105 sec): 3 clusters Score: Raw -15556.136713 + Penalty 1209.955565 = -14346.181147 nChanged 2 SP:Iteration 10Q (414.927466 sec): 3 clusters Score: Raw -15562.585997 + Penalty 1209.955565 = -14352.630432 nChanged 8 SP:Iteration 11Q (414.963874 sec): 3 clusters Score: Raw -15574.499190 + Penalty 1209.955565 = -14364.543625 nChanged 9 SP:Iteration 12Q (415.009630 sec): 3 clusters Score: Raw -15584.533374 + Penalty 1209.955565 = -14374.577809 nChanged 14 SP:Iteration 13Q (415.054262 sec): 3 clusters Score: Raw -15605.374058 + Penalty 1209.955565 = -14395.418493 nChanged 14 SP:Iteration 14Q (415.091544 sec): 3 clusters Score: Raw -15657.092019 + Penalty 1209.955565 = -14447.136454 nChanged 12 SP:Iteration 15Q (415.128912 sec): 3 clusters Score: Raw -15676.421893 + Penalty 1209.955565 = -14466.466328 nChanged 11 SP:Iteration 16Q (415.159904 sec): 3 clusters Score: Raw -15699.387063 + Penalty 1209.955565 = -14489.431498 nChanged 18 SP:Iteration 17Q (415.204098 sec): 3 clusters Score: Raw -15728.309271 + Penalty 1209.955565 = -14518.353706 nChanged 14 SP:Iteration 18Q (415.238636 sec): 3 clusters Score: Raw -15759.762768 + Penalty 1209.955565 = -14549.807203 nChanged 18 SP:Iteration 19Q (415.284420 sec): 3 clusters Score: Raw -15805.232471 + Penalty 1209.955565 = -14595.276906 nChanged 13 SP:Iteration 20F (415.325507 sec): 3 clusters Score: Raw -15841.808445 + Penalty 1209.955565 = -14631.852879 nChanged 12 SP:Iteration 21Q (415.358004 sec): 3 clusters Score: Raw -15873.887354 + Penalty 1209.955565 = -14663.931789 nChanged 8 SP:Iteration 22Q (415.399663 sec): 3 clusters Score: Raw -15894.462413 + Penalty 1209.955565 = -14684.506847 nChanged 4 SP:Iteration 23Q (415.437382 sec): 3 clusters Score: Raw -15903.240825 + Penalty 1209.955565 = -14693.285260 nChanged 6 SP:Iteration 24Q (415.483513 sec): 3 clusters Score: Raw -15923.278856 + Penalty 1209.955565 = -14713.323290 nChanged 8 SP:Iteration 25Q (415.528340 sec): 3 clusters Score: Raw -15932.809658 + Penalty 1209.955565 = -14722.854093 nChanged 2 SP:Iteration 26Q (415.576824 sec): 3 clusters Score: Raw -15934.219287 + Penalty 1209.955565 = -14724.263722 nChanged 2 SP:Iteration 27Q (415.619492 sec): 3 clusters Score: Raw -15935.886312 + Penalty 1209.955565 = -14725.930746 nChanged 0 SP:Iteration 28F (415.666997 sec): 3 clusters Score: Raw -15935.886312 + Penalty 1209.955565 = -14725.930746 nChanged 0 Trying to split cluster 24 (11881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (415.701587 sec): 2 clusters Score: Raw -476665.910583 + Penalty 891.356098 = -475774.554486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (415.766603 sec): 3 clusters Score: Raw -469463.169431 + Penalty 1782.712195 = -467680.457236 nChanged 5429 SP:Iteration 1F (415.816227 sec): 3 clusters Score: Raw -472469.935840 + Penalty 1782.712195 = -470687.223645 nChanged 624 SP:Iteration 2F (415.872974 sec): 3 clusters Score: Raw -472736.404140 + Penalty 1782.712195 = -470953.691945 nChanged 600 SP:Iteration 3F (415.931791 sec): 3 clusters Score: Raw -473047.218049 + Penalty 1782.712195 = -471264.505854 nChanged 709 SP:Iteration 4F (415.993872 sec): 3 clusters Score: Raw -473503.004817 + Penalty 1782.712195 = -471720.292622 nChanged 831 SP:Iteration 5F (416.063386 sec): 3 clusters Score: Raw -474134.202201 + Penalty 1782.712195 = -472351.490006 nChanged 915 SP:Iteration 6F (416.122595 sec): 3 clusters Score: Raw -474950.869824 + Penalty 1782.712195 = -473168.157629 nChanged 842 SP:Iteration 7F (416.172024 sec): 3 clusters Score: Raw -475758.551479 + Penalty 1782.712195 = -473975.839283 nChanged 559 SP:Iteration 8Q (416.232938 sec): 3 clusters Score: Raw -476274.558583 + Penalty 1782.712195 = -474491.846388 nChanged 293 SP:Iteration 9Q (416.285684 sec): 3 clusters Score: Raw -476529.437113 + Penalty 1782.712195 = -474746.724917 nChanged 123 SP:Iteration 10Q (416.342155 sec): 3 clusters Score: Raw -476645.409313 + Penalty 1782.712195 = -474862.697118 nChanged 64 SP:Iteration 11Q (416.411947 sec): 3 clusters Score: Raw -476704.862726 + Penalty 1782.712195 = -474922.150531 nChanged 30 SP:Iteration 12Q (416.465983 sec): 3 clusters Score: Raw -476737.733332 + Penalty 1782.712195 = -474955.021137 nChanged 14 SP:Iteration 13Q (416.525809 sec): 3 clusters Score: Raw -476752.487171 + Penalty 1782.712195 = -474969.774975 nChanged 8 SP:Iteration 14Q (416.580918 sec): 3 clusters Score: Raw -476764.413743 + Penalty 1782.712195 = -474981.701548 nChanged 8 SP:Iteration 15Q (416.638475 sec): 3 clusters Score: Raw -476782.692881 + Penalty 1782.712195 = -474999.980686 nChanged 7 SP:Iteration 16Q (416.691759 sec): 3 clusters Score: Raw -476793.482459 + Penalty 1782.712195 = -475010.770264 nChanged 3 SP:Iteration 17Q (416.752887 sec): 3 clusters Score: Raw -476799.558156 + Penalty 1782.712195 = -475016.845961 nChanged 5 SP:Iteration 18Q (416.799743 sec): 3 clusters Score: Raw -476808.957497 + Penalty 1782.712195 = -475026.245302 nChanged 4 SP:Iteration 19Q (416.854303 sec): 3 clusters Score: Raw -476813.498161 + Penalty 1782.712195 = -475030.785966 nChanged 3 SP:Iteration 20F (416.913211 sec): 3 clusters Score: Raw -476815.833012 + Penalty 1782.712195 = -475033.120817 nChanged 0 Trying to split cluster 25 (8542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (416.949940 sec): 2 clusters Score: Raw -322620.890040 + Penalty 860.011293 = -321760.878748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (416.995299 sec): 3 clusters Score: Raw -317592.019367 + Penalty 1720.022586 = -315871.996782 nChanged 3793 SP:Iteration 1F (417.041678 sec): 3 clusters Score: Raw -319644.601055 + Penalty 1720.022586 = -317924.578470 nChanged 490 SP:Iteration 2F (417.092321 sec): 3 clusters Score: Raw -319861.138639 + Penalty 1720.022586 = -318141.116053 nChanged 463 SP:Iteration 3F (417.149202 sec): 3 clusters Score: Raw -320070.125019 + Penalty 1720.022586 = -318350.102433 nChanged 424 SP:Iteration 4Q (417.207902 sec): 3 clusters Score: Raw -320279.552327 + Penalty 1720.022586 = -318559.529741 nChanged 412 SP:Iteration 5Q (417.255329 sec): 3 clusters Score: Raw -320533.047015 + Penalty 1720.022586 = -318813.024429 nChanged 467 SP:Iteration 6F (417.308101 sec): 3 clusters Score: Raw -320878.748565 + Penalty 1720.022586 = -319158.725979 nChanged 461 SP:Iteration 7F (417.373711 sec): 3 clusters Score: Raw -321243.836686 + Penalty 1720.022586 = -319523.814100 nChanged 400 SP:Iteration 8Q (417.417507 sec): 3 clusters Score: Raw -321591.757449 + Penalty 1720.022586 = -319871.734863 nChanged 350 SP:Iteration 9Q (417.462626 sec): 3 clusters Score: Raw -321825.913585 + Penalty 1720.022586 = -320105.890999 nChanged 277 SP:Iteration 10Q (417.511476 sec): 3 clusters Score: Raw -321971.707359 + Penalty 1720.022586 = -320251.684773 nChanged 214 SP:Iteration 11Q (417.564422 sec): 3 clusters Score: Raw -322071.228669 + Penalty 1720.022586 = -320351.206083 nChanged 160 SP:Iteration 12Q (417.622891 sec): 3 clusters Score: Raw -322139.125980 + Penalty 1720.022586 = -320419.103394 nChanged 120 SP:Iteration 13Q (417.668931 sec): 3 clusters Score: Raw -322180.601903 + Penalty 1720.022586 = -320460.579318 nChanged 101 SP:Iteration 14Q (417.720026 sec): 3 clusters Score: Raw -322217.999544 + Penalty 1720.022586 = -320497.976958 nChanged 101 SP:Iteration 15Q (417.768170 sec): 3 clusters Score: Raw -322258.297588 + Penalty 1720.022586 = -320538.275002 nChanged 94 SP:Iteration 16Q (417.828335 sec): 3 clusters Score: Raw -322291.513488 + Penalty 1720.022586 = -320571.490902 nChanged 81 SP:Iteration 17Q (417.873926 sec): 3 clusters Score: Raw -322317.065165 + Penalty 1720.022586 = -320597.042580 nChanged 76 SP:Iteration 18Q (417.934844 sec): 3 clusters Score: Raw -322342.559245 + Penalty 1720.022586 = -320622.536659 nChanged 68 SP:Iteration 19Q (417.972814 sec): 3 clusters Score: Raw -322366.614355 + Penalty 1720.022586 = -320646.591770 nChanged 60 SP:Iteration 20F (418.030876 sec): 3 clusters Score: Raw -322390.369521 + Penalty 1720.022586 = -320670.346935 nChanged 54 SP:Iteration 21Q (418.084326 sec): 3 clusters Score: Raw -322411.561978 + Penalty 1720.022586 = -320691.539392 nChanged 64 SP:Iteration 22Q (418.154503 sec): 3 clusters Score: Raw -322433.521706 + Penalty 1720.022586 = -320713.499120 nChanged 60 SP:Iteration 23Q (418.217094 sec): 3 clusters Score: Raw -322455.555071 + Penalty 1720.022586 = -320735.532485 nChanged 62 SP:Iteration 24Q (418.267056 sec): 3 clusters Score: Raw -322480.323511 + Penalty 1720.022586 = -320760.300925 nChanged 54 SP:Iteration 25Q (418.339946 sec): 3 clusters Score: Raw -322495.889029 + Penalty 1720.022586 = -320775.866444 nChanged 55 SP:Iteration 26Q (418.385296 sec): 3 clusters Score: Raw -322513.188948 + Penalty 1720.022586 = -320793.166362 nChanged 55 SP:Iteration 27Q (418.450694 sec): 3 clusters Score: Raw -322533.150780 + Penalty 1720.022586 = -320813.128194 nChanged 55 SP:Iteration 28Q (418.504237 sec): 3 clusters Score: Raw -322554.956076 + Penalty 1720.022586 = -320834.933490 nChanged 51 SP:Iteration 29Q (418.552035 sec): 3 clusters Score: Raw -322572.175457 + Penalty 1720.022586 = -320852.152871 nChanged 42 SP:Iteration 30Q (418.616284 sec): 3 clusters Score: Raw -322588.223350 + Penalty 1720.022586 = -320868.200764 nChanged 38 SP:Iteration 31Q (418.672545 sec): 3 clusters Score: Raw -322602.658770 + Penalty 1720.022586 = -320882.636184 nChanged 39 SP:Iteration 32Q (418.716458 sec): 3 clusters Score: Raw -322618.228605 + Penalty 1720.022586 = -320898.206019 nChanged 37 SP:Iteration 33Q (418.781650 sec): 3 clusters Score: Raw -322633.624171 + Penalty 1720.022586 = -320913.601585 nChanged 42 SP:Iteration 34Q (418.829247 sec): 3 clusters Score: Raw -322656.137085 + Penalty 1720.022586 = -320936.114499 nChanged 43 SP:Iteration 35Q (418.876872 sec): 3 clusters Score: Raw -322681.041305 + Penalty 1720.022586 = -320961.018719 nChanged 31 SP:Iteration 36Q (418.938073 sec): 3 clusters Score: Raw -322699.168626 + Penalty 1720.022586 = -320979.146040 nChanged 31 SP:Iteration 37Q (418.974267 sec): 3 clusters Score: Raw -322714.238420 + Penalty 1720.022586 = -320994.215835 nChanged 24 SP:Iteration 38Q (419.033454 sec): 3 clusters Score: Raw -322726.752655 + Penalty 1720.022586 = -321006.730069 nChanged 21 SP:Iteration 39Q (419.081338 sec): 3 clusters Score: Raw -322736.791967 + Penalty 1720.022586 = -321016.769381 nChanged 23 SP:Iteration 40F (419.136426 sec): 3 clusters Score: Raw -322752.391544 + Penalty 1720.022586 = -321032.368959 nChanged 22 SP:Iteration 41Q (419.186542 sec): 3 clusters Score: Raw -322764.324361 + Penalty 1720.022586 = -321044.301775 nChanged 18 SP:Iteration 42Q (419.231508 sec): 3 clusters Score: Raw -322774.615721 + Penalty 1720.022586 = -321054.593135 nChanged 23 SP:Iteration 43Q (419.285598 sec): 3 clusters Score: Raw -322790.999174 + Penalty 1720.022586 = -321070.976588 nChanged 17 SP:Iteration 44Q (419.339683 sec): 3 clusters Score: Raw -322808.160997 + Penalty 1720.022586 = -321088.138411 nChanged 24 SP:Iteration 45Q (419.393499 sec): 3 clusters Score: Raw -322827.294980 + Penalty 1720.022586 = -321107.272394 nChanged 19 SP:Iteration 46Q (419.428904 sec): 3 clusters Score: Raw -322841.728982 + Penalty 1720.022586 = -321121.706397 nChanged 17 SP:Iteration 47Q (419.491595 sec): 3 clusters Score: Raw -322852.356522 + Penalty 1720.022586 = -321132.333936 nChanged 15 SP:Iteration 48Q (419.545384 sec): 3 clusters Score: Raw -322857.427764 + Penalty 1720.022586 = -321137.405178 nChanged 6 SP:Iteration 49Q (419.587935 sec): 3 clusters Score: Raw -322858.774416 + Penalty 1720.022586 = -321138.751830 nChanged 1 SP:Iteration 50Q (419.629864 sec): 3 clusters Score: Raw -322859.307501 + Penalty 1720.022586 = -321139.284916 nChanged 1 SP:Iteration 51Q (419.681458 sec): 3 clusters Score: Raw -322859.697339 + Penalty 1720.022586 = -321139.674753 nChanged 1 SP:Iteration 52Q (419.732072 sec): 3 clusters Score: Raw -322860.230774 + Penalty 1720.022586 = -321140.208188 nChanged 0 SP:Iteration 53F (419.788750 sec): 3 clusters Score: Raw -322860.230774 + Penalty 1720.022586 = -321140.208188 nChanged 0 Iteration 59Q (421.005154 sec): 26 clusters Score: Raw -3963714.339226 + Penalty 27623.017132 = -3936091.322095 nChanged 59 Iteration 60F (422.865706 sec): 26 clusters Score: Raw -3963721.852948 + Penalty 27623.017132 = -3936098.835816 nChanged 59 Iteration 61Q (424.090822 sec): 26 clusters Score: Raw -3963728.192695 + Penalty 27623.017132 = -3936105.175563 nChanged 52 Iteration 62Q (425.300164 sec): 26 clusters Score: Raw -3963734.397650 + Penalty 27623.017132 = -3936111.380518 nChanged 42 Iteration 63Q (426.464697 sec): 26 clusters Score: Raw -3963739.297811 + Penalty 27623.017132 = -3936116.280679 nChanged 41 Iteration 64Q (427.657383 sec): 26 clusters Score: Raw -3963743.534113 + Penalty 27623.017132 = -3936120.516981 nChanged 47 Iteration 65Q (428.887215 sec): 26 clusters Score: Raw -3963747.936865 + Penalty 27623.017132 = -3936124.919733 nChanged 45 Iteration 66Q (430.100032 sec): 26 clusters Score: Raw -3963751.915062 + Penalty 27623.017132 = -3936128.897930 nChanged 36 Iteration 67Q (431.318021 sec): 26 clusters Score: Raw -3963754.221522 + Penalty 27623.017132 = -3936131.204390 nChanged 24 Iteration 68Q (432.522089 sec): 26 clusters Score: Raw -3963756.237138 + Penalty 27623.017132 = -3936133.220007 nChanged 26 Iteration 69Q (433.747500 sec): 26 clusters Score: Raw -3963758.696634 + Penalty 27623.017132 = -3936135.679502 nChanged 18 Iteration 70Q (434.984116 sec): 26 clusters Score: Raw -3963760.420573 + Penalty 27623.017132 = -3936137.403441 nChanged 20 Iteration 71Q (436.213185 sec): 26 clusters Score: Raw -3963761.759705 + Penalty 27623.017132 = -3936138.742573 nChanged 14 Iteration 72Q (437.447043 sec): 26 clusters Score: Raw -3963762.509681 + Penalty 27623.017132 = -3936139.492549 nChanged 14 Iteration 73Q (438.604019 sec): 26 clusters Score: Raw -3963763.169661 + Penalty 27623.017132 = -3936140.152529 nChanged 13 Iteration 74Q (439.804526 sec): 26 clusters Score: Raw -3963764.244451 + Penalty 27623.017132 = -3936141.227319 nChanged 13 Iteration 75Q (441.012510 sec): 26 clusters Score: Raw -3963765.039040 + Penalty 27623.017132 = -3936142.021908 nChanged 12 Iteration 76Q (442.197897 sec): 26 clusters Score: Raw -3963766.193324 + Penalty 27623.017132 = -3936143.176192 nChanged 19 Iteration 77Q (443.389059 sec): 26 clusters Score: Raw -3963767.666432 + Penalty 27623.017132 = -3936144.649300 nChanged 19 Iteration 78Q (444.590633 sec): 26 clusters Score: Raw -3963769.362856 + Penalty 27623.017132 = -3936146.345724 nChanged 35 Iteration 79Q (445.805617 sec): 26 clusters Score: Raw -3963772.063308 + Penalty 27623.017132 = -3936149.046176 nChanged 26 Iteration 80F (447.663517 sec): 26 clusters Score: Raw -3963773.877811 + Penalty 27623.017132 = -3936150.860679 nChanged 31 Iteration 81Q (448.886908 sec): 26 clusters Score: Raw -3963776.571423 + Penalty 27623.017132 = -3936153.554291 nChanged 29 Iteration 82Q (450.096097 sec): 26 clusters Score: Raw -3963779.296436 + Penalty 27623.017132 = -3936156.279304 nChanged 29 Iteration 83Q (451.305351 sec): 26 clusters Score: Raw -3963781.510589 + Penalty 27623.017132 = -3936158.493457 nChanged 24 Iteration 84Q (452.480210 sec): 26 clusters Score: Raw -3963783.108544 + Penalty 27623.017132 = -3936160.091412 nChanged 31 Iteration 85Q (453.677182 sec): 26 clusters Score: Raw -3963784.964836 + Penalty 27623.017132 = -3936161.947704 nChanged 34 Iteration 86Q (454.926954 sec): 26 clusters Score: Raw -3963787.248516 + Penalty 27623.017132 = -3936164.231384 nChanged 25 Iteration 87Q (456.132545 sec): 26 clusters Score: Raw -3963789.449815 + Penalty 27623.017132 = -3936166.432683 nChanged 27 Iteration 88Q (457.362946 sec): 26 clusters Score: Raw -3963791.745223 + Penalty 27623.017132 = -3936168.728091 nChanged 36 Iteration 89Q (458.565365 sec): 26 clusters Score: Raw -3963795.020155 + Penalty 27623.017132 = -3936172.003023 nChanged 29 Iteration 90Q (459.773083 sec): 26 clusters Score: Raw -3963797.382677 + Penalty 27623.017132 = -3936174.365545 nChanged 25 Iteration 91Q (460.920938 sec): 26 clusters Score: Raw -3963798.707826 + Penalty 27623.017132 = -3936175.690694 nChanged 15 Iteration 92Q (462.144150 sec): 26 clusters Score: Raw -3963799.515888 + Penalty 27623.017132 = -3936176.498756 nChanged 10 Iteration 93Q (463.354558 sec): 26 clusters Score: Raw -3963799.820770 + Penalty 27623.017132 = -3936176.803638 nChanged 8 Iteration 94Q (464.601469 sec): 26 clusters Score: Raw -3963800.370657 + Penalty 27623.017132 = -3936177.353525 nChanged 11 Iteration 95Q (465.815238 sec): 26 clusters Score: Raw -3963800.834764 + Penalty 27623.017132 = -3936177.817632 nChanged 6 Iteration 96Q (466.997741 sec): 26 clusters Score: Raw -3963801.054157 + Penalty 27623.017132 = -3936178.037025 nChanged 7 Iteration 97Q (468.225563 sec): 26 clusters Score: Raw -3963801.292916 + Penalty 27623.017132 = -3936178.275784 nChanged 8 Iteration 98Q (469.419888 sec): 26 clusters Score: Raw -3963801.849161 + Penalty 27623.017132 = -3936178.832029 nChanged 8 Writing temp clu file Because OldScore, -3936178.275784, is greater than current (better) Score,-3936178.832029 Compute initial score before splitting: Score: Raw -3963801.849161 + Penalty 27623.017132 = -3936178.832029 Trying to split cluster 1 (1615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (469.462932 sec): 2 clusters Score: Raw -63649.418336 + Penalty 701.773572 = -62947.644764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (469.508911 sec): 3 clusters Score: Raw -62904.483097 + Penalty 1403.547145 = -61500.935952 nChanged 633 SP:Iteration 1F (469.544411 sec): 3 clusters Score: Raw -63297.188704 + Penalty 1403.547145 = -61893.641560 nChanged 118 SP:Iteration 2F (469.584702 sec): 3 clusters Score: Raw -63357.353066 + Penalty 1403.547145 = -61953.805921 nChanged 71 SP:Iteration 3Q (469.627921 sec): 3 clusters Score: Raw -63396.349209 + Penalty 1403.547145 = -61992.802064 nChanged 53 SP:Iteration 4Q (469.673097 sec): 3 clusters Score: Raw -63427.933101 + Penalty 1403.547145 = -62024.385956 nChanged 49 SP:Iteration 5Q (469.709731 sec): 3 clusters Score: Raw -63456.136571 + Penalty 1403.547145 = -62052.589426 nChanged 40 SP:Iteration 6Q (469.753305 sec): 3 clusters Score: Raw -63485.897779 + Penalty 1403.547145 = -62082.350634 nChanged 48 SP:Iteration 7Q (469.806180 sec): 3 clusters Score: Raw -63520.303130 + Penalty 1403.547145 = -62116.755985 nChanged 57 SP:Iteration 8Q (469.849984 sec): 3 clusters Score: Raw -63571.830779 + Penalty 1403.547145 = -62168.283634 nChanged 62 SP:Iteration 9Q (469.892003 sec): 3 clusters Score: Raw -63629.446819 + Penalty 1403.547145 = -62225.899674 nChanged 67 SP:Iteration 10Q (469.933248 sec): 3 clusters Score: Raw -63684.547973 + Penalty 1403.547145 = -62281.000829 nChanged 55 SP:Iteration 11Q (469.970095 sec): 3 clusters Score: Raw -63734.157913 + Penalty 1403.547145 = -62330.610769 nChanged 41 SP:Iteration 12Q (470.020619 sec): 3 clusters Score: Raw -63770.376314 + Penalty 1403.547145 = -62366.829169 nChanged 30 SP:Iteration 13Q (470.060187 sec): 3 clusters Score: Raw -63798.866412 + Penalty 1403.547145 = -62395.319268 nChanged 27 SP:Iteration 14Q (470.100898 sec): 3 clusters Score: Raw -63820.261550 + Penalty 1403.547145 = -62416.714406 nChanged 21 SP:Iteration 15Q (470.148263 sec): 3 clusters Score: Raw -63838.895874 + Penalty 1403.547145 = -62435.348729 nChanged 29 SP:Iteration 16Q (470.189079 sec): 3 clusters Score: Raw -63866.300237 + Penalty 1403.547145 = -62462.753092 nChanged 28 SP:Iteration 17Q (470.237661 sec): 3 clusters Score: Raw -63887.965413 + Penalty 1403.547145 = -62484.418269 nChanged 17 SP:Iteration 18Q (470.286532 sec): 3 clusters Score: Raw -63904.474111 + Penalty 1403.547145 = -62500.926966 nChanged 8 SP:Iteration 19Q (470.330081 sec): 3 clusters Score: Raw -63913.738515 + Penalty 1403.547145 = -62510.191370 nChanged 4 SP:Iteration 20F (470.364253 sec): 3 clusters Score: Raw -63916.671326 + Penalty 1403.547145 = -62513.124181 nChanged 5 SP:Iteration 21Q (470.401442 sec): 3 clusters Score: Raw -63920.377797 + Penalty 1403.547145 = -62516.830653 nChanged 4 SP:Iteration 22Q (470.450530 sec): 3 clusters Score: Raw -63924.368484 + Penalty 1403.547145 = -62520.821339 nChanged 6 SP:Iteration 23Q (470.481330 sec): 3 clusters Score: Raw -63928.038223 + Penalty 1403.547145 = -62524.491078 nChanged 4 SP:Iteration 24Q (470.526497 sec): 3 clusters Score: Raw -63931.038132 + Penalty 1403.547145 = -62527.490987 nChanged 4 SP:Iteration 25Q (470.561537 sec): 3 clusters Score: Raw -63933.538565 + Penalty 1403.547145 = -62529.991420 nChanged 4 SP:Iteration 26Q (470.602278 sec): 3 clusters Score: Raw -63939.368346 + Penalty 1403.547145 = -62535.821202 nChanged 6 SP:Iteration 27Q (470.649836 sec): 3 clusters Score: Raw -63944.435293 + Penalty 1403.547145 = -62540.888148 nChanged 3 SP:Iteration 28Q (470.692729 sec): 3 clusters Score: Raw -63947.099137 + Penalty 1403.547145 = -62543.551993 nChanged 3 SP:Iteration 29Q (470.733197 sec): 3 clusters Score: Raw -63951.331800 + Penalty 1403.547145 = -62547.784655 nChanged 5 SP:Iteration 30Q (470.774778 sec): 3 clusters Score: Raw -63956.448498 + Penalty 1403.547145 = -62552.901353 nChanged 6 SP:Iteration 31Q (470.816149 sec): 3 clusters Score: Raw -63964.375909 + Penalty 1403.547145 = -62560.828764 nChanged 5 SP:Iteration 32Q (470.860186 sec): 3 clusters Score: Raw -63975.886255 + Penalty 1403.547145 = -62572.339110 nChanged 6 SP:Iteration 33Q (470.924150 sec): 3 clusters Score: Raw -63980.820139 + Penalty 1403.547145 = -62577.272995 nChanged 4 SP:Iteration 34Q (470.961273 sec): 3 clusters Score: Raw -63984.580347 + Penalty 1403.547145 = -62581.033202 nChanged 2 SP:Iteration 35Q (471.000833 sec): 3 clusters Score: Raw -63986.098039 + Penalty 1403.547145 = -62582.550894 nChanged 2 SP:Iteration 36Q (471.041632 sec): 3 clusters Score: Raw -63986.774639 + Penalty 1403.547145 = -62583.227495 nChanged 0 SP:Iteration 37F (471.087301 sec): 3 clusters Score: Raw -63986.774639 + Penalty 1403.547145 = -62583.227495 nChanged 0 Trying to split cluster 2 (3563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (471.115600 sec): 2 clusters Score: Raw -112168.523563 + Penalty 776.944026 = -111391.579537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (471.155152 sec): 3 clusters Score: Raw -110267.169760 + Penalty 1553.888051 = -108713.281708 nChanged 1483 SP:Iteration 1F (471.206757 sec): 3 clusters Score: Raw -111141.850744 + Penalty 1553.888051 = -109587.962692 nChanged 266 SP:Iteration 2F (471.244733 sec): 3 clusters Score: Raw -111319.112646 + Penalty 1553.888051 = -109765.224595 nChanged 226 SP:Iteration 3F (471.289626 sec): 3 clusters Score: Raw -111462.272212 + Penalty 1553.888051 = -109908.384160 nChanged 207 SP:Iteration 4F (471.342681 sec): 3 clusters Score: Raw -111598.387262 + Penalty 1553.888051 = -110044.499211 nChanged 165 SP:Iteration 5Q (471.389313 sec): 3 clusters Score: Raw -111706.700802 + Penalty 1553.888051 = -110152.812750 nChanged 148 SP:Iteration 6Q (471.430414 sec): 3 clusters Score: Raw -111788.951931 + Penalty 1553.888051 = -110235.063880 nChanged 139 SP:Iteration 7Q (471.480500 sec): 3 clusters Score: Raw -111879.274063 + Penalty 1553.888051 = -110325.386012 nChanged 144 SP:Iteration 8Q (471.514966 sec): 3 clusters Score: Raw -111966.081876 + Penalty 1553.888051 = -110412.193824 nChanged 113 SP:Iteration 9Q (471.554048 sec): 3 clusters Score: Raw -112045.958412 + Penalty 1553.888051 = -110492.070361 nChanged 98 SP:Iteration 10Q (471.600205 sec): 3 clusters Score: Raw -112104.853995 + Penalty 1553.888051 = -110550.965943 nChanged 87 SP:Iteration 11Q (471.621489 sec): 3 clusters Score: Raw -112148.791334 + Penalty 1553.888051 = -110594.903282 nChanged 67 SP:Iteration 12Q (471.659898 sec): 3 clusters Score: Raw -112182.089184 + Penalty 1553.888051 = -110628.201132 nChanged 44 SP:Iteration 13Q (471.704569 sec): 3 clusters Score: Raw -112198.864993 + Penalty 1553.888051 = -110644.976942 nChanged 39 SP:Iteration 14Q (471.740769 sec): 3 clusters Score: Raw -112213.166333 + Penalty 1553.888051 = -110659.278281 nChanged 31 SP:Iteration 15Q (471.791892 sec): 3 clusters Score: Raw -112222.962751 + Penalty 1553.888051 = -110669.074700 nChanged 24 SP:Iteration 16Q (471.829041 sec): 3 clusters Score: Raw -112230.005116 + Penalty 1553.888051 = -110676.117065 nChanged 21 SP:Iteration 17Q (471.884168 sec): 3 clusters Score: Raw -112234.727820 + Penalty 1553.888051 = -110680.839768 nChanged 17 SP:Iteration 18Q (471.926293 sec): 3 clusters Score: Raw -112242.738153 + Penalty 1553.888051 = -110688.850102 nChanged 21 SP:Iteration 19Q (471.968415 sec): 3 clusters Score: Raw -112250.806273 + Penalty 1553.888051 = -110696.918221 nChanged 16 SP:Iteration 20F (472.013377 sec): 3 clusters Score: Raw -112256.547579 + Penalty 1553.888051 = -110702.659528 nChanged 15 SP:Iteration 21Q (472.061572 sec): 3 clusters Score: Raw -112261.193825 + Penalty 1553.888051 = -110707.305773 nChanged 11 SP:Iteration 22Q (472.109953 sec): 3 clusters Score: Raw -112264.451901 + Penalty 1553.888051 = -110710.563849 nChanged 9 SP:Iteration 23Q (472.150459 sec): 3 clusters Score: Raw -112266.817647 + Penalty 1553.888051 = -110712.929596 nChanged 7 SP:Iteration 24Q (472.194001 sec): 3 clusters Score: Raw -112269.055426 + Penalty 1553.888051 = -110715.167375 nChanged 12 SP:Iteration 25Q (472.234641 sec): 3 clusters Score: Raw -112271.697197 + Penalty 1553.888051 = -110717.809145 nChanged 12 SP:Iteration 26Q (472.284264 sec): 3 clusters Score: Raw -112274.131572 + Penalty 1553.888051 = -110720.243520 nChanged 11 SP:Iteration 27Q (472.323469 sec): 3 clusters Score: Raw -112276.725879 + Penalty 1553.888051 = -110722.837827 nChanged 9 SP:Iteration 28Q (472.363827 sec): 3 clusters Score: Raw -112278.277191 + Penalty 1553.888051 = -110724.389139 nChanged 2 SP:Iteration 29Q (472.410393 sec): 3 clusters Score: Raw -112278.782708 + Penalty 1553.888051 = -110724.894656 nChanged 1 SP:Iteration 30Q (472.445779 sec): 3 clusters Score: Raw -112278.890558 + Penalty 1553.888051 = -110725.002506 nChanged 1 SP:Iteration 31Q (472.483841 sec): 3 clusters Score: Raw -112279.037732 + Penalty 1553.888051 = -110725.149680 nChanged 1 SP:Iteration 32Q (472.528151 sec): 3 clusters Score: Raw -112279.209911 + Penalty 1553.888051 = -110725.321860 nChanged 0 SP:Iteration 33F (472.582155 sec): 3 clusters Score: Raw -112279.209911 + Penalty 1553.888051 = -110725.321860 nChanged 0 Trying to split cluster 3 (6968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (472.599415 sec): 2 clusters Score: Raw -273940.859511 + Penalty 840.662934 = -273100.196576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (472.664121 sec): 3 clusters Score: Raw -269922.121151 + Penalty 1681.325869 = -268240.795282 nChanged 3096 SP:Iteration 1F (472.702984 sec): 3 clusters Score: Raw -271589.426116 + Penalty 1681.325869 = -269908.100248 nChanged 432 SP:Iteration 2F (472.761183 sec): 3 clusters Score: Raw -271793.869579 + Penalty 1681.325869 = -270112.543711 nChanged 360 SP:Iteration 3F (472.820760 sec): 3 clusters Score: Raw -272011.049830 + Penalty 1681.325869 = -270329.723962 nChanged 364 SP:Iteration 4F (472.862536 sec): 3 clusters Score: Raw -272248.526557 + Penalty 1681.325869 = -270567.200689 nChanged 357 SP:Iteration 5F (472.909395 sec): 3 clusters Score: Raw -272482.939573 + Penalty 1681.325869 = -270801.613704 nChanged 348 SP:Iteration 6Q (472.964831 sec): 3 clusters Score: Raw -272701.944236 + Penalty 1681.325869 = -271020.618367 nChanged 315 SP:Iteration 7Q (473.013097 sec): 3 clusters Score: Raw -272874.754283 + Penalty 1681.325869 = -271193.428414 nChanged 277 SP:Iteration 8Q (473.071558 sec): 3 clusters Score: Raw -273018.375935 + Penalty 1681.325869 = -271337.050067 nChanged 252 SP:Iteration 9Q (473.115428 sec): 3 clusters Score: Raw -273165.338149 + Penalty 1681.325869 = -271484.012281 nChanged 230 SP:Iteration 10Q (473.166051 sec): 3 clusters Score: Raw -273278.039520 + Penalty 1681.325869 = -271596.713651 nChanged 185 SP:Iteration 11Q (473.220997 sec): 3 clusters Score: Raw -273369.101881 + Penalty 1681.325869 = -271687.776012 nChanged 175 SP:Iteration 12Q (473.277774 sec): 3 clusters Score: Raw -273446.906082 + Penalty 1681.325869 = -271765.580213 nChanged 138 SP:Iteration 13Q (473.327754 sec): 3 clusters Score: Raw -273504.077196 + Penalty 1681.325869 = -271822.751328 nChanged 125 SP:Iteration 14Q (473.382589 sec): 3 clusters Score: Raw -273548.399794 + Penalty 1681.325869 = -271867.073926 nChanged 111 SP:Iteration 15Q (473.427886 sec): 3 clusters Score: Raw -273587.521989 + Penalty 1681.325869 = -271906.196120 nChanged 98 SP:Iteration 16Q (473.486899 sec): 3 clusters Score: Raw -273626.677901 + Penalty 1681.325869 = -271945.352032 nChanged 94 SP:Iteration 17Q (473.534237 sec): 3 clusters Score: Raw -273663.930418 + Penalty 1681.325869 = -271982.604550 nChanged 93 SP:Iteration 18Q (473.575838 sec): 3 clusters Score: Raw -273701.087352 + Penalty 1681.325869 = -272019.761483 nChanged 78 SP:Iteration 19Q (473.623831 sec): 3 clusters Score: Raw -273731.941627 + Penalty 1681.325869 = -272050.615759 nChanged 68 SP:Iteration 20F (473.683770 sec): 3 clusters Score: Raw -273756.740651 + Penalty 1681.325869 = -272075.414783 nChanged 84 SP:Iteration 21Q (473.729118 sec): 3 clusters Score: Raw -273790.963936 + Penalty 1681.325869 = -272109.638067 nChanged 75 SP:Iteration 22Q (473.782786 sec): 3 clusters Score: Raw -273818.709289 + Penalty 1681.325869 = -272137.383420 nChanged 67 SP:Iteration 23Q (473.822480 sec): 3 clusters Score: Raw -273841.669350 + Penalty 1681.325869 = -272160.343481 nChanged 67 SP:Iteration 24Q (473.873481 sec): 3 clusters Score: Raw -273863.963258 + Penalty 1681.325869 = -272182.637389 nChanged 61 SP:Iteration 25Q (473.921302 sec): 3 clusters Score: Raw -273886.616520 + Penalty 1681.325869 = -272205.290652 nChanged 48 SP:Iteration 26Q (473.967906 sec): 3 clusters Score: Raw -273901.039404 + Penalty 1681.325869 = -272219.713535 nChanged 38 SP:Iteration 27Q (474.028271 sec): 3 clusters Score: Raw -273911.638616 + Penalty 1681.325869 = -272230.312747 nChanged 38 SP:Iteration 28Q (474.065373 sec): 3 clusters Score: Raw -273921.025970 + Penalty 1681.325869 = -272239.700101 nChanged 31 SP:Iteration 29Q (474.125098 sec): 3 clusters Score: Raw -273930.600928 + Penalty 1681.325869 = -272249.275060 nChanged 34 SP:Iteration 30Q (474.171180 sec): 3 clusters Score: Raw -273939.332112 + Penalty 1681.325869 = -272258.006243 nChanged 23 SP:Iteration 31Q (474.220975 sec): 3 clusters Score: Raw -273945.420042 + Penalty 1681.325869 = -272264.094173 nChanged 25 SP:Iteration 32Q (474.281923 sec): 3 clusters Score: Raw -273951.703800 + Penalty 1681.325869 = -272270.377932 nChanged 26 SP:Iteration 33Q (474.325144 sec): 3 clusters Score: Raw -273957.395584 + Penalty 1681.325869 = -272276.069716 nChanged 21 SP:Iteration 34Q (474.381211 sec): 3 clusters Score: Raw -273962.686634 + Penalty 1681.325869 = -272281.360766 nChanged 17 SP:Iteration 35Q (474.422395 sec): 3 clusters Score: Raw -273966.811701 + Penalty 1681.325869 = -272285.485833 nChanged 22 SP:Iteration 36Q (474.469728 sec): 3 clusters