FileBase DT2_rPPC_rCCG_2016um_290um_20160214_160214_105540 ElecNo 4 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 31.37 GB. Expected memory usage by array (largest first): Array AllVector2Mean will use between 0.35 and 0.52 GB. - 8 bytes per element (scalar), 23369544 elements when full. - Memory usage scales as nPoints*nDims. Array LogP will use between 0.24 and 0.36 GB. - 8 bytes per element (scalar), 16228850 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array Data will use between 0.09 and 0.13 GB. - 2 bytes per element (data_int), 23369544 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.04 and 0.07 GB. - 1 bytes per element (char), 23369544 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.04 and 0.07 GB. - 1 bytes per element (char), 23369544 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.01 GB. - 8 bytes per element (scalar), 259200 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=324577, nDims=72, MaxPossibleClusters=50 Total memory usage will be between 0.77 and 1.15 GB. RAM limit is set at 31.37 GB. ---------------------------------------------------------- Loaded 324577 data points of dimension 72. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 324577 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 10 (227 points): Lose 767.505626 but Gain 17138.220540 Iteration 0F (22.418304 sec): 19 clusters Score: Raw -119602862.101255 + Penalty 308487.969728 = -119294374.131527 nChanged 306316 Deleting Class 7 (1519 points): Lose 2951.794435 but Gain 17138.220540 Iteration 1F (33.050026 sec): 18 clusters Score: Raw -123592193.997387 + Penalty 291349.749187 = -123300844.248199 nChanged 98795 Deleting Class 2 (2596 points): Lose 4740.915147 but Gain 17138.220540 Iteration 2F (43.012953 sec): 17 clusters Score: Raw -123830771.676058 + Penalty 274211.528647 = -123556560.147411 nChanged 36582 Deleting Class 12 (865 points): Lose 5728.527335 but Gain 17138.220540 Iteration 3F (52.438724 sec): 16 clusters Score: Raw -123906211.324889 + Penalty 257073.308107 = -123649138.016782 nChanged 18339 Deleting Class 11 (241 points): Lose 6446.304373 but Gain 17138.220540 Iteration 4F (61.387626 sec): 15 clusters Score: Raw -123935324.520540 + Penalty 239935.087566 = -123695389.432974 nChanged 11673 Deleting Class 17 (638 points): Lose 9245.042890 but Gain 17138.220540 Iteration 5Q (64.312681 sec): 14 clusters Score: Raw -123947043.876688 + Penalty 222796.867026 = -123724247.009662 nChanged 8726 Deleting Class 6 (2196 points): Lose 11793.830108 but Gain 17138.220540 Iteration 6Q (67.110781 sec): 13 clusters Score: Raw -123953450.175977 + Penalty 205658.646485 = -123747791.529492 nChanged 8148 Deleting Class 9 (157 points): Lose 14437.150272 but Gain 17138.220540 Iteration 7Q (69.834219 sec): 12 clusters Score: Raw -123957323.666734 + Penalty 188520.425945 = -123768803.240790 nChanged 5473 Iteration 8Q (72.298205 sec): 12 clusters Score: Raw -123963082.310942 + Penalty 188520.425945 = -123774561.884997 nChanged 4674 Iteration 9Q (74.637947 sec): 12 clusters Score: Raw -123966858.323805 + Penalty 188520.425945 = -123778337.897860 nChanged 4345 Iteration 10Q (76.994369 sec): 12 clusters Score: Raw -123969952.452275 + Penalty 188520.425945 = -123781432.026331 nChanged 4030 Iteration 11Q (79.457541 sec): 12 clusters Score: Raw -123972697.075960 + Penalty 188520.425945 = -123784176.650015 nChanged 3932 Iteration 12Q (81.900559 sec): 12 clusters Score: Raw -123975374.197968 + Penalty 188520.425945 = -123786853.772023 nChanged 3677 Iteration 13Q (84.368512 sec): 12 clusters Score: Raw -123977914.616741 + Penalty 188520.425945 = -123789394.190796 nChanged 3514 Iteration 14Q (86.637423 sec): 12 clusters