Score: Raw -273972.370459 + Penalty 1681.325869 = -272291.044591 nChanged 20 SP:Iteration 37Q (474.516442 sec): 3 clusters Score: Raw -273977.641083 + Penalty 1681.325869 = -272296.315215 nChanged 18 SP:Iteration 38Q (474.556470 sec): 3 clusters Score: Raw -273982.550916 + Penalty 1681.325869 = -272301.225048 nChanged 15 SP:Iteration 39Q (474.603715 sec): 3 clusters Score: Raw -273986.593473 + Penalty 1681.325869 = -272305.267604 nChanged 15 SP:Iteration 40F (474.651578 sec): 3 clusters Score: Raw -273990.424292 + Penalty 1681.325869 = -272309.098423 nChanged 14 SP:Iteration 41Q (474.705975 sec): 3 clusters Score: Raw -273992.943655 + Penalty 1681.325869 = -272311.617787 nChanged 9 SP:Iteration 42Q (474.747229 sec): 3 clusters Score: Raw -273994.484182 + Penalty 1681.325869 = -272313.158313 nChanged 9 SP:Iteration 43Q (474.799090 sec): 3 clusters Score: Raw -273996.593603 + Penalty 1681.325869 = -272315.267734 nChanged 10 SP:Iteration 44Q (474.861386 sec): 3 clusters Score: Raw -273998.715581 + Penalty 1681.325869 = -272317.389713 nChanged 7 SP:Iteration 45Q (474.903048 sec): 3 clusters Score: Raw -274000.018415 + Penalty 1681.325869 = -272318.692547 nChanged 5 SP:Iteration 46Q (474.956162 sec): 3 clusters Score: Raw -274000.698311 + Penalty 1681.325869 = -272319.372442 nChanged 1 SP:Iteration 47Q (475.006116 sec): 3 clusters Score: Raw -274000.784758 + Penalty 1681.325869 = -272319.458890 nChanged 0 SP:Iteration 48F (475.057668 sec): 3 clusters Score: Raw -274000.784758 + Penalty 1681.325869 = -272319.458890 nChanged 0 Trying to split cluster 4 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (475.080911 sec): 2 clusters Score: Raw -24927.175601 + Penalty 621.397850 = -24305.777752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (475.112915 sec): 3 clusters Score: Raw -24691.257816 + Penalty 1242.795700 = -23448.462116 nChanged 224 SP:Iteration 1F (475.152077 sec): 3 clusters Score: Raw -24862.018786 + Penalty 1242.795700 = -23619.223086 nChanged 58 SP:Iteration 2F (475.202610 sec): 3 clusters Score: Raw -24928.600135 + Penalty 1242.795700 = -23685.804436 nChanged 43 SP:Iteration 3F (475.238544 sec): 3 clusters Score: Raw -24969.422433 + Penalty 1242.795700 = -23726.626734 nChanged 27 SP:Iteration 4Q (475.291366 sec): 3 clusters Score: Raw -24990.829854 + Penalty 1242.795700 = -23748.034154 nChanged 14 SP:Iteration 5Q (475.325288 sec): 3 clusters Score: Raw -25000.650661 + Penalty 1242.795700 = -23757.854961 nChanged 8 SP:Iteration 6Q (475.370706 sec): 3 clusters Score: Raw -25005.096025 + Penalty 1242.795700 = -23762.300325 nChanged 10 SP:Iteration 7Q (475.411605 sec): 3 clusters Score: Raw -25013.507546 + Penalty 1242.795700 = -23770.711846 nChanged 10 SP:Iteration 8Q (475.455168 sec): 3 clusters Score: Raw -25021.514098 + Penalty 1242.795700 = -23778.718398 nChanged 8 SP:Iteration 9Q (475.495114 sec): 3 clusters Score: Raw -25029.426890 + Penalty 1242.795700 = -23786.631190 nChanged 8 SP:Iteration 10Q (475.531599 sec): 3 clusters Score: Raw -25036.964312 + Penalty 1242.795700 = -23794.168612 nChanged 9 SP:Iteration 11Q (475.567825 sec): 3 clusters Score: Raw -25047.629188 + Penalty 1242.795700 = -23804.833488 nChanged 9 SP:Iteration 12Q (475.621018 sec): 3 clusters Score: Raw -25055.204448 + Penalty 1242.795700 = -23812.408748 nChanged 7 SP:Iteration 13Q (475.671427 sec): 3 clusters Score: Raw -25063.026290 + Penalty 1242.795700 = -23820.230590 nChanged 4 SP:Iteration 14Q (475.702371 sec): 3 clusters Score: Raw -25067.802849 + Penalty 1242.795700 = -23825.007149 nChanged 6 SP:Iteration 15Q (475.743813 sec): 3 clusters Score: Raw -25074.858230 + Penalty 1242.795700 = -23832.062531 nChanged 3 SP:Iteration 16Q (475.785749 sec): 3 clusters Score: Raw -25077.084199 + Penalty 1242.795700 = -23834.288499 nChanged 1 SP:Iteration 17Q (475.820976 sec): 3 clusters Score: Raw -25077.593427 + Penalty 1242.795700 = -23834.797727 nChanged 1 SP:Iteration 18Q (475.865136 sec): 3 clusters Score: Raw -25077.930456 + Penalty 1242.795700 = -23835.134757 nChanged 1 SP:Iteration 19Q (475.912596 sec): 3 clusters Score: Raw -25079.316976 + Penalty 1242.795700 = -23836.521276 nChanged 1 SP:Iteration 20F (475.941754 sec): 3 clusters Score: Raw -25080.173091 + Penalty 1242.795700 = -23837.377391 nChanged 1 SP:Iteration 21Q (475.984324 sec): 3 clusters Score: Raw -25080.510283 + Penalty 1242.795700 = -23837.714583 nChanged 2 SP:Iteration 22Q (476.023593 sec): 3 clusters Score: Raw -25081.404559 + Penalty 1242.795700 = -23838.608860 nChanged 1 SP:Iteration 23Q (476.065735 sec): 3 clusters Score: Raw -25082.108392 + Penalty 1242.795700 = -23839.312692 nChanged 0 SP:Iteration 24F (476.101179 sec): 3 clusters Score: Raw -25082.108392 + Penalty 1242.795700 = -23839.312692 nChanged 0 Trying to split cluster 5 (2054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (476.126241 sec): 2 clusters Score: Raw -81187.693924 + Penalty 724.616717 = -80463.077207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (476.169505 sec): 3 clusters Score: Raw -80205.416412 + Penalty 1449.233434 = -78756.182978 nChanged 786 SP:Iteration 1F (476.210563 sec): 3 clusters Score: Raw -80659.054431 + Penalty 1449.233434 = -79209.820996 nChanged 163 SP:Iteration 2F (476.247001 sec): 3 clusters Score: Raw -80765.018533 + Penalty 1449.233434 = -79315.785099 nChanged 120 SP:Iteration 3F (476.286836 sec): 3 clusters Score: Raw -80832.553546 + Penalty 1449.233434 = -79383.320112 nChanged 72 SP:Iteration 4Q (476.331371 sec): 3 clusters Score: Raw -80872.730623 + Penalty 1449.233434 = -79423.497189 nChanged 62 SP:Iteration 5Q (476.370758 sec): 3 clusters Score: Raw -80900.511309 + Penalty 1449.233434 = -79451.277874 nChanged 40 SP:Iteration 6Q (476.407442 sec): 3 clusters Score: Raw -80918.871888 + Penalty 1449.233434 = -79469.638454 nChanged 37 SP:Iteration 7Q (476.444796 sec): 3 clusters Score: Raw -80935.439578 + Penalty 1449.233434 = -79486.206144 nChanged 34 SP:Iteration 8Q (476.485629 sec): 3 clusters Score: Raw -80947.765472 + Penalty 1449.233434 = -79498.532038 nChanged 22 SP:Iteration 9Q (476.547830 sec): 3 clusters Score: Raw -80953.881603 + Penalty 1449.233434 = -79504.648169 nChanged 14 SP:Iteration 10Q (476.594580 sec): 3 clusters Score: Raw -80959.099302 + Penalty 1449.233434 = -79509.865868 nChanged 14 SP:Iteration 11Q (476.640163 sec): 3 clusters Score: Raw -80963.911449 + Penalty 1449.233434 = -79514.678015 nChanged 7 SP:Iteration 12Q (476.676533 sec): 3 clusters Score: Raw -80966.174541 + Penalty 1449.233434 = -79516.941106 nChanged 10 SP:Iteration 13Q (476.717642 sec): 3 clusters Score: Raw -80970.316256 + Penalty 1449.233434 = -79521.082822 nChanged 12 SP:Iteration 14Q (476.752367 sec): 3 clusters Score: Raw -80976.424782 + Penalty 1449.233434 = -79527.191348 nChanged 13 SP:Iteration 15Q (476.795898 sec): 3 clusters Score: Raw -80982.428609 + Penalty 1449.233434 = -79533.195174 nChanged 14 SP:Iteration 16Q (476.834987 sec): 3 clusters Score: Raw -80989.126339 + Penalty 1449.233434 = -79539.892904 nChanged 11 SP:Iteration 17Q (476.888140 sec): 3 clusters Score: Raw -80993.255229 + Penalty 1449.233434 = -79544.021795 nChanged 11 SP:Iteration 18Q (476.934059 sec): 3 clusters Score: Raw -80997.931990 + Penalty 1449.233434 = -79548.698556 nChanged 12 SP:Iteration 19Q (476.971155 sec): 3 clusters Score: Raw -81004.361776 + Penalty 1449.233434 = -79555.128342 nChanged 14 SP:Iteration 20F (477.012850 sec): 3 clusters Score: Raw -81010.943756 + Penalty 1449.233434 = -79561.710322 nChanged 13 SP:Iteration 21Q (477.053275 sec): 3 clusters Score: Raw -81016.331838 + Penalty 1449.233434 = -79567.098404 nChanged 11 SP:Iteration 22Q (477.095534 sec): 3 clusters Score: Raw -81021.756251 + Penalty 1449.233434 = -79572.522817 nChanged 17 SP:Iteration 23Q (477.143593 sec): 3 clusters Score: Raw -81030.038478 + Penalty 1449.233434 = -79580.805043 nChanged 17 SP:Iteration 24Q (477.182296 sec): 3 clusters Score: Raw -81035.938708 + Penalty 1449.233434 = -79586.705274 nChanged 13 SP:Iteration 25Q (477.223180 sec): 3 clusters Score: Raw -81042.244961 + Penalty 1449.233434 = -79593.011527 nChanged 12 SP:Iteration 26Q (477.268630 sec): 3 clusters Score: Raw -81048.096696 + Penalty 1449.233434 = -79598.863262 nChanged 15 SP:Iteration 27Q (477.302794 sec): 3 clusters Score: Raw -81053.181060 + Penalty 1449.233434 = -79603.947626 nChanged 8 SP:Iteration 28Q (477.340755 sec): 3 clusters Score: Raw -81057.335982 + Penalty 1449.233434 = -79608.102548 nChanged 11 SP:Iteration 29Q (477.374472 sec): 3 clusters Score: Raw -81062.871509 + Penalty 1449.233434 = -79613.638074 nChanged 9 SP:Iteration 30Q (477.418323 sec): 3 clusters Score: Raw -81067.739537 + Penalty 1449.233434 = -79618.506103 nChanged 9 SP:Iteration 31Q (477.455474 sec): 3 clusters Score: Raw -81074.845241 + Penalty 1449.233434 = -79625.611807 nChanged 13 SP:Iteration 32Q (477.495031 sec): 3 clusters Score: Raw -81081.054565 + Penalty 1449.233434 = -79631.821131 nChanged 6 SP:Iteration 33Q (477.538492 sec): 3 clusters Score: Raw -81083.157856 + Penalty 1449.233434 = -79633.924421 nChanged 9 SP:Iteration 34Q (477.583726 sec): 3 clusters Score: Raw -81085.703506 + Penalty 1449.233434 = -79636.470071 nChanged 3 SP:Iteration 35Q (477.634133 sec): 3 clusters Score: Raw -81086.388079 + Penalty 1449.233434 = -79637.154645 nChanged 3 SP:Iteration 36Q (477.671274 sec): 3 clusters Score: Raw -81087.444082 + Penalty 1449.233434 = -79638.210648 nChanged 1 SP:Iteration 37Q (477.722937 sec): 3 clusters Score: Raw -81087.617786 + Penalty 1449.233434 = -79638.384352 nChanged 0 SP:Iteration 38F (477.755437 sec): 3 clusters Score: Raw -81087.617786 + Penalty 1449.233434 = -79638.384352 nChanged 0 Trying to split cluster 6 (7042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (477.787314 sec): 2 clusters Score: Raw -289998.479953 + Penalty 841.666512 = -289156.813440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (477.841167 sec): 3 clusters Score: Raw -285943.416827 + Penalty 1683.333025 = -284260.083802 nChanged 3118 SP:Iteration 1F (477.900884 sec): 3 clusters Score: Raw -287727.833872 + Penalty 1683.333025 = -286044.500847 nChanged 414 SP:Iteration 2F (477.947172 sec): 3 clusters Score: Raw -287913.728398 + Penalty 1683.333025 = -286230.395373 nChanged 326 SP:Iteration 3Q (478.001993 sec): 3 clusters Score: Raw -288058.871883 + Penalty 1683.333025 = -286375.538858 nChanged 316 SP:Iteration 4Q (478.048699 sec): 3 clusters Score: Raw -288199.717712 + Penalty 1683.333025 = -286516.384687 nChanged 312 SP:Iteration 5Q (478.101939 sec): 3 clusters Score: Raw -288364.460228 + Penalty 1683.333025 = -286681.127204 nChanged 310 SP:Iteration 6Q (478.141879 sec): 3 clusters Score: Raw -288553.015382 + Penalty 1683.333025 = -286869.682357 nChanged 327 SP:Iteration 7Q (478.191289 sec): 3 clusters Score: Raw -288807.963845 + Penalty 1683.333025 = -287124.630820 nChanged 323 SP:Iteration 8Q (478.241398 sec): 3 clusters Score: Raw -289040.597249 + Penalty 1683.333025 = -287357.264224 nChanged 259 SP:Iteration 9Q (478.299381 sec): 3 clusters Score: Raw -289213.027628 + Penalty 1683.333025 = -287529.694603 nChanged 201 SP:Iteration 10Q (478.350113 sec): 3 clusters Score: Raw -289343.755511 + Penalty 1683.333025 = -287660.422486 nChanged 166 SP:Iteration 11Q (478.401917 sec): 3 clusters Score: Raw -289438.867322 + Penalty 1683.333025 = -287755.534298 nChanged 159 SP:Iteration 12Q (478.456643 sec): 3 clusters Score: Raw -289532.521413 + Penalty 1683.333025 = -287849.188388 nChanged 132 SP:Iteration 13Q (478.505324 sec): 3 clusters Score: Raw -289611.309260 + Penalty 1683.333025 = -287927.976235 nChanged 111 SP:Iteration 14Q (478.557804 sec): 3 clusters Score: Raw -289678.380618 + Penalty 1683.333025 = -287995.047593 nChanged 95 SP:Iteration 15Q (478.617829 sec): 3 clusters Score: Raw -289727.596074 + Penalty 1683.333025 = -288044.263049 nChanged 74 SP:Iteration 16Q (478.667428 sec): 3 clusters Score: Raw -289766.733015 + Penalty 1683.333025 = -288083.399990 nChanged 71 SP:Iteration 17Q (478.714582 sec): 3 clusters Score: Raw -289803.604732 + Penalty 1683.333025 = -288120.271707 nChanged 68 SP:Iteration 18Q (478.769375 sec): 3 clusters Score: Raw -289839.753439 + Penalty 1683.333025 = -288156.420414 nChanged 67 SP:Iteration 19Q (478.816720 sec): 3 clusters Score: Raw -289874.762184 + Penalty 1683.333025 = -288191.429159 nChanged 53 SP:Iteration 20F (478.867234 sec): 3 clusters Score: Raw -289901.307420 + Penalty 1683.333025 = -288217.974395 nChanged 43 SP:Iteration 21Q (478.927803 sec): 3 clusters Score: Raw -289923.896486 + Penalty 1683.333025 = -288240.563461 nChanged 38 SP:Iteration 22Q (478.979941 sec): 3 clusters Score: Raw -289946.028711 + Penalty 1683.333025 = -288262.695686 nChanged 33 SP:Iteration 23Q (479.022917 sec): 3 clusters Score: Raw -289962.954412 + Penalty 1683.333025 = -288279.621387 nChanged 28 SP:Iteration 24Q (479.073403 sec): 3 clusters Score: Raw -289980.329366 + Penalty 1683.333025 = -288296.996341 nChanged 32 SP:Iteration 25Q (479.119010 sec): 3 clusters Score: Raw -289999.051189 + Penalty 1683.333025 = -288315.718164 nChanged 20 SP:Iteration 26Q (479.170091 sec): 3 clusters Score: Raw -290008.457271 + Penalty 1683.333025 = -288325.124246 nChanged 15 SP:Iteration 27Q (479.221547 sec): 3 clusters Score: Raw -290016.169555 + Penalty 1683.333025 = -288332.836530 nChanged 21 SP:Iteration 28Q (479.266907 sec): 3 clusters Score: Raw -290026.847834 + Penalty 1683.333025 = -288343.514809 nChanged 20 SP:Iteration 29Q (479.319742 sec): 3 clusters Score: Raw -290035.068920 + Penalty 1683.333025 = -288351.735895 nChanged 16 SP:Iteration 30Q (479.367789 sec): 3 clusters Score: Raw -290042.272747 + Penalty 1683.333025 = -288358.939722 nChanged 9 SP:Iteration 31Q (479.422866 sec): 3 clusters Score: Raw -290046.391990 + Penalty 1683.333025 = -288363.058965 nChanged 11 SP:Iteration 32Q (479.466817 sec): 3 clusters Score: Raw -290051.501774 + Penalty 1683.333025 = -288368.168749 nChanged 9 SP:Iteration 33Q (479.511041 sec): 3 clusters Score: Raw -290056.353668 + Penalty 1683.333025 = -288373.020643 nChanged 10 SP:Iteration 34Q (479.560575 sec): 3 clusters Score: Raw -290061.488308 + Penalty 1683.333025 = -288378.155283 nChanged 9 SP:Iteration 35Q (479.610113 sec): 3 clusters Score: Raw -290065.406682 + Penalty 1683.333025 = -288382.073657 nChanged 6 SP:Iteration 36Q (479.656244 sec): 3 clusters Score: Raw -290069.292438 + Penalty 1683.333025 = -288385.959413 nChanged 8 SP:Iteration 37Q (479.702092 sec): 3 clusters Score: Raw -290072.930027 + Penalty 1683.333025 = -288389.597002 nChanged 4 SP:Iteration 38Q (479.751893 sec): 3 clusters Score: Raw -290074.508007 + Penalty 1683.333025 = -288391.174982 nChanged 3 SP:Iteration 39Q (479.769131 sec): 3 clusters Score: Raw -290075.412925 + Penalty 1683.333025 = -288392.079900 nChanged 3 SP:Iteration 40F (479.819300 sec): 3 clusters Score: Raw -290076.631938 + Penalty 1683.333025 = -288393.298913 nChanged 2 SP:Iteration 41Q (479.865106 sec): 3 clusters Score: Raw -290077.299273 + Penalty 1683.333025 = -288393.966248 nChanged 2 SP:Iteration 42Q (479.917722 sec): 3 clusters Score: Raw -290078.058237 + Penalty 1683.333025 = -288394.725212 nChanged 2 SP:Iteration 43Q (479.978506 sec): 3 clusters Score: Raw -290078.785760 + Penalty 1683.333025 = -288395.452735 nChanged 2 SP:Iteration 44Q (480.023306 sec): 3 clusters Score: Raw -290079.280584 + Penalty 1683.333025 = -288395.947559 nChanged 1 SP:Iteration 45Q (480.070006 sec): 3 clusters Score: Raw -290079.712858 + Penalty 1683.333025 = -288396.379833 nChanged 2 SP:Iteration 46Q (480.116342 sec): 3 clusters Score: Raw -290080.563343 + Penalty 1683.333025 = -288397.230318 nChanged 4 SP:Iteration 47Q (480.165522 sec): 3 clusters Score: Raw -290081.750226 + Penalty 1683.333025 = -288398.417201 nChanged 2 SP:Iteration 48Q (480.206122 sec): 3 clusters Score: Raw -290082.162214 + Penalty 1683.333025 = -288398.829189 nChanged 2 SP:Iteration 49Q (480.260375 sec): 3 clusters Score: Raw -290083.536945 + Penalty 1683.333025 = -288400.203920 nChanged 2 SP:Iteration 50Q (480.320276 sec): 3 clusters Score: Raw -290084.257434 + Penalty 1683.333025 = -288400.924409 nChanged 0 SP:Iteration 51F (480.368909 sec): 3 clusters Score: Raw -290084.257434 + Penalty 1683.333025 = -288400.924409 nChanged 0 Trying to split cluster 7 (1372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (480.385196 sec): 2 clusters Score: Raw -38195.527662 + Penalty 686.282357 = -37509.245305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.443421 sec): 3 clusters Score: Raw -37629.714623 + Penalty 1372.564714 = -36257.149910 nChanged 540 SP:Iteration 1F (480.471494 sec): 3 clusters Score: Raw -38177.541000 + Penalty 1372.564714 = -36804.976287 nChanged 173 SP:Iteration 2F (480.508681 sec): 3 clusters Score: Raw -38457.552119 + Penalty 1372.564714 = -37084.987406 nChanged 114 SP:Iteration 3F (480.552487 sec): 3 clusters Score: Raw -38610.781084 + Penalty 1372.564714 = -37238.216370 nChanged 79 SP:Iteration 4F (480.586408 sec): 3 clusters Score: Raw -38694.406003 + Penalty 1372.564714 = -37321.841290 nChanged 53 SP:Iteration 5Q (480.621491 sec): 3 clusters Score: Raw -38744.645260 + Penalty 1372.564714 = -37372.080546 nChanged 38 SP:Iteration 6Q (480.660584 sec): 3 clusters Score: Raw -38773.930554 + Penalty 1372.564714 = -37401.365840 nChanged 28 SP:Iteration 7Q (480.701279 sec): 3 clusters Score: Raw -38790.244002 + Penalty 1372.564714 = -37417.679288 nChanged 14 SP:Iteration 8Q (480.742423 sec): 3 clusters Score: Raw -38795.661788 + Penalty 1372.564714 = -37423.097074 nChanged 5 SP:Iteration 9Q (480.776279 sec): 3 clusters Score: Raw -38797.510940 + Penalty 1372.564714 = -37424.946226 nChanged 2 SP:Iteration 10Q (480.817510 sec): 3 clusters Score: Raw -38798.474232 + Penalty 1372.564714 = -37425.909519 nChanged 1 SP:Iteration 11Q (480.852937 sec): 3 clusters Score: Raw -38798.714060 + Penalty 1372.564714 = -37426.149347 nChanged 0 SP:Iteration 12F (480.887602 sec): 3 clusters Score: Raw -38798.714060 + Penalty 1372.564714 = -37426.149347 nChanged 0 Trying to split cluster 8 (3161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (480.917687 sec): 2 clusters Score: Raw -118880.550960 + Penalty 765.571153 = -118114.979807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.960019 sec): 3 clusters Score: Raw -117232.451418 + Penalty 1531.142305 = -115701.309113 nChanged 1242 SP:Iteration 1F (481.002855 sec): 3 clusters Score: Raw -117892.016260 + Penalty 1531.142305 = -116360.873955 nChanged 248 SP:Iteration 2F (481.051089 sec): 3 clusters Score: Raw -118022.906303 + Penalty 1531.142305 = -116491.763998 nChanged 179 SP:Iteration 3F (481.097475 sec): 3 clusters Score: Raw -118104.169888 + Penalty 1531.142305 = -116573.027583 nChanged 146 SP:Iteration 4Q (481.142302 sec): 3 clusters Score: Raw -118165.470546 + Penalty 1531.142305 = -116634.328241 nChanged 106 SP:Iteration 5Q (481.194183 sec): 3 clusters Score: Raw -118208.000297 + Penalty 1531.142305 = -116676.857992 nChanged 82 SP:Iteration 6Q (481.233542 sec): 3 clusters Score: Raw -118243.645063 + Penalty 1531.142305 = -116712.502758 nChanged 89 SP:Iteration 7Q (481.277344 sec): 3 clusters Score: Raw -118284.493881 + Penalty 1531.142305 = -116753.351575 nChanged 82 SP:Iteration 8Q (481.317041 sec): 3 clusters Score: Raw -118321.923440 + Penalty 1531.142305 = -116790.781134 nChanged 83 SP:Iteration 9Q (481.373043 sec): 3 clusters Score: Raw -118360.127365 + Penalty 1531.142305 = -116828.985059 nChanged 101 SP:Iteration 10Q (481.404329 sec): 3 clusters Score: Raw -118429.978177 + Penalty 1531.142305 = -116898.835872 nChanged 129 SP:Iteration 11Q (481.448625 sec): 3 clusters Score: Raw -118519.615394 + Penalty 1531.142305 = -116988.473089 nChanged 123 SP:Iteration 12Q (481.490835 sec): 3 clusters Score: Raw -118645.897539 + Penalty 1531.142305 = -117114.755234 nChanged 140 SP:Iteration 13Q (481.536143 sec): 3 clusters Score: Raw -118801.735304 + Penalty 1531.142305 = -117270.592999 nChanged 135 SP:Iteration 14Q (481.574440 sec): 3 clusters Score: Raw -118951.459663 + Penalty 1531.142305 = -117420.317357 nChanged 112 SP:Iteration 15Q (481.617837 sec): 3 clusters Score: Raw -119065.281089 + Penalty 1531.142305 = -117534.138784 nChanged 112 SP:Iteration 16Q (481.662804 sec): 3 clusters Score: Raw -119205.202177 + Penalty 1531.142305 = -117674.059872 nChanged 114 SP:Iteration 17Q (481.712362 sec): 3 clusters Score: Raw -119359.320736 + Penalty 1531.142305 = -117828.178430 nChanged 113 SP:Iteration 18Q (481.754519 sec): 3 clusters Score: Raw -119549.844106 + Penalty 1531.142305 = -118018.701801 nChanged 93 SP:Iteration 19Q (481.798343 sec): 3 clusters Score: Raw -119693.881891 + Penalty 1531.142305 = -118162.739586 nChanged 75 SP:Iteration 20F (481.845978 sec): 3 clusters Score: Raw -119791.509288 + Penalty 1531.142305 = -118260.366983 nChanged 46 SP:Iteration 21Q (481.886917 sec): 3 clusters Score: Raw -119827.017735 + Penalty 1531.142305 = -118295.875430 nChanged 24 SP:Iteration 22Q (481.928088 sec): 3 clusters Score: Raw -119844.994642 + Penalty 1531.142305 = -118313.852337 nChanged 15 SP:Iteration 23Q (481.982557 sec): 3 clusters Score: Raw -119851.144843 + Penalty 1531.142305 = -118320.002538 nChanged 4 SP:Iteration 24Q (482.014987 sec): 3 clusters Score: Raw -119852.177397 + Penalty 1531.142305 = -118321.035092 nChanged 0 SP:Iteration 25F (482.053210 sec): 3 clusters Score: Raw -119852.177397 + Penalty 1531.142305 = -118321.035092 nChanged 0 Score: Raw -3964773.765325 + Penalty 28727.937817 = -3936045.827508 Splitting cluster 8 changes total score from -3936178.832029 to -3936045.827508 So it's not getting split. Trying to split cluster 9 (8837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (483.937229 sec): 2 clusters Score: Raw -327549.739467 + Penalty 863.236759 = -326686.502707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (483.983088 sec): 3 clusters Score: Raw -322314.652486 + Penalty 1726.473519 = -320588.178967 nChanged 3975 SP:Iteration 1F (484.040068 sec): 3 clusters Score: Raw -324874.859384 + Penalty 1726.473519 = -323148.385865 nChanged 724 SP:Iteration 2F (484.079862 sec): 3 clusters Score: Raw -325429.532220 + Penalty 1726.473519 = -323703.058701 nChanged 691 SP:Iteration 3F (484.141155 sec): 3 clusters Score: Raw -326012.825378 + Penalty 1726.473519 = -324286.351859 nChanged 644 SP:Iteration 4F (484.184499 sec): 3 clusters Score: Raw -326607.162134 + Penalty 1726.473519 = -324880.688615 nChanged 599 SP:Iteration 5F (484.237915 sec): 3 clusters Score: Raw -327149.536828 + Penalty 1726.473519 = -325423.063309 nChanged 480 SP:Iteration 6F (484.292662 sec): 3 clusters Score: Raw -327559.867115 + Penalty 1726.473519 = -325833.393597 nChanged 379 SP:Iteration 7Q (484.341451 sec): 3 clusters Score: Raw -327833.124920 + Penalty 1726.473519 = -326106.651401 nChanged 258 SP:Iteration 8Q (484.393369 sec): 3 clusters Score: Raw -327978.050818 + Penalty 1726.473519 = -326251.577299 nChanged 178 SP:Iteration 9Q (484.439559 sec): 3 clusters Score: Raw -328039.448643 + Penalty 1726.473519 = -326312.975124 nChanged 107 SP:Iteration 10Q (484.494017 sec): 3 clusters Score: Raw -328072.187898 + Penalty 1726.473519 = -326345.714379 nChanged 89 SP:Iteration 11Q (484.550784 sec): 3 clusters Score: Raw -328096.353643 + Penalty 1726.473519 = -326369.880124 nChanged 62 SP:Iteration 12Q (484.586694 sec): 3 clusters Score: Raw -328107.628004 + Penalty 1726.473519 = -326381.154485 nChanged 45 SP:Iteration 13Q (484.636382 sec): 3 clusters Score: Raw -328113.470292 + Penalty 1726.473519 = -326386.996773 nChanged 23 SP:Iteration 14Q (484.696438 sec): 3 clusters Score: Raw -328115.648894 + Penalty 1726.473519 = -326389.175375 nChanged 12 SP:Iteration 15Q (484.748443 sec): 3 clusters Score: Raw -328116.600335 + Penalty 1726.473519 = -326390.126816 nChanged 2 SP:Iteration 16Q (484.803602 sec): 3 clusters Score: Raw -328116.745690 + Penalty 1726.473519 = -326390.272171 nChanged 1 SP:Iteration 17Q (484.850541 sec): 3 clusters Score: Raw -328116.828473 + Penalty 1726.473519 = -326390.354954 nChanged 2 SP:Iteration 18Q (484.902184 sec): 3 clusters Score: Raw -328116.999922 + Penalty 1726.473519 = -326390.526403 nChanged 2 SP:Iteration 19Q (484.961467 sec): 3 clusters Score: Raw -328117.074289 + Penalty 1726.473519 = -326390.600770 nChanged 2 SP:Iteration 20F (485.011649 sec): 3 clusters Score: Raw -328117.142166 + Penalty 1726.473519 = -326390.668647 nChanged 1 SP:Iteration 21Q (485.068282 sec): 3 clusters Score: Raw -328117.176774 + Penalty 1726.473519 = -326390.703255 nChanged 1 SP:Iteration 22Q (485.126805 sec): 3 clusters Score: Raw -328117.200904 + Penalty 1726.473519 = -326390.727385 nChanged 0 SP:Iteration 23F (485.180586 sec): 3 clusters Score: Raw -328117.200904 + Penalty 1726.473519 = -326390.727385 nChanged 0 Trying to split cluster 10 (17173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.220698 sec): 2 clusters Score: Raw -633901.806046 + Penalty 926.353898 = -632975.452148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.274164 sec): 3 clusters Score: Raw -623249.415955 + Penalty 1852.707796 = -621396.708160 nChanged 7952 SP:Iteration 1F (485.341817 sec): 3 clusters Score: Raw -627972.765190 + Penalty 1852.707796 = -626120.057394 nChanged 968 SP:Iteration 2F (485.412708 sec): 3 clusters Score: Raw -628441.121294 + Penalty 1852.707796 = -626588.413499 nChanged 968 SP:Iteration 3F (485.473385 sec): 3 clusters Score: Raw -628934.282899 + Penalty 1852.707796 = -627081.575103 nChanged 973 SP:Iteration 4F (485.541423 sec): 3 clusters Score: Raw -629488.409271 + Penalty 1852.707796 = -627635.701475 nChanged 1008 SP:Iteration 5F (485.602527 sec): 3 clusters Score: Raw -630159.653486 + Penalty 1852.707796 = -628306.945691 nChanged 1015 SP:Iteration 6F (485.671392 sec): 3 clusters Score: Raw -630848.548496 + Penalty 1852.707796 = -628995.840701 nChanged 933 SP:Iteration 7F (485.730275 sec): 3 clusters Score: Raw -631378.579226 + Penalty 1852.707796 = -629525.871430 nChanged 720 SP:Iteration 8Q (485.799363 sec): 3 clusters Score: Raw -631697.429042 + Penalty 1852.707796 = -629844.721246 nChanged 523 SP:Iteration 9Q (485.868718 sec): 3 clusters Score: Raw -631863.688307 + Penalty 1852.707796 = -630010.980511 nChanged 355 SP:Iteration 10Q (485.944496 sec): 3 clusters Score: Raw -631951.810398 + Penalty 1852.707796 = -630099.102603 nChanged 266 SP:Iteration 11Q (485.994217 sec): 3 clusters Score: Raw -632015.471413 + Penalty 1852.707796 = -630162.763617 nChanged 229 SP:Iteration 12Q (486.060925 sec): 3 clusters Score: Raw -632064.443326 + Penalty 1852.707796 = -630211.735530 nChanged 194 SP:Iteration 13Q (486.133073 sec): 3 clusters Score: Raw -632103.231459 + Penalty 1852.707796 = -630250.523663 nChanged 179 SP:Iteration 14Q (486.191642 sec): 3 clusters Score: Raw -632134.369415 + Penalty 1852.707796 = -630281.661619 nChanged 170 SP:Iteration 15Q (486.245773 sec): 3 clusters Score: Raw -632165.091784 + Penalty 1852.707796 = -630312.383988 nChanged 149 SP:Iteration 16Q (486.314938 sec): 3 clusters Score: Raw -632189.538419 + Penalty 1852.707796 = -630336.830623 nChanged 150 SP:Iteration 17Q (486.377744 sec): 3 clusters Score: Raw -632215.539886 + Penalty 1852.707796 = -630362.832090 nChanged 157 SP:Iteration 18Q (486.452324 sec): 3 clusters Score: Raw -632246.354179 + Penalty 1852.707796 = -630393.646383 nChanged 149 SP:Iteration 19Q (486.516544 sec): 3 clusters Score: Raw -632272.114754 + Penalty 1852.707796 = -630419.406959 nChanged 139 SP:Iteration 20F (486.586985 sec): 3 clusters Score: Raw -632297.630860 + Penalty 1852.707796 = -630444.923064 nChanged 151 SP:Iteration 21Q (486.659254 sec): 3 clusters Score: Raw -632325.582582 + Penalty 1852.707796 = -630472.874786 nChanged 161 SP:Iteration 22Q (486.728508 sec): 3 clusters Score: Raw -632357.134653 + Penalty 1852.707796 = -630504.426857 nChanged 165 SP:Iteration 23Q (486.795107 sec): 3 clusters Score: Raw -632385.459236 + Penalty 1852.707796 = -630532.751440 nChanged 168 SP:Iteration 24Q (486.855365 sec): 3 clusters Score: Raw -632415.673078 + Penalty 1852.707796 = -630562.965282 nChanged 143 SP:Iteration 25Q (486.928247 sec): 3 clusters Score: Raw -632444.603629 + Penalty 1852.707796 = -630591.895833 nChanged 142 SP:Iteration 26Q (486.982918 sec): 3 clusters Score: Raw -632472.125698 + Penalty 1852.707796 = -630619.417902 nChanged 151 SP:Iteration 27Q (487.044319 sec): 3 clusters Score: Raw -632498.865882 + Penalty 1852.707796 = -630646.158086 nChanged 140 SP:Iteration 28Q (487.109014 sec): 3 clusters Score: Raw -632523.770940 + Penalty 1852.707796 = -630671.063144 nChanged 139 SP:Iteration 29Q (487.180091 sec): 3 clusters Score: Raw -632548.948697 + Penalty 1852.707796 = -630696.240902 nChanged 148 SP:Iteration 30Q (487.250603 sec): 3 clusters Score: Raw -632579.663144 + Penalty 1852.707796 = -630726.955349 nChanged 155 SP:Iteration 31Q (487.315890 sec): 3 clusters Score: Raw -632611.848077 + Penalty 1852.707796 = -630759.140282 nChanged 157 SP:Iteration 32Q (487.375591 sec): 3 clusters Score: Raw -632646.269508 + Penalty 1852.707796 = -630793.561712 nChanged 157 SP:Iteration 33Q (487.437145 sec): 3 clusters Score: Raw -632680.143456 + Penalty 1852.707796 = -630827.435660 nChanged 155 SP:Iteration 34Q (487.504392 sec): 3 clusters Score: Raw -632709.907578 + Penalty 1852.707796 = -630857.199782 nChanged 155 SP:Iteration 35Q (487.557920 sec): 3 clusters Score: Raw -632739.368534 + Penalty 1852.707796 = -630886.660738 nChanged 154 SP:Iteration 36Q (487.627217 sec): 3 clusters Score: Raw -632770.356748 + Penalty 1852.707796 = -630917.648952 nChanged 150 SP:Iteration 37Q (487.676399 sec): 3 clusters Score: Raw -632797.274181 + Penalty 1852.707796 = -630944.566386 nChanged 140 SP:Iteration 38Q (487.740828 sec): 3 clusters Score: Raw -632822.030010 + Penalty 1852.707796 = -630969.322214 nChanged 135 SP:Iteration 39Q (487.815631 sec): 3 clusters Score: Raw -632850.106158 + Penalty 1852.707796 = -630997.398362 nChanged 153 SP:Iteration 40F (487.876246 sec): 3 clusters Score: Raw -632884.322898 + Penalty 1852.707796 = -631031.615102 nChanged 181 SP:Iteration 41Q (487.947946 sec): 3 clusters Score: Raw -632927.835118 + Penalty 1852.707796 = -631075.127322 nChanged 176 SP:Iteration 42Q (488.013868 sec): 3 clusters Score: Raw -632985.417784 + Penalty 1852.707796 = -631132.709988 nChanged 210 SP:Iteration 43Q (488.073503 sec): 3 clusters Score: Raw -633060.411606 + Penalty 1852.707796 = -631207.703811 nChanged 220 SP:Iteration 44Q (488.141251 sec): 3 clusters Score: Raw -633160.694906 + Penalty 1852.707796 = -631307.987110 nChanged 251 SP:Iteration 45Q (488.205459 sec): 3 clusters Score: Raw -633302.268167 + Penalty 1852.707796 = -631449.560371 nChanged 260 SP:Iteration 46Q (488.271671 sec): 3 clusters Score: Raw -633443.288526 + Penalty 1852.707796 = -631590.580730 nChanged 247 SP:Iteration 47Q (488.337449 sec): 3 clusters Score: Raw -633592.665216 + Penalty 1852.707796 = -631739.957420 nChanged 253 SP:Iteration 48Q (488.395452 sec): 3 clusters Score: Raw -633761.333891 + Penalty 1852.707796 = -631908.626096 nChanged 249 SP:Iteration 49Q (488.460373 sec): 3 clusters Score: Raw -633898.567715 + Penalty 1852.707796 = -632045.859919 nChanged 209 SP:Iteration 50Q (488.537889 sec): 3 clusters Score: Raw -633989.999923 + Penalty 1852.707796 = -632137.292127 nChanged 161 SP:Iteration 51Q (488.590985 sec): 3 clusters Score: Raw -634057.965607 + Penalty 1852.707796 = -632205.257811 nChanged 147 SP:Iteration 52Q (488.656883 sec): 3 clusters Score: Raw -634113.064705 + Penalty 1852.707796 = -632260.356910 nChanged 127 SP:Iteration 53Q (488.718483 sec): 3 clusters Score: Raw -634154.075778 + Penalty 1852.707796 = -632301.367983 nChanged 85 SP:Iteration 54Q (488.794832 sec): 3 clusters Score: Raw -634176.270956 + Penalty 1852.707796 = -632323.563160 nChanged 58 SP:Iteration 55Q (488.838016 sec): 3 clusters Score: Raw -634189.509893 + Penalty 1852.707796 = -632336.802097 nChanged 58 SP:Iteration 56Q (488.900086 sec): 3 clusters Score: Raw -634200.496151 + Penalty 1852.707796 = -632347.788355 nChanged 52 SP:Iteration 57Q (488.974454 sec): 3 clusters Score: Raw -634210.325527 + Penalty 1852.707796 = -632357.617732 nChanged 42 SP:Iteration 58Q (489.030612 sec): 3 clusters Score: Raw -634216.327531 + Penalty 1852.707796 = -632363.619735 nChanged 25 SP:Iteration 59Q (489.104304 sec): 3 clusters Score: Raw -634219.317891 + Penalty 1852.707796 = -632366.610096 nChanged 22 SP:Iteration 60F (489.155614 sec): 3 clusters Score: Raw -634221.697320 + Penalty 1852.707796 = -632368.989524 nChanged 14 SP:Iteration 61Q (489.226836 sec): 3 clusters Score: Raw -634223.143696 + Penalty 1852.707796 = -632370.435900 nChanged 16 SP:Iteration 62Q (489.288962 sec): 3 clusters Score: Raw -634224.615266 + Penalty 1852.707796 = -632371.907470 nChanged 14 SP:Iteration 63Q (489.351369 sec): 3 clusters Score: Raw -634225.903232 + Penalty 1852.707796 = -632373.195436 nChanged 10 SP:Iteration 64Q (489.405912 sec): 3 clusters Score: Raw -634226.661851 + Penalty 1852.707796 = -632373.954055 nChanged 11 SP:Iteration 65Q (489.471285 sec): 3 clusters Score: Raw -634227.181022 + Penalty 1852.707796 = -632374.473226 nChanged 1 SP:Iteration 66Q (489.531296 sec): 3 clusters Score: Raw -634227.266485 + Penalty 1852.707796 = -632374.558690 nChanged 2 SP:Iteration 67Q (489.609681 sec): 3 clusters Score: Raw -634227.414876 + Penalty 1852.707796 = -632374.707080 nChanged 3 SP:Iteration 68Q (489.666362 sec): 3 clusters Score: Raw -634227.535612 + Penalty 1852.707796 = -632374.827816 nChanged 1 SP:Iteration 69Q (489.733579 sec): 3 clusters Score: Raw -634227.592077 + Penalty 1852.707796 = -632374.884282 nChanged 1 SP:Iteration 70Q (489.803354 sec): 3 clusters Score: Raw -634227.739803 + Penalty 1852.707796 = -632375.032007 nChanged 3 SP:Iteration 71Q (489.876651 sec): 3 clusters Score: Raw -634228.062906 + Penalty 1852.707796 = -632375.355110 nChanged 4 SP:Iteration 72Q (489.939350 sec): 3 clusters Score: Raw -634228.420449 + Penalty 1852.707796 = -632375.712653 nChanged 3 SP:Iteration 73Q (489.994092 sec): 3 clusters Score: Raw -634228.771603 + Penalty 1852.707796 = -632376.063807 nChanged 5 SP:Iteration 74Q (490.062217 sec): 3 clusters Score: Raw -634229.234787 + Penalty 1852.707796 = -632376.526992 nChanged 7 SP:Iteration 75Q (490.116534 sec): 3 clusters Score: Raw -634229.895502 + Penalty 1852.707796 = -632377.187707 nChanged 4 SP:Iteration 76Q (490.179410 sec): 3 clusters Score: Raw -634230.154737 + Penalty 1852.707796 = -632377.446941 nChanged 2 SP:Iteration 77Q (490.238297 sec): 3 clusters Score: Raw -634230.438942 + Penalty 1852.707796 = -632377.731147 nChanged 6 SP:Iteration 78Q (490.298157 sec): 3 clusters Score: Raw -634230.863608 + Penalty 1852.707796 = -632378.155813 nChanged 1 SP:Iteration 79Q (490.370604 sec): 3 clusters Score: Raw -634231.023685 + Penalty 1852.707796 = -632378.315889 nChanged 3 SP:Iteration 80F (490.427688 sec): 3 clusters Score: Raw -634231.372025 + Penalty 1852.707796 = -632378.664229 nChanged 4 SP:Iteration 81Q (490.496888 sec): 3 clusters Score: Raw -634231.612711 + Penalty 1852.707796 = -632378.904915 nChanged 3 SP:Iteration 82Q (490.554588 sec): 3 clusters Score: Raw -634231.704815 + Penalty 1852.707796 = -632378.997019 nChanged 1 SP:Iteration 83Q (490.616163 sec): 3 clusters Score: Raw -634231.750701 + Penalty 1852.707796 = -632379.042905 nChanged 0 SP:Iteration 84F (490.676581 sec): 3 clusters Score: Raw -634231.750701 + Penalty 1852.707796 = -632379.042905 nChanged 0 Trying to split cluster 11 (1632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (490.697185 sec): 2 clusters Score: Raw -59584.451772 + Penalty 702.768346 = -58881.683426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (490.755477 sec): 3 clusters Score: Raw -58808.645086 + Penalty 1405.536692 = -57403.108394 nChanged 615 SP:Iteration 1F (490.787724 sec): 3 clusters Score: Raw -59156.772300 + Penalty 1405.536692 = -57751.235608 nChanged 131 SP:Iteration 2F (490.824550 sec): 3 clusters Score: Raw -59248.342609 + Penalty 1405.536692 = -57842.805917 nChanged 94 SP:Iteration 3F (490.873907 sec): 3 clusters Score: Raw -59302.901416 + Penalty 1405.536692 = -57897.364725 nChanged 78 SP:Iteration 4Q (490.929151 sec): 3 clusters Score: Raw -59357.224997 + Penalty 1405.536692 = -57951.688306 nChanged 66 SP:Iteration 5Q (490.975460 sec): 3 clusters Score: Raw -59410.663748 + Penalty 1405.536692 = -58005.127056 nChanged 67 SP:Iteration 6Q (491.011537 sec): 3 clusters Score: Raw -59457.660221 + Penalty 1405.536692 = -58052.123529 nChanged 63 SP:Iteration 7Q (491.055882 sec): 3 clusters Score: Raw -59509.597134 + Penalty 1405.536692 = -58104.060442 nChanged 64 SP:Iteration 8Q (491.092804 sec): 3 clusters Score: Raw -59562.986073 + Penalty 1405.536692 = -58157.449382 nChanged 57 SP:Iteration 9Q (491.133151 sec): 3 clusters Score: Raw -59606.292685 + Penalty 1405.536692 = -58200.755993 nChanged 45 SP:Iteration 10Q (491.175033 sec): 3 clusters Score: Raw -59640.686240 + Penalty 1405.536692 = -58235.149548 nChanged 40 SP:Iteration 11Q (491.216123 sec): 3 clusters Score: Raw -59676.510320 + Penalty 1405.536692 = -58270.973629 nChanged 30 SP:Iteration 12Q (491.273150 sec): 3 clusters Score: Raw -59697.697543 + Penalty 1405.536692 = -58292.160852 nChanged 24 SP:Iteration 13Q (491.312892 sec): 3 clusters Score: Raw -59716.386180 + Penalty 1405.536692 = -58310.849488 nChanged 18 SP:Iteration 14Q (491.358537 sec): 3 clusters Score: Raw -59728.481408 + Penalty 1405.536692 = -58322.944716 nChanged 18 SP:Iteration 15Q (491.415348 sec): 3 clusters Score: Raw -59739.425114 + Penalty 1405.536692 = -58333.888423 nChanged 13 SP:Iteration 16Q (491.457999 sec): 3 clusters Score: Raw -59744.724023 + Penalty 1405.536692 = -58339.187332 nChanged 6 SP:Iteration 17Q (491.500548 sec): 3 clusters Score: Raw -59747.572695 + Penalty 1405.536692 = -58342.036004 nChanged 5 SP:Iteration 18Q (491.539090 sec): 3 clusters Score: Raw -59750.113493 + Penalty 1405.536692 = -58344.576801 nChanged 4 SP:Iteration 19Q (491.583223 sec): 3 clusters Score: Raw -59751.809745 + Penalty 1405.536692 = -58346.273053 nChanged 3 SP:Iteration 20F (491.631015 sec): 3 clusters Score: Raw -59752.686509 + Penalty 1405.536692 = -58347.149817 nChanged 5 SP:Iteration 21Q (491.675449 sec): 3 clusters Score: Raw -59754.946609 + Penalty 1405.536692 = -58349.409917 nChanged 4 SP:Iteration 22Q (491.730103 sec): 3 clusters Score: Raw -59756.452822 + Penalty 1405.536692 = -58350.916130 nChanged 5 SP:Iteration 23Q (491.767741 sec): 3 clusters Score: Raw -59760.370610 + Penalty 1405.536692 = -58354.833918 nChanged 8 SP:Iteration 24Q (491.825621 sec): 3 clusters Score: Raw -59765.787304 + Penalty 1405.536692 = -58360.250612 nChanged 4 SP:Iteration 25Q (491.863072 sec): 3 clusters Score: Raw -59769.125144 + Penalty 1405.536692 = -58363.588452 nChanged 5 SP:Iteration 26Q (491.908394 sec): 3 clusters Score: Raw -59771.877168 + Penalty 1405.536692 = -58366.340476 nChanged 3 SP:Iteration 27Q (491.957432 sec): 3 clusters Score: Raw -59772.981773 + Penalty 1405.536692 = -58367.445081 nChanged 1 SP:Iteration 28Q (491.997584 sec): 3 clusters Score: Raw -59773.115446 + Penalty 1405.536692 = -58367.578754 nChanged 1 SP:Iteration 29Q (492.043590 sec): 3 clusters Score: Raw -59773.239965 + Penalty 1405.536692 = -58367.703273 nChanged 0 SP:Iteration 30F (492.087876 sec): 3 clusters Score: Raw -59773.239965 + Penalty 1405.536692 = -58367.703273 nChanged 0 Trying to split cluster 12 (1271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (492.116546 sec): 2 clusters Score: Raw -52364.917271 + Penalty 679.018131 = -51685.899140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (492.152207 sec): 3 clusters Score: Raw -51838.532946 + Penalty 1358.036262 = -50480.496685 nChanged 469 SP:Iteration 1F (492.184488 sec): 3 clusters Score: Raw -52226.242857 + Penalty 1358.036262 = -50868.206596 nChanged 115 SP:Iteration 2F (492.220472 sec): 3 clusters Score: Raw -52365.265157 + Penalty 1358.036262 = -51007.228896 nChanged 93 SP:Iteration 3F (492.258302 sec): 3 clusters Score: Raw -52458.198562 + Penalty 1358.036262 = -51100.162300 nChanged 56 SP:Iteration 4Q (492.292407 sec): 3 clusters Score: Raw -52494.708239 + Penalty 1358.036262 = -51136.671977 nChanged 26 SP:Iteration 5Q (492.335204 sec): 3 clusters Score: Raw -52517.287129 + Penalty 1358.036262 = -51159.250867 nChanged 30 SP:Iteration 6Q (492.379688 sec): 3 clusters Score: Raw -52542.205778 + Penalty 1358.036262 = -51184.169517 nChanged 27 SP:Iteration 7Q (492.417137 sec): 3 clusters Score: Raw -52561.669416 + Penalty 1358.036262 = -51203.633155 nChanged 15 SP:Iteration 8Q (492.454193 sec): 3 clusters Score: Raw -52569.604789 + Penalty 1358.036262 = -51211.568528 nChanged 12 SP:Iteration 9Q (492.496587 sec): 3 clusters Score: Raw -52581.248457 + Penalty 1358.036262 = -51223.212196 nChanged 14 SP:Iteration 10Q (492.535767 sec): 3 clusters Score: Raw -52590.080895 + Penalty 1358.036262 = -51232.044633 nChanged 11 SP:Iteration 11Q (492.581880 sec): 3 clusters Score: Raw -52596.443072 + Penalty 1358.036262 = -51238.406810 nChanged 9 SP:Iteration 12Q (492.624756 sec): 3 clusters Score: Raw -52605.117361 + Penalty 1358.036262 = -51247.081099 nChanged 10 SP:Iteration 13Q (492.663519 sec): 3 clusters Score: Raw -52613.308822 + Penalty 1358.036262 = -51255.272561 nChanged 16 SP:Iteration 14Q (492.700800 sec): 3 clusters Score: Raw -52625.408313 + Penalty 1358.036262 = -51267.372051 nChanged 9 SP:Iteration 15Q (492.753031 sec): 3 clusters Score: Raw -52630.745352 + Penalty 1358.036262 = -51272.709091 nChanged 5 SP:Iteration 16Q (492.801674 sec): 3 clusters Score: Raw -52634.288440 + Penalty 1358.036262 = -51276.252178 nChanged 6 SP:Iteration 17Q (492.842269 sec): 3 clusters Score: Raw -52636.771298 + Penalty 1358.036262 = -51278.735036 nChanged 2 SP:Iteration 18Q (492.890587 sec): 3 clusters Score: Raw -52637.529394 + Penalty 1358.036262 = -51279.493132 nChanged 2 SP:Iteration 19Q (492.926610 sec): 3 clusters Score: Raw -52638.302074 + Penalty 1358.036262 = -51280.265812 nChanged 0 SP:Iteration 20F (492.962419 sec): 3 clusters Score: Raw -52638.302074 + Penalty 1358.036262 = -51280.265812 nChanged 0 Trying to split cluster 13 (1306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (492.982783 sec): 2 clusters Score: Raw -43998.629750 + Penalty 681.598809 = -43317.030941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (493.019235 sec): 3 clusters Score: Raw -43458.861509 + Penalty 1363.197619 = -42095.663891 nChanged 468 SP:Iteration 1F (493.053602 sec): 3 clusters Score: Raw -43833.047374 + Penalty 1363.197619 = -42469.849755 nChanged 113 SP:Iteration 2F (493.086780 sec): 3 clusters Score: Raw -43933.205042 + Penalty 1363.197619 = -42570.007423 nChanged 63 SP:Iteration 3Q (493.132944 sec): 3 clusters Score: Raw -43974.348900 + Penalty 1363.197619 = -42611.151281 nChanged 39 SP:Iteration 4Q (493.181293 sec): 3 clusters Score: Raw -44000.320022 + Penalty 1363.197619 = -42637.122403 nChanged 23 SP:Iteration 5Q (493.217643 sec): 3 clusters Score: Raw -44010.705052 + Penalty 1363.197619 = -42647.507433 nChanged 16 SP:Iteration 6Q (493.263426 sec): 3 clusters Score: Raw -44022.894913 + Penalty 1363.197619 = -42659.697294 nChanged 20 SP:Iteration 7Q (493.300647 sec): 3 clusters Score: Raw -44046.371409 + Penalty 1363.197619 = -42683.173790 nChanged 25 SP:Iteration 8Q (493.341351 sec): 3 clusters Score: Raw -44069.654139 + Penalty 1363.197619 = -42706.456520 nChanged 29 SP:Iteration 9Q (493.381669 sec): 3 clusters Score: Raw -44085.509026 + Penalty 1363.197619 = -42722.311407 nChanged 14 SP:Iteration 10Q (493.424036 sec): 3 clusters Score: Raw -44093.402235 + Penalty 1363.197619 = -42730.204616 nChanged 12 SP:Iteration 11Q (493.468486 sec): 3 clusters Score: Raw -44098.554270 + Penalty 1363.197619 = -42735.356651 nChanged 6 SP:Iteration 12Q (493.519540 sec): 3 clusters Score: Raw -44102.215795 + Penalty 1363.197619 = -42739.018176 nChanged 11 SP:Iteration 13Q (493.565281 sec): 3 clusters Score: Raw -44107.071861 + Penalty 1363.197619 = -42743.874242 nChanged 9 SP:Iteration 14Q (493.610651 sec): 3 clusters Score: Raw -44111.327708 + Penalty 1363.197619 = -42748.130089 nChanged 10 SP:Iteration 15Q (493.646258 sec): 3 clusters Score: Raw -44115.273338 + Penalty 1363.197619 = -42752.075719 nChanged 2 SP:Iteration 16Q (493.686288 sec): 3 clusters Score: Raw -44116.598372 + Penalty 1363.197619 = -42753.400753 nChanged 1 SP:Iteration 17Q (493.728006 sec): 3 clusters Score: Raw -44116.766508 + Penalty 1363.197619 = -42753.568889 nChanged 0 SP:Iteration 18F (493.765337 sec): 3 clusters Score: Raw -44116.766508 + Penalty 1363.197619 = -42753.568889 nChanged 0 Trying to split cluster 14 (7891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (493.796534 sec): 2 clusters Score: Raw -314023.337750 + Penalty 852.480424 = -313170.857326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (493.839637 sec): 3 clusters Score: Raw -309409.894534 + Penalty 1704.960848 = -307704.933685 nChanged 3464 SP:Iteration 1F (493.893410 sec): 3 clusters Score: Raw -311307.803556 + Penalty 1704.960848 = -309602.842708 nChanged 521 SP:Iteration 2F (493.955492 sec): 3 clusters Score: Raw -311567.254849 + Penalty 1704.960848 = -309862.294001 nChanged 477 SP:Iteration 3F (493.997848 sec): 3 clusters Score: Raw -311801.591755 + Penalty 1704.960848 = -310096.630907 nChanged 436 SP:Iteration 4F (494.057756 sec): 3 clusters Score: Raw -311985.007405 + Penalty 1704.960848 = -310280.046557 nChanged 382 SP:Iteration 5Q (494.104350 sec): 3 clusters Score: Raw -312168.236177 + Penalty 1704.960848 = -310463.275329 nChanged 336 SP:Iteration 6Q (494.168053 sec): 3 clusters Score: Raw -312340.181789 + Penalty 1704.960848 = -310635.220941 nChanged 363 SP:Iteration 7Q (494.212376 sec): 3 clusters Score: Raw -312544.210335 + Penalty 1704.960848 = -310839.249487 nChanged 382 SP:Iteration 8Q (494.267245 sec): 3 clusters Score: Raw -312783.164461 + Penalty 1704.960848 = -311078.203613 nChanged 373 SP:Iteration 9Q (494.320931 sec): 3 clusters Score: Raw -313044.992579 + Penalty 1704.960848 = -311340.031730 nChanged 362 SP:Iteration 10Q (494.379688 sec): 3 clusters Score: Raw -313326.689945 + Penalty 1704.960848 = -311621.729096 nChanged 306 SP:Iteration 11Q (494.432953 sec): 3 clusters Score: Raw -313548.039983 + Penalty 1704.960848 = -311843.079135 nChanged 244 SP:Iteration 12Q (494.484198 sec): 3 clusters Score: Raw -313673.741598 + Penalty 1704.960848 = -311968.780749 nChanged 158 SP:Iteration 13Q (494.523253 sec): 3 clusters Score: Raw -313737.056068 + Penalty 1704.960848 = -312032.095219 nChanged 108 SP:Iteration 14Q (494.585641 sec): 3 clusters Score: Raw -313771.606161 + Penalty 1704.960848 = -312066.645312 nChanged 85 SP:Iteration 15Q (494.633832 sec): 3 clusters Score: Raw -313791.924855 + Penalty 1704.960848 = -312086.964007 nChanged 58 SP:Iteration 16Q (494.693050 sec): 3 clusters Score: Raw -313805.302095 + Penalty 1704.960848 = -312100.341247 nChanged 57 SP:Iteration 17Q (494.742545 sec): 3 clusters Score: Raw -313817.661292 + Penalty 1704.960848 = -312112.700444 nChanged 44 SP:Iteration 18Q (494.802238 sec): 3 clusters Score: Raw -313825.283828 + Penalty 1704.960848 = -312120.322980 nChanged 32 SP:Iteration 19Q (494.846562 sec): 3 clusters Score: Raw -313830.364935 + Penalty 1704.960848 = -312125.404087 nChanged 28 SP:Iteration 20F (494.890013 sec): 3 clusters Score: Raw -313835.487398 + Penalty 1704.960848 = -312130.526550 nChanged 24 SP:Iteration 21Q (494.937797 sec): 3 clusters Score: Raw -313839.086735 + Penalty 1704.960848 = -312134.125887 nChanged 25 SP:Iteration 22Q (494.995784 sec): 3 clusters Score: Raw -313843.294079 + Penalty 1704.960848 = -312138.333231 nChanged 28 SP:Iteration 23Q (495.040268 sec): 3 clusters Score: Raw -313847.663209 + Penalty 1704.960848 = -312142.702361 nChanged 30 SP:Iteration 24Q (495.086687 sec): 3 clusters Score: Raw -313853.892564 + Penalty 1704.960848 = -312148.931716 nChanged 35 SP:Iteration 25Q (495.130615 sec): 3 clusters Score: Raw -313859.970221 + Penalty 1704.960848 = -312155.009373 nChanged 29 SP:Iteration 26Q (495.191091 sec): 3 clusters Score: Raw -313863.911365 + Penalty 1704.960848 = -312158.950517 nChanged 18 SP:Iteration 27Q (495.249986 sec): 3 clusters Score: Raw -313866.412448 + Penalty 1704.960848 = -312161.451600 nChanged 17 SP:Iteration 28Q (495.297095 sec): 3 clusters Score: Raw -313867.855173 + Penalty 1704.960848 = -312162.894325 nChanged 14 SP:Iteration 29Q (495.347985 sec): 3 clusters Score: Raw -313869.334610 + Penalty 1704.960848 = -312164.373762 nChanged 14 SP:Iteration 30Q (495.397413 sec): 3 clusters Score: Raw -313871.214125 + Penalty 1704.960848 = -312166.253277 nChanged 22 SP:Iteration 31Q (495.440512 sec): 3 clusters Score: Raw -313873.945446 + Penalty 1704.960848 = -312168.984598 nChanged 16 SP:Iteration 32Q (495.490553 sec): 3 clusters Score: Raw -313875.468216 + Penalty 1704.960848 = -312170.507367 nChanged 14 SP:Iteration 33Q (495.541692 sec): 3 clusters Score: Raw -313877.170159 + Penalty 1704.960848 = -312172.209311 nChanged 15 SP:Iteration 34Q (495.599853 sec): 3 clusters Score: Raw -313879.676302 + Penalty 1704.960848 = -312174.715454 nChanged 15 SP:Iteration 35Q (495.657001 sec): 3 clusters Score: Raw -313881.587065 + Penalty 1704.960848 = -312176.626217 nChanged 15 SP:Iteration 36Q (495.708871 sec): 3 clusters Score: Raw -313883.207337 + Penalty 1704.960848 = -312178.246489 nChanged 12 SP:Iteration 37Q (495.768275 sec): 3 clusters Score: Raw -313884.360675 + Penalty 1704.960848 = -312179.399827 nChanged 12 SP:Iteration 38Q (495.811958 sec): 3 clusters Score: Raw -313885.525048 + Penalty 1704.960848 = -312180.564200 nChanged 9 SP:Iteration 39Q (495.865722 sec): 3 clusters Score: Raw -313886.790523 + Penalty 1704.960848 = -312181.829675 nChanged 12 SP:Iteration 40F (495.924209 sec): 3 clusters Score: Raw -313888.332689 + Penalty 1704.960848 = -312183.371841 nChanged 13 SP:Iteration 41Q (495.976488 sec): 3 clusters Score: Raw -313889.988473 + Penalty 1704.960848 = -312185.027625 nChanged 11 SP:Iteration 42Q (496.026037 sec): 3 clusters Score: Raw -313891.123236 + Penalty 1704.960848 = -312186.162388 nChanged 8 SP:Iteration 43Q (496.082762 sec): 3 clusters Score: Raw -313892.070157 + Penalty 1704.960848 = -312187.109309 nChanged 7 SP:Iteration 44Q (496.139956 sec): 3 clusters Score: Raw -313892.840479 + Penalty 1704.960848 = -312187.879631 nChanged 9 SP:Iteration 45Q (496.188840 sec): 3 clusters Score: Raw -313893.997421 + Penalty 1704.960848 = -312189.036573 nChanged 12 SP:Iteration 46Q (496.232755 sec): 3 clusters Score: Raw -313895.380959 + Penalty 1704.960848 = -312190.420111 nChanged 13 SP:Iteration 47Q (496.293902 sec): 3 clusters Score: Raw -313896.703316 + Penalty 1704.960848 = -312191.742468 nChanged 11 SP:Iteration 48Q (496.346713 sec): 3 clusters Score: Raw -313897.936725 + Penalty 1704.960848 = -312192.975876 nChanged 8 SP:Iteration 49Q (496.399954 sec): 3 clusters Score: Raw -313898.625711 + Penalty 1704.960848 = -312193.664863 nChanged 5 SP:Iteration 50Q (496.449118 sec): 3 clusters Score: Raw -313898.999414 + Penalty 1704.960848 = -312194.038566 nChanged 5 SP:Iteration 51Q (496.498866 sec): 3 clusters Score: Raw -313899.391015 + Penalty 1704.960848 = -312194.430166 nChanged 6 SP:Iteration 52Q (496.547421 sec): 3 clusters Score: Raw -313899.994769 + Penalty 1704.960848 = -312195.033921 nChanged 6 SP:Iteration 53Q (496.598770 sec): 3 clusters Score: Raw -313900.495465 + Penalty 1704.960848 = -312195.534617 nChanged 7 SP:Iteration 54Q (496.649789 sec): 3 clusters Score: Raw -313901.012852 + Penalty 1704.960848 = -312196.052004 nChanged 5 SP:Iteration 55Q (496.709748 sec): 3 clusters Score: Raw -313901.385312 + Penalty 1704.960848 = -312196.424464 nChanged 7 SP:Iteration 56Q (496.755294 sec): 3 clusters Score: Raw -313901.908263 + Penalty 1704.960848 = -312196.947415 nChanged 5 SP:Iteration 57Q (496.808534 sec): 3 clusters Score: Raw -313902.441763 + Penalty 1704.960848 = -312197.480915 nChanged 3 SP:Iteration 58Q (496.853157 sec): 3 clusters Score: Raw -313902.609270 + Penalty 1704.960848 = -312197.648422 nChanged 2 SP:Iteration 59Q (496.905571 sec): 3 clusters Score: Raw -313902.735982 + Penalty 1704.960848 = -312197.775134 nChanged 1 SP:Iteration 60F (496.960850 sec): 3 clusters Score: Raw -313902.785805 + Penalty 1704.960848 = -312197.824956 nChanged 1 SP:Iteration 61Q (497.016496 sec): 3 clusters Score: Raw -313902.856453 + Penalty 1704.960848 = -312197.895605 nChanged 1 SP:Iteration 62Q (497.058658 sec): 3 clusters Score: Raw -313903.040258 + Penalty 1704.960848 = -312198.079410 nChanged 2 SP:Iteration 63Q (497.108442 sec): 3 clusters Score: Raw -313903.214284 + Penalty 1704.960848 = -312198.253436 nChanged 2 SP:Iteration 64Q (497.157389 sec): 3 clusters Score: Raw -313903.398628 + Penalty 1704.960848 = -312198.437780 nChanged 3 SP:Iteration 65Q (497.213155 sec): 3 clusters Score: Raw -313903.564024 + Penalty 1704.960848 = -312198.603176 nChanged 3 SP:Iteration 66Q (497.258007 sec): 3 clusters Score: Raw -313903.728772 + Penalty 1704.960848 = -312198.767924 nChanged 6 SP:Iteration 67Q (497.314856 sec): 3 clusters Score: Raw -313904.066774 + Penalty 1704.960848 = -312199.105926 nChanged 2 SP:Iteration 68Q (497.364393 sec): 3 clusters Score: Raw -313904.159726 + Penalty 1704.960848 = -312199.198878 nChanged 1 SP:Iteration 69Q (497.423985 sec): 3 clusters Score: Raw -313904.308555 + Penalty 1704.960848 = -312199.347707 nChanged 4 SP:Iteration 70Q (497.464288 sec): 3 clusters Score: Raw -313904.651283 + Penalty 1704.960848 = -312199.690435 nChanged 2 SP:Iteration 71Q (497.513774 sec): 3 clusters Score: Raw -313904.811444 + Penalty 1704.960848 = -312199.850596 nChanged 0 SP:Iteration 72F (497.566229 sec): 3 clusters Score: Raw -313904.811444 + Penalty 1704.960848 = -312199.850596 nChanged 0 Trying to split cluster 15 (900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (497.586063 sec): 2 clusters Score: Raw -28723.973953 + Penalty 646.227503 = -28077.746451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (497.636862 sec): 3 clusters Score: Raw -28377.380309 + Penalty 1292.455005 = -27084.925304 nChanged 283 SP:Iteration 1F (497.673230 sec): 3 clusters Score: Raw -28617.620953 + Penalty 1292.455005 = -27325.165948 nChanged 101 SP:Iteration 2F (497.709287 sec): 3 clusters Score: Raw -28709.290289 + Penalty 1292.455005 = -27416.835284 nChanged 51 SP:Iteration 3F (497.746984 sec): 3 clusters Score: Raw -28753.327398 + Penalty 1292.455005 = -27460.872393 nChanged 29 SP:Iteration 4Q (497.782156 sec): 3 clusters Score: Raw -28780.082961 + Penalty 1292.455005 = -27487.627956 nChanged 27 SP:Iteration 5Q (497.834031 sec): 3 clusters Score: Raw -28805.253500 + Penalty 1292.455005 = -27512.798495 nChanged 17 SP:Iteration 6Q (497.868001 sec): 3 clusters Score: Raw -28829.984262 + Penalty 1292.455005 = -27537.529257 nChanged 27 SP:Iteration 7Q (497.905483 sec): 3 clusters Score: Raw -28863.543427 + Penalty 1292.455005 = -27571.088422 nChanged 26 SP:Iteration 8Q (497.946744 sec): 3 clusters Score: Raw -28890.644772 + Penalty 1292.455005 = -27598.189767 nChanged 18 SP:Iteration 9Q (497.994035 sec): 3 clusters Score: Raw -28908.379008 + Penalty 1292.455005 = -27615.924003 nChanged 16 SP:Iteration 10Q (498.049448 sec): 3 clusters Score: Raw -28918.990920 + Penalty 1292.455005 = -27626.535915 nChanged 14 SP:Iteration 11Q (498.086154 sec): 3 clusters Score: Raw -28932.899035 + Penalty 1292.455005 = -27640.444029 nChanged 10 SP:Iteration 12Q (498.116245 sec): 3 clusters Score: Raw -28942.850900 + Penalty 1292.455005 = -27650.395895 nChanged 8 SP:Iteration 13Q (498.164470 sec): 3 clusters Score: Raw -28950.842339 + Penalty 1292.455005 = -27658.387334 nChanged 11 SP:Iteration 14Q (498.204488 sec): 3 clusters Score: Raw -28961.477296 + Penalty 1292.455005 = -27669.022291 nChanged 8 SP:Iteration 15Q (498.246829 sec): 3 clusters Score: Raw -28968.143378 + Penalty 1292.455005 = -27675.688373 nChanged 5 SP:Iteration 16Q (498.285231 sec): 3 clusters Score: Raw -28972.975178 + Penalty 1292.455005 = -27680.520173 nChanged 4 SP:Iteration 17Q (498.333856 sec): 3 clusters Score: Raw -28975.374733 + Penalty 1292.455005 = -27682.919728 nChanged 5 SP:Iteration 18Q (498.376123 sec): 3 clusters Score: Raw -28979.399574 + Penalty 1292.455005 = -27686.944569 nChanged 4 SP:Iteration 19Q (498.422948 sec): 3 clusters Score: Raw -28980.915307 + Penalty 1292.455005 = -27688.460302 nChanged 1 SP:Iteration 20F (498.459159 sec): 3 clusters Score: Raw -28981.724832 + Penalty 1292.455005 = -27689.269827 nChanged 1 SP:Iteration 21Q (498.487838 sec): 3 clusters Score: Raw -28982.438611 + Penalty 1292.455005 = -27689.983606 nChanged 0 SP:Iteration 22F (498.527521 sec): 3 clusters Score: Raw -28982.438611 + Penalty 1292.455005 = -27689.983606 nChanged 0 Trying to split cluster 16 (3879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (498.553420 sec): 2 clusters Score: Raw -161913.530101 + Penalty 785.016603 = -161128.513498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (498.607814 sec): 3 clusters Score: Raw -159778.691710 + Penalty 1570.033207 = -158208.658503 nChanged 1647 SP:Iteration 1F (498.656265 sec): 3 clusters Score: Raw -160714.304238 + Penalty 1570.033207 = -159144.271031 nChanged 262 SP:Iteration 2F (498.692690 sec): 3 clusters Score: Raw -160836.137375 + Penalty 1570.033207 = -159266.104168 nChanged 189 SP:Iteration 3Q (498.741050 sec): 3 clusters Score: Raw -160917.558422 + Penalty 1570.033207 = -159347.525215 nChanged 156 SP:Iteration 4Q (498.789447 sec): 3 clusters Score: Raw -160975.995604 + Penalty 1570.033207 = -159405.962397 nChanged 124 SP:Iteration 5Q (498.830620 sec): 3 clusters Score: Raw -161017.778011 + Penalty 1570.033207 = -159447.744804 nChanged 90 SP:Iteration 6Q (498.880842 sec): 3 clusters Score: Raw -161045.550669 + Penalty 1570.033207 = -159475.517462 nChanged 72 SP:Iteration 7Q (498.936595 sec): 3 clusters Score: Raw -161067.211484 + Penalty 1570.033207 = -159497.178277 nChanged 55 SP:Iteration 8Q (498.977167 sec): 3 clusters Score: Raw -161077.709695 + Penalty 1570.033207 = -159507.676488 nChanged 35 SP:Iteration 9Q (499.025380 sec): 3 clusters Score: Raw -161085.114887 + Penalty 1570.033207 = -159515.081680 nChanged 24 SP:Iteration 10Q (499.079148 sec): 3 clusters Score: Raw -161092.168091 + Penalty 1570.033207 = -159522.134884 nChanged 33 SP:Iteration 11Q (499.131164 sec): 3 clusters Score: Raw -161102.782530 + Penalty 1570.033207 = -159532.749324 nChanged 45 SP:Iteration 12Q (499.178771 sec): 3 clusters Score: Raw -161116.014232 + Penalty 1570.033207 = -159545.981025 nChanged 37 SP:Iteration 13Q (499.223370 sec): 3 clusters Score: Raw -161125.560199 + Penalty 1570.033207 = -159555.526992 nChanged 31 SP:Iteration 14Q (499.267931 sec): 3 clusters Score: Raw -161132.304989 + Penalty 1570.033207 = -159562.271782 nChanged 36 SP:Iteration 15Q (499.309182 sec): 3 clusters Score: Raw -161140.507056 + Penalty 1570.033207 = -159570.473849 nChanged 40 SP:Iteration 16Q (499.365861 sec): 3 clusters Score: Raw -161154.775507 + Penalty 1570.033207 = -159584.742300 nChanged 49 SP:Iteration 17Q (499.406393 sec): 3 clusters Score: Raw -161171.257042 + Penalty 1570.033207 = -159601.223835 nChanged 61 SP:Iteration 18Q (499.450810 sec): 3 clusters Score: Raw -161198.822186 + Penalty 1570.033207 = -159628.788979 nChanged 71 SP:Iteration 19Q (499.489951 sec): 3 clusters Score: Raw -161228.134892 + Penalty 1570.033207 = -159658.101685 nChanged 73 SP:Iteration 20F (499.535822 sec): 3 clusters Score: Raw -161260.408682 + Penalty 1570.033207 = -159690.375475 nChanged 80 SP:Iteration 21Q (499.570295 sec): 3 clusters Score: Raw -161298.211499 + Penalty 1570.033207 = -159728.178292 nChanged 95 SP:Iteration 22Q (499.620483 sec): 3 clusters Score: Raw -161354.957463 + Penalty 1570.033207 = -159784.924256 nChanged 102 SP:Iteration 23Q (499.672736 sec): 3 clusters Score: Raw -161419.614005 + Penalty 1570.033207 = -159849.580799 nChanged 95 SP:Iteration 24Q (499.709473 sec): 3 clusters Score: Raw -161482.612953 + Penalty 1570.033207 = -159912.579746 nChanged 92 SP:Iteration 25Q (499.743185 sec): 3 clusters Score: Raw -161538.243306 + Penalty 1570.033207 = -159968.210099 nChanged 76 SP:Iteration 26Q (499.801661 sec): 3 clusters Score: Raw -161578.049604 + Penalty 1570.033207 = -160008.016397 nChanged 77 SP:Iteration 27Q (499.840281 sec): 3 clusters Score: Raw -161617.716277 + Penalty 1570.033207 = -160047.683070 nChanged 64 SP:Iteration 28Q (499.884080 sec): 3 clusters Score: Raw -161649.906763 + Penalty 1570.033207 = -160079.873556 nChanged 58 SP:Iteration 29Q (499.928873 sec): 3 clusters Score: Raw -161674.720593 + Penalty 1570.033207 = -160104.687386 nChanged 46 SP:Iteration 30Q (499.971505 sec): 3 clusters Score: Raw -161692.423411 + Penalty 1570.033207 = -160122.390204 nChanged 38 SP:Iteration 31Q (500.012110 sec): 3 clusters Score: Raw -161707.341175 + Penalty 1570.033207 = -160137.307968 nChanged 30 SP:Iteration 32Q (500.065168 sec): 3 clusters Score: Raw -161716.554263 + Penalty 1570.033207 = -160146.521056 nChanged 28 SP:Iteration 33Q (500.109940 sec): 3 clusters Score: Raw -161726.700199 + Penalty 1570.033207 = -160156.666992 nChanged 26 SP:Iteration 34Q (500.155767 sec): 3 clusters Score: Raw -161735.106266 + Penalty 1570.033207 = -160165.073059 nChanged 30 SP:Iteration 35Q (500.201606 sec): 3 clusters Score: Raw -161746.381430 + Penalty 1570.033207 = -160176.348223 nChanged 31 SP:Iteration 36Q (500.248316 sec): 3 clusters Score: Raw -161763.931756 + Penalty 1570.033207 = -160193.898549 nChanged 27 SP:Iteration 37Q (500.288971 sec): 3 clusters Score: Raw -161776.097195 + Penalty 1570.033207 = -160206.063989 nChanged 24 SP:Iteration 38Q (500.330473 sec): 3 clusters Score: Raw -161787.374986 + Penalty 1570.033207 = -160217.341779 nChanged 12 SP:Iteration 39Q (500.379323 sec): 3 clusters Score: Raw -161790.914091 + Penalty 1570.033207 = -160220.880885 nChanged 17 SP:Iteration 40F (500.429493 sec): 3 clusters Score: Raw -161799.065414 + Penalty 1570.033207 = -160229.032207 nChanged 20 SP:Iteration 41Q (500.474533 sec): 3 clusters Score: Raw -161804.530433 + Penalty 1570.033207 = -160234.497226 