Score: Raw -123980222.398885 + Penalty 188520.425945 = -123791701.972940 nChanged 3460 Iteration 15Q (88.722975 sec): 12 clusters Score: Raw -123983156.626097 + Penalty 188520.425945 = -123794636.200153 nChanged 3714 Iteration 16Q (91.143685 sec): 12 clusters Score: Raw -123984970.715363 + Penalty 188520.425945 = -123796450.289418 nChanged 3202 Iteration 17Q (93.369716 sec): 12 clusters Score: Raw -123986456.410620 + Penalty 188520.425945 = -123797935.984675 nChanged 3004 Iteration 18Q (95.426971 sec): 12 clusters Score: Raw -123987716.193453 + Penalty 188520.425945 = -123799195.767508 nChanged 2816 Iteration 19Q (97.518386 sec): 12 clusters Score: Raw -123988846.878342 + Penalty 188520.425945 = -123800326.452397 nChanged 2696 Writing temp clu file Because OldScore, -123799195.767508, is greater than current (better) Score,-123800326.452397 Compute initial score before splitting: Score: Raw -123988846.878342 + Penalty 188520.425945 = -123800326.452397 Trying to split cluster 1 (4941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.224011 sec): 2 clusters Score: Raw -1851444.488803 + Penalty 11486.438737 = -1839958.050066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.294527 sec): 3 clusters Score: Raw -1850388.680052 + Penalty 22972.877474 = -1827415.802578 nChanged 1171 SP:Iteration 1F (98.362426 sec): 3 clusters Score: Raw -1851765.700469 + Penalty 22972.877474 = -1828792.822995 nChanged 294 SP:Iteration 2F (98.430578 sec): 3 clusters Score: Raw -1852226.464373 + Penalty 22972.877474 = -1829253.586899 nChanged 188 SP:Iteration 3Q (98.500850 sec): 3 clusters Score: Raw -1852565.281284 + Penalty 22972.877474 = -1829592.403810 nChanged 139 SP:Iteration 4Q (98.571095 sec): 3 clusters Score: Raw -1852865.928870 + Penalty 22972.877474 = -1829893.051396 nChanged 144 SP:Iteration 5Q (98.641175 sec): 3 clusters Score: Raw -1853202.719098 + Penalty 22972.877474 = -1830229.841624 nChanged 175 SP:Iteration 6Q (98.707083 sec): 3 clusters Score: Raw -1853754.509167 + Penalty 22972.877474 = -1830781.631693 nChanged 263 SP:Iteration 7F (98.759284 sec): 3 clusters Score: Raw -1854730.360113 + Penalty 22972.877474 = -1831757.482639 nChanged 343 SP:Iteration 8F (98.830306 sec): 3 clusters Score: Raw -1856045.118420 + Penalty 22972.877474 = -1833072.240946 nChanged 373 SP:Iteration 9F (98.887075 sec): 3 clusters Score: Raw -1857338.540895 + Penalty 22972.877474 = -1834365.663421 nChanged 303 SP:Iteration 10F (98.960319 sec): 3 clusters Score: Raw -1858186.844212 + Penalty 22972.877474 = -1835213.966738 nChanged 211 SP:Iteration 11Q (99.019516 sec): 3 clusters Score: Raw -1858730.004815 + Penalty 22972.877474 = -1835757.127341 nChanged 148 SP:Iteration 12Q (99.078075 sec): 3 clusters Score: Raw -1859056.783299 + Penalty 22972.877474 = -1836083.905825 nChanged 83 SP:Iteration 13Q (99.135382 sec): 3 clusters Score: Raw -1859230.141405 + Penalty 22972.877474 = -1836257.263931 nChanged 52 SP:Iteration 14Q (99.182696 sec): 3 clusters Score: Raw -1859323.209673 + Penalty 22972.877474 = -1836350.332200 nChanged 33 SP:Iteration 15Q (99.249712 sec): 3 clusters Score: Raw -1859386.112669 + Penalty 22972.877474 = -1836413.235195 nChanged 23 SP:Iteration 16Q (99.297000 sec): 3 clusters Score: Raw -1859441.929828 + Penalty 22972.877474 = -1836469.052354 nChanged 19 SP:Iteration 17Q (99.365648 sec): 3 clusters Score: Raw -1859477.490396 + Penalty 22972.877474 = -1836504.612922 nChanged 11 SP:Iteration 18Q (99.421591 sec): 3 clusters Score: Raw -1859492.565852 + Penalty 22972.877474 = -1836519.688378 nChanged 10 SP:Iteration 19Q (99.477264 sec): 3 clusters Score: Raw -1859510.311232 + Penalty 22972.877474 = -1836537.433758 nChanged 6 SP:Iteration 