nChanged 16 SP:Iteration 42Q (500.521889 sec): 3 clusters Score: Raw -161809.447966 + Penalty 1570.033207 = -160239.414760 nChanged 17 SP:Iteration 43Q (500.569606 sec): 3 clusters Score: Raw -161818.740224 + Penalty 1570.033207 = -160248.707017 nChanged 11 SP:Iteration 44Q (500.626655 sec): 3 clusters Score: Raw -161824.099637 + Penalty 1570.033207 = -160254.066430 nChanged 8 SP:Iteration 45Q (500.668504 sec): 3 clusters Score: Raw -161826.644332 + Penalty 1570.033207 = -160256.611125 nChanged 9 SP:Iteration 46Q (500.714146 sec): 3 clusters Score: Raw -161829.676889 + Penalty 1570.033207 = -160259.643682 nChanged 12 SP:Iteration 47Q (500.751915 sec): 3 clusters Score: Raw -161833.676801 + Penalty 1570.033207 = -160263.643594 nChanged 12 SP:Iteration 48Q (500.810109 sec): 3 clusters Score: Raw -161836.748277 + Penalty 1570.033207 = -160266.715070 nChanged 8 SP:Iteration 49Q (500.848521 sec): 3 clusters Score: Raw -161839.220753 + Penalty 1570.033207 = -160269.187546 nChanged 10 SP:Iteration 50Q (500.879791 sec): 3 clusters Score: Raw -161842.556240 + Penalty 1570.033207 = -160272.523033 nChanged 9 SP:Iteration 51Q (500.916155 sec): 3 clusters Score: Raw -161845.008590 + Penalty 1570.033207 = -160274.975383 nChanged 7 SP:Iteration 52Q (500.957701 sec): 3 clusters Score: Raw -161847.701216 + Penalty 1570.033207 = -160277.668009 nChanged 4 SP:Iteration 53Q (500.971637 sec): 3 clusters Score: Raw -161848.597688 + Penalty 1570.033207 = -160278.564481 nChanged 4 SP:Iteration 54Q (501.027863 sec): 3 clusters Score: Raw -161849.537308 + Penalty 1570.033207 = -160279.504101 nChanged 4 SP:Iteration 55Q (501.074126 sec): 3 clusters Score: Raw -161850.528536 + Penalty 1570.033207 = -160280.495329 nChanged 4 SP:Iteration 56Q (501.118987 sec): 3 clusters Score: Raw -161851.867235 + Penalty 1570.033207 = -160281.834028 nChanged 8 SP:Iteration 57Q (501.157096 sec): 3 clusters Score: Raw -161854.052967 + Penalty 1570.033207 = -160284.019761 nChanged 8 SP:Iteration 58Q (501.202830 sec): 3 clusters Score: Raw -161856.583590 + Penalty 1570.033207 = -160286.550383 nChanged 9 SP:Iteration 59Q (501.254232 sec): 3 clusters Score: Raw -161859.172943 + Penalty 1570.033207 = -160289.139736 nChanged 4 SP:Iteration 60F (501.303927 sec): 3 clusters Score: Raw -161860.224759 + Penalty 1570.033207 = -160290.191552 nChanged 2 SP:Iteration 61Q (501.350644 sec): 3 clusters Score: Raw -161860.624403 + Penalty 1570.033207 = -160290.591196 nChanged 5 SP:Iteration 62Q (501.387383 sec): 3 clusters Score: Raw -161861.862104 + Penalty 1570.033207 = -160291.828897 nChanged 5 SP:Iteration 63Q (501.427860 sec): 3 clusters Score: Raw -161863.442282 + Penalty 1570.033207 = -160293.409075 nChanged 6 SP:Iteration 64Q (501.475996 sec): 3 clusters Score: Raw -161865.612295 + Penalty 1570.033207 = -160295.579088 nChanged 7 SP:Iteration 65Q (501.530380 sec): 3 clusters Score: Raw -161868.428217 + Penalty 1570.033207 = -160298.395010 nChanged 8 SP:Iteration 66Q (501.576361 sec): 3 clusters Score: Raw -161870.366413 + Penalty 1570.033207 = -160300.333206 nChanged 6 SP:Iteration 67Q (501.638881 sec): 3 clusters Score: Raw -161871.335511 + Penalty 1570.033207 = -160301.302305 nChanged 10 SP:Iteration 68Q (501.673912 sec): 3 clusters Score: Raw -161873.676619 + Penalty 1570.033207 = -160303.643412 nChanged 12 SP:Iteration 69Q (501.732443 sec): 3 clusters Score: Raw -161876.708734 + Penalty 1570.033207 = -160306.675527 nChanged 15 SP:Iteration 70Q (501.781352 sec): 3 clusters Score: Raw -161883.703196 + Penalty 1570.033207 = -160313.669989 nChanged 17 SP:Iteration 71Q (501.828779 sec): 3 clusters Score: Raw -161891.585135 + Penalty 1570.033207 = -160321.551928 nChanged 14 SP:Iteration 72Q (501.877749 sec): 3 clusters Score: Raw -161898.541259 + Penalty 1570.033207 = -160328.508052 nChanged 23 SP:Iteration 73Q (501.926142 sec): 3 clusters Score: Raw -161914.729584 + Penalty 1570.033207 = -160344.696377 nChanged 18 SP:Iteration 74Q (501.969600 sec): 3 clusters Score: Raw -161924.814740 + Penalty 1570.033207 = -160354.781533 nChanged 12 SP:Iteration 75Q (502.001512 sec): 3 clusters Score: Raw -161928.896012 + Penalty 1570.033207 = -160358.862805 nChanged 9 SP:Iteration 76Q (502.043441 sec): 3 clusters Score: Raw -161933.650259 + Penalty 1570.033207 = -160363.617052 nChanged 9 SP:Iteration 77Q (502.078886 sec): 3 clusters Score: Raw -161939.288972 + Penalty 1570.033207 = -160369.255766 nChanged 11 SP:Iteration 78Q (502.121537 sec): 3 clusters Score: Raw -161945.394125 + Penalty 1570.033207 = -160375.360919 nChanged 8 SP:Iteration 79Q (502.162985 sec): 3 clusters Score: Raw -161950.497228 + Penalty 1570.033207 = -160380.464021 nChanged 8 SP:Iteration 80F (502.220598 sec): 3 clusters Score: Raw -161954.811236 + Penalty 1570.033207 = -160384.778029 nChanged 10 SP:Iteration 81Q (502.275267 sec): 3 clusters Score: Raw -161959.759739 + Penalty 1570.033207 = -160389.726532 nChanged 12 SP:Iteration 82Q (502.313498 sec): 3 clusters Score: Raw -161967.499636 + Penalty 1570.033207 = -160397.466429 nChanged 9 SP:Iteration 83Q (502.354173 sec): 3 clusters Score: Raw -161972.476723 + Penalty 1570.033207 = -160402.443516 nChanged 5 SP:Iteration 84Q (502.403746 sec): 3 clusters Score: Raw -161976.557615 + Penalty 1570.033207 = -160406.524408 nChanged 7 SP:Iteration 85Q (502.463672 sec): 3 clusters Score: Raw -161982.906785 + Penalty 1570.033207 = -160412.873578 nChanged 10 SP:Iteration 86Q (502.500551 sec): 3 clusters Score: Raw -161989.363420 + Penalty 1570.033207 = -160419.330213 nChanged 5 SP:Iteration 87Q (502.543975 sec): 3 clusters Score: Raw -161992.420672 + Penalty 1570.033207 = -160422.387466 nChanged 3 SP:Iteration 88Q (502.605228 sec): 3 clusters Score: Raw -161994.587566 + Penalty 1570.033207 = -160424.554360 nChanged 2 SP:Iteration 89Q (502.652607 sec): 3 clusters Score: Raw -161995.490162 + Penalty 1570.033207 = -160425.456955 nChanged 3 SP:Iteration 90Q (502.686183 sec): 3 clusters Score: Raw -161996.562389 + Penalty 1570.033207 = -160426.529182 nChanged 0 SP:Iteration 91F (502.728215 sec): 3 clusters Score: Raw -161996.562389 + Penalty 1570.033207 = -160426.529182 nChanged 0 Trying to split cluster 17 (1272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.745906 sec): 2 clusters Score: Raw -48088.123520 + Penalty 679.092846 = -47409.030674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.779361 sec): 3 clusters Score: Raw -47528.251345 + Penalty 1358.185691 = -46170.065654 nChanged 456 SP:Iteration 1F (502.804297 sec): 3 clusters Score: Raw -47821.001770 + Penalty 1358.185691 = -46462.816079 nChanged 112 SP:Iteration 2F (502.843342 sec): 3 clusters Score: Raw -47937.512626 + Penalty 1358.185691 = -46579.326934 nChanged 88 SP:Iteration 3F (502.883963 sec): 3 clusters Score: Raw -48035.963468 + Penalty 1358.185691 = -46677.777776 nChanged 63 SP:Iteration 4Q (502.931961 sec): 3 clusters Score: Raw -48113.491519 + Penalty 1358.185691 = -46755.305828 nChanged 56 SP:Iteration 5Q (502.993342 sec): 3 clusters Score: Raw -48166.426382 + Penalty 1358.185691 = -46808.240691 nChanged 51 SP:Iteration 6Q (503.036669 sec): 3 clusters Score: Raw -48218.574599 + Penalty 1358.185691 = -46860.388908 nChanged 44 SP:Iteration 7Q (503.069939 sec): 3 clusters Score: Raw -48260.398786 + Penalty 1358.185691 = -46902.213095 nChanged 44 SP:Iteration 8Q (503.105836 sec): 3 clusters Score: Raw -48321.790589 + Penalty 1358.185691 = -46963.604898 nChanged 54 SP:Iteration 9Q (503.145369 sec): 3 clusters Score: Raw -48438.099757 + Penalty 1358.185691 = -47079.914066 nChanged 50 SP:Iteration 10Q (503.189326 sec): 3 clusters Score: Raw -48537.196842 + Penalty 1358.185691 = -47179.011150 nChanged 49 SP:Iteration 11Q (503.241156 sec): 3 clusters Score: Raw -48623.489529 + Penalty 1358.185691 = -47265.303838 nChanged 23 SP:Iteration 12Q (503.275497 sec): 3 clusters Score: Raw -48649.951391 + Penalty 1358.185691 = -47291.765699 nChanged 12 SP:Iteration 13Q (503.318538 sec): 3 clusters Score: Raw -48663.380811 + Penalty 1358.185691 = -47305.195120 nChanged 14 SP:Iteration 14Q (503.375783 sec): 3 clusters Score: Raw -48680.987135 + Penalty 1358.185691 = -47322.801444 nChanged 13 SP:Iteration 15Q (503.419217 sec): 3 clusters Score: Raw -48692.512952 + Penalty 1358.185691 = -47334.327260 nChanged 8 SP:Iteration 16Q (503.455800 sec): 3 clusters Score: Raw -48701.848474 + Penalty 1358.185691 = -47343.662782 nChanged 7 SP:Iteration 17Q (503.507064 sec): 3 clusters Score: Raw -48709.586881 + Penalty 1358.185691 = -47351.401189 nChanged 5 SP:Iteration 18Q (503.558710 sec): 3 clusters Score: Raw -48713.594729 + Penalty 1358.185691 = -47355.409038 nChanged 2 SP:Iteration 19Q (503.597428 sec): 3 clusters Score: Raw -48715.337449 + Penalty 1358.185691 = -47357.151758 nChanged 0 SP:Iteration 20F (503.640343 sec): 3 clusters Score: Raw -48715.337449 + Penalty 1358.185691 = -47357.151758 nChanged 0 Trying to split cluster 18 (3956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (503.670829 sec): 2 clusters Score: Raw -129867.344039 + Penalty 786.883926 = -129080.460114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (503.718675 sec): 3 clusters Score: Raw -127781.115683 + Penalty 1573.767852 = -126207.347832 nChanged 1652 SP:Iteration 1F (503.764265 sec): 3 clusters Score: Raw -129063.868736 + Penalty 1573.767852 = -127490.100884 nChanged 470 SP:Iteration 2F (503.805584 sec): 3 clusters Score: Raw -129652.851546 + Penalty 1573.767852 = -128079.083695 nChanged 402 SP:Iteration 3F (503.856048 sec): 3 clusters Score: Raw -130067.931573 + Penalty 1573.767852 = -128494.163722 nChanged 256 SP:Iteration 4F (503.913753 sec): 3 clusters Score: Raw -130293.771060 + Penalty 1573.767852 = -128720.003209 nChanged 179 SP:Iteration 5Q (503.954682 sec): 3 clusters Score: Raw -130435.444049 + Penalty 1573.767852 = -128861.676197 nChanged 116 SP:Iteration 6Q (504.015701 sec): 3 clusters Score: Raw -130523.862558 + Penalty 1573.767852 = -128950.094706 nChanged 80 SP:Iteration 7Q (504.061887 sec): 3 clusters Score: Raw -130570.927081 + Penalty 1573.767852 = -128997.159229 nChanged 42 SP:Iteration 8Q (504.096094 sec): 3 clusters Score: Raw -130590.629244 + Penalty 1573.767852 = -129016.861393 nChanged 30 SP:Iteration 9Q (504.139353 sec): 3 clusters Score: Raw -130608.688475 + Penalty 1573.767852 = -129034.920623 nChanged 27 SP:Iteration 10Q (504.189189 sec): 3 clusters Score: Raw -130626.036440 + Penalty 1573.767852 = -129052.268589 nChanged 14 SP:Iteration 11Q (504.233723 sec): 3 clusters Score: Raw -130632.928502 + Penalty 1573.767852 = -129059.160650 nChanged 13 SP:Iteration 12Q (504.279435 sec): 3 clusters Score: Raw -130640.747536 + Penalty 1573.767852 = -129066.979685 nChanged 14 SP:Iteration 13Q (504.325531 sec): 3 clusters Score: Raw -130651.611693 + Penalty 1573.767852 = -129077.843842 nChanged 10 SP:Iteration 14Q (504.374299 sec): 3 clusters Score: Raw -130657.731090 + Penalty 1573.767852 = -129083.963239 nChanged 8 SP:Iteration 15Q (504.422743 sec): 3 clusters Score: Raw -130661.559505 + Penalty 1573.767852 = -129087.791653 nChanged 5 SP:Iteration 16Q (504.469271 sec): 3 clusters Score: Raw -130663.375109 + Penalty 1573.767852 = -129089.607257 nChanged 6 SP:Iteration 17Q (504.506798 sec): 3 clusters Score: Raw -130666.612067 + Penalty 1573.767852 = -129092.844216 nChanged 5 SP:Iteration 18Q (504.552920 sec): 3 clusters Score: Raw -130669.081628 + Penalty 1573.767852 = -129095.313776 nChanged 2 SP:Iteration 19Q (504.589302 sec): 3 clusters Score: Raw -130669.474341 + Penalty 1573.767852 = -129095.706489 nChanged 1 SP:Iteration 20F (504.629260 sec): 3 clusters Score: Raw -130669.670163 + Penalty 1573.767852 = -129095.902312 nChanged 2 SP:Iteration 21Q (504.664340 sec): 3 clusters Score: Raw -130671.197798 + Penalty 1573.767852 = -129097.429946 nChanged 3 SP:Iteration 22Q (504.720703 sec): 3 clusters Score: Raw -130671.617940 + Penalty 1573.767852 = -129097.850089 nChanged 1 SP:Iteration 23Q (504.761306 sec): 3 clusters Score: Raw -130671.789844 + Penalty 1573.767852 = -129098.021993 nChanged 1 SP:Iteration 24Q (504.807833 sec): 3 clusters Score: Raw -130671.934537 + Penalty 1573.767852 = -129098.166685 nChanged 1 SP:Iteration 25Q (504.865230 sec): 3 clusters Score: Raw -130672.256529 + Penalty 1573.767852 = -129098.488677 nChanged 0 SP:Iteration 26F (504.904101 sec): 3 clusters Score: Raw -130672.256529 + Penalty 1573.767852 = -129098.488677 nChanged 0 Score: Raw -3964607.051377 + Penalty 28727.937817 = -3935879.113560 Splitting cluster 18 changes total score from -3936178.832029 to -3935879.113560 So it's not getting split. Trying to split cluster 19 (2134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (506.748851 sec): 2 clusters Score: Raw -80554.036902 + Penalty 728.246576 = -79825.790326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (506.794228 sec): 3 clusters Score: Raw -79499.114654 + Penalty 1456.493152 = -78042.621502 nChanged 827 SP:Iteration 1F (506.832919 sec): 3 clusters Score: Raw -79975.303573 + Penalty 1456.493152 = -78518.810421 nChanged 164 SP:Iteration 2F (506.875565 sec): 3 clusters Score: Raw -80094.377378 + Penalty 1456.493152 = -78637.884226 nChanged 119 SP:Iteration 3F (506.917981 sec): 3 clusters Score: Raw -80187.401041 + Penalty 1456.493152 = -78730.907889 nChanged 121 SP:Iteration 4F (506.968757 sec): 3 clusters Score: Raw -80309.583435 + Penalty 1456.493152 = -78853.090283 nChanged 124 SP:Iteration 5F (507.002878 sec): 3 clusters Score: Raw -80453.842446 + Penalty 1456.493152 = -78997.349294 nChanged 138 SP:Iteration 6F (507.046908 sec): 3 clusters Score: Raw -80595.676726 + Penalty 1456.493152 = -79139.183574 nChanged 134 SP:Iteration 7F (507.100608 sec): 3 clusters Score: Raw -80738.671958 + Penalty 1456.493152 = -79282.178806 nChanged 116 SP:Iteration 8F (507.136213 sec): 3 clusters Score: Raw -80871.161908 + Penalty 1456.493152 = -79414.668756 nChanged 105 SP:Iteration 9Q (507.174145 sec): 3 clusters Score: Raw -80972.586435 + Penalty 1456.493152 = -79516.093283 nChanged 71 SP:Iteration 10Q (507.226668 sec): 3 clusters Score: Raw -81043.757619 + Penalty 1456.493152 = -79587.264467 nChanged 60 SP:Iteration 11Q (507.264154 sec): 3 clusters Score: Raw -81092.056431 + Penalty 1456.493152 = -79635.563279 nChanged 48 SP:Iteration 12Q (507.317315 sec): 3 clusters Score: Raw -81129.679238 + Penalty 1456.493152 = -79673.186086 nChanged 37 SP:Iteration 13Q (507.364057 sec): 3 clusters Score: Raw -81152.169900 + Penalty 1456.493152 = -79695.676747 nChanged 22 SP:Iteration 14Q (507.415168 sec): 3 clusters Score: Raw -81162.699955 + Penalty 1456.493152 = -79706.206803 nChanged 12 SP:Iteration 15Q (507.458136 sec): 3 clusters Score: Raw -81167.244215 + Penalty 1456.493152 = -79710.751063 nChanged 6 SP:Iteration 16Q (507.480615 sec): 3 clusters Score: Raw -81168.532726 + Penalty 1456.493152 = -79712.039574 nChanged 3 SP:Iteration 17Q (507.515709 sec): 3 clusters Score: Raw -81169.316566 + Penalty 1456.493152 = -79712.823414 nChanged 4 SP:Iteration 18Q (507.552209 sec): 3 clusters Score: Raw -81170.672832 + Penalty 1456.493152 = -79714.179680 nChanged 1 SP:Iteration 19Q (507.604158 sec): 3 clusters Score: Raw -81171.229496 + Penalty 1456.493152 = -79714.736344 nChanged 2 SP:Iteration 20F (507.636400 sec): 3 clusters Score: Raw -81171.886402 + Penalty 1456.493152 = -79715.393250 nChanged 1 SP:Iteration 21Q (507.673719 sec): 3 clusters Score: Raw -81172.186953 + Penalty 1456.493152 = -79715.693801 nChanged 1 SP:Iteration 22Q (507.709951 sec): 3 clusters Score: Raw -81172.462785 + Penalty 1456.493152 = -79715.969633 nChanged 2 SP:Iteration 23Q (507.746621 sec): 3 clusters Score: Raw -81173.415518 + Penalty 1456.493152 = -79716.922366 nChanged 5 SP:Iteration 24Q (507.785715 sec): 3 clusters Score: Raw -81174.541575 + Penalty 1456.493152 = -79718.048423 nChanged 1 SP:Iteration 25Q (507.826294 sec): 3 clusters Score: Raw -81174.704119 + Penalty 1456.493152 = -79718.210967 nChanged 0 SP:Iteration 26F (507.869189 sec): 3 clusters Score: Raw -81174.704119 + Penalty 1456.493152 = -79718.210967 nChanged 0 Trying to split cluster 20 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (507.903945 sec): 2 clusters Score: Raw -15213.441798 + Penalty 577.376013 = -14636.065784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (507.942094 sec): 3 clusters Score: Raw -15108.516041 + Penalty 1154.752026 = -13953.764015 nChanged 128 SP:Iteration 1F (507.977185 sec): 3 clusters Score: Raw -15227.804639 + Penalty 1154.752026 = -14073.052613 nChanged 27 SP:Iteration 2F (508.018786 sec): 3 clusters Score: Raw -15258.623347 + Penalty 1154.752026 = -14103.871321 nChanged 13 SP:Iteration 3Q (508.055980 sec): 3 clusters Score: Raw -15274.035224 + Penalty 1154.752026 = -14119.283198 nChanged 11 SP:Iteration 4Q (508.095583 sec): 3 clusters Score: Raw -15283.677234 + Penalty 1154.752026 = -14128.925208 nChanged 5 SP:Iteration 5Q (508.137286 sec): 3 clusters Score: Raw -15290.997945 + Penalty 1154.752026 = -14136.245919 nChanged 4 SP:Iteration 6Q (508.178335 sec): 3 clusters Score: Raw -15296.409283 + Penalty 1154.752026 = -14141.657257 nChanged 3 SP:Iteration 7Q (508.225948 sec): 3 clusters Score: Raw -15298.996045 + Penalty 1154.752026 = -14144.244019 nChanged 3 SP:Iteration 8Q (508.266306 sec): 3 clusters Score: Raw -15302.409406 + Penalty 1154.752026 = -14147.657380 nChanged 4 SP:Iteration 9Q (508.298057 sec): 3 clusters Score: Raw -15305.793112 + Penalty 1154.752026 = -14151.041086 nChanged 3 SP:Iteration 10Q (508.333459 sec): 3 clusters Score: Raw -15309.226516 + Penalty 1154.752026 = -14154.474489 nChanged 1 SP:Iteration 11Q (508.375574 sec): 3 clusters Score: Raw -15309.838426 + Penalty 1154.752026 = -14155.086400 nChanged 1 SP:Iteration 12Q (508.412082 sec): 3 clusters Score: Raw -15311.347578 + Penalty 1154.752026 = -14156.595552 nChanged 1 SP:Iteration 13Q (508.460473 sec): 3 clusters Score: Raw -15312.821183 + Penalty 1154.752026 = -14158.069157 nChanged 2 SP:Iteration 14Q (508.506862 sec): 3 clusters Score: Raw -15314.743777 + Penalty 1154.752026 = -14159.991751 nChanged 1 SP:Iteration 15Q (508.548779 sec): 3 clusters Score: Raw -15315.286047 + Penalty 1154.752026 = -14160.534021 nChanged 3 SP:Iteration 16Q (508.588874 sec): 3 clusters Score: Raw -15317.349030 + Penalty 1154.752026 = -14162.597003 nChanged 0 SP:Iteration 17F (508.637111 sec): 3 clusters Score: Raw -15317.349030 + Penalty 1154.752026 = -14162.597003 nChanged 0 Trying to split cluster 21 (1880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (508.659666 sec): 2 clusters Score: Raw -75962.432497 + Penalty 716.207570 = -75246.224927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (508.687836 sec): 3 clusters Score: Raw -75062.215652 + Penalty 1432.415141 = -73629.800512 nChanged 723 SP:Iteration 1F (508.733232 sec): 3 clusters Score: Raw -75523.860049 + Penalty 1432.415141 = -74091.444909 nChanged 143 SP:Iteration 2F (508.787468 sec): 3 clusters Score: Raw -75636.228747 + Penalty 1432.415141 = -74203.813606 nChanged 108 SP:Iteration 3F (508.832129 sec): 3 clusters Score: Raw -75747.740162 + Penalty 1432.415141 = -74315.325021 nChanged 117 SP:Iteration 4F (508.866852 sec): 3 clusters Score: Raw -75864.063580 + Penalty 1432.415141 = -74431.648439 nChanged 110 SP:Iteration 5F (508.922965 sec): 3 clusters Score: Raw -75960.776188 + Penalty 1432.415141 = -74528.361048 nChanged 107 SP:Iteration 6F (508.971245 sec): 3 clusters Score: Raw -76060.170113 + Penalty 1432.415141 = -74627.754973 nChanged 107 SP:Iteration 7F (509.019648 sec): 3 clusters Score: Raw -76156.660551 + Penalty 1432.415141 = -74724.245410 nChanged 88 SP:Iteration 8Q (509.061380 sec): 3 clusters Score: Raw -76221.429208 + Penalty 1432.415141 = -74789.014068 nChanged 65 SP:Iteration 9Q (509.098196 sec): 3 clusters Score: Raw -76265.829168 + Penalty 1432.415141 = -74833.414027 nChanged 45 SP:Iteration 10Q (509.137038 sec): 3 clusters Score: Raw -76305.555382 + Penalty 1432.415141 = -74873.140241 nChanged 34 SP:Iteration 11Q (509.172331 sec): 3 clusters Score: Raw -76331.834647 + Penalty 1432.415141 = -74899.419506 nChanged 34 SP:Iteration 12Q (509.208062 sec): 3 clusters Score: Raw -76354.493397 + Penalty 1432.415141 = -74922.078256 nChanged 27 SP:Iteration 13Q (509.241554 sec): 3 clusters Score: Raw -76371.744796 + Penalty 1432.415141 = -74939.329656 nChanged 18 SP:Iteration 14Q (509.282893 sec): 3 clusters Score: Raw -76382.847925 + Penalty 1432.415141 = -74950.432785 nChanged 15 SP:Iteration 15Q (509.326939 sec): 3 clusters Score: Raw -76392.171845 + Penalty 1432.415141 = -74959.756704 nChanged 14 SP:Iteration 16Q (509.386435 sec): 3 clusters Score: Raw -76398.415234 + Penalty 1432.415141 = -74966.000094 nChanged 7 SP:Iteration 17Q (509.426912 sec): 3 clusters Score: Raw -76400.902864 + Penalty 1432.415141 = -74968.487723 nChanged 4 SP:Iteration 18Q (509.465701 sec): 3 clusters Score: Raw -76402.932092 + Penalty 1432.415141 = -74970.516951 nChanged 3 SP:Iteration 19Q (509.502586 sec): 3 clusters Score: Raw -76403.813746 + Penalty 1432.415141 = -74971.398606 nChanged 1 SP:Iteration 20F (509.537535 sec): 3 clusters Score: Raw -76403.895761 + Penalty 1432.415141 = -74971.480620 nChanged 0 Trying to split cluster 22 (12473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (509.582796 sec): 2 clusters Score: Raw -490924.873597 + Penalty 895.975551 = -490028.898046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (509.639051 sec): 3 clusters Score: Raw -483360.547733 + Penalty 1791.951102 = -481568.596632 nChanged 5644 SP:Iteration 1F (509.691235 sec): 3 clusters Score: Raw -486564.836647 + Penalty 1791.951102 = -484772.885545 nChanged 715 SP:Iteration 2F (509.756418 sec): 3 clusters Score: Raw -486890.877068 + Penalty 1791.951102 = -485098.925966 nChanged 730 SP:Iteration 3F (509.809345 sec): 3 clusters Score: Raw -487277.525805 + Penalty 1791.951102 = -485485.574703 nChanged 768 SP:Iteration 4F (509.873273 sec): 3 clusters Score: Raw -487760.357079 + Penalty 1791.951102 = -485968.405978 nChanged 870 SP:Iteration 5F (509.935268 sec): 3 clusters Score: Raw -488430.025455 + Penalty 1791.951102 = -486638.074354 nChanged 917 SP:Iteration 6F (509.982591 sec): 3 clusters Score: Raw -489245.542568 + Penalty 1791.951102 = -487453.591466 nChanged 819 SP:Iteration 7F (510.047475 sec): 3 clusters Score: Raw -490023.010181 + Penalty 1791.951102 = -488231.059080 nChanged 538 SP:Iteration 8Q (510.099202 sec): 3 clusters Score: Raw -490532.133258 + Penalty 1791.951102 = -488740.182156 nChanged 294 SP:Iteration 9Q (510.156018 sec): 3 clusters Score: Raw -490799.282588 + Penalty 1791.951102 = -489007.331487 nChanged 113 SP:Iteration 10Q (510.216352 sec): 3 clusters Score: Raw -490896.052489 + Penalty 1791.951102 = -489104.101387 nChanged 63 SP:Iteration 11Q (510.272863 sec): 3 clusters Score: Raw -490960.374527 + Penalty 1791.951102 = -489168.423425 nChanged 44 SP:Iteration 12Q (510.336895 sec): 3 clusters Score: Raw -491011.495938 + Penalty 1791.951102 = -489219.544837 nChanged 20 SP:Iteration 13Q (510.389487 sec): 3 clusters Score: Raw -491042.434704 + Penalty 1791.951102 = -489250.483602 nChanged 14 SP:Iteration 14Q (510.461369 sec): 3 clusters Score: Raw -491054.602632 + Penalty 1791.951102 = -489262.651531 nChanged 4 SP:Iteration 15Q (510.509839 sec): 3 clusters Score: Raw -491061.048444 + Penalty 1791.951102 = -489269.097343 nChanged 7 SP:Iteration 16Q (510.569419 sec): 3 clusters Score: Raw -491067.846858 + Penalty 1791.951102 = -489275.895756 nChanged 1 SP:Iteration 17Q (510.628552 sec): 3 clusters Score: Raw -491068.851736 + Penalty 1791.951102 = -489276.900635 nChanged 0 SP:Iteration 18F (510.678164 sec): 3 clusters Score: Raw -491068.851736 + Penalty 1791.951102 = -489276.900635 nChanged 0 Trying to split cluster 23 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (510.697856 sec): 2 clusters Score: Raw -14921.543869 + Penalty 602.166437 = -14319.377432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (510.736246 sec): 3 clusters Score: Raw -14747.178435 + Penalty 1204.332875 = -13542.845560 nChanged 166 SP:Iteration 1F (510.774588 sec): 3 clusters Score: Raw -14892.533269 + Penalty 1204.332875 = -13688.200394 nChanged 39 SP:Iteration 2F (510.801617 sec): 3 clusters Score: Raw -14938.267337 + Penalty 1204.332875 = -13733.934462 nChanged 24 SP:Iteration 3Q (510.848986 sec): 3 clusters Score: Raw -14968.529497 + Penalty 1204.332875 = -13764.196622 nChanged 14 SP:Iteration 4Q (510.880637 sec): 3 clusters Score: Raw -14988.702717 + Penalty 1204.332875 = -13784.369842 nChanged 12 SP:Iteration 5Q (510.915749 sec): 3 clusters Score: Raw -15002.032007 + Penalty 1204.332875 = -13797.699132 nChanged 9 SP:Iteration 6Q (510.946063 sec): 3 clusters Score: Raw -15016.602751 + Penalty 1204.332875 = -13812.269876 nChanged 12 SP:Iteration 7Q (510.999388 sec): 3 clusters Score: Raw -15039.354202 + Penalty 1204.332875 = -13835.021327 nChanged 19 SP:Iteration 8Q (511.038483 sec): 3 clusters Score: Raw -15069.652151 + Penalty 1204.332875 = -13865.319276 nChanged 16 SP:Iteration 9Q (511.065988 sec): 3 clusters Score: Raw -15089.386351 + Penalty 1204.332875 = -13885.053476 nChanged 12 SP:Iteration 10Q (511.105541 sec): 3 clusters Score: Raw -15107.385523 + Penalty 1204.332875 = -13903.052648 nChanged 11 SP:Iteration 11Q (511.145987 sec): 3 clusters Score: Raw -15119.484283 + Penalty 1204.332875 = -13915.151408 nChanged 1 SP:Iteration 12Q (511.182861 sec): 3 clusters Score: Raw -15120.239321 + Penalty 1204.332875 = -13915.906446 nChanged 2 SP:Iteration 13Q (511.223724 sec): 3 clusters Score: Raw -15122.231914 + Penalty 1204.332875 = -13917.899039 nChanged 3 SP:Iteration 14Q (511.274938 sec): 3 clusters Score: Raw -15124.576120 + Penalty 1204.332875 = -13920.243245 nChanged 2 SP:Iteration 15Q (511.315018 sec): 3 clusters Score: Raw -15127.014162 + Penalty 1204.332875 = -13922.681287 nChanged 2 SP:Iteration 16Q (511.355217 sec): 3 clusters Score: Raw -15128.846538 + Penalty 1204.332875 = -13924.513663 nChanged 3 SP:Iteration 17Q (511.389090 sec): 3 clusters Score: Raw -15131.245788 + Penalty 1204.332875 = -13926.912913 nChanged 0 SP:Iteration 18F (511.424808 sec): 3 clusters Score: Raw -15131.245788 + Penalty 1204.332875 = -13926.912913 nChanged 0 Trying to split cluster 24 (11866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (511.452550 sec): 2 clusters Score: Raw -476204.935321 + Penalty 891.236082 = -475313.699239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (511.518794 sec): 3 clusters Score: Raw -469015.089317 + Penalty 1782.472165 = -467232.617152 nChanged 5372 SP:Iteration 1F (511.566931 sec): 3 clusters Score: Raw -471924.721101 + Penalty 1782.472165 = -470142.248936 nChanged 621 SP:Iteration 2F (511.619641 sec): 3 clusters Score: Raw -472137.685798 + Penalty 1782.472165 = -470355.213633 nChanged 511 SP:Iteration 3Q (511.680631 sec): 3 clusters Score: Raw -472310.087234 + Penalty 1782.472165 = -470527.615070 nChanged 459 SP:Iteration 4Q (511.738849 sec): 3 clusters Score: Raw -472469.916506 + Penalty 1782.472165 = -470687.444341 nChanged 444 SP:Iteration 5Q (511.798355 sec): 3 clusters Score: Raw -472643.339104 + Penalty 1782.472165 = -470860.866940 nChanged 445 SP:Iteration 6Q (511.855831 sec): 3 clusters Score: Raw -472818.194144 + Penalty 1782.472165 = -471035.721979 nChanged 456 SP:Iteration 7Q (511.917347 sec): 3 clusters Score: Raw -473032.091048 + Penalty 1782.472165 = -471249.618883 nChanged 490 SP:Iteration 8Q (511.974275 sec): 3 clusters Score: Raw -473296.334099 + Penalty 1782.472165 = -471513.861934 nChanged 540 SP:Iteration 9Q (512.029362 sec): 3 clusters Score: Raw -473617.617159 + Penalty 1782.472165 = -471835.144994 nChanged 579 SP:Iteration 10Q (512.090309 sec): 3 clusters Score: Raw -474009.731969 + Penalty 1782.472165 = -472227.259804 nChanged 591 SP:Iteration 11Q (512.152797 sec): 3 clusters Score: Raw -474413.449578 + Penalty 1782.472165 = -472630.977413 nChanged 568 SP:Iteration 12Q (512.200080 sec): 3 clusters Score: Raw -474797.952803 + Penalty 1782.472165 = -473015.480638 nChanged 511 SP:Iteration 13Q (512.257877 sec): 3 clusters Score: Raw -475180.340439 + Penalty 1782.472165 = -473397.868274 nChanged 448 SP:Iteration 14Q (512.324725 sec): 3 clusters Score: Raw -475549.446541 + Penalty 1782.472165 = -473766.974376 nChanged 318 SP:Iteration 15Q (512.372269 sec): 3 clusters Score: Raw -475812.256219 + Penalty 1782.472165 = -474029.784054 nChanged 239 SP:Iteration 16Q (512.426718 sec): 3 clusters Score: Raw -475996.221119 + Penalty 1782.472165 = -474213.748955 nChanged 171 SP:Iteration 17Q (512.470926 sec): 3 clusters Score: Raw -476122.202715 + Penalty 1782.472165 = -474339.730550 nChanged 115 SP:Iteration 18Q (512.526578 sec): 3 clusters Score: Raw -476200.125474 + Penalty 1782.472165 = -474417.653309 nChanged 69 SP:Iteration 19Q (512.583764 sec): 3 clusters Score: Raw -476246.750057 + Penalty 1782.472165 = -474464.277892 nChanged 55 SP:Iteration 20F (512.645512 sec): 3 clusters Score: Raw -476274.047400 + Penalty 1782.472165 = -474491.575235 nChanged 45 SP:Iteration 21Q (512.692015 sec): 3 clusters Score: Raw -476294.932192 + Penalty 1782.472165 = -474512.460027 nChanged 36 SP:Iteration 22Q (512.753977 sec): 3 clusters Score: Raw -476312.174923 + Penalty 1782.472165 = -474529.702758 nChanged 30 SP:Iteration 23Q (512.801781 sec): 3 clusters Score: Raw -476326.158457 + Penalty 1782.472165 = -474543.686293 nChanged 21 SP:Iteration 24Q (512.853476 sec): 3 clusters Score: Raw -476335.538431 + Penalty 1782.472165 = -474553.066266 nChanged 22 SP:Iteration 25Q (512.914600 sec): 3 clusters Score: Raw -476344.941513 + Penalty 1782.472165 = -474562.469348 nChanged 16 SP:Iteration 26Q (512.966412 sec): 3 clusters Score: Raw -476353.872123 + Penalty 1782.472165 = -474571.399958 nChanged 18 SP:Iteration 27Q (513.015847 sec): 3 clusters Score: Raw -476362.487410 + Penalty 1782.472165 = -474580.015245 nChanged 14 SP:Iteration 28Q (513.068442 sec): 3 clusters Score: Raw -476370.320587 + Penalty 1782.472165 = -474587.848422 nChanged 16 SP:Iteration 29Q (513.117993 sec): 3 clusters Score: Raw -476377.928355 + Penalty 1782.472165 = -474595.456190 nChanged 11 SP:Iteration 30Q (513.172831 sec): 3 clusters Score: Raw -476383.559029 + Penalty 1782.472165 = -474601.086864 nChanged 6 SP:Iteration 31Q (513.235186 sec): 3 clusters Score: Raw -476385.921259 + Penalty 1782.472165 = -474603.449094 nChanged 7 SP:Iteration 32Q (513.278673 sec): 3 clusters Score: Raw -476388.024589 + Penalty 1782.472165 = -474605.552424 nChanged 7 SP:Iteration 33Q (513.336244 sec): 3 clusters Score: Raw -476389.890657 + Penalty 1782.472165 = -474607.418493 nChanged 2 SP:Iteration 34Q (513.393214 sec): 3 clusters Score: Raw -476391.242102 + Penalty 1782.472165 = -474608.769937 nChanged 1 SP:Iteration 35Q (513.444908 sec): 3 clusters Score: Raw -476391.526962 + Penalty 1782.472165 = -474609.054797 nChanged 3 SP:Iteration 36Q (513.499535 sec): 3 clusters Score: Raw -476392.774234 + Penalty 1782.472165 = -474610.302069 nChanged 3 SP:Iteration 37Q (513.553089 sec): 3 clusters Score: Raw -476393.828876 + Penalty 1782.472165 = -474611.356711 nChanged 3 SP:Iteration 38Q (513.611076 sec): 3 clusters Score: Raw -476395.085052 + Penalty 1782.472165 = -474612.612887 nChanged 1 SP:Iteration 39Q (513.665804 sec): 3 clusters Score: Raw -476395.436187 + Penalty 1782.472165 = -474612.964023 nChanged 3 SP:Iteration 40F (513.729957 sec): 3 clusters Score: Raw -476396.636538 + Penalty 1782.472165 = -474614.164373 nChanged 3 SP:Iteration 41Q (513.784723 sec): 3 clusters Score: Raw -476398.232192 + Penalty 1782.472165 = -474615.760027 nChanged 3 SP:Iteration 42Q (513.846795 sec): 3 clusters Score: Raw -476399.295466 + Penalty 1782.472165 = -474616.823301 nChanged 2 SP:Iteration 43Q (513.896112 sec): 3 clusters Score: Raw -476400.566346 + Penalty 1782.472165 = -474618.094182 nChanged 4 SP:Iteration 44Q (513.960245 sec): 3 clusters Score: Raw -476402.946227 + Penalty 1782.472165 = -474620.474063 nChanged 1 SP:Iteration 45Q (514.015474 sec): 3 clusters Score: Raw -476403.171159 + Penalty 1782.472165 = -474620.698994 nChanged 0 SP:Iteration 46F (514.077299 sec): 3 clusters Score: Raw -476403.171159 + Penalty 1782.472165 = -474620.698994 nChanged 0 Trying to split cluster 25 (8541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (514.104619 sec): 2 clusters Score: Raw -322587.697856 + Penalty 860.000171 = -321727.697686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (514.162339 sec): 3 clusters Score: Raw -317578.881448 + Penalty 1720.000341 = -315858.881107 nChanged 3760 SP:Iteration 1F (514.211983 sec): 3 clusters Score: Raw -319668.640932 + Penalty 1720.000341 = -317948.640591 nChanged 491 SP:Iteration 2F (514.265062 sec): 3 clusters Score: Raw -319868.741884 + Penalty 1720.000341 = -318148.741542 nChanged 427 SP:Iteration 3Q (514.319475 sec): 3 clusters Score: Raw -320062.360714 + Penalty 1720.000341 = -318342.360373 nChanged 371 SP:Iteration 4Q (514.390254 sec): 3 clusters Score: Raw -320235.616250 + Penalty 1720.000341 = -318515.615909 nChanged 377 SP:Iteration 5Q (514.432560 sec): 3 clusters Score: Raw -320400.140580 + Penalty 1720.000341 = -318680.140239 nChanged 339 SP:Iteration 6Q (514.491505 sec): 3 clusters Score: Raw -320557.598580 + Penalty 1720.000341 = -318837.598238 nChanged 361 SP:Iteration 7Q (514.559232 sec): 3 clusters Score: Raw -320726.943596 + Penalty 1720.000341 = -319006.943255 nChanged 334 SP:Iteration 8Q (514.618236 sec): 3 clusters Score: Raw -320888.660754 + Penalty 1720.000341 = -319168.660412 nChanged 322 SP:Iteration 9Q (514.669542 sec): 3 clusters Score: Raw -321037.861894 + Penalty 1720.000341 = -319317.861553 nChanged 309 SP:Iteration 10Q (514.712617 sec): 3 clusters Score: Raw -321160.502340 + Penalty 1720.000341 = -319440.501999 nChanged 283 SP:Iteration 11Q (514.767496 sec): 3 clusters Score: Raw -321307.419448 + Penalty 1720.000341 = -319587.419106 nChanged 289 SP:Iteration 12Q (514.823394 sec): 3 clusters Score: Raw -321485.718861 + Penalty 1720.000341 = -319765.718519 nChanged 284 SP:Iteration 13Q (514.885023 sec): 3 clusters Score: Raw -321635.196751 + Penalty 1720.000341 = -319915.196410 nChanged 224 SP:Iteration 14Q (514.930229 sec): 3 clusters Score: Raw -321731.102837 + Penalty 1720.000341 = -320011.102495 nChanged 193 SP:Iteration 15Q (514.979878 sec): 3 clusters Score: Raw -321798.676032 + Penalty 1720.000341 = -320078.675691 nChanged 150 SP:Iteration 16Q (515.039027 sec): 3 clusters Score: Raw -321843.658306 + Penalty 1720.000341 = -320123.657965 nChanged 130 SP:Iteration 17Q (515.097450 sec): 3 clusters Score: Raw -321885.207286 + Penalty 1720.000341 = -320165.206945 nChanged 106 SP:Iteration 18Q (515.146534 sec): 3 clusters Score: Raw -321914.738509 + Penalty 1720.000341 = -320194.738168 nChanged 105 SP:Iteration 19Q (515.210017 sec): 3 clusters Score: Raw -321944.595211 + Penalty 1720.000341 = -320224.594870 nChanged 96 SP:Iteration 20F (515.268089 sec): 3 clusters Score: Raw -321977.686259 + Penalty 1720.000341 = -320257.685917 nChanged 101 SP:Iteration 21Q (515.321570 sec): 3 clusters Score: Raw -322009.533093 + Penalty 1720.000341 = -320289.532752 nChanged 89 SP:Iteration 22Q (515.368863 sec): 3 clusters Score: Raw -322037.345384 + Penalty 1720.000341 = -320317.345042 nChanged 82 SP:Iteration 23Q (515.423192 sec): 3 clusters Score: Raw -322061.988889 + Penalty 1720.000341 = -320341.988548 nChanged 81 SP:Iteration 24Q (515.472757 sec): 3 clusters Score: Raw -322082.643222 + Penalty 1720.000341 = -320362.642881 nChanged 66 SP:Iteration 25Q (515.534029 sec): 3 clusters Score: Raw -322099.625826 + Penalty 1720.000341 = -320379.625484 nChanged 64 SP:Iteration 26Q (515.583032 sec): 3 clusters Score: Raw -322115.012846 + Penalty 1720.000341 = -320395.012504 nChanged 64 SP:Iteration 27Q (515.638913 sec): 3 clusters Score: Raw -322135.320877 + Penalty 1720.000341 = -320415.320536 nChanged 64 SP:Iteration 28Q (515.689015 sec): 3 clusters Score: Raw -322148.774390 + Penalty 1720.000341 = -320428.774049 nChanged 49 SP:Iteration 29Q (515.743282 sec): 3 clusters Score: Raw -322158.580895 + Penalty 1720.000341 = -320438.580554 nChanged 58 SP:Iteration 30Q (515.797899 sec): 3 clusters Score: Raw -322170.428528 + Penalty 1720.000341 = -320450.428186 nChanged 46 SP:Iteration 31Q (515.852390 sec): 3 clusters Score: Raw -322179.588811 + Penalty 1720.000341 = -320459.588469 nChanged 44 SP:Iteration 32Q (515.895917 sec): 3 clusters Score: Raw -322188.385249 + Penalty 1720.000341 = -320468.384908 nChanged 51 SP:Iteration 33Q (515.952876 sec): 3 clusters Score: Raw -322199.718151 + Penalty 1720.000341 = -320479.717809 nChanged 52 SP:Iteration 34Q (516.002060 sec): 3 clusters Score: Raw -322212.685878 + Penalty 1720.000341 = -320492.685537 nChanged 57 SP:Iteration 35Q (516.034105 sec): 3 clusters Score: Raw -322223.391182 + Penalty 1720.000341 = -320503.390840 nChanged 40 SP:Iteration 36Q (516.086655 sec): 3 clusters Score: Raw -322232.201691 + Penalty 1720.000341 = -320512.201350 nChanged 44 SP:Iteration 37Q (516.149566 sec): 3 clusters Score: Raw -322242.281528 + Penalty 1720.000341 = -320522.281186 nChanged 43 SP:Iteration 38Q (516.201620 sec): 3 clusters Score: Raw -322252.519625 + Penalty 1720.000341 = -320532.519284 nChanged 52 SP:Iteration 39Q (516.245411 sec): 3 clusters Score: Raw -322263.751297 + Penalty 1720.000341 = -320543.750956 nChanged 52 SP:Iteration 40F (516.299272 sec): 3 clusters Score: Raw -322278.570369 + Penalty 1720.000341 = -320558.570028 nChanged 54 SP:Iteration 41Q (516.354505 sec): 3 clusters Score: Raw -322291.372466 + Penalty 1720.000341 = -320571.372125 nChanged 57 SP:Iteration 42Q (516.418739 sec): 3 clusters Score: Raw -322304.833321 + Penalty 1720.000341 = -320584.832979 nChanged 38 SP:Iteration 43Q (516.470655 sec): 3 clusters Score: Raw -322312.200815 + Penalty 1720.000341 = -320592.200474 nChanged 40 SP:Iteration 44Q (516.529621 sec): 3 clusters Score: Raw -322319.982137 + Penalty 1720.000341 = -320599.981795 nChanged 34 SP:Iteration 45Q (516.574047 sec): 3 clusters Score: Raw -322326.337847 + Penalty 1720.000341 = -320606.337506 nChanged 37 SP:Iteration 46Q (516.618969 sec): 3 clusters Score: Raw -322332.940576 + Penalty 1720.000341 = -320612.940234 nChanged 28 SP:Iteration 47Q (516.674884 sec): 3 clusters Score: Raw -322338.070455 + Penalty 1720.000341 = -320618.070113 nChanged 31 SP:Iteration 48Q (516.719263 sec): 3 clusters Score: Raw -322342.949174 + Penalty 1720.000341 = -320622.948832 nChanged 37 SP:Iteration 49Q (516.771903 sec): 3 clusters Score: Raw -322349.978850 + Penalty 1720.000341 = -320629.978508 nChanged 38 SP:Iteration 50Q (516.828091 sec): 3 clusters Score: Raw -322358.358073 + Penalty 1720.000341 = -320638.357731 nChanged 40 SP:Iteration 51Q (516.896486 sec): 3 clusters Score: Raw -322367.718472 + Penalty 1720.000341 = -320647.718131 nChanged 42 SP:Iteration 52Q (516.950674 sec): 3 clusters Score: Raw -322377.109215 + Penalty 1720.000341 = -320657.108874 nChanged 44 SP:Iteration 53Q (517.001844 sec): 3 clusters Score: Raw -322387.775847 + Penalty 1720.000341 = -320667.775506 nChanged 39 SP:Iteration 54Q (517.047771 sec): 3 clusters Score: Raw -322395.064794 + Penalty 1720.000341 = -320675.064452 nChanged 38 SP:Iteration 55Q (517.093168 sec): 3 clusters Score: Raw -322400.971763 + Penalty 1720.000341 = -320680.971421 nChanged 36 SP:Iteration 56Q (517.139845 sec): 3 clusters Score: Raw -322406.967148 + Penalty 1720.000341 = -320686.966806 nChanged 33 SP:Iteration 57Q (517.194483 sec): 3 clusters Score: Raw -322412.956100 + Penalty 1720.000341 = -320692.955758 nChanged 38 SP:Iteration 58Q (517.254242 sec): 3 clusters Score: Raw -322419.198042 + Penalty 1720.000341 = -320699.197700 nChanged 37 SP:Iteration 59Q (517.295054 sec): 3 clusters Score: Raw -322425.875701 + Penalty 1720.000341 = -320705.875360 nChanged 38 SP:Iteration 60F (517.347061 sec): 3 clusters Score: Raw -322432.799631 + Penalty 1720.000341 = -320712.799290 nChanged 35 SP:Iteration 61Q (517.404049 sec): 3 clusters Score: Raw -322438.383217 + Penalty 1720.000341 = -320718.382876 nChanged 35 SP:Iteration 62Q (517.463223 sec): 3 clusters Score: Raw -322443.317951 + Penalty 1720.000341 = -320723.317610 nChanged 28 SP:Iteration 63Q (517.518562 sec): 3 clusters Score: Raw -322447.350758 + Penalty 1720.000341 = -320727.350417 nChanged 24 SP:Iteration 64Q (517.573254 sec): 3 clusters Score: Raw -322450.896208 + Penalty 1720.000341 = -320730.895867 nChanged 16 SP:Iteration 65Q (517.626863 sec): 3 clusters Score: Raw -322452.950774 + Penalty 1720.000341 = -320732.950433 nChanged 12 SP:Iteration 66Q (517.674991 sec): 3 clusters Score: Raw -322454.417175 + Penalty 1720.000341 = -320734.416833 nChanged 16 SP:Iteration 67Q (517.732143 sec): 3 clusters Score: Raw -322456.462104 + Penalty 1720.000341 = -320736.461762 nChanged 16 SP:Iteration 68Q (517.774526 sec): 3 clusters Score: Raw -322458.640475 + Penalty 1720.000341 = -320738.640133 nChanged 12 SP:Iteration 69Q (517.838680 sec): 3 clusters Score: Raw -322460.040712 + Penalty 1720.000341 = -320740.040370 nChanged 8 SP:Iteration 70Q (517.888255 sec): 3 clusters Score: Raw -322460.816881 + Penalty 1720.000341 = -320740.816540 nChanged 11 SP:Iteration 71Q (517.940804 sec): 3 clusters Score: Raw -322462.408187 + Penalty 1720.000341 = -320742.407845 nChanged 6 SP:Iteration 72Q (517.992769 sec): 3 clusters Score: Raw -322462.893021 + Penalty 1720.000341 = -320742.892680 nChanged 10 SP:Iteration 73Q (518.042595 sec): 3 clusters Score: Raw -322463.965216 + Penalty 1720.000341 = -320743.964875 nChanged 9 SP:Iteration 74Q (518.100585 sec): 3 clusters Score: Raw -322465.470519 + Penalty 1720.000341 = -320745.470177 nChanged 8 SP:Iteration 75Q (518.148568 sec): 3 clusters Score: Raw -322466.205798 + Penalty 1720.000341 = -320746.205456 nChanged 5 SP:Iteration 76Q (518.210769 sec): 3 clusters Score: Raw -322466.518774 + Penalty 1720.000341 = -320746.518433 nChanged 3 SP:Iteration 77Q (518.264696 sec): 3 clusters Score: Raw -322466.762863 + Penalty 1720.000341 = -320746.762521 nChanged 0 SP:Iteration 78F (518.321922 sec): 3 clusters Score: Raw -322466.762863 + Penalty 1720.000341 = -320746.762521 nChanged 0 Iteration 99Q (519.495214 sec): 26 clusters Score: Raw -3963802.262455 + Penalty 27623.017132 = -3936179.245323 nChanged 14 Iteration 100F (521.265612 sec): 26 clusters Score: Raw -3963803.226024 + Penalty 27623.017132 = -3936180.208893 nChanged 18 Iteration 101Q (522.507183 sec): 26 clusters Score: Raw -3963804.188827 + Penalty 27623.017132 = -3936181.171695 nChanged 14 Iteration 102Q (523.709495 sec): 26 clusters Score: Raw -3963804.768300 + Penalty 27623.017132 = -3936181.751168 nChanged 8 Iteration 103Q (524.934186 sec): 26 clusters Score: Raw -3963805.241003 + Penalty 27623.017132 = -3936182.223871 nChanged 9 Iteration 104Q (526.134728 sec): 26 clusters Score: Raw -3963805.678211 + Penalty 27623.017132 = -3936182.661079 nChanged 11 Iteration 105Q (527.369896 sec): 26 clusters Score: Raw -3963806.115120 + Penalty 27623.017132 = -3936183.097988 nChanged 9 Iteration 106Q (528.575374 sec): 26 clusters Score: Raw -3963806.530496 + Penalty 27623.017132 = -3936183.513365 nChanged 9 Iteration 107Q (529.772455 sec): 26 clusters Score: Raw -3963806.847633 + Penalty 27623.017132 = -3936183.830501 nChanged 6 Iteration 108Q (531.005711 sec): 26 clusters Score: Raw -3963807.045086 + Penalty 27623.017132 = -3936184.027954 nChanged 6 Iteration 109Q (532.160401 sec): 26 clusters Score: Raw -3963807.312708 + Penalty 27623.017132 = -3936184.295576 nChanged 7 Iteration 110Q (533.337963 sec): 26 clusters Score: Raw -3963807.677121 + Penalty 27623.017132 = -3936184.659989 nChanged 7 Iteration 111Q (534.547329 sec): 26 clusters Score: Raw -3963808.036637 + Penalty 27623.017132 = -3936185.019505 nChanged 7 Iteration 112Q (535.734554 sec): 26 clusters Score: Raw -3963808.291594 + Penalty 27623.017132 = -3936185.274462 nChanged 6 Iteration 113Q (536.952356 sec): 26 clusters Score: Raw -3963808.497756 + Penalty 27623.017132 = -3936185.480624 nChanged 2 Iteration 114Q (538.161041 sec): 26 clusters Score: Raw -3963808.610435 + Penalty 27623.017132 = -3936185.593303 nChanged 4 Iteration 115Q (539.377066 sec): 26 clusters Score: Raw -3963808.817513 + Penalty 27623.017132 = -3936185.800381 nChanged 1 Iteration 116Q (540.614497 sec): 26 clusters Score: Raw -3963808.851421 + Penalty 27623.017132 = -3936185.834289 nChanged 1 Iteration 117Q (541.824346 sec): 26 clusters Score: Raw -3963808.870324 + Penalty 27623.017132 = -3936185.853193 nChanged 2 Iteration 118Q (543.036495 sec): 26 clusters Score: Raw -3963808.944544 + Penalty 27623.017132 = -3936185.927413 nChanged 1 Iteration 119Q (544.240183 sec): 26 clusters Score: Raw -3963808.976252 + Penalty 27623.017132 = -3936185.959121 nChanged 0 Iteration 120F (546.051907 sec): 26 clusters Score: Raw -3963808.976252 + Penalty 27623.017132 = -3936185.959121 nChanged 0 Compute initial score before splitting: Score: Raw -3963808.976252 + Penalty 27623.017132 = -3936185.959121 Trying to split cluster 1 (1615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (546.092694 sec): 2 clusters Score: Raw -63649.418336 + Penalty 701.773572 = -62947.644764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (546.139503 sec): 3 clusters Score: Raw -62914.031092 + Penalty 1403.547145 = -61510.483947 nChanged 625 SP:Iteration 1F (546.182644 sec): 3 clusters Score: Raw -63355.219492 + Penalty 1403.547145 = -61951.672347 nChanged 145 SP:Iteration 2F (546.222141 sec): 3 clusters Score: Raw -63474.392789 + Penalty 1403.547145 = -62070.845644 nChanged 99 SP:Iteration 3F (546.267020 sec): 3 clusters Score: Raw -63565.431857 + Penalty 1403.547145 = -62161.884712 nChanged 76 SP:Iteration 4Q (546.299843 sec): 3 clusters Score: Raw -63630.172388 + Penalty 1403.547145 = -62226.625243 nChanged 76 SP:Iteration 5Q (546.347091 sec): 3 clusters Score: Raw -63694.053976 + Penalty 1403.547145 = -62290.506831 nChanged 55 SP:Iteration 6Q (546.390355 sec): 3 clusters Score: Raw -63740.749580 + Penalty 1403.547145 = -62337.202435 nChanged 53 SP:Iteration 7Q (546.429473 sec): 3 clusters Score: Raw -63789.055848 + Penalty 1403.547145 = -62385.508704 nChanged 36 SP:Iteration 8Q (546.476741 sec): 3 clusters Score: Raw -63821.571176 + Penalty 1403.547145 = -62418.024032 nChanged 24 SP:Iteration 9Q (546.507636 sec): 3 clusters Score: Raw -63841.574685 + Penalty 1403.547145 = -62438.027540 nChanged 28 SP:Iteration 10Q (546.544372 sec): 3 clusters Score: Raw -63873.443908 + Penalty 1403.547145 = -62469.896763 nChanged 21 SP:Iteration 11Q (546.578118 sec): 3 clusters Score: Raw -63897.142924 + Penalty 1403.547145 = -62493.595779 nChanged 18 SP:Iteration 12Q (546.613066 sec): 3 clusters Score: Raw -63909.108946 + Penalty 1403.547145 = -62505.561801 nChanged 13 SP:Iteration 13Q (546.666250 sec): 3 clusters Score: Raw -63918.380217 + Penalty 1403.547145 = -62514.833072 nChanged 5 SP:Iteration 14Q (546.700166 sec): 3 clusters Score: Raw -63925.031181 + Penalty 1403.547145 = -62521.484036 nChanged 8 SP:Iteration 15Q (546.742823 sec): 3 clusters Score: Raw -63929.191940 + Penalty 1403.547145 = -62525.644795 nChanged 7 SP:Iteration 16Q (546.784721 sec): 3 clusters Score: Raw -63934.155928 + Penalty 1403.547145 = -62530.608784 nChanged 9 SP:Iteration 17Q (546.820607 sec): 3 clusters Score: Raw -63938.006544 + Penalty 1403.547145 = -62534.459399 nChanged 2 SP:Iteration 18Q (546.871875 sec): 3 clusters Score: Raw -63938.863890 + Penalty 1403.547145 = -62535.316745 nChanged 3 SP:Iteration 19Q (546.911057 sec): 3 clusters Score: Raw -63939.884458 + Penalty 1403.547145 = -62536.337313 nChanged 2 SP:Iteration 20F (546.965054 sec): 3 clusters Score: Raw -63941.721632 + Penalty 1403.547145 = -62538.174487 nChanged 3 SP:Iteration 21Q (547.002642 sec): 3 clusters Score: Raw -63944.313548 + Penalty 1403.547145 = -62540.766403 nChanged 1 SP:Iteration 22Q (547.032515 sec): 3 clusters Score: Raw -63944.539470 + Penalty 1403.547145 = -62540.992325 nChanged 3 SP:Iteration 23Q (547.073353 sec): 3 clusters Score: Raw -63947.146635 + Penalty 1403.547145 = -62543.599490 nChanged 1 SP:Iteration 24Q (547.120322 sec): 3 clusters Score: Raw -63947.759645 + Penalty 1403.547145 = -62544.212500 nChanged 0 SP:Iteration 25F (547.160197 sec): 3 clusters Score: Raw -63947.759645 + Penalty 1403.547145 = -62544.212500 nChanged 0 Trying to split cluster 2 (3573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.185964 sec): 2 clusters Score: Raw -112485.491753 + Penalty 777.210282 = -111708.281471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.235750 sec): 3 clusters Score: Raw -110535.586728 + Penalty 1554.420563 = -108981.166165 nChanged 1518 SP:Iteration 1F (547.273310 sec): 3 clusters Score: Raw -111455.115263 + Penalty 1554.420563 = -109900.694700 nChanged 279 SP:Iteration 2F (547.318376 sec): 3 clusters Score: Raw -111656.015164 + Penalty 1554.420563 = -110101.594601 nChanged 239 SP:Iteration 3F (547.356665 sec): 3 clusters Score: Raw -111833.300432 + Penalty 1554.420563 = -110278.879868 nChanged 222 SP:Iteration 4F (547.410752 sec): 3 clusters Score: Raw -112003.872782 + Penalty 1554.420563 = -110449.452219 nChanged 191 SP:Iteration 5F (547.447836 sec): 3 clusters Score: Raw -112148.464482 + Penalty 1554.420563 = -110594.043919 nChanged 164 SP:Iteration 6Q (547.501852 sec): 3 clusters Score: Raw -112273.835627 + Penalty 1554.420563 = -110719.415064 nChanged 146 SP:Iteration 7Q (547.554911 sec): 3 clusters Score: Raw -112359.746553 + Penalty 1554.420563 = -110805.325989 nChanged 112 SP:Iteration 8Q (547.604213 sec): 3 clusters Score: Raw -112414.127820 + Penalty 1554.420563 = -110859.707257 nChanged 92 SP:Iteration 9Q (547.649025 sec): 3 clusters Score: Raw -112457.209054 + Penalty 1554.420563 = -110902.788491 nChanged 86 SP:Iteration 10Q (547.694234 sec): 3 clusters Score: Raw -112497.543951 + Penalty 1554.420563 = -110943.123388 nChanged 73 SP:Iteration 11Q (547.741389 sec): 3 clusters Score: Raw -112528.776463 + Penalty 1554.420563 = -110974.355900 nChanged 55 SP:Iteration 12Q (547.791493 sec): 3 clusters Score: Raw -112552.302045 + Penalty 1554.420563 = -110997.881482 nChanged 51 SP:Iteration 13Q (547.835184 sec): 3 clusters Score: Raw -112571.230261 + Penalty 1554.420563 = -111016.809698 nChanged 41 SP:Iteration 14Q (547.883273 sec): 3 clusters Score: Raw -112586.625984 + Penalty 1554.420563 = -111032.205421 nChanged 39 SP:Iteration 15Q (547.927005 sec): 3 clusters Score: Raw -112600.985764 + Penalty 1554.420563 = -111046.565201 nChanged 36 SP:Iteration 16Q (547.981024 sec): 3 clusters Score: Raw -112611.676476 + Penalty 1554.420563 = -111057.255913 nChanged 32 SP:Iteration 17Q (548.024673 sec): 3 clusters Score: Raw -112620.487930 + Penalty 1554.420563 = -111066.067367 nChanged 23 SP:Iteration 18Q (548.062890 sec): 3 clusters Score: Raw -112625.485236 + Penalty 1554.420563 = -111071.064673 nChanged 12 SP:Iteration 19Q (548.110442 sec): 3 clusters Score: Raw -112627.154985 + Penalty 1554.420563 = -111072.734421 nChanged 6 SP:Iteration 20F (548.150663 sec): 3 clusters Score: Raw -112627.896534 + Penalty 1554.420563 = -111073.475971 nChanged 6 SP:Iteration 21Q (548.192664 sec): 3 clusters Score: Raw -112628.875397 + Penalty 1554.420563 = -111074.454834 nChanged 6 SP:Iteration 22Q (548.247435 sec): 3 clusters Score: Raw -112629.678283 + Penalty 1554.420563 = -111075.257720 nChanged 3 SP:Iteration 23Q (548.294598 sec): 3 clusters Score: Raw -112630.034931 + Penalty 1554.420563 = -111075.614368 nChanged 1 SP:Iteration 24Q (548.338195 sec): 3 clusters Score: Raw -112630.068630 + Penalty 1554.420563 = -111075.648067 nChanged 1 SP:Iteration 25Q (548.387181 sec): 3 clusters Score: Raw -112630.226087 + Penalty 1554.420563 = -111075.805524 nChanged 1 SP:Iteration 26Q (548.429024 sec): 3 clusters Score: Raw -112630.385593 + Penalty 1554.420563 = -111075.965030 nChanged 0 SP:Iteration 27F (548.470499 sec): 3 clusters Score: Raw -112630.385593 + Penalty 1554.420563 = -111075.965030 nChanged 0 Trying to split cluster 3 (6880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (548.500251 sec): 2 clusters Score: Raw -270621.040708 + Penalty 839.455523 = -269781.585184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (548.552154 sec): 3 clusters Score: Raw -266647.872274 + Penalty 1678.911047 = -264968.961227 nChanged 3023 SP:Iteration 1F (548.609824 sec): 3 clusters Score: Raw -268328.458680 + Penalty 1678.911047 = -266649.547634 nChanged 465 SP:Iteration 2F (548.650695 sec): 3 clusters Score: Raw -268558.392679 + Penalty 1678.911047 = -266879.481632 nChanged 408 SP:Iteration 3F (548.705281 sec): 3 clusters Score: Raw -268764.617338 + Penalty 1678.911047 = -267085.706291 nChanged 393 SP:Iteration 4F (548.757788 sec): 3 clusters Score: Raw -268989.989688 + Penalty 1678.911047 = -267311.078641 nChanged 387 SP:Iteration 5F (548.811844 sec): 3 clusters Score: Raw -269234.474865 + Penalty 1678.911047 = -267555.563818 nChanged 393 SP:Iteration 6F (548.864662 sec): 3 clusters Score: Raw -269522.671310 + Penalty 1678.911047 = -267843.760263 nChanged 373 SP:Iteration 7F (548.926070 sec): 3 clusters Score: Raw -269827.878391 + Penalty 1678.911047 = -268148.967344 nChanged 331 SP:Iteration 8Q (548.970781 sec): 3 clusters Score: Raw -270117.564394 + Penalty 1678.911047 = -268438.653347 nChanged 267 SP:Iteration 9Q (549.015006 sec): 3 clusters Score: Raw -270354.996363 + Penalty 1678.911047 = -268676.085316 nChanged 209 SP:Iteration 10Q (549.062639 sec): 3 clusters Score: Raw -270539.220198 + Penalty 1678.911047 = -268860.309151 nChanged 146 SP:Iteration 11Q (549.121416 sec): 3 clusters Score: Raw -270645.594164 + Penalty 1678.911047 = -268966.683117 nChanged 101 SP:Iteration 12Q (549.173706 sec): 3 clusters Score: Raw -270709.286960 + Penalty 1678.911047 = -269030.375914 nChanged 75 SP:Iteration 13Q (549.214020 sec): 3 clusters Score: Raw -270751.538751 + Penalty 1678.911047 = -269072.627705 nChanged 57 SP:Iteration 14Q (549.269226 sec): 3 clusters Score: Raw -270776.987369 + Penalty 1678.911047 = -269098.076322 nChanged 41 SP:Iteration 15Q (549.314492 sec): 3 clusters Score: Raw -270794.926653 + Penalty 1678.911047 = -269116.015606 nChanged 40 SP:Iteration 16Q (549.369234 sec): 3 clusters Score: Raw -270814.581741 + Penalty 1678.911047 = -269135.670694 nChanged 32 SP:Iteration 17Q (549.409298 sec): 3 clusters Score: Raw -270825.597014 + Penalty 1678.911047 = -269146.685968 nChanged 22 SP:Iteration 18Q (549.463103 sec): 3 clusters Score: Raw -270831.740829 + Penalty 1678.911047 = -269152.829782 nChanged 14 SP:Iteration 19Q (549.511429 sec): 3 clusters Score: Raw -270836.171809 + Penalty 1678.911047 = -269157.260762 nChanged 15 SP:Iteration 20F (549.560998 sec): 3 clusters Score: Raw -270843.166296 + Penalty 1678.911047 = -269164.255249 nChanged 14 SP:Iteration 21Q (549.614943 sec): 3 clusters Score: Raw -270847.534384 + Penalty 1678.911047 = -269168.623337 nChanged 13 SP:Iteration 22Q (549.661548 sec): 3 clusters Score: Raw -270852.085240 + Penalty 1678.911047 = -269173.174193 nChanged 17 SP:Iteration 23Q (549.715882 sec): 3 clusters Score: Raw -270861.427182 + Penalty 1678.911047 = -269182.516135 nChanged 19 SP:Iteration 24Q (549.756254 sec): 3 clusters Score: Raw -270872.437596 + Penalty 1678.911047 = -269193.526549 nChanged 18 SP:Iteration 25Q (549.811929 sec): 3 clusters Score: Raw -270879.048438 + Penalty 1678.911047 = -269200.137391 nChanged 11 SP:Iteration 26Q (549.863492 sec): 3 clusters Score: Raw -270883.172691 + Penalty 1678.911047 = -269204.261644 nChanged 8 SP:Iteration 27Q (549.921917 sec): 3 clusters Score: Raw -270886.485751 + Penalty 1678.911047 = -269207.574704 nChanged 7 SP:Iteration 28Q (549.963936 sec): 3 clusters Score: Raw -270890.339603 + Penalty 1678.911047 = -269211.428557 nChanged 7 SP:Iteration 29Q (550.008383 sec): 3 clusters Score: Raw -270894.368420 + Penalty 1678.911047 = -269215.457373 nChanged 7 SP:Iteration 30Q (550.058151 sec): 3 clusters Score: Raw -270896.848346 + Penalty 1678.911047 = -269217.937299 nChanged 2 SP:Iteration 31Q (550.111560 sec): 3 clusters Score: Raw -270897.791902 + Penalty 1678.911047 = -269218.880855 nChanged 1 SP:Iteration 32Q (550.159286 sec): 3 clusters Score: Raw -270898.132296 + Penalty 1678.911047 = -269219.221249 nChanged 3 SP:Iteration 33Q (550.205951 sec): 3 clusters Score: Raw -270899.264934 + Penalty 1678.911047 = -269220.353888 nChanged 5 SP:Iteration 34Q (550.256452 sec): 3 clusters Score: Raw -270901.135581 + Penalty 1678.911047 = -269222.224534 nChanged 6 SP:Iteration 35Q (550.300379 sec): 3 clusters Score: Raw -270905.895447 + Penalty 1678.911047 = -269226.984400 nChanged 9 SP:Iteration 36Q (550.348947 sec): 3 clusters Score: Raw -270910.104008 + Penalty 1678.911047 = -269231.192962 nChanged 10 SP:Iteration 37Q (550.403140 sec): 3 clusters Score: Raw -270913.617638 + Penalty 1678.911047 = -269234.706591 nChanged 7 SP:Iteration 38Q (550.454234 sec): 3 clusters Score: Raw -270916.751577 + Penalty 1678.911047 = -269237.840530 nChanged 7 SP:Iteration 39Q (550.505702 sec): 3 clusters Score: Raw -270918.667917 + Penalty 1678.911047 = -269239.756870 nChanged 2 SP:Iteration 40F (550.554121 sec): 3 clusters Score: Raw -270918.929667 + Penalty 1678.911047 = -269240.018620 nChanged 1 SP:Iteration 41Q (550.594142 sec): 3 clusters Score: Raw -270919.200695 + Penalty 1678.911047 = -269240.289648 nChanged 0 SP:Iteration 42F (550.640275 sec): 3 clusters Score: Raw -270919.200695 + Penalty 1678.911047 = -269240.289648 nChanged 0 Trying to split cluster 4 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (550.663111 sec): 2 clusters Score: Raw -24927.175601 + Penalty 621.397850 = -24305.777752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (550.702801 sec): 3 clusters Score: Raw -24673.225484 + Penalty 1242.795700 = -23430.429784 nChanged 215 SP:Iteration 1F (550.746899 sec): 3 clusters Score: Raw -24842.034621 + Penalty 1242.795700 = -23599.238921 nChanged 49 SP:Iteration 2F (550.792101 sec): 3 clusters Score: Raw -24908.468087 + Penalty 1242.795700 = -23665.672387 nChanged 38 SP:Iteration 3F (550.831457 sec): 3 clusters Score: Raw -24950.412240 + Penalty 1242.795700 = -23707.616540 nChanged 32 SP:Iteration 4Q (550.871866 sec): 3 clusters Score: Raw -24981.806869 + Penalty 1242.795700 = -23739.011169 nChanged 25 SP:Iteration 5Q (550.905408 sec): 3 clusters Score: Raw -25006.020164 + Penalty 1242.795700 = -23763.224464 nChanged 22 SP:Iteration 6Q (550.943872 sec): 3 clusters Score: Raw -25030.612149 + Penalty 1242.795700 = -23787.816450 nChanged 18 SP:Iteration 7Q (550.982371 sec): 3 clusters Score: Raw -25054.075392 + Penalty 1242.795700 = -23811.279692 nChanged 17 SP:Iteration 8Q (551.029655 sec): 3 clusters Score: Raw -25068.720450 + Penalty 1242.795700 = -23825.924750 nChanged 13 SP:Iteration 9Q (551.068877 sec): 3 clusters Score: Raw -25079.473189 + Penalty 1242.795700 = -23836.677489 nChanged 9 SP:Iteration 10Q (551.110950 sec): 3 clusters Score: Raw -25085.254530 + Penalty 1242.795700 = -23842.458830 nChanged 6 SP:Iteration 11Q (551.156043 sec): 3 clusters Score: Raw -25090.728314 + Penalty 1242.795700 = -23847.932614 nChanged 6 SP:Iteration 12Q (551.198713 sec): 3 clusters Score: Raw -25097.762819 + Penalty 1242.795700 = -23854.967119 nChanged 4 SP:Iteration 13Q (551.234948 sec): 3 clusters Score: Raw -25101.071759 + Penalty 1242.795700 = -23858.276059 nChanged 4 SP:Iteration 14Q (551.270907 sec): 3 clusters Score: Raw -25103.221889 + Penalty 1242.795700 = -23860.426189 nChanged 1 SP:Iteration 15Q (551.309906 sec): 3 clusters Score: Raw -25103.608163 + Penalty 1242.795700 = -23860.812463 nChanged 0 SP:Iteration 16F (551.353968 sec): 3 clusters Score: Raw -25103.608163 + Penalty 1242.795700 = -23860.812463 nChanged 0 Trying to split cluster 5 (2054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (551.388005 sec): 2 clusters Score: Raw -81187.693924 + Penalty 724.616717 = -80463.077207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (551.427463 sec): 3 clusters Score: Raw -80179.926588 + Penalty 1449.233434 = -78730.693154 nChanged 806 SP:Iteration 1F (551.467040 sec): 3 clusters Score: Raw -80636.083809 + Penalty 1449.233434 = -79186.850375 nChanged 146 SP:Iteration 2F (551.494981 sec): 3 clusters Score: Raw -80717.614747 + Penalty 1449.233434 = -79268.381312 nChanged 113 SP:Iteration 3F (551.541146 sec): 3 clusters Score: Raw -80780.737903 + Penalty 1449.233434 = -79331.504469 nChanged 81 SP:Iteration 4Q (551.579247 sec): 3 clusters Score: Raw -80824.460228 + Penalty 1449.233434 = -79375.226794 nChanged 64 SP:Iteration 5Q (551.626051 sec): 3 clusters Score: Raw -80857.144969 + Penalty 1449.233434 = -79407.911535 nChanged 65 SP:Iteration 6Q (551.667106 sec): 3 clusters Score: Raw -80897.905175 + Penalty 1449.233434 = -79448.671741 nChanged 65 SP:Iteration 7Q (551.715633 sec): 3 clusters Score: Raw -80934.235070 + Penalty 1449.233434 = -79485.001636 nChanged 71 SP:Iteration 8Q (551.752265 sec): 3 clusters Score: Raw -80971.975724 + Penalty 1449.233434 = -79522.742290 nChanged 61 SP:Iteration 9Q (551.789765 sec): 3 clusters Score: Raw -81003.811287 + Penalty 1449.233434 = -79554.577852 nChanged 47 SP:Iteration 10Q (551.829561 sec): 3 clusters Score: Raw -81024.113933 + Penalty 1449.233434 = -79574.880499 nChanged 33 SP:Iteration 11Q (551.880241 sec): 3 clusters Score: Raw -81039.441709 + Penalty 1449.233434 = -79590.208275 nChanged 31 SP:Iteration 12Q (551.920790 sec): 3 clusters Score: Raw -81054.032872 + Penalty 1449.233434 = -79604.799438 nChanged 39 SP:Iteration 13Q (551.961605 sec): 3 clusters Score: Raw -81072.776165 + Penalty 1449.233434 = -79623.542731 nChanged 31 SP:Iteration 14Q (551.993818 sec): 3 clusters Score: Raw -81090.163165 + Penalty 1449.233434 = -79640.929731 nChanged 28 SP:Iteration 15Q (552.045536 sec): 3 clusters Score: Raw -81103.936037 + Penalty 1449.233434 = -79654.702603 nChanged 22 SP:Iteration 16Q (552.089809 sec): 3 clusters Score: Raw -81115.400981 + Penalty 1449.233434 = -79666.167547 nChanged 28 SP:Iteration 17Q (552.130648 sec): 3 clusters Score: Raw -81128.709117 + Penalty 1449.233434 = -79679.475683 nChanged 19 SP:Iteration 18Q (552.170381 sec): 3 clusters Score: Raw -81138.129355 + Penalty 1449.233434 = -79688.895921 