20F (99.538328 sec): 3 clusters Score: Raw -1859521.754613 + Penalty 22972.877474 = -1836548.877139 nChanged 2 SP:Iteration 21Q (99.609198 sec): 3 clusters Score: Raw -1859523.715361 + Penalty 22972.877474 = -1836550.837887 nChanged 0 SP:Iteration 22F (99.680226 sec): 3 clusters Score: Raw -1859523.715361 + Penalty 22972.877474 = -1836550.837887 nChanged 0 Trying to split cluster 3 (16634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (99.794751 sec): 2 clusters Score: Raw -6287406.650763 + Penalty 13125.785100 = -6274280.865663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (99.928910 sec): 3 clusters Score: Raw -6280187.108636 + Penalty 26251.570200 = -6253935.538436 nChanged 5859 SP:Iteration 1F (100.057176 sec): 3 clusters Score: Raw -6283842.945142 + Penalty 26251.570200 = -6257591.374943 nChanged 1281 SP:Iteration 2F (100.180558 sec): 3 clusters Score: Raw -6284748.895074 + Penalty 26251.570200 = -6258497.324874 nChanged 770 SP:Iteration 3Q (100.315617 sec): 3 clusters Score: Raw -6285278.649840 + Penalty 26251.570200 = -6259027.079641 nChanged 564 SP:Iteration 4Q (100.437488 sec): 3 clusters Score: Raw -6285707.669153 + Penalty 26251.570200 = -6259456.098953 nChanged 492 SP:Iteration 5Q (100.570993 sec): 3 clusters Score: Raw -6286099.731240 + Penalty 26251.570200 = -6259848.161041 nChanged 474 SP:Iteration 6Q (100.696814 sec): 3 clusters Score: Raw -6286482.711737 + Penalty 26251.570200 = -6260231.141537 nChanged 450 SP:Iteration 7Q (100.802469 sec): 3 clusters Score: Raw -6286856.605754 + Penalty 26251.570200 = -6260605.035555 nChanged 464 SP:Iteration 8Q (100.925219 sec): 3 clusters Score: Raw -6287207.571632 + Penalty 26251.570200 = -6260956.001433 nChanged 467 SP:Iteration 9Q (101.032767 sec): 3 clusters Score: Raw -6287583.831327 + Penalty 26251.570200 = -6261332.261128 nChanged 479 SP:Iteration 10Q (101.159756 sec): 3 clusters Score: Raw -6287959.228597 + Penalty 26251.570200 = -6261707.658398 nChanged 424 SP:Iteration 11Q (101.270623 sec): 3 clusters Score: Raw -6288280.468055 + Penalty 26251.570200 = -6262028.897855 nChanged 424 SP:Iteration 12Q (101.380067 sec): 3 clusters Score: Raw -6288590.016692 + Penalty 26251.570200 = -6262338.446493 nChanged 375 SP:Iteration 13Q (101.489338 sec): 3 clusters Score: Raw -6288859.307389 + Penalty 26251.570200 = -6262607.737189 nChanged 364 SP:Iteration 14Q (101.611178 sec): 3 clusters Score: Raw -6289116.492402 + Penalty 26251.570200 = -6262864.922202 nChanged 336 SP:Iteration 15Q (101.719471 sec): 3 clusters Score: Raw -6289326.805411 + Penalty 26251.570200 = -6263075.235211 nChanged 265 SP:Iteration 16Q (101.833157 sec): 3 clusters Score: Raw -6289483.283365 + Penalty 26251.570200 = -6263231.713165 nChanged 220 SP:Iteration 17Q (101.948370 sec): 3 clusters Score: Raw -6289612.197173 + Penalty 26251.570200 = -6263360.626974 nChanged 200 SP:Iteration 18Q (102.062173 sec): 3 clusters Score: Raw -6289722.327184 + Penalty 26251.570200 = -6263470.756984 nChanged 177 SP:Iteration 19Q (102.175463 sec): 3 clusters Score: Raw -6289817.075652 + Penalty 26251.570200 = -6263565.505453 nChanged 156 SP:Iteration 20F (102.288394 sec): 3 clusters Score: Raw -6289899.150142 + Penalty 26251.570200 = -6263647.579942 nChanged 133 SP:Iteration 21Q (102.409632 sec): 3 clusters Score: Raw -6289968.089434 + Penalty 26251.570200 = -6263716.519234 nChanged 126 SP:Iteration 22Q (102.512982 sec): 3 clusters Score: Raw -6290030.207349 + Penalty 26251.570200 = -6263778.637149 nChanged 114 SP:Iteration 23Q (102.639162 sec): 3 clusters Score: Raw -6290088.835987 + Penalty 26251.570200 = -6263837.265787 nChanged 92 SP:Iteration 24Q (102.750419 sec): 3 clusters Score: Raw -6290131.879159 + Penalty 26251.570200 = -6263880.308959 nChanged 81 SP:Iteration 25Q (102.860505 sec): 3 clusters Score: Raw -6290166.834047 + Penalty 26251.570200 = -6263915.263847 nChanged 67 SP:Iteration 26Q (102.973688 sec): 3 clusters Score: Raw -6290193.298962 + Penalty 26251.570200 = -6263941.728763 nChanged 53 SP:Iteration 27Q (103.086145 sec): 3 clusters Score: Raw -6290216.393051 + Penalty 26251.570200 = -6263964.822851 nChanged 39 SP:Iteration 28Q (103.200217 sec): 3 clusters Score: Raw -6290232.820292 + Penalty 26251.570200 = -6263981.250093 nChanged 36 SP:Iteration 29Q (103.310454 sec): 3 clusters Score: Raw -6290248.162426 + Penalty 26251.570200 = -6263996.592227 nChanged 33 SP:Iteration 30Q (103.425140 sec): 3 clusters Score: Raw -6290261.157467 + Penalty 26251.570200 = -6264009.587268 nChanged 29 SP:Iteration 31Q (103.550619 sec): 3 clusters Score: Raw -6290273.571681 + Penalty 26251.570200 = -6264022.001482 nChanged 37 SP:Iteration 32Q (103.657205 sec): 3 clusters Score: Raw -6290287.210379 + Penalty 26251.570200 = -6264035.640180 nChanged 34 SP:Iteration 33Q (103.769978 sec): 3 clusters Score: Raw -6290301.648038 + Penalty 26251.570200 = -6264050.077838 nChanged 24 SP:Iteration 34Q (103.876737 sec): 3 clusters Score: Raw -6290311.495709 + Penalty 26251.570200 = -6264059.925510 nChanged 17 SP:Iteration 35Q (103.994618 sec): 3 clusters Score: Raw -6290317.948775 + Penalty 26251.570200 = -6264066.378575 nChanged 20 SP:Iteration 36Q (104.115793 sec): 3 clusters Score: Raw -6290325.358563 + Penalty 26251.570200 = -6264073.788363 nChanged 16 SP:Iteration 37Q (104.222400 sec): 3 clusters Score: Raw -6290332.754004 + Penalty 26251.570200 = -6264081.183804 nChanged 19 SP:Iteration 38Q (104.336762 sec): 3 clusters Score: Raw -6290341.152758 + Penalty 26251.570200 = -6264089.582558 nChanged 16 SP:Iteration 39Q (104.448867 sec): 3 clusters Score: Raw -6290347.085082 + Penalty 26251.570200 = -6264095.514883 nChanged 11 SP:Iteration 40F (104.561961 sec): 3 clusters Score: Raw -6290351.504614 + Penalty 26251.570200 = -6264099.934414 nChanged 11 SP:Iteration 41Q (104.689607 sec): 3 clusters Score: Raw -6290356.016367 + Penalty 26251.570200 = -6264104.446167 nChanged 15 SP:Iteration 42Q (104.815559 sec): 3 clusters Score: Raw -6290361.419174 + Penalty 26251.570200 = -6264109.848974 nChanged 11 SP:Iteration 43Q (104.930414 sec): 3 clusters Score: Raw -6290365.654146 + Penalty 26251.570200 = -6264114.083947 nChanged 11 SP:Iteration 44Q (105.058053 sec): 3 clusters Score: Raw -6290369.817526 + Penalty 26251.570200 = -6264118.247326 nChanged 13 SP:Iteration 45Q (105.177787 sec): 3 clusters Score: Raw -6290375.324165 + Penalty 26251.570200 = -6264123.753965 nChanged 15 SP:Iteration 46Q (105.302167 sec): 3 clusters Score: Raw -6290381.575905 + Penalty 26251.570200 = -6264130.005706 nChanged 22 SP:Iteration 47Q (105.435163 sec): 3 clusters Score: Raw -6290390.458440 + Penalty 26251.570200 = -6264138.888241 nChanged 20 SP:Iteration 48Q (105.546090 sec): 3 clusters Score: Raw -6290398.266538 + Penalty 26251.570200 = -6264146.696338 nChanged 12 SP:Iteration 49Q (105.674723 sec): 3 clusters Score: Raw -6290404.381014 + Penalty 26251.570200 = -6264152.810814 nChanged 12 SP:Iteration 50Q (105.788258 sec): 3 clusters Score: Raw -6290409.679614 + Penalty 26251.570200 = -6264158.109415 nChanged 10 SP:Iteration 51Q (105.899083 sec): 3 clusters Score: Raw -6290413.829393 + Penalty 26251.570200 = -6264162.259194 nChanged 14 SP:Iteration 52Q (106.021431 sec): 3 clusters Score: Raw -6290418.904474 + Penalty 26251.570200 = -6264167.334274 nChanged 16 SP:Iteration 53Q (106.123300 sec): 3 clusters Score: Raw -6290424.116083 + Penalty 26251.570200 = -6264172.545883 