nChanged 20 SP:Iteration 19Q (552.206125 sec): 3 clusters Score: Raw -81146.428284 + Penalty 1449.233434 = -79697.194850 nChanged 16 SP:Iteration 20F (552.247127 sec): 3 clusters Score: Raw -81154.996728 + Penalty 1449.233434 = -79705.763293 nChanged 17 SP:Iteration 21Q (552.289168 sec): 3 clusters Score: Raw -81163.093188 + Penalty 1449.233434 = -79713.859754 nChanged 14 SP:Iteration 22Q (552.339372 sec): 3 clusters Score: Raw -81170.262327 + Penalty 1449.233434 = -79721.028892 nChanged 15 SP:Iteration 23Q (552.369082 sec): 3 clusters Score: Raw -81179.212966 + Penalty 1449.233434 = -79729.979532 nChanged 13 SP:Iteration 24Q (552.414396 sec): 3 clusters Score: Raw -81188.421345 + Penalty 1449.233434 = -79739.187911 nChanged 10 SP:Iteration 25Q (552.448249 sec): 3 clusters Score: Raw -81196.362809 + Penalty 1449.233434 = -79747.129375 nChanged 14 SP:Iteration 26Q (552.482682 sec): 3 clusters Score: Raw -81203.978925 + Penalty 1449.233434 = -79754.745490 nChanged 6 SP:Iteration 27Q (552.534161 sec): 3 clusters Score: Raw -81205.496296 + Penalty 1449.233434 = -79756.262862 nChanged 5 SP:Iteration 28Q (552.572663 sec): 3 clusters Score: Raw -81208.078518 + Penalty 1449.233434 = -79758.845084 nChanged 7 SP:Iteration 29Q (552.602285 sec): 3 clusters Score: Raw -81211.063355 + Penalty 1449.233434 = -79761.829920 nChanged 7 SP:Iteration 30Q (552.641828 sec): 3 clusters Score: Raw -81214.741329 + Penalty 1449.233434 = -79765.507895 nChanged 9 SP:Iteration 31Q (552.688769 sec): 3 clusters Score: Raw -81219.917544 + Penalty 1449.233434 = -79770.684110 nChanged 8 SP:Iteration 32Q (552.725824 sec): 3 clusters Score: Raw -81225.066155 + Penalty 1449.233434 = -79775.832721 nChanged 5 SP:Iteration 33Q (552.763527 sec): 3 clusters Score: Raw -81227.300774 + Penalty 1449.233434 = -79778.067340 nChanged 3 SP:Iteration 34Q (552.805780 sec): 3 clusters Score: Raw -81228.314656 + Penalty 1449.233434 = -79779.081222 nChanged 3 SP:Iteration 35Q (552.859262 sec): 3 clusters Score: Raw -81229.822441 + Penalty 1449.233434 = -79780.589007 nChanged 4 SP:Iteration 36Q (552.895834 sec): 3 clusters Score: Raw -81233.195557 + Penalty 1449.233434 = -79783.962123 nChanged 3 SP:Iteration 37Q (552.941786 sec): 3 clusters Score: Raw -81235.582504 + Penalty 1449.233434 = -79786.349070 nChanged 5 SP:Iteration 38Q (552.987589 sec): 3 clusters Score: Raw -81238.398742 + Penalty 1449.233434 = -79789.165308 nChanged 6 SP:Iteration 39Q (553.025256 sec): 3 clusters Score: Raw -81242.589650 + Penalty 1449.233434 = -79793.356216 nChanged 5 SP:Iteration 40F (553.063593 sec): 3 clusters Score: Raw -81243.855151 + Penalty 1449.233434 = -79794.621717 nChanged 2 SP:Iteration 41Q (553.104039 sec): 3 clusters Score: Raw -81244.704300 + Penalty 1449.233434 = -79795.470865 nChanged 3 SP:Iteration 42Q (553.139694 sec): 3 clusters Score: Raw -81245.886241 + Penalty 1449.233434 = -79796.652807 nChanged 1 SP:Iteration 43Q (553.179648 sec): 3 clusters Score: Raw -81245.992752 + Penalty 1449.233434 = -79796.759318 nChanged 1 SP:Iteration 44Q (553.222808 sec): 3 clusters Score: Raw -81246.450298 + Penalty 1449.233434 = -79797.216864 nChanged 2 SP:Iteration 45Q (553.280125 sec): 3 clusters Score: Raw -81246.791089 + Penalty 1449.233434 = -79797.557654 nChanged 0 SP:Iteration 46F (553.316848 sec): 3 clusters Score: Raw -81246.791089 + Penalty 1449.233434 = -79797.557654 nChanged 0 Trying to split cluster 6 (7042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.342929 sec): 2 clusters Score: Raw -289998.479953 + Penalty 841.666512 = -289156.813440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.409817 sec): 3 clusters Score: Raw -286011.193147 + Penalty 1683.333025 = -284327.860123 nChanged 3111 SP:Iteration 1F (553.456944 sec): 3 clusters Score: Raw -287765.878671 + Penalty 1683.333025 = -286082.545646 nChanged 505 SP:Iteration 2F (553.502435 sec): 3 clusters Score: Raw -288042.140886 + Penalty 1683.333025 = -286358.807861 nChanged 484 SP:Iteration 3F (553.554146 sec): 3 clusters Score: Raw -288337.545286 + Penalty 1683.333025 = -286654.212261 nChanged 421 SP:Iteration 4F (553.614363 sec): 3 clusters Score: Raw -288624.643123 + Penalty 1683.333025 = -286941.310098 nChanged 408 SP:Iteration 5F (553.656301 sec): 3 clusters Score: Raw -288922.698583 + Penalty 1683.333025 = -287239.365558 nChanged 387 SP:Iteration 6F (553.704081 sec): 3 clusters Score: Raw -289265.877717 + Penalty 1683.333025 = -287582.544692 nChanged 337 SP:Iteration 7Q (553.759130 sec): 3 clusters Score: Raw -289581.002065 + Penalty 1683.333025 = -287897.669040 nChanged 239 SP:Iteration 8Q (553.814677 sec): 3 clusters Score: Raw -289794.240677 + Penalty 1683.333025 = -288110.907652 nChanged 123 SP:Iteration 9Q (553.848797 sec): 3 clusters Score: Raw -289903.583155 + Penalty 1683.333025 = -288220.250130 nChanged 88 SP:Iteration 10Q (553.900585 sec): 3 clusters Score: Raw -289991.564110 + Penalty 1683.333025 = -288308.231085 nChanged 47 SP:Iteration 11Q (553.956466 sec): 3 clusters Score: Raw -290040.593588 + Penalty 1683.333025 = -288357.260563 nChanged 27 SP:Iteration 12Q (554.009792 sec): 3 clusters Score: Raw -290074.432663 + Penalty 1683.333025 = -288391.099638 nChanged 14 SP:Iteration 13Q (554.061299 sec): 3 clusters Score: Raw -290091.715823 + Penalty 1683.333025 = -288408.382799 nChanged 6 SP:Iteration 14Q (554.110110 sec): 3 clusters Score: Raw -290099.866866 + Penalty 1683.333025 = -288416.533841 nChanged 4 SP:Iteration 15Q (554.158778 sec): 3 clusters Score: Raw -290104.993099 + Penalty 1683.333025 = -288421.660074 nChanged 4 SP:Iteration 16Q (554.207247 sec): 3 clusters Score: Raw -290109.407833 + Penalty 1683.333025 = -288426.074808 nChanged 3 SP:Iteration 17Q (554.253332 sec): 3 clusters Score: Raw -290112.997502 + Penalty 1683.333025 = -288429.664477 nChanged 2 SP:Iteration 18Q (554.304791 sec): 3 clusters Score: Raw -290116.149857 + Penalty 1683.333025 = -288432.816832 nChanged 2 SP:Iteration 19Q (554.347574 sec): 3 clusters Score: Raw -290118.342788 + Penalty 1683.333025 = -288435.009763 nChanged 2 SP:Iteration 20F (554.402337 sec): 3 clusters Score: Raw -290120.095818 + Penalty 1683.333025 = -288436.762793 nChanged 2 SP:Iteration 21Q (554.449229 sec): 3 clusters Score: Raw -290124.061598 + Penalty 1683.333025 = -288440.728573 nChanged 2 SP:Iteration 22Q (554.500201 sec): 3 clusters Score: Raw -290126.033375 + Penalty 1683.333025 = -288442.700350 nChanged 0 SP:Iteration 23F (554.553997 sec): 3 clusters Score: Raw -290126.033375 + Penalty 1683.333025 = -288442.700350 nChanged 0 Trying to split cluster 7 (1372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (554.577490 sec): 2 clusters Score: Raw -38195.527662 + Penalty 686.282357 = -37509.245305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (554.614663 sec): 3 clusters Score: Raw -37623.747389 + Penalty 1372.564714 = -36251.182675 nChanged 528 SP:Iteration 1F (554.669456 sec): 3 clusters Score: Raw -38134.858857 + Penalty 1372.564714 = -36762.294144 nChanged 175 SP:Iteration 2F (554.703051 sec): 3 clusters Score: Raw -38408.973804 + Penalty 1372.564714 = -37036.409090 nChanged 108 SP:Iteration 3F (554.741303 sec): 3 clusters Score: Raw -38579.015355 + Penalty 1372.564714 = -37206.450642 nChanged 74 SP:Iteration 4F (554.778056 sec): 3 clusters Score: Raw -38651.802679 + Penalty 1372.564714 = -37279.237966 nChanged 39 SP:Iteration 5Q (554.822143 sec): 3 clusters Score: Raw -38689.835367 + Penalty 1372.564714 = -37317.270653 nChanged 37 SP:Iteration 6Q (554.856933 sec): 3 clusters Score: Raw -38718.972015 + Penalty 1372.564714 = -37346.407301 nChanged 25 SP:Iteration 7Q (554.900746 sec): 3 clusters Score: Raw -38742.803844 + Penalty 1372.564714 = -37370.239130 nChanged 30 SP:Iteration 8Q (554.949748 sec): 3 clusters Score: Raw -38776.091018 + Penalty 1372.564714 = -37403.526304 nChanged 23 SP:Iteration 9Q (555.001816 sec): 3 clusters Score: Raw -38794.921967 + Penalty 1372.564714 = -37422.357253 nChanged 18 SP:Iteration 10Q (555.034600 sec): 3 clusters Score: Raw -38807.735551 + Penalty 1372.564714 = -37435.170837 nChanged 13 SP:Iteration 11Q (555.080899 sec): 3 clusters Score: Raw -38816.942242 + Penalty 1372.564714 = -37444.377528 nChanged 8 SP:Iteration 12Q (555.121891 sec): 3 clusters Score: Raw -38822.271360 + Penalty 1372.564714 = -37449.706646 nChanged 6 SP:Iteration 13Q (555.171023 sec): 3 clusters Score: Raw -38825.557544 + Penalty 1372.564714 = -37452.992830 nChanged 5 SP:Iteration 14Q (555.203280 sec): 3 clusters Score: Raw -38829.696969 + Penalty 1372.564714 = -37457.132255 nChanged 2 SP:Iteration 15Q (555.257516 sec): 3 clusters Score: Raw -38830.440638 + Penalty 1372.564714 = -37457.875925 nChanged 1 SP:Iteration 16Q (555.290824 sec): 3 clusters Score: Raw -38830.829334 + Penalty 1372.564714 = -37458.264620 nChanged 2 SP:Iteration 17Q (555.332231 sec): 3 clusters Score: Raw -38831.814312 + Penalty 1372.564714 = -37459.249598 nChanged 1 SP:Iteration 18Q (555.371742 sec): 3 clusters Score: Raw -38832.195904 + Penalty 1372.564714 = -37459.631191 nChanged 2 SP:Iteration 19Q (555.416020 sec): 3 clusters Score: Raw -38832.871535 + Penalty 1372.564714 = -37460.306821 nChanged 3 SP:Iteration 20F (555.457303 sec): 3 clusters Score: Raw -38834.405357 + Penalty 1372.564714 = -37461.840644 nChanged 2 SP:Iteration 21Q (555.506506 sec): 3 clusters Score: Raw -38835.270963 + Penalty 1372.564714 = -37462.706249 nChanged 0 SP:Iteration 22F (555.555998 sec): 3 clusters Score: Raw -38835.270963 + Penalty 1372.564714 = -37462.706249 nChanged 0 Trying to split cluster 8 (3161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (555.572757 sec): 2 clusters Score: Raw -118880.550960 + Penalty 765.571153 = -118114.979807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (555.616114 sec): 3 clusters Score: Raw -117146.166958 + Penalty 1531.142305 = -115615.024653 nChanged 1334 SP:Iteration 1F (555.659948 sec): 3 clusters Score: Raw -117871.671342 + Penalty 1531.142305 = -116340.529037 nChanged 254 SP:Iteration 2F (555.704271 sec): 3 clusters Score: Raw -118013.254735 + Penalty 1531.142305 = -116482.112430 nChanged 177 SP:Iteration 3F (555.754788 sec): 3 clusters Score: Raw -118118.097568 + Penalty 1531.142305 = -116586.955263 nChanged 160 SP:Iteration 4F (555.794339 sec): 3 clusters Score: Raw -118229.215273 + Penalty 1531.142305 = -116698.072968 nChanged 153 SP:Iteration 5Q (555.844029 sec): 3 clusters Score: Raw -118327.777771 + Penalty 1531.142305 = -116796.635466 nChanged 139 SP:Iteration 6Q (555.885636 sec): 3 clusters Score: Raw -118427.165623 + Penalty 1531.142305 = -116896.023318 nChanged 147 SP:Iteration 7Q (555.923627 sec): 3 clusters Score: Raw -118537.626824 + Penalty 1531.142305 = -117006.484519 nChanged 135 SP:Iteration 8Q (555.968290 sec): 3 clusters Score: Raw -118649.215523 + Penalty 1531.142305 = -117118.073217 nChanged 114 SP:Iteration 9Q (556.018201 sec): 3 clusters Score: Raw -118734.596921 + Penalty 1531.142305 = -117203.454616 nChanged 110 SP:Iteration 10Q (556.054718 sec): 3 clusters Score: Raw -118825.201831 + Penalty 1531.142305 = -117294.059526 nChanged 102 SP:Iteration 11Q (556.093486 sec): 3 clusters Score: Raw -118902.346900 + Penalty 1531.142305 = -117371.204595 nChanged 85 SP:Iteration 12Q (556.146864 sec): 3 clusters Score: Raw -118968.487926 + Penalty 1531.142305 = -117437.345621 nChanged 72 SP:Iteration 13Q (556.182547 sec): 3 clusters Score: Raw -119036.044983 + Penalty 1531.142305 = -117504.902678 nChanged 88 SP:Iteration 14Q (556.237457 sec): 3 clusters Score: Raw -119142.160906 + Penalty 1531.142305 = -117611.018601 nChanged 85 SP:Iteration 15Q (556.276267 sec): 3 clusters Score: Raw -119247.991954 + Penalty 1531.142305 = -117716.849649 nChanged 78 SP:Iteration 16Q (556.319426 sec): 3 clusters Score: Raw -119331.684569 + Penalty 1531.142305 = -117800.542264 nChanged 55 SP:Iteration 17Q (556.368359 sec): 3 clusters Score: Raw -119376.442605 + Penalty 1531.142305 = -117845.300300 nChanged 40 SP:Iteration 18Q (556.403603 sec): 3 clusters Score: Raw -119404.750715 + Penalty 1531.142305 = -117873.608410 nChanged 34 SP:Iteration 19Q (556.447673 sec): 3 clusters Score: Raw -119427.458524 + Penalty 1531.142305 = -117896.316218 nChanged 26 SP:Iteration 20F (556.471868 sec): 3 clusters Score: Raw -119447.132226 + Penalty 1531.142305 = -117915.989921 nChanged 32 SP:Iteration 21Q (556.486627 sec): 3 clusters Score: Raw -119474.680786 + Penalty 1531.142305 = -117943.538480 nChanged 46 SP:Iteration 22Q (556.519074 sec): 3 clusters Score: Raw -119530.027517 + Penalty 1531.142305 = -117998.885212 nChanged 46 SP:Iteration 23Q (556.567232 sec): 3 clusters Score: Raw -119593.031617 + Penalty 1531.142305 = -118061.889311 nChanged 53 SP:Iteration 24Q (556.618437 sec): 3 clusters Score: Raw -119649.541958 + Penalty 1531.142305 = -118118.399653 nChanged 53 SP:Iteration 25Q (556.661453 sec): 3 clusters Score: Raw -119730.978676 + Penalty 1531.142305 = -118199.836371 nChanged 43 SP:Iteration 26Q (556.702841 sec): 3 clusters Score: Raw -119790.297687 + Penalty 1531.142305 = -118259.155382 nChanged 34 SP:Iteration 27Q (556.736911 sec): 3 clusters Score: Raw -119819.504309 + Penalty 1531.142305 = -118288.362003 nChanged 27 SP:Iteration 28Q (556.790852 sec): 3 clusters Score: Raw -119842.054021 + Penalty 1531.142305 = -118310.911716 nChanged 13 SP:Iteration 29Q (556.831675 sec): 3 clusters Score: Raw -119847.864811 + Penalty 1531.142305 = -118316.722505 nChanged 3 SP:Iteration 30Q (556.866016 sec): 3 clusters Score: Raw -119848.511466 + Penalty 1531.142305 = -118317.369161 nChanged 0 SP:Iteration 31F (556.903074 sec): 3 clusters Score: Raw -119851.568740 + Penalty 1531.142305 = -118320.426434 nChanged 1 SP:Iteration 32Q (556.948777 sec): 3 clusters Score: Raw -119852.231258 + Penalty 1531.142305 = -118321.088953 nChanged 0 SP:Iteration 33F (557.000022 sec): 3 clusters Score: Raw -119852.231258 + Penalty 1531.142305 = -118321.088953 nChanged 0 Score: Raw -3964780.656551 + Penalty 28727.937817 = -3936052.718734 Splitting cluster 8 changes total score from -3936185.959121 to -3936052.718734 So it's not getting split. Trying to split cluster 9 (8835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (558.804266 sec): 2 clusters Score: Raw -327485.149659 + Penalty 863.215257 = -326621.934402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (558.860962 sec): 3 clusters Score: Raw -322334.693801 + Penalty 1726.430513 = -320608.263288 nChanged 3883 SP:Iteration 1F (558.920372 sec): 3 clusters Score: Raw -324736.633993 + Penalty 1726.430513 = -323010.203480 nChanged 611 SP:Iteration 2F (558.957674 sec): 3 clusters Score: Raw -325075.399421 + Penalty 1726.430513 = -323348.968908 nChanged 584 SP:Iteration 3F (559.011510 sec): 3 clusters Score: Raw -325455.051150 + Penalty 1726.430513 = -323728.620636 nChanged 574 SP:Iteration 4F (559.071976 sec): 3 clusters Score: Raw -325887.211216 + Penalty 1726.430513 = -324160.780703 nChanged 535 SP:Iteration 5F (559.119446 sec): 3 clusters Score: Raw -326326.836902 + Penalty 1726.430513 = -324600.406389 nChanged 508 SP:Iteration 6F (559.169732 sec): 3 clusters Score: Raw -326734.960342 + Penalty 1726.430513 = -325008.529829 nChanged 427 SP:Iteration 7Q (559.216749 sec): 3 clusters Score: Raw -327084.622187 + Penalty 1726.430513 = -325358.191674 nChanged 403 SP:Iteration 8Q (559.271375 sec): 3 clusters Score: Raw -327394.214162 + Penalty 1726.430513 = -325667.783649 nChanged 339 SP:Iteration 9Q (559.330127 sec): 3 clusters Score: Raw -327623.827103 + Penalty 1726.430513 = -325897.396590 nChanged 244 SP:Iteration 10Q (559.376138 sec): 3 clusters Score: Raw -327776.180029 + Penalty 1726.430513 = -326049.749516 nChanged 185 SP:Iteration 11Q (559.419560 sec): 3 clusters Score: Raw -327861.528354 + Penalty 1726.430513 = -326135.097841 nChanged 118 SP:Iteration 12Q (559.482225 sec): 3 clusters Score: Raw -327908.735555 + Penalty 1726.430513 = -326182.305042 nChanged 90 SP:Iteration 13Q (559.518271 sec): 3 clusters Score: Raw -327940.060289 + Penalty 1726.430513 = -326213.629776 nChanged 69 SP:Iteration 14Q (559.575523 sec): 3 clusters Score: Raw -327961.447957 + Penalty 1726.430513 = -326235.017444 nChanged 56 SP:Iteration 15Q (559.638642 sec): 3 clusters Score: Raw -327975.782981 + Penalty 1726.430513 = -326249.352468 nChanged 44 SP:Iteration 16Q (559.682515 sec): 3 clusters Score: Raw -327983.188291 + Penalty 1726.430513 = -326256.757778 nChanged 27 SP:Iteration 17Q (559.736825 sec): 3 clusters Score: Raw -327988.484544 + Penalty 1726.430513 = -326262.054031 nChanged 24 SP:Iteration 18Q (559.785647 sec): 3 clusters Score: Raw -327991.818311 + Penalty 1726.430513 = -326265.387798 nChanged 19 SP:Iteration 19Q (559.842052 sec): 3 clusters Score: Raw -327994.340188 + Penalty 1726.430513 = -326267.909675 nChanged 17 SP:Iteration 20F (559.896276 sec): 3 clusters Score: Raw -327995.958278 + Penalty 1726.430513 = -326269.527765 nChanged 11 SP:Iteration 21Q (559.958787 sec): 3 clusters Score: Raw -327996.842648 + Penalty 1726.430513 = -326270.412134 nChanged 12 SP:Iteration 22Q (560.015861 sec): 3 clusters Score: Raw -327997.988843 + Penalty 1726.430513 = -326271.558330 nChanged 9 SP:Iteration 23Q (560.068956 sec): 3 clusters Score: Raw -327998.854448 + Penalty 1726.430513 = -326272.423935 nChanged 10 SP:Iteration 24Q (560.114188 sec): 3 clusters Score: Raw -328000.253617 + Penalty 1726.430513 = -326273.823104 nChanged 6 SP:Iteration 25Q (560.169999 sec): 3 clusters Score: Raw -328000.889021 + Penalty 1726.430513 = -326274.458508 nChanged 8 SP:Iteration 26Q (560.233105 sec): 3 clusters Score: Raw -328001.535239 + Penalty 1726.430513 = -326275.104725 nChanged 9 SP:Iteration 27Q (560.281036 sec): 3 clusters Score: Raw -328002.441738 + Penalty 1726.430513 = -326276.011225 nChanged 11 SP:Iteration 28Q (560.333329 sec): 3 clusters Score: Raw -328003.336011 + Penalty 1726.430513 = -326276.905498 nChanged 7 SP:Iteration 29Q (560.385730 sec): 3 clusters Score: Raw -328004.317201 + Penalty 1726.430513 = -326277.886687 nChanged 7 SP:Iteration 30Q (560.437911 sec): 3 clusters Score: Raw -328005.270471 + Penalty 1726.430513 = -326278.839957 nChanged 9 SP:Iteration 31Q (560.496087 sec): 3 clusters Score: Raw -328006.314633 + Penalty 1726.430513 = -326279.884120 nChanged 10 SP:Iteration 32Q (560.535282 sec): 3 clusters Score: Raw -328007.662138 + Penalty 1726.430513 = -326281.231625 nChanged 9 SP:Iteration 33Q (560.581419 sec): 3 clusters Score: Raw -328009.138095 + Penalty 1726.430513 = -326282.707582 nChanged 14 SP:Iteration 34Q (560.631191 sec): 3 clusters Score: Raw -328010.769122 + Penalty 1726.430513 = -326284.338608 nChanged 14 SP:Iteration 35Q (560.684961 sec): 3 clusters Score: Raw -328012.225117 + Penalty 1726.430513 = -326285.794604 nChanged 10 SP:Iteration 36Q (560.744439 sec): 3 clusters Score: Raw -328013.244825 + Penalty 1726.430513 = -326286.814312 nChanged 10 SP:Iteration 37Q (560.796169 sec): 3 clusters Score: Raw -328014.083121 + Penalty 1726.430513 = -326287.652607 nChanged 6 SP:Iteration 38Q (560.846151 sec): 3 clusters Score: Raw -328014.700903 + Penalty 1726.430513 = -326288.270390 nChanged 6 SP:Iteration 39Q (560.906329 sec): 3 clusters Score: Raw -328015.254832 + Penalty 1726.430513 = -326288.824319 nChanged 5 SP:Iteration 40F (560.948756 sec): 3 clusters Score: Raw -328015.724158 + Penalty 1726.430513 = -326289.293645 nChanged 6 SP:Iteration 41Q (561.001642 sec): 3 clusters Score: Raw -328016.632638 + Penalty 1726.430513 = -326290.202125 nChanged 12 SP:Iteration 42Q (561.068385 sec): 3 clusters Score: Raw -328018.662886 + Penalty 1726.430513 = -326292.232373 nChanged 10 SP:Iteration 43Q (561.114999 sec): 3 clusters Score: Raw -328019.368190 + Penalty 1726.430513 = -326292.937677 nChanged 4 SP:Iteration 44Q (561.165367 sec): 3 clusters Score: Raw -328019.775464 + Penalty 1726.430513 = -326293.344951 nChanged 2 SP:Iteration 45Q (561.222682 sec): 3 clusters Score: Raw -328020.162281 + Penalty 1726.430513 = -326293.731768 nChanged 6 SP:Iteration 46Q (561.272378 sec): 3 clusters Score: Raw -328020.732987 + Penalty 1726.430513 = -326294.302474 nChanged 5 SP:Iteration 47Q (561.328500 sec): 3 clusters Score: Raw -328021.263865 + Penalty 1726.430513 = -326294.833352 nChanged 5 SP:Iteration 48Q (561.384486 sec): 3 clusters Score: Raw -328021.659126 + Penalty 1726.430513 = -326295.228613 nChanged 5 SP:Iteration 49Q (561.433947 sec): 3 clusters Score: Raw -328021.965233 + Penalty 1726.430513 = -326295.534720 nChanged 2 SP:Iteration 50Q (561.493343 sec): 3 clusters Score: Raw -328022.097320 + Penalty 1726.430513 = -326295.666807 nChanged 0 SP:Iteration 51F (561.546749 sec): 3 clusters Score: Raw -328022.097320 + Penalty 1726.430513 = -326295.666807 nChanged 0 Trying to split cluster 10 (17169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (561.578007 sec): 2 clusters Score: Raw -633764.895674 + Penalty 926.331768 = -632838.563906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (561.644493 sec): 3 clusters Score: Raw -623158.284247 + Penalty 1852.663535 = -621305.620712 nChanged 7941 SP:Iteration 1F (561.708884 sec): 3 clusters Score: Raw -627686.791615 + Penalty 1852.663535 = -625834.128080 nChanged 954 SP:Iteration 2F (561.772142 sec): 3 clusters Score: Raw -628088.289720 + Penalty 1852.663535 = -626235.626185 nChanged 932 SP:Iteration 3F (561.841271 sec): 3 clusters Score: Raw -628505.341640 + Penalty 1852.663535 = -626652.678105 nChanged 877 SP:Iteration 4F (561.907748 sec): 3 clusters Score: Raw -628894.199622 + Penalty 1852.663535 = -627041.536087 nChanged 860 SP:Iteration 5F (561.980489 sec): 3 clusters Score: Raw -629299.363145 + Penalty 1852.663535 = -627446.699610 nChanged 807 SP:Iteration 6Q (562.040054 sec): 3 clusters Score: Raw -629720.107361 + Penalty 1852.663535 = -627867.443826 nChanged 811 SP:Iteration 7Q (562.111496 sec): 3 clusters Score: Raw -630168.104095 + Penalty 1852.663535 = -628315.440560 nChanged 765 SP:Iteration 8Q (562.181177 sec): 3 clusters Score: Raw -630591.443944 + Penalty 1852.663535 = -628738.780409 nChanged 735 SP:Iteration 9Q (562.258351 sec): 3 clusters Score: Raw -630968.699903 + Penalty 1852.663535 = -629116.036368 nChanged 657 SP:Iteration 10Q (562.321445 sec): 3 clusters Score: Raw -631278.008905 + Penalty 1852.663535 = -629425.345370 nChanged 514 SP:Iteration 11Q (562.391770 sec): 3 clusters Score: Raw -631463.708759 + Penalty 1852.663535 = -629611.045224 nChanged 349 SP:Iteration 12Q (562.446108 sec): 3 clusters Score: Raw -631578.444672 + Penalty 1852.663535 = -629725.781137 nChanged 290 SP:Iteration 13Q (562.515161 sec): 3 clusters Score: Raw -631669.903650 + Penalty 1852.663535 = -629817.240115 nChanged 254 SP:Iteration 14Q (562.584772 sec): 3 clusters Score: Raw -631739.472416 + Penalty 1852.663535 = -629886.808881 nChanged 209 SP:Iteration 15Q (562.651029 sec): 3 clusters Score: Raw -631811.549705 + Penalty 1852.663535 = -629958.886170 nChanged 260 SP:Iteration 16Q (562.725485 sec): 3 clusters Score: Raw -631914.694837 + Penalty 1852.663535 = -630062.031301 nChanged 280 SP:Iteration 17Q (562.784496 sec): 3 clusters Score: Raw -632023.347650 + Penalty 1852.663535 = -630170.684115 nChanged 275 SP:Iteration 18Q (562.840825 sec): 3 clusters Score: Raw -632140.007832 + Penalty 1852.663535 = -630287.344297 nChanged 273 SP:Iteration 19Q (562.908664 sec): 3 clusters Score: Raw -632268.729249 + Penalty 1852.663535 = -630416.065714 nChanged 278 SP:Iteration 20F (562.960871 sec): 3 clusters Score: Raw -632399.768783 + Penalty 1852.663535 = -630547.105248 nChanged 271 SP:Iteration 21Q (563.027850 sec): 3 clusters Score: Raw -632508.824367 + Penalty 1852.663535 = -630656.160832 nChanged 268 SP:Iteration 22Q (563.104002 sec): 3 clusters Score: Raw -632613.131024 + Penalty 1852.663535 = -630760.467489 nChanged 249 SP:Iteration 23Q (563.164003 sec): 3 clusters Score: Raw -632705.497095 + Penalty 1852.663535 = -630852.833560 nChanged 223 SP:Iteration 24Q (563.227753 sec): 3 clusters Score: Raw -632782.264760 + Penalty 1852.663535 = -630929.601225 nChanged 215 SP:Iteration 25Q (563.295095 sec): 3 clusters Score: Raw -632852.468209 + Penalty 1852.663535 = -630999.804674 nChanged 197 SP:Iteration 26Q (563.369473 sec): 3 clusters Score: Raw -632913.778416 + Penalty 1852.663535 = -631061.114881 nChanged 183 SP:Iteration 27Q (563.430105 sec): 3 clusters Score: Raw -632973.231642 + Penalty 1852.663535 = -631120.568106 nChanged 185 SP:Iteration 28Q (563.484869 sec): 3 clusters Score: Raw -633038.709973 + Penalty 1852.663535 = -631186.046438 nChanged 184 SP:Iteration 29Q (563.538868 sec): 3 clusters Score: Raw -633099.795180 + Penalty 1852.663535 = -631247.131645 nChanged 169 SP:Iteration 30Q (563.600652 sec): 3 clusters Score: Raw -633154.822147 + Penalty 1852.663535 = -631302.158612 nChanged 158 SP:Iteration 31Q (563.662417 sec): 3 clusters Score: Raw -633205.807260 + Penalty 1852.663535 = -631353.143724 nChanged 133 SP:Iteration 32Q (563.726391 sec): 3 clusters Score: Raw -633246.776519 + Penalty 1852.663535 = -631394.112984 nChanged 138 SP:Iteration 33Q (563.786441 sec): 3 clusters Score: Raw -633289.365734 + Penalty 1852.663535 = -631436.702199 nChanged 122 SP:Iteration 34Q (563.856384 sec): 3 clusters Score: Raw -633324.442459 + Penalty 1852.663535 = -631471.778924 nChanged 102 SP:Iteration 35Q (563.920103 sec): 3 clusters Score: Raw -633349.782670 + Penalty 1852.663535 = -631497.119135 nChanged 94 SP:Iteration 36Q (563.979200 sec): 3 clusters Score: Raw -633373.024630 + Penalty 1852.663535 = -631520.361094 nChanged 92 SP:Iteration 37Q (564.031460 sec): 3 clusters Score: Raw -633395.139240 + Penalty 1852.663535 = -631542.475705 nChanged 85 SP:Iteration 38Q (564.091048 sec): 3 clusters Score: Raw -633415.925436 + Penalty 1852.663535 = -631563.261901 nChanged 82 SP:Iteration 39Q (564.153611 sec): 3 clusters Score: Raw -633436.925796 + Penalty 1852.663535 = -631584.262261 nChanged 81 SP:Iteration 40F (564.227218 sec): 3 clusters Score: Raw -633459.565239 + Penalty 1852.663535 = -631606.901704 nChanged 79 SP:Iteration 41Q (564.287318 sec): 3 clusters Score: Raw -633485.288067 + Penalty 1852.663535 = -631632.624531 nChanged 82 SP:Iteration 42Q (564.348508 sec): 3 clusters Score: Raw -633509.108804 + Penalty 1852.663535 = -631656.445269 nChanged 76 SP:Iteration 43Q (564.408220 sec): 3 clusters Score: Raw -633529.482689 + Penalty 1852.663535 = -631676.819154 nChanged 69 SP:Iteration 44Q (564.471480 sec): 3 clusters Score: Raw -633551.389932 + Penalty 1852.663535 = -631698.726397 nChanged 71 SP:Iteration 45Q (564.533632 sec): 3 clusters Score: Raw -633573.032313 + Penalty 1852.663535 = -631720.368778 nChanged 66 SP:Iteration 46Q (564.593666 sec): 3 clusters Score: Raw -633591.996677 + Penalty 1852.663535 = -631739.333142 nChanged 60 SP:Iteration 47Q (564.661222 sec): 3 clusters Score: Raw -633609.802475 + Penalty 1852.663535 = -631757.138940 nChanged 52 SP:Iteration 48Q (564.717296 sec): 3 clusters Score: Raw -633624.674701 + Penalty 1852.663535 = -631772.011166 nChanged 48 SP:Iteration 49Q (564.773495 sec): 3 clusters Score: Raw -633640.415329 + Penalty 1852.663535 = -631787.751793 nChanged 56 SP:Iteration 50Q (564.835578 sec): 3 clusters Score: Raw -633659.170437 + Penalty 1852.663535 = -631806.506902 nChanged 58 SP:Iteration 51Q (564.900984 sec): 3 clusters Score: Raw -633676.639767 + Penalty 1852.663535 = -631823.976231 nChanged 55 SP:Iteration 52Q (564.958951 sec): 3 clusters Score: Raw -633693.286577 + Penalty 1852.663535 = -631840.623042 nChanged 47 SP:Iteration 53Q (565.022301 sec): 3 clusters Score: Raw -633707.760407 + Penalty 1852.663535 = -631855.096872 nChanged 51 SP:Iteration 54Q (565.088872 sec): 3 clusters Score: Raw -633726.081914 + Penalty 1852.663535 = -631873.418379 nChanged 47 SP:Iteration 55Q (565.144413 sec): 3 clusters Score: Raw -633742.820422 + Penalty 1852.663535 = -631890.156887 nChanged 42 SP:Iteration 56Q (565.215254 sec): 3 clusters Score: Raw -633760.092737 + Penalty 1852.663535 = -631907.429202 nChanged 45 SP:Iteration 57Q (565.270238 sec): 3 clusters Score: Raw -633774.693177 + Penalty 1852.663535 = -631922.029642 nChanged 33 SP:Iteration 58Q (565.335731 sec): 3 clusters Score: Raw -633784.742632 + Penalty 1852.663535 = -631932.079097 nChanged 35 SP:Iteration 59Q (565.390212 sec): 3 clusters Score: Raw -633796.639675 + Penalty 1852.663535 = -631943.976139 nChanged 39 SP:Iteration 60F (565.453512 sec): 3 clusters Score: Raw -633807.581856 + Penalty 1852.663535 = -631954.918321 nChanged 38 SP:Iteration 61Q (565.523573 sec): 3 clusters Score: Raw -633819.042918 + Penalty 1852.663535 = -631966.379383 nChanged 34 SP:Iteration 62Q (565.579106 sec): 3 clusters Score: Raw -633830.153276 + Penalty 1852.663535 = -631977.489741 nChanged 31 SP:Iteration 63Q (565.635770 sec): 3 clusters Score: Raw -633841.721693 + Penalty 1852.663535 = -631989.058158 nChanged 30 SP:Iteration 64Q (565.703140 sec): 3 clusters Score: Raw -633851.893992 + Penalty 1852.663535 = -631999.230457 nChanged 39 SP:Iteration 65Q (565.774967 sec): 3 clusters Score: Raw -633865.797803 + Penalty 1852.663535 = -632013.134268 nChanged 32 SP:Iteration 66Q (565.841925 sec): 3 clusters Score: Raw -633878.816174 + Penalty 1852.663535 = -632026.152638 nChanged 28 SP:Iteration 67Q (565.895702 sec): 3 clusters Score: Raw -633887.670118 + Penalty 1852.663535 = -632035.006583 nChanged 20 SP:Iteration 68Q (565.954350 sec): 3 clusters Score: Raw -633894.007003 + Penalty 1852.663535 = -632041.343468 nChanged 10 SP:Iteration 69Q (566.007291 sec): 3 clusters Score: Raw -633896.730509 + Penalty 1852.663535 = -632044.066974 nChanged 8 SP:Iteration 70Q (566.065744 sec): 3 clusters Score: Raw -633899.095987 + Penalty 1852.663535 = -632046.432452 nChanged 11 SP:Iteration 71Q (566.124565 sec): 3 clusters Score: Raw -633902.551304 + Penalty 1852.663535 = -632049.887768 nChanged 10 SP:Iteration 72Q (566.188550 sec): 3 clusters Score: Raw -633904.671549 + Penalty 1852.663535 = -632052.008014 nChanged 10 SP:Iteration 73Q (566.249740 sec): 3 clusters Score: Raw -633907.055162 + Penalty 1852.663535 = -632054.391627 nChanged 4 SP:Iteration 74Q (566.299735 sec): 3 clusters Score: Raw -633908.138212 + Penalty 1852.663535 = -632055.474677 nChanged 5 SP:Iteration 75Q (566.358727 sec): 3 clusters Score: Raw -633909.218810 + Penalty 1852.663535 = -632056.555275 nChanged 4 SP:Iteration 76Q (566.419462 sec): 3 clusters Score: Raw -633909.887848 + Penalty 1852.663535 = -632057.224313 nChanged 2 SP:Iteration 77Q (566.477466 sec): 3 clusters Score: Raw -633910.168365 + Penalty 1852.663535 = -632057.504830 nChanged 2 SP:Iteration 78Q (566.544689 sec): 3 clusters Score: Raw -633910.431035 + Penalty 1852.663535 = -632057.767500 nChanged 1 SP:Iteration 79Q (566.606186 sec): 3 clusters Score: Raw -633910.661299 + Penalty 1852.663535 = -632057.997764 nChanged 0 SP:Iteration 80F (566.666367 sec): 3 clusters Score: Raw -633910.661299 + Penalty 1852.663535 = -632057.997764 nChanged 0 Trying to split cluster 11 (1632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (566.693574 sec): 2 clusters Score: Raw -59584.451772 + Penalty 702.768346 = -58881.683426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (566.728610 