nChanged 12 SP:Iteration 54Q (106.248768 sec): 3 clusters Score: Raw -6290428.834682 + Penalty 26251.570200 = -6264177.264482 nChanged 15 SP:Iteration 55Q (106.352537 sec): 3 clusters Score: Raw -6290434.239359 + Penalty 26251.570200 = -6264182.669160 nChanged 16 SP:Iteration 56Q (106.467845 sec): 3 clusters Score: Raw -6290440.376716 + Penalty 26251.570200 = -6264188.806516 nChanged 17 SP:Iteration 57Q (106.580535 sec): 3 clusters Score: Raw -6290447.198117 + Penalty 26251.570200 = -6264195.627918 nChanged 15 SP:Iteration 58Q (106.699503 sec): 3 clusters Score: Raw -6290453.440179 + Penalty 26251.570200 = -6264201.869980 nChanged 10 SP:Iteration 59Q (106.808825 sec): 3 clusters Score: Raw -6290457.285802 + Penalty 26251.570200 = -6264205.715603 nChanged 15 SP:Iteration 60F (106.926215 sec): 3 clusters Score: Raw -6290462.830213 + Penalty 26251.570200 = -6264211.260014 nChanged 12 SP:Iteration 61Q (107.037351 sec): 3 clusters Score: Raw -6290466.559355 + Penalty 26251.570200 = -6264214.989156 nChanged 10 SP:Iteration 62Q (107.158265 sec): 3 clusters Score: Raw -6290469.714201 + Penalty 26251.570200 = -6264218.144001 nChanged 10 SP:Iteration 63Q (107.265229 sec): 3 clusters Score: Raw -6290473.604576 + Penalty 26251.570200 = -6264222.034376 nChanged 8 SP:Iteration 64Q (107.377200 sec): 3 clusters Score: Raw -6290476.512519 + Penalty 26251.570200 = -6264224.942319 nChanged 6 SP:Iteration 65Q (107.490816 sec): 3 clusters Score: Raw -6290478.092839 + Penalty 26251.570200 = -6264226.522639 nChanged 3 SP:Iteration 66Q (107.601658 sec): 3 clusters Score: Raw -6290479.039481 + Penalty 26251.570200 = -6264227.469282 nChanged 2 SP:Iteration 67Q (107.716374 sec): 3 clusters Score: Raw -6290479.567555 + Penalty 26251.570200 = -6264227.997355 nChanged 1 SP:Iteration 68Q (107.819287 sec): 3 clusters Score: Raw -6290480.006580 + Penalty 26251.570200 = -6264228.436380 nChanged 1 SP:Iteration 69Q (107.939893 sec): 3 clusters Score: Raw -6290480.391457 + Penalty 26251.570200 = -6264228.821257 nChanged 1 SP:Iteration 70Q (108.053794 sec): 3 clusters Score: Raw -6290480.709580 + Penalty 26251.570200 = -6264229.139380 nChanged 2 SP:Iteration 71Q (108.159297 sec): 3 clusters Score: Raw -6290481.678445 + Penalty 26251.570200 = -6264230.108246 nChanged 3 SP:Iteration 72Q (108.273760 sec): 3 clusters Score: Raw -6290483.194329 + Penalty 26251.570200 = -6264231.624130 nChanged 4 SP:Iteration 73Q (108.397322 sec): 3 clusters Score: Raw -6290484.754510 + Penalty 26251.570200 = -6264233.184311 nChanged 3 SP:Iteration 74Q (108.517187 sec): 3 clusters Score: Raw -6290485.556775 + Penalty 26251.570200 = -6264233.986576 nChanged 2 SP:Iteration 75Q (108.637445 sec): 3 clusters Score: Raw -6290486.129039 + Penalty 26251.570200 = -6264234.558839 nChanged 2 SP:Iteration 76Q (108.757563 sec): 3 clusters Score: Raw -6290487.138524 + Penalty 26251.570200 = -6264235.568324 nChanged 1 SP:Iteration 77Q (108.878529 sec): 3 clusters Score: Raw -6290487.726345 + Penalty 26251.570200 = -6264236.156145 nChanged 1 SP:Iteration 78Q (109.001195 sec): 3 clusters Score: Raw -6290487.990365 + Penalty 26251.570200 = -6264236.420166 nChanged 1 SP:Iteration 79Q (109.131912 sec): 3 clusters Score: Raw -6290488.263754 + Penalty 26251.570200 = -6264236.693555 nChanged 0 SP:Iteration 80F (109.242184 sec): 3 clusters Score: Raw -6290488.263754 + Penalty 26251.570200 = -6264236.693555 nChanged 0 Trying to split cluster 4 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.275247 sec): 2 clusters Score: Raw -214123.220881 + Penalty 8678.972662 = -205444.248220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.312820 sec): 3 clusters Score: Raw -216155.844316 + Penalty 17357.945324 = -198797.898992 nChanged 53 SP:Iteration 1F (109.372376 sec): 3 clusters Score: Raw -216780.486329 + Penalty 17357.945324 = -199422.541005 nChanged 12 SP:Iteration 2Q (109.415039 sec): 3 clusters Score: Raw -216969.335613 + Penalty 17357.945324 = -199611.390289 nChanged 7 SP:Iteration 3Q (109.455668 sec): 3 clusters Score: Raw -217110.613893 + Penalty 17357.945324 = -199752.668570 nChanged 3 SP:Iteration 4Q (109.503542 sec): 3 clusters Score: Raw -217141.311882 + Penalty 17357.945324 = -199783.366559 nChanged 2 SP:Iteration 5Q (109.551288 sec): 3 clusters Score: Raw -217156.421281 + Penalty 17357.945324 = -199798.475957 nChanged 2 SP:Iteration 6Q (109.599237 sec): 3 clusters Score: Raw -217186.631290 + Penalty 17357.945324 = -199828.685967 nChanged 1 SP:Iteration 7Q (109.647251 sec): 3 clusters Score: Raw -217193.917246 + Penalty 17357.945324 = -199835.971922 nChanged 1 SP:Iteration 8Q (109.701654 sec): 3 clusters Score: Raw -217202.392152 + Penalty 17357.945324 = -199844.446829 nChanged 0 SP:Iteration 9F (109.742512 sec): 3 clusters Score: Raw -217202.392152 + Penalty 17357.945324 = -199844.446829 nChanged 0 Trying to split cluster 5 (228584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.395915 sec): 2 clusters Score: Raw -88308473.176258 + Penalty 16664.709529 = -88291808.466729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.644662 sec): 3 clusters Score: Raw -88168189.389471 + Penalty 33329.419058 = -88134859.970413 nChanged 104667 SP:Iteration 1F (113.826393 sec): 3 clusters Score: Raw -88226558.807826 + Penalty 33329.419058 = -88193229.388768 nChanged 9419 SP:Iteration 2Q (115.074323 sec): 3 clusters Score: Raw -88229353.502167 + Penalty 33329.419058 = -88196024.083109 nChanged 8859 SP:Iteration 3Q (116.267433 sec): 3 clusters Score: Raw -88232251.880761 + Penalty 33329.419058 = -88198922.461703 nChanged 9115 SP:Iteration 4Q (117.353764 sec): 3 clusters Score: Raw -88235700.956956 + Penalty 33329.419058 = -88202371.537898 nChanged 9972 SP:Iteration 5Q (118.449024 sec): 3 clusters Score: Raw -88240573.835225 + Penalty 33329.419058 = -88207244.416167 nChanged 11951 SP:Iteration 6F (119.515227 sec): 3 clusters Score: Raw -88248199.444034 + Penalty 33329.419058 = -88214870.024976 nChanged 14635 SP:Iteration 7F (120.587161 sec): 3 clusters Score: Raw -88259715.965401 + Penalty 33329.419058 = -88226386.546343 nChanged 16767 SP:Iteration 8F (121.703828 sec): 3 clusters Score: Raw -88273959.244597 + Penalty 33329.419058 = -88240629.825539 nChanged 16800 SP:Iteration 9F (122.793742 sec): 3 clusters Score: Raw -88286874.507425 + Penalty 33329.419058 = -88253545.088367 nChanged 14482 SP:Iteration 10F (123.873665 sec): 3 clusters Score: Raw -88295822.729149 + Penalty 33329.419058 = -88262493.310091 nChanged 10994 SP:Iteration 11Q (124.965186 sec): 3 clusters Score: Raw -88301101.633287 + Penalty 33329.419058 = -88267772.214229 nChanged 8128 SP:Iteration 12Q (126.180294 sec): 3 clusters Score: Raw -88304245.707321 + Penalty 33329.419058 = -88270916.288263 nChanged 5995 SP:Iteration 13Q (127.364237 sec): 3 clusters Score: Raw -88306292.450257 + Penalty 33329.419058 = -88272963.031199 nChanged 4769 SP:Iteration 14Q (128.546377 sec): 3 clusters Score: Raw -88307704.174692 + Penalty 33329.419058 = -88274374.755634 nChanged 3823 SP:Iteration 15Q (129.756144 sec): 3 clusters Score: Raw -88308732.202458 + Penalty 33329.419058 = -88275402.783400 nChanged 3217 SP:Iteration 16Q (130.962618 sec): 3 clusters Score: Raw -88309546.537340 + Penalty 33329.419058 = -88276217.118282 nChanged 2790 SP:Iteration 17Q (132.146345 sec): 3 clusters Score: Raw -88310215.421364 + Penalty 33329.419058 = -88276886.002306 nChanged 2537 SP:Iteration 