sec): 3 clusters Score: Raw -58794.319330 + Penalty 1405.536692 = -57388.782639 nChanged 618 SP:Iteration 1F (566.765218 sec): 3 clusters Score: Raw -59127.923336 + Penalty 1405.536692 = -57722.386645 nChanged 106 SP:Iteration 2F (566.809135 sec): 3 clusters Score: Raw -59194.453767 + Penalty 1405.536692 = -57788.917075 nChanged 73 SP:Iteration 3Q (566.860019 sec): 3 clusters Score: Raw -59233.084103 + Penalty 1405.536692 = -57827.547411 nChanged 62 SP:Iteration 4Q (566.900629 sec): 3 clusters Score: Raw -59269.494215 + Penalty 1405.536692 = -57863.957523 nChanged 49 SP:Iteration 5Q (566.945948 sec): 3 clusters Score: Raw -59305.263048 + Penalty 1405.536692 = -57899.726356 nChanged 45 SP:Iteration 6Q (566.978342 sec): 3 clusters Score: Raw -59342.670641 + Penalty 1405.536692 = -57937.133950 nChanged 41 SP:Iteration 7Q (567.026326 sec): 3 clusters Score: Raw -59368.308201 + Penalty 1405.536692 = -57962.771509 nChanged 41 SP:Iteration 8Q (567.075731 sec): 3 clusters Score: Raw -59396.731689 + Penalty 1405.536692 = -57991.194997 nChanged 45 SP:Iteration 9Q (567.116786 sec): 3 clusters Score: Raw -59424.614935 + Penalty 1405.536692 = -58019.078244 nChanged 34 SP:Iteration 10Q (567.155720 sec): 3 clusters Score: Raw -59439.505059 + Penalty 1405.536692 = -58033.968368 nChanged 22 SP:Iteration 11Q (567.193318 sec): 3 clusters Score: Raw -59452.395496 + Penalty 1405.536692 = -58046.858804 nChanged 21 SP:Iteration 12Q (567.231591 sec): 3 clusters Score: Raw -59462.750204 + Penalty 1405.536692 = -58057.213512 nChanged 20 SP:Iteration 13Q (567.269501 sec): 3 clusters Score: Raw -59478.800721 + Penalty 1405.536692 = -58073.264029 nChanged 34 SP:Iteration 14Q (567.300961 sec): 3 clusters Score: Raw -59504.448172 + Penalty 1405.536692 = -58098.911480 nChanged 40 SP:Iteration 15Q (567.345745 sec): 3 clusters Score: Raw -59533.014051 + Penalty 1405.536692 = -58127.477359 nChanged 34 SP:Iteration 16Q (567.378213 sec): 3 clusters Score: Raw -59561.386086 + Penalty 1405.536692 = -58155.849394 nChanged 43 SP:Iteration 17Q (567.414330 sec): 3 clusters Score: Raw -59584.159736 + Penalty 1405.536692 = -58178.623044 nChanged 28 SP:Iteration 18Q (567.444493 sec): 3 clusters Score: Raw -59603.093716 + Penalty 1405.536692 = -58197.557025 nChanged 23 SP:Iteration 19Q (567.485477 sec): 3 clusters Score: Raw -59621.353828 + Penalty 1405.536692 = -58215.817137 nChanged 28 SP:Iteration 20F (567.528217 sec): 3 clusters Score: Raw -59638.798650 + Penalty 1405.536692 = -58233.261958 nChanged 27 SP:Iteration 21Q (567.571109 sec): 3 clusters Score: Raw -59648.861200 + Penalty 1405.536692 = -58243.324508 nChanged 12 SP:Iteration 22Q (567.612051 sec): 3 clusters Score: Raw -59652.697237 + Penalty 1405.536692 = -58247.160546 nChanged 13 SP:Iteration 23Q (567.664525 sec): 3 clusters Score: Raw -59660.326739 + Penalty 1405.536692 = -58254.790047 nChanged 17 SP:Iteration 24Q (567.705147 sec): 3 clusters Score: Raw -59669.529154 + Penalty 1405.536692 = -58263.992462 nChanged 18 SP:Iteration 25Q (567.747680 sec): 3 clusters Score: Raw -59680.676983 + Penalty 1405.536692 = -58275.140292 nChanged 20 SP:Iteration 26Q (567.782985 sec): 3 clusters Score: Raw -59694.797583 + Penalty 1405.536692 = -58289.260891 nChanged 21 SP:Iteration 27Q (567.831179 sec): 3 clusters Score: Raw -59705.487838 + Penalty 1405.536692 = -58299.951146 nChanged 20 SP:Iteration 28Q (567.870433 sec): 3 clusters Score: Raw -59715.706584 + Penalty 1405.536692 = -58310.169893 nChanged 16 SP:Iteration 29Q (567.911183 sec): 3 clusters Score: Raw -59722.748269 + Penalty 1405.536692 = -58317.211577 nChanged 13 SP:Iteration 30Q (567.957035 sec): 3 clusters Score: Raw -59728.019102 + Penalty 1405.536692 = -58322.482411 nChanged 7 SP:Iteration 31Q (568.012545 sec): 3 clusters Score: Raw -59730.281706 + Penalty 1405.536692 = -58324.745015 nChanged 3 SP:Iteration 32Q (568.061365 sec): 3 clusters Score: Raw -59731.054610 + Penalty 1405.536692 = -58325.517918 nChanged 2 SP:Iteration 33Q (568.098878 sec): 3 clusters Score: Raw -59731.464653 + Penalty 1405.536692 = -58325.927961 nChanged 5 SP:Iteration 34Q (568.144501 sec): 3 clusters Score: Raw -59733.524872 + Penalty 1405.536692 = -58327.988180 nChanged 6 SP:Iteration 35Q (568.184027 sec): 3 clusters Score: Raw -59736.377996 + Penalty 1405.536692 = -58330.841305 nChanged 2 SP:Iteration 36Q (568.226164 sec): 3 clusters Score: Raw -59737.635706 + Penalty 1405.536692 = -58332.099014 nChanged 3 SP:Iteration 37Q (568.269922 sec): 3 clusters Score: Raw -59738.459313 + Penalty 1405.536692 = -58332.922621 nChanged 3 SP:Iteration 38Q (568.312673 sec): 3 clusters Score: Raw -59739.755099 + Penalty 1405.536692 = -58334.218408 nChanged 4 SP:Iteration 39Q (568.351465 sec): 3 clusters Score: Raw -59740.980036 + Penalty 1405.536692 = -58335.443344 nChanged 3 SP:Iteration 40F (568.379155 sec): 3 clusters Score: Raw -59741.788122 + Penalty 1405.536692 = -58336.251431 nChanged 0 Trying to split cluster 12 (1271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (568.399147 sec): 2 clusters Score: Raw -52364.917271 + Penalty 679.018131 = -51685.899140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (568.454552 sec): 3 clusters Score: Raw -51790.716007 + Penalty 1358.036262 = -50432.679745 nChanged 453 SP:Iteration 1F (568.496939 sec): 3 clusters Score: Raw -52093.729911 + Penalty 1358.036262 = -50735.693649 nChanged 103 SP:Iteration 2F (568.539467 sec): 3 clusters Score: Raw -52202.398944 + Penalty 1358.036262 = -50844.362683 nChanged 80 SP:Iteration 3F (568.579431 sec): 3 clusters Score: Raw -52264.924748 + Penalty 1358.036262 = -50906.888486 nChanged 53 SP:Iteration 4Q (568.614740 sec): 3 clusters Score: Raw -52306.886698 + Penalty 1358.036262 = -50948.850437 nChanged 48 SP:Iteration 5Q (568.665282 sec): 3 clusters Score: Raw -52339.682122 + Penalty 1358.036262 = -50981.645861 nChanged 35 SP:Iteration 6Q (568.696227 sec): 3 clusters Score: Raw -52360.542702 + Penalty 1358.036262 = -51002.506441 nChanged 31 SP:Iteration 7Q (568.740126 sec): 3 clusters Score: Raw -52379.986779 + Penalty 1358.036262 = -51021.950518 nChanged 36 SP:Iteration 8Q (568.785929 sec): 3 clusters Score: Raw -52410.727660 + Penalty 1358.036262 = -51052.691399 nChanged 32 SP:Iteration 9Q (568.824239 sec): 3 clusters Score: Raw -52434.257418 + Penalty 1358.036262 = -51076.221156 nChanged 33 SP:Iteration 10Q (568.862646 sec): 3 clusters Score: Raw -52463.916926 + Penalty 1358.036262 = -51105.880664 nChanged 36 SP:Iteration 11Q (568.914979 sec): 3 clusters Score: Raw -52489.882388 + Penalty 1358.036262 = -51131.846127 nChanged 23 SP:Iteration 12Q (568.961556 sec): 3 clusters Score: Raw -52503.674764 + Penalty 1358.036262 = -51145.638502 nChanged 10 SP:Iteration 13Q (569.008531 sec): 3 clusters Score: Raw -52510.448236 + Penalty 1358.036262 = -51152.411975 nChanged 13 SP:Iteration 14Q (569.059017 sec): 3 clusters Score: Raw -52519.990499 + Penalty 1358.036262 = -51161.954237 nChanged 11 SP:Iteration 15Q (569.097867 sec): 3 clusters Score: Raw -52526.754623 + Penalty 1358.036262 = -51168.718362 nChanged 7 SP:Iteration 16Q (569.131173 sec): 3 clusters Score: Raw -52533.112380 + Penalty 1358.036262 = -51175.076118 nChanged 4 SP:Iteration 17Q (569.173261 sec): 3 clusters Score: Raw -52536.283283 + Penalty 1358.036262 = -51178.247021 nChanged 2 SP:Iteration 18Q (569.218627 sec): 3 clusters Score: Raw -52537.027674 + Penalty 1358.036262 = -51178.991412 nChanged 1 SP:Iteration 19Q (569.263307 sec): 3 clusters Score: Raw -52537.279911 + Penalty 1358.036262 = -51179.243649 nChanged 0 SP:Iteration 20F (569.303783 sec): 3 clusters Score: Raw -52537.279911 + Penalty 1358.036262 = -51179.243649 nChanged 0 Trying to split cluster 13 (1306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (569.323523 sec): 2 clusters Score: Raw -43998.629750 + Penalty 681.598809 = -43317.030941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (569.376477 sec): 3 clusters Score: Raw -43433.233953 + Penalty 1363.197619 = -42070.036334 nChanged 466 SP:Iteration 1F (569.419356 sec): 3 clusters Score: Raw -43771.706604 + Penalty 1363.197619 = -42408.508985 nChanged 126 SP:Iteration 2F (569.456754 sec): 3 clusters Score: Raw -43897.472409 + Penalty 1363.197619 = -42534.274790 nChanged 84 SP:Iteration 3F (569.494793 sec): 3 clusters Score: Raw -43975.576575 + Penalty 1363.197619 = -42612.378956 nChanged 45 SP:Iteration 4Q (569.541149 sec): 3 clusters Score: Raw -44004.963390 + Penalty 1363.197619 = -42641.765771 nChanged 33 SP:Iteration 5Q (569.575102 sec): 3 clusters Score: Raw -44031.430263 + Penalty 1363.197619 = -42668.232644 nChanged 30 SP:Iteration 6Q (569.621897 sec): 3 clusters Score: Raw -44053.407164 + Penalty 1363.197619 = -42690.209545 nChanged 17 SP:Iteration 7Q (569.663463 sec): 3 clusters Score: Raw -44075.267295 + Penalty 1363.197619 = -42712.069676 nChanged 22 SP:Iteration 8Q (569.704827 sec): 3 clusters Score: Raw -44089.780218 + Penalty 1363.197619 = -42726.582599 nChanged 15 SP:Iteration 9Q (569.755031 sec): 3 clusters Score: Raw -44097.624167 + Penalty 1363.197619 = -42734.426548 nChanged 8 SP:Iteration 10Q (569.793664 sec): 3 clusters Score: Raw -44101.645898 + Penalty 1363.197619 = -42738.448280 nChanged 8 SP:Iteration 11Q (569.847658 sec): 3 clusters Score: Raw -44106.839428 + Penalty 1363.197619 = -42743.641809 nChanged 6 SP:Iteration 12Q (569.882487 sec): 3 clusters Score: Raw -44108.570942 + Penalty 1363.197619 = -42745.373323 nChanged 3 SP:Iteration 13Q (569.927639 sec): 3 clusters Score: Raw -44109.832913 + Penalty 1363.197619 = -42746.635294 nChanged 1 SP:Iteration 14Q (569.976179 sec): 3 clusters Score: Raw -44110.190207 + Penalty 1363.197619 = -42746.992588 nChanged 3 SP:Iteration 15Q (570.012412 sec): 3 clusters Score: Raw -44111.485484 + Penalty 1363.197619 = -42748.287865 nChanged 4 SP:Iteration 16Q (570.058551 sec): 3 clusters Score: Raw -44113.719912 + Penalty 1363.197619 = -42750.522293 nChanged 3 SP:Iteration 17Q (570.091825 sec): 3 clusters Score: Raw -44114.882188 + Penalty 1363.197619 = -42751.684569 nChanged 4 SP:Iteration 18Q (570.133041 sec): 3 clusters Score: Raw -44116.055117 + Penalty 1363.197619 = -42752.857498 nChanged 1 SP:Iteration 19Q (570.174104 sec): 3 clusters Score: Raw -44116.165878 + Penalty 1363.197619 = -42752.968259 nChanged 0 SP:Iteration 20F (570.218175 sec): 3 clusters Score: Raw -44116.165878 + Penalty 1363.197619 = -42752.968259 nChanged 0 Trying to split cluster 14 (7904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (570.248238 sec): 2 clusters Score: Raw -314509.736227 + Penalty 852.636803 = -313657.099424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (570.306968 sec): 3 clusters Score: Raw -309909.968360 + Penalty 1705.273605 = -308204.694755 nChanged 3506 SP:Iteration 1F (570.350643 sec): 3 clusters Score: Raw -311854.596829 + Penalty 1705.273605 = -310149.323224 nChanged 452 SP:Iteration 2F (570.400113 sec): 3 clusters Score: Raw -312041.778783 + Penalty 1705.273605 = -310336.505177 nChanged 388 SP:Iteration 3Q (570.451686 sec): 3 clusters Score: Raw -312217.549380 + Penalty 1705.273605 = -310512.275775 nChanged 378 SP:Iteration 4Q (570.502506 sec): 3 clusters Score: Raw -312390.158504 + Penalty 1705.273605 = -310684.884898 nChanged 367 SP:Iteration 5Q (570.557214 sec): 3 clusters Score: Raw -312566.887576 + Penalty 1705.273605 = -310861.613970 nChanged 377 SP:Iteration 6Q (570.605806 sec): 3 clusters Score: Raw -312760.118158 + Penalty 1705.273605 = -311054.844552 nChanged 376 SP:Iteration 7Q (570.659933 sec): 3 clusters Score: Raw -312977.203264 + Penalty 1705.273605 = -311271.929658 nChanged 371 SP:Iteration 8Q (570.721610 sec): 3 clusters Score: Raw -313185.753313 + Penalty 1705.273605 = -311480.479707 nChanged 326 SP:Iteration 9Q (570.776306 sec): 3 clusters Score: Raw -313399.950536 + Penalty 1705.273605 = -311694.676931 nChanged 308 SP:Iteration 10Q (570.823904 sec): 3 clusters Score: Raw -313637.420276 + Penalty 1705.273605 = -311932.146671 nChanged 318 SP:Iteration 11Q (570.886832 sec): 3 clusters Score: Raw -313851.462354 + Penalty 1705.273605 = -312146.188749 nChanged 273 SP:Iteration 12Q (570.935090 sec): 3 clusters Score: Raw -314022.884206 + Penalty 1705.273605 = -312317.610600 nChanged 219 SP:Iteration 13Q (570.989553 sec): 3 clusters Score: Raw -314131.866665 + Penalty 1705.273605 = -312426.593060 nChanged 156 SP:Iteration 14Q (571.041580 sec): 3 clusters Score: Raw -314198.593309 + Penalty 1705.273605 = -312493.319704 nChanged 118 SP:Iteration 15Q (571.091166 sec): 3 clusters Score: Raw -314254.433341 + Penalty 1705.273605 = -312549.159736 nChanged 102 SP:Iteration 16Q (571.143469 sec): 3 clusters Score: Raw -314295.846565 + Penalty 1705.273605 = -312590.572960 nChanged 85 SP:Iteration 17Q (571.188955 sec): 3 clusters Score: Raw -314323.163919 + Penalty 1705.273605 = -312617.890313 nChanged 66 SP:Iteration 18Q (571.249293 sec): 3 clusters Score: Raw -314344.103555 + Penalty 1705.273605 = -312638.829949 nChanged 58 SP:Iteration 19Q (571.295416 sec): 3 clusters Score: Raw -314359.650162 + Penalty 1705.273605 = -312654.376556 nChanged 55 SP:Iteration 20F (571.352808 sec): 3 clusters Score: Raw -314374.456868 + Penalty 1705.273605 = -312669.183263 nChanged 54 SP:Iteration 21Q (571.406620 sec): 3 clusters Score: Raw -314395.122025 + Penalty 1705.273605 = -312689.848419 nChanged 59 SP:Iteration 22Q (571.448153 sec): 3 clusters Score: Raw -314413.298409 + Penalty 1705.273605 = -312708.024803 nChanged 49 SP:Iteration 23Q (571.497922 sec): 3 clusters Score: Raw -314426.475151 + Penalty 1705.273605 = -312721.201546 nChanged 48 SP:Iteration 24Q (571.548454 sec): 3 clusters Score: Raw -314439.147552 + Penalty 1705.273605 = -312733.873946 nChanged 47 SP:Iteration 25Q (571.599427 sec): 3 clusters Score: Raw -314451.919102 + Penalty 1705.273605 = -312746.645496 nChanged 42 SP:Iteration 26Q (571.648617 sec): 3 clusters Score: Raw -314463.159123 + Penalty 1705.273605 = -312757.885517 nChanged 35 SP:Iteration 27Q (571.709826 sec): 3 clusters Score: Raw -314472.550502 + Penalty 1705.273605 = -312767.276896 nChanged 39 SP:Iteration 28Q (571.753286 sec): 3 clusters Score: Raw -314481.650123 + Penalty 1705.273605 = -312776.376518 nChanged 33 SP:Iteration 29Q (571.801494 sec): 3 clusters Score: Raw -314489.131869 + Penalty 1705.273605 = -312783.858264 nChanged 25 SP:Iteration 30Q (571.847372 sec): 3 clusters Score: Raw -314494.387310 + Penalty 1705.273605 = -312789.113704 nChanged 19 SP:Iteration 31Q (571.894613 sec): 3 clusters Score: Raw -314498.776081 + Penalty 1705.273605 = -312793.502475 nChanged 22 SP:Iteration 32Q (571.939852 sec): 3 clusters Score: Raw -314502.824597 + Penalty 1705.273605 = -312797.550992 nChanged 19 SP:Iteration 33Q (571.993689 sec): 3 clusters Score: Raw -314506.536690 + Penalty 1705.273605 = -312801.263085 nChanged 21 SP:Iteration 34Q (572.052402 sec): 3 clusters Score: Raw -314510.610988 + Penalty 1705.273605 = -312805.337383 nChanged 19 SP:Iteration 35Q (572.099248 sec): 3 clusters Score: Raw -314514.827461 + Penalty 1705.273605 = -312809.553856 nChanged 22 SP:Iteration 36Q (572.152314 sec): 3 clusters Score: Raw -314520.224299 + Penalty 1705.273605 = -312814.950693 nChanged 20 SP:Iteration 37Q (572.201401 sec): 3 clusters Score: Raw -314525.208239 + Penalty 1705.273605 = -312819.934633 nChanged 23 SP:Iteration 38Q (572.252747 sec): 3 clusters Score: Raw -314531.441967 + Penalty 1705.273605 = -312826.168361 nChanged 26 SP:Iteration 39Q (572.303735 sec): 3 clusters Score: Raw -314539.339572 + Penalty 1705.273605 = -312834.065966 nChanged 24 SP:Iteration 40F (572.352032 sec): 3 clusters Score: Raw -314544.518201 + Penalty 1705.273605 = -312839.244595 nChanged 22 SP:Iteration 41Q (572.414577 sec): 3 clusters Score: Raw -314548.903904 + Penalty 1705.273605 = -312843.630299 nChanged 19 SP:Iteration 42Q (572.452019 sec): 3 clusters Score: Raw -314551.999272 + Penalty 1705.273605 = -312846.725666 nChanged 17 SP:Iteration 43Q (572.497994 sec): 3 clusters Score: Raw -314555.594213 + Penalty 1705.273605 = -312850.320608 nChanged 24 SP:Iteration 44Q (572.544276 sec): 3 clusters Score: Raw -314561.652962 + Penalty 1705.273605 = -312856.379357 nChanged 23 SP:Iteration 45Q (572.597265 sec): 3 clusters Score: Raw -314566.022025 + Penalty 1705.273605 = -312860.748420 nChanged 19 SP:Iteration 46Q (572.647515 sec): 3 clusters Score: Raw -314569.717561 + Penalty 1705.273605 = -312864.443956 nChanged 18 SP:Iteration 47Q (572.701025 sec): 3 clusters Score: Raw -314573.484298 + Penalty 1705.273605 = -312868.210692 nChanged 19 SP:Iteration 48Q (572.740967 sec): 3 clusters Score: Raw -314577.593232 + Penalty 1705.273605 = -312872.319626 nChanged 15 SP:Iteration 49Q (572.798060 sec): 3 clusters Score: Raw -314580.929141 + Penalty 1705.273605 = -312875.655536 nChanged 16 SP:Iteration 50Q (572.840982 sec): 3 clusters Score: Raw -314584.947530 + Penalty 1705.273605 = -312879.673925 nChanged 20 SP:Iteration 51Q (572.893456 sec): 3 clusters Score: Raw -314589.400512 + Penalty 1705.273605 = -312884.126906 nChanged 17 SP:Iteration 52Q (572.951213 sec): 3 clusters Score: Raw -314592.750363 + Penalty 1705.273605 = -312887.476758 nChanged 18 SP:Iteration 53Q (573.002856 sec): 3 clusters Score: Raw -314596.611581 + Penalty 1705.273605 = -312891.337975 nChanged 13 SP:Iteration 54Q (573.041610 sec): 3 clusters Score: Raw -314599.345802 + Penalty 1705.273605 = -312894.072197 nChanged 14 SP:Iteration 55Q (573.095841 sec): 3 clusters Score: Raw -314601.960845 + Penalty 1705.273605 = -312896.687240 nChanged 14 SP:Iteration 56Q (573.140606 sec): 3 clusters Score: Raw -314605.199977 + Penalty 1705.273605 = -312899.926371 nChanged 12 SP:Iteration 57Q (573.190398 sec): 3 clusters Score: Raw -314608.317813 + Penalty 1705.273605 = -312903.044207 nChanged 13 SP:Iteration 58Q (573.240676 sec): 3 clusters Score: Raw -314611.664865 + Penalty 1705.273605 = -312906.391260 nChanged 14 SP:Iteration 59Q (573.291600 sec): 3 clusters Score: Raw -314614.874033 + Penalty 1705.273605 = -312909.600427 nChanged 13 SP:Iteration 60F (573.346628 sec): 3 clusters Score: Raw -314617.704863 + Penalty 1705.273605 = -312912.431257 nChanged 11 SP:Iteration 61Q (573.399132 sec): 3 clusters Score: Raw -314619.707406 + Penalty 1705.273605 = -312914.433800 nChanged 8 SP:Iteration 62Q (573.436507 sec): 3 clusters Score: Raw -314620.625487 + Penalty 1705.273605 = -312915.351881 nChanged 5 SP:Iteration 63Q (573.485572 sec): 3 clusters Score: Raw -314621.762977 + Penalty 1705.273605 = -312916.489371 nChanged 5 SP:Iteration 64Q (573.537778 sec): 3 clusters Score: Raw -314622.685628 + Penalty 1705.273605 = -312917.412022 nChanged 7 SP:Iteration 65Q (573.589447 sec): 3 clusters Score: Raw -314623.917308 + Penalty 1705.273605 = -312918.643703 nChanged 7 SP:Iteration 66Q (573.642837 sec): 3 clusters Score: Raw -314625.209456 + Penalty 1705.273605 = -312919.935850 nChanged 3 SP:Iteration 67Q (573.685581 sec): 3 clusters Score: Raw -314625.460142 + Penalty 1705.273605 = -312920.186537 nChanged 0 SP:Iteration 68F (573.731477 sec): 3 clusters Score: Raw -314625.460142 + Penalty 1705.273605 = -312920.186537 nChanged 0 Trying to split cluster 15 (900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (573.750633 sec): 2 clusters Score: Raw -28723.973953 + Penalty 646.227503 = -28077.746451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (573.799578 sec): 3 clusters Score: Raw -28359.444848 + Penalty 1292.455005 = -27066.989843 nChanged 307 SP:Iteration 1F (573.829389 sec): 3 clusters Score: Raw -28576.659821 + Penalty 1292.455005 = -27284.204816 nChanged 80 SP:Iteration 2F (573.872637 sec): 3 clusters Score: Raw -28657.463279 + Penalty 1292.455005 = -27365.008274 nChanged 52 SP:Iteration 3F (573.923659 sec): 3 clusters Score: Raw -28700.997600 + Penalty 1292.455005 = -27408.542595 nChanged 36 SP:Iteration 4Q (573.965624 sec): 3 clusters Score: Raw -28735.596632 + Penalty 1292.455005 = -27443.141627 nChanged 27 SP:Iteration 5Q (574.010975 sec): 3 clusters Score: Raw -28760.833489 + Penalty 1292.455005 = -27468.378484 nChanged 13 SP:Iteration 6Q (574.039269 sec): 3 clusters Score: Raw -28768.045815 + Penalty 1292.455005 = -27475.590810 nChanged 10 SP:Iteration 7Q (574.085996 sec): 3 clusters Score: Raw -28778.220138 + Penalty 1292.455005 = -27485.765133 nChanged 10 SP:Iteration 8Q (574.138266 sec): 3 clusters Score: Raw -28787.896016 + Penalty 1292.455005 = -27495.441011 nChanged 5 SP:Iteration 9Q (574.179952 sec): 3 clusters Score: Raw -28793.053119 + Penalty 1292.455005 = -27500.598114 nChanged 2 SP:Iteration 10Q (574.224228 sec): 3 clusters Score: Raw -28794.721820 + Penalty 1292.455005 = -27502.266815 nChanged 2 SP:Iteration 11Q (574.261947 sec): 3 clusters Score: Raw -28797.500465 + Penalty 1292.455005 = -27505.045460 nChanged 6 SP:Iteration 12Q (574.313252 sec): 3 clusters Score: Raw -28801.303156 + Penalty 1292.455005 = -27508.848151 nChanged 3 SP:Iteration 13Q (574.352489 sec): 3 clusters Score: Raw -28803.820716 + Penalty 1292.455005 = -27511.365710 nChanged 4 SP:Iteration 14Q (574.397053 sec): 3 clusters Score: Raw -28807.266149 + Penalty 1292.455005 = -27514.811144 nChanged 3 SP:Iteration 15Q (574.441760 sec): 3 clusters Score: Raw -28808.424902 + Penalty 1292.455005 = -27515.969897 nChanged 2 SP:Iteration 16Q (574.481110 sec): 3 clusters Score: Raw -28809.926496 + Penalty 1292.455005 = -27517.471491 nChanged 0 SP:Iteration 17F (574.523731 sec): 3 clusters Score: Raw -28809.926496 + Penalty 1292.455005 = -27517.471491 nChanged 0 Trying to split cluster 16 (3879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (574.540821 sec): 2 clusters Score: Raw -161913.530101 + Penalty 785.016603 = -161128.513498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (574.588606 sec): 3 clusters Score: Raw -159829.529501 + Penalty 1570.033207 = -158259.496294 nChanged 1638 SP:Iteration 1F (574.637014 sec): 3 clusters Score: Raw -160704.503739 + Penalty 1570.033207 = -159134.470532 nChanged 243 SP:Iteration 2F (574.688366 sec): 3 clusters Score: Raw -160815.694895 + Penalty 1570.033207 = -159245.661688 nChanged 180 SP:Iteration 3Q (574.730406 sec): 3 clusters Score: Raw -160883.315462 + Penalty 1570.033207 = -159313.282255 nChanged 150 SP:Iteration 4Q (574.771655 sec): 3 clusters Score: Raw -160944.347772 + Penalty 1570.033207 = -159374.314565 nChanged 126 SP:Iteration 5Q (574.806780 sec): 3 clusters Score: Raw -160984.999078 + Penalty 1570.033207 = -159414.965871 nChanged 101 SP:Iteration 6Q (574.845479 sec): 3 clusters Score: Raw -161020.577105 + Penalty 1570.033207 = -159450.543898 nChanged 77 SP:Iteration 7Q (574.883626 sec): 3 clusters Score: Raw -161049.523999 + Penalty 1570.033207 = -159479.490792 nChanged 90 SP:Iteration 8Q (574.928492 sec): 3 clusters Score: Raw -161093.831429 + Penalty 1570.033207 = -159523.798222 nChanged 117 SP:Iteration 9Q (574.959205 sec): 3 clusters Score: Raw -161148.731559 + Penalty 1570.033207 = -159578.698352 nChanged 120 SP:Iteration 10Q (575.001824 sec): 3 clusters Score: Raw -161203.568575 + Penalty 1570.033207 = -159633.535368 nChanged 123 SP:Iteration 11Q (575.060546 sec): 3 clusters Score: Raw -161260.726814 + Penalty 1570.033207 = -159690.693607 nChanged 123 SP:Iteration 12Q (575.100276 sec): 3 clusters Score: Raw -161330.325750 + Penalty 1570.033207 = -159760.292543 nChanged 125 SP:Iteration 13Q (575.144278 sec): 3 clusters Score: Raw -161400.197069 + Penalty 1570.033207 = -159830.163862 nChanged 110 SP:Iteration 14Q (575.187955 sec): 3 clusters Score: Raw -161465.123151 + Penalty 1570.033207 = -159895.089944 nChanged 124 SP:Iteration 15Q (575.232945 sec): 3 clusters Score: Raw -161548.752301 + Penalty 1570.033207 = -159978.719094 nChanged 119 SP:Iteration 16Q (575.289703 sec): 3 clusters Score: Raw -161631.416199 + Penalty 1570.033207 = -160061.382992 nChanged 98 SP:Iteration 17Q (575.331033 sec): 3 clusters Score: Raw -161688.414977 + Penalty 1570.033207 = -160118.381770 nChanged 79 SP:Iteration 18Q (575.378818 sec): 3 clusters Score: Raw -161733.456230 + Penalty 1570.033207 = -160163.423024 nChanged 63 SP:Iteration 19Q (575.420628 sec): 3 clusters Score: Raw -161770.307002 + Penalty 1570.033207 = -160200.273795 nChanged 60 SP:Iteration 20F (575.457108 sec): 3 clusters Score: Raw -161806.869525 + Penalty 1570.033207 = -160236.836318 nChanged 48 SP:Iteration 21Q (575.495113 sec): 3 clusters Score: Raw -161837.502457 + Penalty 1570.033207 = -160267.469250 nChanged 38 SP:Iteration 22Q (575.525737 sec): 3 clusters Score: Raw -161864.762708 + Penalty 1570.033207 = -160294.729501 nChanged 32 SP:Iteration 23Q (575.573892 sec): 3 clusters Score: Raw -161882.720220 + Penalty 1570.033207 = -160312.687013 nChanged 26 SP:Iteration 24Q (575.602368 sec): 3 clusters Score: Raw -161903.214792 + Penalty 1570.033207 = -160333.181585 nChanged 26 SP:Iteration 25Q (575.647984 sec): 3 clusters Score: Raw -161922.785051 + Penalty 1570.033207 = -160352.751844 nChanged 25 SP:Iteration 26Q (575.691841 sec): 3 clusters Score: Raw -161938.153720 + Penalty 1570.033207 = -160368.120513 nChanged 15 SP:Iteration 27Q (575.735127 sec): 3 clusters Score: Raw -161946.681369 + Penalty 1570.033207 = -160376.648162 nChanged 11 SP:Iteration 28Q (575.787300 sec): 3 clusters Score: Raw -161954.777871 + Penalty 1570.033207 = -160384.744665 nChanged 10 SP:Iteration 29Q (575.821196 sec): 3 clusters Score: Raw -161959.069567 + Penalty 1570.033207 = -160389.036360 nChanged 8 SP:Iteration 30Q (575.867950 sec): 3 clusters Score: Raw -161964.077955 + Penalty 1570.033207 = -160394.044748 nChanged 4 SP:Iteration 31Q (575.917485 sec): 3 clusters Score: Raw -161966.016553 + Penalty 1570.033207 = -160395.983346 nChanged 2 SP:Iteration 32Q (575.951988 sec): 3 clusters Score: Raw -161966.868786 + Penalty 1570.033207 = -160396.835580 nChanged 1 SP:Iteration 33Q (576.004134 sec): 3 clusters Score: Raw -161968.067232 + Penalty 1570.033207 = -160398.034025 nChanged 3 SP:Iteration 34Q (576.041383 sec): 3 clusters Score: Raw -161969.553819 + Penalty 1570.033207 = -160399.520613 nChanged 5 SP:Iteration 35Q (576.089723 sec): 3 clusters Score: Raw -161972.829028 + Penalty 1570.033207 = -160402.795821 nChanged 4 SP:Iteration 36Q (576.132382 sec): 3 clusters Score: Raw -161974.758020 + Penalty 1570.033207 = -160404.724813 nChanged 3 SP:Iteration 37Q (576.181197 sec): 3 clusters Score: Raw -161977.291622 + Penalty 1570.033207 = -160407.258416 nChanged 2 SP:Iteration 38Q (576.233254 sec): 3 clusters Score: Raw -161978.524963 + Penalty 1570.033207 = -160408.491756 nChanged 0 SP:Iteration 39F (576.269807 sec): 3 clusters Score: Raw -161978.524963 + Penalty 1570.033207 = -160408.491756 nChanged 0 Trying to split cluster 17 (1273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (576.292518 sec): 2 clusters Score: Raw -48126.109766 + Penalty 679.167502 = -47446.942264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (576.344819 sec): 3 clusters Score: Raw -47567.219481 + Penalty 1358.335004 = -46208.884478 nChanged 458 SP:Iteration 1F (576.353085 sec): 3 clusters Score: Raw -47905.818146 + Penalty 1358.335004 = -46547.483143 nChanged 109 SP:Iteration 2F (576.358500 sec): 3 clusters Score: Raw -48002.235777 + Penalty 1358.335004 = -46643.900774 nChanged 82 SP:Iteration 3F (576.363583 sec): 3 clusters Score: Raw -48084.413447 + Penalty 1358.335004 = -46726.078443 nChanged 75 SP:Iteration 4F (576.368529 sec): 3 clusters Score: Raw -48158.382585 + Penalty 1358.335004 = -46800.047581 nChanged 60 SP:Iteration 5Q (576.373541 sec): 3 clusters Score: Raw -48251.041842 + Penalty 1358.335004 = -46892.706839 nChanged 75 SP:Iteration 6F (576.411506 sec): 3 clusters Score: Raw -48362.883469 + Penalty 1358.335004 = -47004.548466 nChanged 72 SP:Iteration 7F (576.460741 sec): 3 clusters Score: Raw -48521.571679 + Penalty 1358.335004 = -47163.236676 nChanged 68 SP:Iteration 8F (576.498931 sec): 3 clusters Score: Raw -48652.434235 + Penalty 1358.335004 = -47294.099231 nChanged 43 SP:Iteration 9Q (576.545525 sec): 3 clusters Score: Raw -48727.172509 + Penalty 1358.335004 = -47368.837505 nChanged 22 SP:Iteration 10Q (576.596333 sec): 3 clusters Score: Raw -48757.627223 + Penalty 1358.335004 = -47399.292219 nChanged 9 SP:Iteration 11Q (576.630316 sec): 3 clusters Score: Raw -48763.419978 + Penalty 1358.335004 = -47405.084974 nChanged 4 SP:Iteration 12Q (576.672213 sec): 3 clusters Score: Raw -48767.445232 + Penalty 1358.335004 = -47409.110228 nChanged 4 SP:Iteration 13Q (576.712134 sec): 3 clusters Score: Raw -48769.429644 + Penalty 1358.335004 = -47411.094641 nChanged 0 SP:Iteration 14F (576.752110 sec): 3 clusters Score: Raw -48769.429644 + Penalty 1358.335004 = -47411.094641 nChanged 0 Trying to split cluster 18 (3958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (576.773690 sec): 2 clusters Score: Raw -129934.072249 + Penalty 786.931942 = -129147.140307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (576.825291 sec): 3 clusters Score: Raw -127852.841806 + Penalty 1573.863884 = -126278.977922 nChanged 1690 SP:Iteration 1F (576.869734 sec): 3 clusters Score: Raw -129274.432211 + Penalty 1573.863884 = -127700.568327 nChanged 463 SP:Iteration 2F (576.904038 sec): 3 clusters Score: Raw -129755.467858 + Penalty 1573.863884 = -128181.603974 nChanged 383 SP:Iteration 3F (576.952283 sec): 3 clusters Score: Raw -130139.466224 + Penalty 1573.863884 = -128565.602340 nChanged 274 SP:Iteration 4F (576.992512 sec): 3 clusters Score: Raw -130383.416263 + Penalty 1573.863884 = -128809.552379 nChanged 175 SP:Iteration 5Q (577.038608 sec): 3 clusters Score: Raw -130503.783604 + Penalty 1573.863884 = -128929.919720 nChanged 91 SP:Iteration 6Q (577.079160 sec): 3 clusters Score: Raw -130557.117304 + Penalty 1573.863884 = -128983.253420 nChanged 66 SP:Iteration 7Q (577.120406 sec): 3 clusters Score: Raw -130599.303654 + Penalty 1573.863884 = -129025.439770 nChanged 59 SP:Iteration 8Q (577.159836 sec): 3 clusters Score: Raw -130631.922386 + Penalty 1573.863884 = -129058.058502 nChanged 39 SP:Iteration 9Q (577.205011 sec): 3 clusters Score: Raw -130652.523178 + Penalty 1573.863884 = -129078.659294 nChanged 33 SP:Iteration 10Q (577.250762 sec): 3 clusters Score: Raw -130666.308524 + Penalty 1573.863884 = -129092.444640 nChanged 30 SP:Iteration 11Q (577.302193 sec): 3 clusters Score: Raw -130682.399667 + Penalty 1573.863884 = -129108.535783 nChanged 18 SP:Iteration 12Q (577.344031 sec): 3 clusters Score: Raw -130690.179552 + Penalty 1573.863884 = -129116.315668 nChanged 9 SP:Iteration 13Q (577.395248 sec): 3 clusters Score: Raw -130693.289448 + Penalty 1573.863884 = -129119.425564 nChanged 7 SP:Iteration 14Q (577.439555 sec): 3 clusters Score: Raw -130696.258267 + Penalty 1573.863884 = -129122.394383 nChanged 8 SP:Iteration 15Q (577.482222 sec): 3 clusters Score: Raw -130700.611845 + Penalty 1573.863884 = -129126.747961 nChanged 7 SP:Iteration 16Q (577.525630 sec): 3 clusters Score: Raw -130706.294744 + Penalty 1573.863884 = -129132.430860 nChanged 5 SP:Iteration 17Q (577.559287 sec): 3 clusters Score: Raw -130708.298584 + Penalty 1573.863884 = -129134.434700 nChanged 1 SP:Iteration 18Q (577.604639 sec): 3 clusters Score: Raw -130708.696573 + Penalty 1573.863884 = -129134.832689 nChanged 1 SP:Iteration 19Q (577.644947 sec): 3 clusters Score: Raw -130709.002519 + Penalty 1573.863884 = -129135.138635 nChanged 4 SP:Iteration 20F (577.684203 sec): 3 clusters Score: Raw -130710.648423 + Penalty 1573.863884 = -129136.784539 nChanged 3 SP:Iteration 21Q (577.723070 sec): 3 clusters Score: Raw -130712.296651 + Penalty 1573.863884 = -129138.432767 nChanged 3 SP:Iteration 22Q (577.763562 sec): 3 clusters Score: Raw -130714.518922 + Penalty 1573.863884 = -129140.655038 nChanged 9 SP:Iteration 23Q (577.809521 sec): 3 clusters Score: Raw -130720.958395 + Penalty 1573.863884 = -129147.094511 nChanged 11 SP:Iteration 24Q (577.861481 sec): 3 clusters Score: Raw -130729.880695 + Penalty 1573.863884 = -129156.016811 nChanged 7 SP:Iteration 25Q (577.914734 sec): 3 clusters Score: Raw -130733.538836 + Penalty 1573.863884 = -129159.674952 nChanged 6 SP:Iteration 26Q (577.960917 sec): 3 clusters Score: Raw -130736.174503 + Penalty 1573.863884 = -129162.310619 nChanged 0 SP:Iteration 27F (577.999007 sec): 3 clusters Score: Raw -130736.174503 + Penalty 1573.863884 = -129162.310619 nChanged 0 Score: Raw -3964611.078506 + Penalty 28727.937817 = -3935883.140689 Splitting cluster 18 changes total score from -3936185.959121 to -3935883.140689 So it's not getting split. Trying to split cluster 19 (2134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (579.829029 sec): 2 clusters Score: Raw -80554.036902 + Penalty 728.246576 = -79825.790326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (579.870019 sec): 3 clusters Score: Raw -79547.096278 + Penalty 1456.493152 = -78090.603126 nChanged 849 SP:Iteration 1F (579.918263 sec): 3 clusters Score: Raw -80112.469318 + Penalty 1456.493152 = -78655.976166 nChanged 167 SP:Iteration 2F (579.963120 sec): 3 clusters Score: Raw -80241.029018 + Penalty 1456.493152 = -78784.535866 nChanged 128 SP:Iteration 3F (580.010762 sec): 3 clusters Score: Raw -80330.401788 + Penalty 1456.493152 = -78873.908636 nChanged 82 SP:Iteration 4Q (580.045702 sec): 3 clusters Score: Raw -80382.979218 + Penalty 1456.493152 = -78926.486066 nChanged 82 SP:Iteration 5Q (580.090548 sec): 3 clusters Score: Raw -80426.501704 + Penalty 1456.493152 = -78970.008552 nChanged 81 SP:Iteration 6Q (580.146967 sec): 3 clusters Score: Raw -80466.385545 + Penalty 1456.493152 = -79009.892392 nChanged 66 SP:Iteration 7Q (580.186853 sec): 3 clusters Score: Raw -80506.513268 + Penalty 1456.493152 = -79050.020116 nChanged 81 SP:Iteration 8Q (580.223032 sec): 3 clusters Score: Raw -80562.960000 + Penalty 1456.493152 = -79106.466848 nChanged 80 SP:Iteration 9Q (580.253606 sec): 3 clusters Score: Raw -80626.823996 + Penalty 1456.493152 = -79170.330844 nChanged 90 SP:Iteration 10Q (580.301311 sec): 3 clusters Score: Raw -80709.615535 + Penalty 1456.493152 = -79253.122383 nChanged 93 SP:Iteration 11Q (580.345565 sec): 3 clusters Score: Raw -80793.461377 + Penalty 1456.493152 = -79336.968225 nChanged 69 SP:Iteration 12Q (580.381476 sec): 3 clusters Score: Raw -80862.524849 + Penalty 1456.493152 = -79406.031696 nChanged 72 SP:Iteration 13Q (580.423403 sec): 3 clusters Score: Raw -80918.912255 + Penalty 1456.493152 = -79462.419102 nChanged 49 SP:Iteration 14Q (580.466873 sec): 3 clusters Score: Raw -80960.289130 + Penalty 1456.493152 = -79503.795978 nChanged 31 SP:Iteration 15Q (580.515243 sec): 3 clusters Score: Raw -80980.921896 + Penalty 1456.493152 = -79524.428744 nChanged 19 SP:Iteration 16Q (580.554304 sec): 3 clusters Score: Raw -80994.320380 + Penalty 1456.493152 = -79537.827228 nChanged 17 SP:Iteration 17Q (580.592354 sec): 3 clusters Score: Raw -81009.513587 + Penalty 1456.493152 = -79553.020435 nChanged 18 SP:Iteration 18Q (580.636362 sec): 3 clusters Score: Raw -81022.182014 + Penalty 1456.493152 = -79565.688862 nChanged 8 SP:Iteration 19Q (580.671472 sec): 3 clusters Score: Raw -81025.603544 + Penalty 1456.493152 = -79569.110392 nChanged 3 SP:Iteration 20F (580.714675 sec): 3 clusters Score: Raw -81026.777753 + Penalty 1456.493152 = -79570.284600 nChanged 6 SP:Iteration 21Q (580.748928 sec): 3 clusters Score: Raw -81030.957342 + Penalty 1456.493152 = -79574.464190 nChanged 5 SP:Iteration 22Q (580.799074 sec): 3 clusters Score: Raw -81034.734125 + Penalty 1456.493152 = -79578.240973 nChanged 7 SP:Iteration 23Q (580.842553 sec): 3 clusters Score: Raw -81039.775662 + Penalty 1456.493152 = -79583.282510 nChanged 6 SP:Iteration 24Q (580.881051 sec): 3 clusters Score: Raw -81045.594803 + Penalty 1456.493152 = -79589.101651 nChanged 8 SP:Iteration 25Q (580.921790 sec): 3 clusters Score: Raw -81051.241834 + Penalty 1456.493152 = -79594.748682 nChanged 6 SP:Iteration 26Q (580.955894 sec): 3 clusters Score: Raw -81056.536411 + Penalty 1456.493152 = -79600.043259 nChanged 7 SP:Iteration 27Q (581.000239 sec): 3 clusters Score: Raw -81062.528929 + Penalty 1456.493152 = -79606.035777 nChanged 10 SP:Iteration 28Q (581.050518 sec): 3 clusters Score: Raw -81067.684960 + Penalty 1456.493152 = -79611.191808 nChanged 6 SP:Iteration 29Q (581.088769 sec): 3 clusters Score: Raw -81072.690078 + Penalty 1456.493152 = -79616.196926 nChanged 4 SP:Iteration 30Q (581.132430 sec): 3 clusters Score: Raw -81074.513733 + Penalty 1456.493152 = -79618.020581 nChanged 6 SP:Iteration 31Q (581.173591 sec): 3 clusters Score: Raw -81077.262842 + Penalty 1456.493152 = -79620.769690 nChanged 3 SP:Iteration 32Q (581.217811 sec): 3 clusters Score: Raw -81078.124166 + Penalty 1456.493152 = -79621.631014 nChanged 4 SP:Iteration 33Q (581.253338 sec): 3 clusters Score: Raw -81081.266042 + Penalty 1456.493152 = -79624.772890 nChanged 4 SP:Iteration 34Q (581.295792 sec): 3 clusters Score: Raw -81087.411195 + Penalty 1456.493152 = -79630.918043 nChanged 5 SP:Iteration 35Q (581.340228 sec): 3 clusters Score: Raw -81091.460608 + Penalty 1456.493152 = -79634.967456 nChanged 5 SP:Iteration 36Q (581.384072 sec): 3 clusters Score: Raw -81093.684899 + Penalty 1456.493152 = -79637.191747 nChanged 1 SP:Iteration 37Q (581.432047 sec): 3 clusters Score: Raw -81094.823390 + Penalty 1456.493152 = -79638.330238 nChanged 1 SP:Iteration 38Q (581.468062 sec): 3 clusters Score: Raw -81095.426644 + Penalty 1456.493152 = -79638.933492 nChanged 3 SP:Iteration 39Q (581.507051 sec): 3 clusters Score: Raw -81096.935599 + Penalty 1456.493152 = -79640.442447 nChanged 3 SP:Iteration 40F (581.544102 sec): 3 clusters Score: Raw -81098.101461 + Penalty 1456.493152 = -79641.608309 nChanged 2 SP:Iteration 41Q (581.588175 sec): 3 clusters Score: Raw -81099.163941 + Penalty 1456.493152 = -79642.670789 nChanged 0 SP:Iteration 42F (581.625389 sec): 3 clusters Score: Raw -81099.163941 + Penalty 1456.493152 = -79642.670789 nChanged 0 Trying to split cluster 20 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (581.642319 sec): 2 clusters Score: Raw -15213.441798 + Penalty 577.376013 = -14636.065784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (581.681837 sec): 3 clusters Score: Raw -15100.166010 + Penalty 1154.752026 = -13945.413984 nChanged 122 SP:Iteration 1F (581.733203 sec): 3 clusters Score: Raw -15217.174017 + Penalty 1154.752026 = -14062.421991 nChanged 31 SP:Iteration 2F (581.766519 sec): 3 clusters Score: Raw -15253.969207 + Penalty 1154.752026 = -14099.217180 nChanged 16 SP:Iteration 3Q (581.799294 sec): 3 clusters Score: Raw -15268.338429 + Penalty 1154.752026 = -14113.586402 nChanged 7 SP:Iteration 4Q (581.844668 sec): 3 clusters Score: Raw -15277.806367 + Penalty 1154.752026 = -14123.054340 nChanged 4 SP:Iteration 5Q (581.874747 sec): 3 clusters Score: Raw -15283.236135 + Penalty 1154.752026 = -14128.484109 nChanged 6 SP:Iteration 6Q (581.916610 sec): 3 clusters Score: Raw -15290.071511 + Penalty 1154.752026 = -14135.319484 nChanged 2 SP:Iteration 7Q (581.953337 sec): 3 clusters Score: Raw -15290.900293 + Penalty 1154.752026 = -14136.148267 nChanged 1 SP:Iteration 8Q (581.993351 sec): 3 clusters Score: Raw -15292.086786 + Penalty 1154.752026 = -14137.334759 nChanged 0 SP:Iteration 9F (582.043717 sec): 3 clusters Score: Raw -15292.086786 + Penalty 1154.752026 = -14137.334759 nChanged 0 Trying to split cluster 21 (1885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (582.058233 sec): 2 clusters Score: Raw -76170.670987 + Penalty 716.459894 = -75454.211092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (582.105929 sec): 3 clusters Score: Raw -75266.398554 + Penalty 1432.919789 = -73833.478765 nChanged 698 SP:Iteration 1F (582.125032 sec): 3 clusters Score: Raw -75815.938012 + Penalty 1432.919789 = -74383.018223 nChanged 202 SP:Iteration 2F (582.175115 sec): 3 clusters Score: Raw -76067.875876 + Penalty 1432.919789 = -74634.956087 nChanged 179 SP:Iteration 3F (582.223069 sec): 3 clusters Score: Raw -76296.653251 + Penalty 1432.919789 = -74863.733462 nChanged 138 SP:Iteration 4F (582.265011 sec): 3 clusters Score: Raw -76440.958199 + Penalty 1432.919789 = -75008.038410 nChanged 71 SP:Iteration 5Q (582.300313 sec): 3 clusters Score: Raw -76495.159909 + Penalty 1432.919789 = -75062.240120 nChanged 44 SP:Iteration 6Q (582.352225 sec): 3 clusters Score: Raw -76521.880535 + Penalty 1432.919789 = -75088.960746 nChanged 21 SP:Iteration 7Q (582.392766 sec): 3 clusters Score: Raw -76533.666342 + Penalty 1432.919789 = -75100.746553 nChanged 19 SP:Iteration 8Q (582.438309 sec): 3 clusters Score: Raw -76546.906386 + Penalty 1432.919789 = -75113.986597 nChanged 16 SP:Iteration 9Q (582.484290 sec): 3 clusters Score: Raw -76561.436173 + Penalty 1432.919789 = -75128.516384 nChanged 18 SP:Iteration 10Q (582.528799 sec): 3 clusters Score: Raw -76574.488066 + Penalty 1432.919789 = -75141.568277 nChanged 13 SP:Iteration 11Q (582.580495 sec): 3 clusters Score: Raw -76584.602702 + Penalty 1432.919789 = -75151.682913 nChanged 11 SP:Iteration 12Q (582.616925 sec): 3 clusters Score: Raw -76592.173932 + Penalty 1432.919789 = -75159.254143 nChanged 13 SP:Iteration 13Q (582.655562 sec): 3 clusters Score: Raw -76602.095887 + Penalty 1432.919789 = -75169.176098 nChanged 12 SP:Iteration 14Q (582.702114 sec): 3 clusters Score: Raw -76610.482399 + Penalty 1432.919789 = -75177.562610 nChanged 10 SP:Iteration 15Q (582.747769 sec): 3 clusters Score: Raw -76614.797664 + Penalty 1432.919789 = -75181.877875 nChanged 7 SP:Iteration 16Q (582.798882 sec): 3 clusters Score: Raw -76620.882036 + Penalty 1432.919789 = -75187.962247 nChanged 10 SP:Iteration 17Q (582.841648 sec): 3 clusters Score: Raw -76625.994910 + Penalty 1432.919789 = -75193.075121 nChanged 14 SP:Iteration 18Q (582.895775 sec): 3 clusters Score: Raw -76635.297213 + Penalty 1432.919789 = -75202.377424 nChanged 13 SP:Iteration 19Q (582.931836 sec): 3 clusters Score: Raw -76644.136020 + Penalty 1432.919789 = -75211.216231 nChanged 7 SP:Iteration 20F (582.973314 sec): 3 clusters Score: Raw -76647.924401 + Penalty 1432.919789 = -75215.004612 nChanged 6 SP:Iteration 21Q (583.012128 sec): 3 clusters Score: Raw -76651.093733 + Penalty 1432.919789 = -75218.173944 nChanged 6 SP:Iteration 22Q (583.065331 sec): 3 clusters Score: Raw -76656.300025 + Penalty 1432.919789 = -75223.380236 nChanged 8 SP:Iteration 23Q (583.109026 sec): 3 clusters Score: Raw -76662.031745 + Penalty 1432.919789 = -75229.111956 nChanged 7 SP:Iteration 24Q (583.138148 sec): 3 clusters Score: Raw -76664.653206 + Penalty 1432.919789 = -75231.733417 nChanged 4 SP:Iteration 25Q (583.184579 sec): 3 clusters Score: Raw -76667.060250 + Penalty 1432.919789 = -75234.140461 nChanged 8 SP:Iteration 26Q (583.222814 sec): 3 clusters Score: Raw -76672.104913 + Penalty 1432.919789 = -75239.185124 nChanged 4 SP:Iteration 27Q (583.264167 sec): 3 clusters Score: Raw -76675.528304 + Penalty 1432.919789 = -75242.608515 nChanged 6 SP:Iteration 28Q (583.307254 sec): 3 clusters Score: Raw -76678.223517 + Penalty 1432.919789 = -75245.303728 nChanged 3 SP:Iteration 29Q (583.344316 sec): 3 clusters Score: Raw -76680.447330 + Penalty 1432.919789 = -75247.527541 nChanged 2 SP:Iteration 30Q (583.399671 sec): 3 clusters Score: Raw -76681.708727 + Penalty 1432.919789 = -75248.788938 nChanged 2 SP:Iteration 31Q (583.431504 sec): 3 clusters Score: Raw -76683.389183 + Penalty 1432.919789 = -75250.469394 nChanged 1 SP:Iteration 32Q (583.473560 sec): 3 clusters Score: Raw -76683.929362 + Penalty 1432.919789 = -75251.009573 nChanged 1 SP:Iteration 33Q (583.519206 sec): 3 clusters Score: Raw -76684.149029 + Penalty 1432.919789 = -75251.229240 nChanged 0 SP:Iteration 34F (583.570103 sec): 3 clusters Score: Raw -76684.149029 + Penalty 1432.919789 = -75251.229240 nChanged 0 Trying to split cluster 22 (12536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (583.598559 sec): 2 clusters Score: Raw -493317.836115 + Penalty 896.454179 = -492421.381936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (583.668709 sec): 3 clusters Score: Raw -485662.093471 + Penalty 1792.908359 = -483869.185112 nChanged 5724 SP:Iteration 1F (583.719613 sec): 3 clusters Score: Raw -488914.830194 + Penalty 1792.908359 = -487121.921835 nChanged 650 SP:Iteration 2F (583.785663 sec): 3 clusters Score: Raw -489162.713690 + Penalty 1792.908359 = -487369.805331 nChanged 620 SP:Iteration 3Q (583.844616 sec): 3 clusters Score: Raw -489401.597773 + Penalty 1792.908359 = -487608.689414 nChanged 569 SP:Iteration 4Q (583.892827 sec): 3 clusters Score: Raw -489631.277557 + Penalty 1792.908359 = -487838.369198 nChanged 537 SP:Iteration 5Q (583.956939 sec): 3 clusters Score: Raw -489866.180404 + Penalty 1792.908359 = -488073.272045 nChanged 540 SP:Iteration 6Q (584.010648 sec): 3 clusters Score: Raw -490110.393684 + Penalty 1792.908359 = -488317.485325 nChanged 560 SP:Iteration 7Q (584.066521 sec): 3 clusters Score: Raw -490414.721497 + Penalty 1792.908359 = -488621.813138 nChanged 574 SP:Iteration 8Q (584.136235 sec): 3 clusters Score: Raw -490785.635663 + Penalty 1792.908359 = -488992.727304 nChanged 626 SP:Iteration 9Q (584.193767 sec): 3 clusters Score: Raw -491221.722893 + Penalty 1792.908359 = -489428.814534 nChanged 614 SP:Iteration 10Q (584.252658 sec): 3 clusters Score: Raw -491655.962751 + Penalty 1792.908359 = -489863.054392 nChanged 558 SP:Iteration 11Q (584.311857 sec): 3 clusters Score: Raw -492031.003252 + Penalty 1792.908359 = -490238.094893 nChanged 497 SP:Iteration 12Q (584.372574 sec): 3 clusters Score: Raw -492318.091760 + Penalty 1792.908359 = -490525.183401 nChanged 369 SP:Iteration 13Q (584.433954 sec): 3 clusters Score: Raw -492480.316460 + Penalty 1792.908359 = -490687.408101 nChanged 263 SP:Iteration 14Q (584.498427 sec): 3 clusters Score: Raw -492596.819249 + Penalty 1792.908359 = -490803.910890 nChanged 250 SP:Iteration 15Q (584.557442 sec): 3 clusters Score: Raw -492699.743785 + Penalty 1792.908359 = -490906.835426 nChanged 212 SP:Iteration 16Q (584.617552 sec): 3 clusters Score: Raw -492785.668695 + Penalty 1792.908359 = -490992.760336 nChanged 194 SP:Iteration 17Q (584.677323 sec): 3 clusters Score: Raw -492854.299963 + Penalty 1792.908359 = -491061.391604 nChanged 188 SP:Iteration 18Q (584.734176 sec): 3 clusters Score: Raw -492911.682490 + Penalty 1792.908359 = -491118.774131 nChanged 153 SP:Iteration 19Q (584.795403 sec): 3 clusters Score: Raw -492961.344694 + Penalty 1792.908359 = -491168.436335 nChanged 140 SP:Iteration 20F (584.856492 sec): 3 clusters Score: Raw -493011.621225 + Penalty 1792.908359 = -491218.712866 nChanged 139 SP:Iteration 21Q (584.918034 sec): 3 clusters Score: Raw -493087.611930 + Penalty 1792.908359 = -491294.703571 nChanged 184 SP:Iteration 22Q (584.975479 sec): 3 clusters Score: Raw -493199.809994 + Penalty 1792.908359 = -491406.901635 nChanged 196 SP:Iteration 23Q (585.029913 sec): 3 clusters Score: Raw -493316.971233 + Penalty 1792.908359 = -491524.062874 nChanged 206 SP:Iteration 24Q (585.077582 sec): 3 clusters Score: Raw -493457.131619 + Penalty 1792.908359 = -491664.223260 nChanged 203 SP:Iteration 25Q (585.137587 sec): 3 clusters Score: Raw -493597.546983 + Penalty 1792.908359 = -491804.638624 nChanged 182 SP:Iteration 26Q (585.195094 sec): 3 clusters Score: Raw -493711.490950 + Penalty 1792.908359 = -491918.582592 nChanged 185 SP:Iteration 27Q (585.264513 sec): 3 clusters Score: Raw -493826.858479 + Penalty 1792.908359 = -492033.950120 nChanged 159 SP:Iteration 28Q (585.314052 sec): 3 clusters Score: Raw -493896.682987 + Penalty 1792.908359 = -492103.774628 nChanged 118 SP:Iteration 29Q (585.379952 sec): 3 clusters Score: Raw -493931.387686 + Penalty 1792.908359 = -492138.479327 nChanged 82 SP:Iteration 30Q (585.432735 sec): 3 clusters Score: Raw -493951.054862 + Penalty 1792.908359 = -492158.146503 nChanged 68 SP:Iteration 31Q (585.485324 sec): 3 clusters Score: Raw -493964.500961 + Penalty 1792.908359 = -492171.592602 nChanged 59 SP:Iteration 32Q (585.532354 sec): 3 clusters Score: Raw -493975.091096 + Penalty 1792.908359 = -492182.182737 nChanged 46 SP:Iteration 33Q (585.585430 sec): 3 clusters Score: Raw -493981.255795 + Penalty 1792.908359 = -492188.347436 nChanged 30 SP:Iteration 34Q (585.642939 sec): 3 clusters Score: Raw -493984.458692 + Penalty 1792.908359 = -492191.550333 nChanged 23 SP:Iteration 35Q (585.697950 sec): 3 clusters Score: Raw -493987.061978 + Penalty 1792.908359 = -492194.153619 nChanged 19 SP:Iteration 36Q (585.767436 sec): 3 clusters Score: Raw -493988.865057 + Penalty 1792.908359 = -492195.956698 nChanged 15 SP:Iteration 37Q (585.813977 sec): 3 clusters Score: Raw -493990.136429 + Penalty 1792.908359 = -492197.228070 nChanged 12 SP:Iteration 38Q (585.869244 sec): 3 clusters Score: Raw -493991.311275 + Penalty 1792.908359 = -492198.402916 nChanged 7 SP:Iteration 39Q (585.925902 sec): 3 clusters Score: Raw -493991.826912 + Penalty 1792.908359 = -492198.918553 nChanged 5 SP:Iteration 40F (585.991578 sec): 3 clusters Score: Raw -493992.270564 + Penalty 1792.908359 = -492199.362205 nChanged 4 SP:Iteration 41Q (586.057217 sec): 3 clusters Score: Raw -493992.573806 + Penalty 1792.908359 = -492199.665447 nChanged 3 SP:Iteration 42Q (586.113152 sec): 3 clusters Score: Raw -493992.774307 + Penalty 1792.908359 = -492199.865948 nChanged 3 SP:Iteration 43Q (586.176074 sec): 3 clusters Score: Raw -493992.873352 + Penalty 1792.908359 = -492199.964993 nChanged 0 SP:Iteration 44F (586.221401 sec): 3 clusters Score: Raw -493992.873352 + Penalty 1792.908359 = -492199.964993 nChanged 0 Trying to split cluster 23 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (586.245521 sec): 2 clusters Score: Raw -14921.543869 + Penalty 602.166437 = -14319.377432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (586.289688 sec): 3 clusters Score: Raw -14743.391913 + Penalty 1204.332875 = -13539.059038 nChanged 176 SP:Iteration 1F (586.335954 sec): 3 clusters Score: Raw -14939.751069 + Penalty 1204.332875 = -13735.418194 nChanged 53 SP:Iteration 2F (586.373324 sec): 3 clusters Score: Raw -15052.568032 + Penalty 1204.332875 = -13848.235157 nChanged 40 SP:Iteration 3F (586.419025 sec): 3 clusters Score: Raw -15152.573425 + Penalty 1204.332875 = -13948.240550 nChanged 38 SP:Iteration 4F (586.458650 sec): 3 clusters Score: Raw -15240.311738 + Penalty 1204.332875 = -14035.978863 nChanged 22 SP:Iteration 5Q (586.490394 sec): 3 clusters Score: Raw -15296.205755 + Penalty 1204.332875 = -14091.872880 nChanged 19 SP:Iteration 6Q (586.543184 sec): 3 clusters Score: Raw -15361.796463 + Penalty 1204.332875 = -14157.463588 nChanged 20 SP:Iteration 7Q (586.577603 sec): 3 clusters Score: Raw -15415.067200 + Penalty 1204.332875 = -14210.734325 nChanged 16 SP:Iteration 8Q (586.618870 sec): 3 clusters Score: Raw -15441.636367 + Penalty 1204.332875 = -14237.303492 nChanged 6 SP:Iteration 9Q (586.650716 sec): 3 clusters Score: Raw -15448.575000 + Penalty 1204.332875 = -14244.242125 nChanged 5 SP:Iteration 10Q (586.690637 sec): 3 clusters Score: Raw -15453.742171 + Penalty 1204.332875 = -14249.409296 nChanged 4 SP:Iteration 11Q (586.733450 sec): 3 clusters Score: Raw -15457.608319 + Penalty 1204.332875 = -14253.275444 nChanged 3 SP:Iteration 12Q (586.767774 sec): 3 clusters Score: Raw -15459.568324 + Penalty 1204.332875 = -14255.235449 nChanged 1 SP:Iteration 13Q (586.808880 sec): 3 clusters Score: Raw -15461.486499 + Penalty 1204.332875 = -14257.153624 nChanged 1 SP:Iteration 14Q (586.850004 sec): 3 clusters Score: Raw -15462.702694 + Penalty 1204.332875 = -14258.369820 nChanged 1 SP:Iteration 15Q (586.904704 sec): 3 clusters Score: Raw -15463.243070 + Penalty 1204.332875 = -14258.910195 nChanged 0 SP:Iteration 16F (586.938871 sec): 3 clusters Score: Raw -15463.243070 + Penalty 1204.332875 = -14258.910195 nChanged 0 Trying to split cluster 24 (11866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (586.985130 sec): 2 clusters Score: Raw -476204.935321 + Penalty 891.236082 = -475313.699239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (587.035781 sec): 3 clusters Score: Raw -468941.436843 + Penalty 1782.472165 = -467158.964678 nChanged 5383 SP:Iteration 1F (587.096818 sec): 3 clusters Score: Raw -471909.013020 + Penalty 1782.472165 = -470126.540855 nChanged 681 SP:Iteration 2F (587.154316 sec): 3 clusters Score: Raw -472226.203240 + Penalty 1782.472165 = -470443.731075 nChanged 789 SP:Iteration 3F (587.222905 sec): 3 clusters Score: Raw -472699.507982 + Penalty 1782.472165 = -470917.035817 nChanged 911 SP:Iteration 4F (587.277802 sec): 3 clusters Score: Raw -473341.084549 + Penalty 1782.472165 = -471558.612384 nChanged 914 SP:Iteration 5F (587.332988 sec): 3 clusters Score: Raw -474098.750731 + Penalty 1782.472165 = -472316.278567 nChanged 847 SP:Iteration 6F (587.391407 sec): 3 clusters Score: Raw -474916.810058 + Penalty 1782.472165 = -473134.337893 nChanged 674 SP:Iteration 7F (587.459396 sec): 3 clusters Score: Raw -475600.065740 + Penalty 1782.472165 = -473817.593575 nChanged 345 SP:Iteration 8Q (587.508959 sec): 3 clusters Score: Raw -475941.449281 + Penalty 1782.472165 = -474158.977116 nChanged 183 SP:Iteration 9Q (587.573347 sec): 3 clusters Score: Raw -476127.475241 + Penalty 1782.472165 = -474345.003077 nChanged 86 SP:Iteration 10Q (587.614004 sec): 3 clusters Score: Raw -476221.792669 + Penalty 1782.472165 = -474439.320504 nChanged 49 SP:Iteration 11Q (587.672207 sec): 3 clusters Score: Raw -476276.312205 + Penalty 1782.472165 = -474493.840041 nChanged 25 SP:Iteration 12Q (587.737162 sec): 3 clusters Score: Raw -476299.403439 + Penalty 1782.472165 = -474516.931274 nChanged 14 SP:Iteration 13Q (587.784906 sec): 3 clusters Score: Raw -476309.278440 + Penalty 1782.472165 = -474526.806275 nChanged 8 SP:Iteration 14Q (587.837735 sec): 3 clusters Score: Raw -476317.696054 + Penalty 1782.472165 = -474535.223889 nChanged 8 SP:Iteration 15Q (587.899461 sec): 3 clusters Score: Raw -476323.700983 + Penalty 1782.472165 = -474541.228818 nChanged 4 SP:Iteration 16Q (587.947484 sec): 3 clusters Score: Raw -476327.718715 + Penalty 1782.472165 = -474545.246550 nChanged 5 SP:Iteration 17Q (588.018601 sec): 3 clusters Score: Raw -476334.745130 + Penalty 1782.472165 = -474552.272965 nChanged 8 SP:Iteration 18Q (588.065090 sec): 3 clusters Score: Raw -476341.012925 + Penalty 1782.472165 = -474558.540760 nChanged 2 SP:Iteration 19Q (588.118424 sec): 3 clusters Score: Raw -476342.425025 + Penalty 1782.472165 = -474559.952860 nChanged 2 SP:Iteration 20F (588.177421 sec): 3 clusters Score: Raw -476343.700652 + Penalty 1782.472165 = -474561.228487 nChanged 3 SP:Iteration 21Q (588.237970 sec): 3 clusters Score: Raw -476346.069250 + Penalty 1782.472165 = -474563.597085 nChanged 1 SP:Iteration 22Q (588.295441 sec): 3 clusters Score: Raw -476346.689193 + Penalty 1782.472165 = -474564.217028 nChanged 2 SP:Iteration 23Q (588.356736 sec): 3 clusters Score: Raw -476347.267952 + Penalty 1782.472165 = -474564.795787 nChanged 0 SP:Iteration 24F (588.406638 sec): 3 clusters Score: Raw -476347.267952 + Penalty 1782.472165 = -474564.795787 nChanged 0 Trying to split cluster 25 (8541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (588.430392 sec): 2 clusters Score: Raw -322587.697856 + Penalty 860.000171 = -321727.697686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (588.484023 sec): 3 clusters Score: Raw -317646.957665 + Penalty 1720.000341 = -315926.957324 nChanged 3749 SP:Iteration 1F (588.533400 sec): 3 clusters Score: Raw -319740.402858 + Penalty 1720.000341 = -318020.402517 nChanged 553 SP:Iteration 2F (588.589293 sec): 3 clusters Score: Raw -320048.487990 + Penalty 1720.000341 = -318328.487649 nChanged 557 SP:Iteration 3F (588.645012 sec): 3 clusters Score: Raw -320424.247277 + Penalty 1720.000341 = -318704.246936 nChanged 564 SP:Iteration 4F (588.698232 sec): 3 clusters Score: Raw -320827.269619 + Penalty 1720.000341 = -319107.269278 nChanged 487 SP:Iteration 5F (588.756917 sec): 3 clusters Score: Raw -321200.959492 + Penalty 1720.000341 = -319480.959151 nChanged 437 SP:Iteration 6F (588.815791 sec): 3 clusters Score: Raw -321499.823577 + Penalty 1720.000341 = -319779.823236 nChanged 332 SP:Iteration 7Q (588.865400 sec): 3 clusters Score: Raw -321688.080312 + Penalty 1720.000341 = -319968.079971 nChanged 227 SP:Iteration 8Q (588.915947 sec): 3 clusters Score: Raw -321790.877840 + Penalty 1720.000341 = -320070.877499 nChanged 187 SP:Iteration 9Q (588.971386 sec): 3 clusters Score: Raw -321874.301688 + Penalty 1720.000341 = -320154.301346 nChanged 127 SP:Iteration 10Q (589.036428 sec): 3 clusters Score: Raw -321924.982330 + Penalty 1720.000341 = -320204.981989 nChanged 108 SP:Iteration 11Q (589.088747 sec): 3 clusters Score: Raw -321954.448744 + Penalty 1720.000341 = -320234.448402 nChanged 92 SP:Iteration 12Q (589.133752 sec): 3 clusters Score: Raw -321979.769447 + Penalty 1720.000341 = -320259.769106 nChanged 86 SP:Iteration 13Q (589.200075 sec): 3 clusters Score: Raw -322006.162898 + Penalty 1720.000341 = -320286.162557 nChanged 84 SP:Iteration 14Q (589.254294 sec): 3 clusters Score: Raw -322033.243654 + Penalty 1720.000341 = -320313.243313 nChanged 103 SP:Iteration 15Q (589.302205 sec): 3 clusters Score: Raw -322065.898328 + Penalty 1720.000341 = -320345.897987 nChanged 92 SP:Iteration 16Q (589.360804 sec): 3 clusters Score: Raw -322095.959677 + Penalty 1720.000341 = -320375.959335 nChanged 81 SP:Iteration 17Q (589.406717 sec): 3 clusters Score: Raw -322122.638236 + Penalty 1720.000341 = -320402.637895 nChanged 78 SP:Iteration 18Q (589.466398 sec): 3 clusters Score: Raw -322149.898334 + Penalty 1720.000341 = -320429.897993 nChanged 82 SP:Iteration 19Q (589.513401 sec): 3 clusters Score: Raw -322182.680869 + Penalty 1720.000341 = -320462.680528 nChanged 88 SP:Iteration 20F (589.565919 sec): 3 clusters Score: Raw -322219.192914 + Penalty 1720.000341 = -320499.192573 nChanged 96 SP:Iteration 21Q (589.617550 sec): 3 clusters Score: Raw -322259.903967 + Penalty 1720.000341 = -320539.903625 nChanged 101 SP:Iteration 22Q (589.672477 sec): 3 clusters Score: Raw -322302.280339 + Penalty 1720.000341 = -320582.279998 nChanged 83 SP:Iteration 23Q (589.718257 sec): 3 clusters Score: Raw -322339.428525 + Penalty 1720.000341 = -320619.428184 nChanged 97 SP:Iteration 24Q (589.767826 sec): 3 clusters Score: Raw -322384.248959 + Penalty 1720.000341 = -320664.248617 nChanged 68 SP:Iteration 25Q (589.826690 sec): 3 clusters Score: Raw -322416.921865 + Penalty 1720.000341 = -320696.921523 nChanged 56 SP:Iteration 26Q (589.870297 sec): 3 clusters Score: Raw -322439.511584 + Penalty 1720.000341 = -320719.511243 nChanged 52 SP:Iteration 27Q (589.927879 sec): 3 clusters Score: Raw -322458.897485 + Penalty 1720.000341 = -320738.897144 nChanged 46 SP:Iteration 28Q (589.964052 sec): 3 clusters Score: Raw -322478.254302 + Penalty 1720.000341 = -320758.253961 nChanged 49 SP:Iteration 29Q (590.015572 sec): 3 clusters Score: Raw -322500.864490 + Penalty 1720.000341 = -320780.864148 nChanged 47 SP:Iteration 30Q (590.064704 sec): 3 clusters Score: Raw -322520.617786 + Penalty 1720.000341 = -320800.617445 nChanged 45 SP:Iteration 31Q (590.118528 sec): 3 clusters Score: Raw -322539.465975 + Penalty 1720.000341 = -320819.465634 nChanged 40 SP:Iteration 32Q (590.169459 sec): 3 clusters Score: Raw -322556.374734 + Penalty 1720.000341 = -320836.374393 nChanged 35 SP:Iteration 33Q (590.226241 sec): 3 clusters Score: Raw -322573.813220 + Penalty 1720.000341 = -320853.812879 nChanged 36 SP:Iteration 34Q (590.289431 sec): 3 clusters Score: Raw -322590.198599 + Penalty 1720.000341 = -320870.198258 nChanged 36 SP:Iteration 35Q (590.340601 sec): 3 clusters Score: Raw -322609.641983 + Penalty 1720.000341 = -320889.641642 nChanged 31 SP:Iteration 36Q (590.396123 sec): 3 clusters Score: Raw -322625.465806 + Penalty 1720.000341 = -320905.465464 nChanged 30 SP:Iteration 37Q (590.450065 sec): 3 clusters Score: Raw -322641.248243 + Penalty 1720.000341 = -320921.247902 nChanged 27 SP:Iteration 38Q (590.493302 sec): 3 clusters Score: Raw -322654.789215 + Penalty 1720.000341 = -320934.788874 nChanged 23 SP:Iteration 39Q (590.542674 sec): 3 clusters Score: Raw -322665.521489 + Penalty 1720.000341 = -320945.521147 nChanged 21 SP:Iteration 40F (590.586207 sec): 3 clusters Score: Raw -322675.715871 + Penalty 1720.000341 = -320955.715529 nChanged 21 SP:Iteration 41Q (590.637017 sec): 3 clusters Score: Raw -322685.021275 + Penalty 1720.000341 = -320965.020934 nChanged 16 SP:Iteration 42Q (590.693185 sec): 3 clusters Score: Raw -322690.699356 + Penalty 1720.000341 = -320970.699014 nChanged 11 SP:Iteration 43Q (590.745473 sec): 3 clusters Score: Raw -322696.327237 + Penalty 1720.000341 = -320976.326895 nChanged 14 SP:Iteration 44Q (590.797506 sec): 3 clusters Score: Raw -322704.198930 + Penalty 1720.000341 = -320984.198589 nChanged 14 SP:Iteration 45Q (590.850498 sec): 3 clusters Score: Raw -322713.172214 + Penalty 1720.000341 = -320993.171873 nChanged 10 SP:Iteration 46Q (590.903437 sec): 3 clusters Score: Raw -322720.346722 + Penalty 1720.000341 = -321000.346381 nChanged 5 SP:Iteration 47Q (590.945061 sec): 3 clusters Score: Raw -322721.885412 + Penalty 1720.000341 = -321001.885070 nChanged 6 SP:Iteration 48Q (590.990098 sec): 3 clusters Score: Raw -322725.317344 + Penalty 1720.000341 = -321005.317003 nChanged 4 SP:Iteration 49Q (591.047859 sec): 3 clusters Score: Raw -322726.323431 + Penalty 1720.000341 = -321006.323090 nChanged 3 SP:Iteration 50Q (591.111241 sec): 3 clusters Score: Raw -322727.546310 + Penalty 1720.000341 = -321007.545969 nChanged 3 SP:Iteration 51Q (591.159804 sec): 3 clusters Score: Raw -322728.109957 + Penalty 1720.000341 = -321008.109615 nChanged 0 SP:Iteration 52F (591.210389 sec): 3 clusters Score: Raw -322728.109957 + Penalty 1720.000341 = -321008.109615 nChanged 0 Time taken for this iteration:337.196680 seconds. 21->26 Clusters: Score -3936185.959121, best is -3939014.953446 Main iterations: 211 (time per iteration =1151.443903 ms) Total iterations: 6291 (time per iteration =38.619403 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 19986921072.000000 (time per metric unit =12.155682ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 359764579296.000000 (time per metric unit=675.315686ps) That took 242.954664 seconds.