18Q (133.306181 sec): 3 clusters Score: Raw -88310812.802470 + Penalty 33329.419058 = -88277483.383412 nChanged 2289 SP:Iteration 19Q (134.479558 sec): 3 clusters Score: Raw -88311379.034586 + Penalty 33329.419058 = -88278049.615528 nChanged 2415 SP:Iteration 20F (135.676542 sec): 3 clusters Score: Raw -88312017.180082 + Penalty 33329.419058 = -88278687.761024 nChanged 2460 SP:Iteration 21Q (136.858950 sec): 3 clusters Score: Raw -88312701.431982 + Penalty 33329.419058 = -88279372.012924 nChanged 2501 SP:Iteration 22Q (138.070688 sec): 3 clusters Score: Raw -88313353.156984 + Penalty 33329.419058 = -88280023.737926 nChanged 2396 SP:Iteration 23Q (139.272641 sec): 3 clusters Score: Raw -88313984.212304 + Penalty 33329.419058 = -88280654.793246 nChanged 2327 SP:Iteration 24Q (140.431695 sec): 3 clusters Score: Raw -88314583.107107 + Penalty 33329.419058 = -88281253.688049 nChanged 2281 SP:Iteration 25Q (141.639399 sec): 3 clusters Score: Raw -88315131.195340 + Penalty 33329.419058 = -88281801.776282 nChanged 2144 SP:Iteration 26Q (142.858205 sec): 3 clusters Score: Raw -88315580.488988 + Penalty 33329.419058 = -88282251.069930 nChanged 1926 SP:Iteration 27Q (144.137527 sec): 3 clusters Score: Raw -88315944.838002 + Penalty 33329.419058 = -88282615.418944 nChanged 1723 SP:Iteration 28Q (145.374480 sec): 3 clusters Score: Raw -88316238.788181 + Penalty 33329.419058 = -88282909.369123 nChanged 1500 SP:Iteration 29Q (146.632657 sec): 3 clusters Score: Raw -88316460.121120 + Penalty 33329.419058 = -88283130.702062 nChanged 1326 SP:Iteration 30Q (147.908316 sec): 3 clusters Score: Raw -88316636.560707 + Penalty 33329.419058 = -88283307.141649 nChanged 1148 SP:Iteration 31Q (149.126267 sec): 3 clusters Score: Raw -88316773.376792 + Penalty 33329.419058 = -88283443.957734 nChanged 973 SP:Iteration 32Q (150.385157 sec): 3 clusters Score: Raw -88316873.743351 + Penalty 33329.419058 = -88283544.324293 nChanged 796 SP:Iteration 33Q (151.608025 sec): 3 clusters Score: Raw -88316947.471653 + Penalty 33329.419058 = -88283618.052595 nChanged 705 SP:Iteration 34Q (152.872658 sec): 3 clusters Score: Raw -88317008.665232 + Penalty 33329.419058 = -88283679.246174 nChanged 597 SP:Iteration 35Q (154.094195 sec): 3 clusters Score: Raw -88317059.467194 + Penalty 33329.419058 = -88283730.048136 nChanged 586 SP:Iteration 36Q (155.349190 sec): 3 clusters Score: Raw -88317105.479962 + Penalty 33329.419058 = -88283776.060904 nChanged 498 SP:Iteration 37Q (156.586267 sec): 3 clusters Score: Raw -88317140.545136 + Penalty 33329.419058 = -88283811.126078 nChanged 427 SP:Iteration 38Q (157.794590 sec): 3 clusters Score: Raw -88317168.923497 + Penalty 33329.419058 = -88283839.504439 nChanged 384 SP:Iteration 39Q (159.037073 sec): 3 clusters Score: Raw -88317193.166350 + Penalty 33329.419058 = -88283863.747292 nChanged 348 SP:Iteration 40F (160.300220 sec): 3 clusters Score: Raw -88317213.995330 + Penalty 33329.419058 = -88283884.576272 nChanged 304 SP:Iteration 41Q (161.514232 sec): 3 clusters Score: Raw -88317232.468000 + Penalty 33329.419058 = -88283903.048942 nChanged 281 SP:Iteration 42Q (162.781432 sec): 3 clusters Score: Raw -88317247.620476 + Penalty 33329.419058 = -88283918.201418 nChanged 238 SP:Iteration 43Q (164.055183 sec): 3 clusters Score: Raw -88317259.461095 + Penalty 33329.419058 = -88283930.042037 nChanged 203 SP:Iteration 44Q (165.286980 sec): 3 clusters Score: Raw -88317269.217435 + Penalty 33329.419058 = -88283939.798377 nChanged 177 SP:Iteration 45Q (166.536270 sec): 3 clusters Score: Raw -88317277.068094 + Penalty 33329.419058 = -88283947.649036 nChanged 156 SP:Iteration 46Q (167.811257 sec): 3 clusters Score: Raw -88317284.218726 + Penalty 33329.419058 = -88283954.799668 nChanged 154 SP:Iteration 47Q (169.031049 sec): 3 clusters Score: Raw -88317290.715193 + Penalty 33329.419058 = -88283961.296135 nChanged 146 SP:Iteration 48Q (170.270984 sec): 3 clusters Score: Raw -88317296.758101 + Penalty 33329.419058 = -88283967.339043 nChanged 124 SP:Iteration 49Q (171.506865 sec): 3 clusters Score: Raw -88317301.454459 + Penalty 33329.419058 = -88283972.035401 nChanged 111 SP:Iteration 50Q (172.693508 sec): 3 clusters Score: Raw -88317306.079073 + Penalty 33329.419058 = -88283976.660015 nChanged 89 SP:Iteration 51Q (173.867131 sec): 3 clusters Score: Raw -88317309.701081 + Penalty 33329.419058 = -88283980.282023 nChanged 83 SP:Iteration 52Q (174.916518 sec): 3 clusters Score: Raw -88317312.647172 + Penalty 33329.419058 = -88283983.228114 nChanged 74 SP:Iteration 53Q (175.976330 sec): 3 clusters Score: Raw -88317315.151068 + Penalty 33329.419058 = -88283985.732010 nChanged 67 SP:Iteration 54Q (177.019976 sec): 3 clusters Score: Raw -88317317.363100 + Penalty 33329.419058 = -88283987.944042 nChanged 51 SP:Iteration 55Q (178.216284 sec): 3 clusters Score: Raw -88317319.212115 + Penalty 33329.419058 = -88283989.793057 nChanged 44 SP:Iteration 56Q (179.559110 sec): 3 clusters Score: Raw -88317320.720007 + Penalty 33329.419058 = -88283991.300949 nChanged 44 SP:Iteration 57Q (180.710111 sec): 3 clusters Score: Raw -88317322.306622 + Penalty 33329.419058 = -88283992.887564 nChanged 46 SP:Iteration 58Q (181.853000 sec): 3 clusters Score: Raw -88317323.862039 + Penalty 33329.419058 = -88283994.442981 nChanged 34 SP:Iteration 59Q (182.938678 sec): 3 clusters Score: Raw -88317324.955440 + Penalty 33329.419058 = -88283995.536382 nChanged 29 SP:Iteration 60F (184.103557 sec): 3 clusters Score: Raw -88317325.887405 + Penalty 33329.419058 = -88283996.468348 nChanged 28 SP:Iteration 61Q (185.246927 sec): 3 clusters Score: Raw -88317326.842968 + Penalty 33329.419058 = -88283997.423910 nChanged 30 SP:Iteration 62Q (186.426337 sec): 3 clusters Score: Raw -88317327.952342 + Penalty 33329.419058 = -88283998.533284 nChanged 26 SP:Iteration 63Q (187.550998 sec): 3 clusters Score: Raw -88317328.853768 + Penalty 33329.419058 = -88283999.434710 nChanged 28 SP:Iteration 64Q (188.708658 sec): 3 clusters Score: Raw -88317329.934171 + Penalty 33329.419058 = -88284000.515113 nChanged 41 SP:Iteration 65Q (189.798534 sec): 3 clusters Score: Raw -88317331.305272 + Penalty 33329.419058 = -88284001.886214 nChanged 40 SP:Iteration 66Q (190.892937 sec): 3 clusters Score: Raw -88317332.617580 + Penalty 33329.419058 = -88284003.198522 nChanged 34 SP:Iteration 67Q (191.986523 sec): 3 clusters Score: Raw -88317333.791784 + Penalty 33329.419058 = -88284004.372726 nChanged 36 SP:Iteration 68Q (193.060585 sec): 3 clusters Score: Raw -88317335.043813 + Penalty 33329.419058 = -88284005.624755 nChanged 31 SP:Iteration 69Q (194.244367 sec): 3 clusters Score: Raw -88317335.923904 + Penalty 33329.419058 = -88284006.504846 nChanged 28 SP:Iteration 70Q (195.420493 sec): 3 clusters Score: Raw -88317336.776640 + Penalty 33329.419058 = -88284007.357582 nChanged 28 SP:Iteration 71Q (196.602001 sec): 3 clusters Score: Raw -88317337.669657 + Penalty 33329.419058 = -88284008.250599 nChanged 28 SP:Iteration 72Q (197.702964 sec): 3 clusters Score: Raw -88317338.711478 + Penalty 33329.419058 = -88284009.292420 nChanged 33 SP:Iteration 73Q (198.867225 sec): 3 clusters Score: Raw -88317339.923503 + Penalty 33329.419058 = -88284010.504445 nChanged 37 SP:Iteration 74Q (199.989478 sec): 3 clusters Score: Raw -88317341.165417 + Penalty 33329.419058 = -88284011.746359 nChanged 38 SP:Iteration 75Q (201.105874 sec): 3 clusters Score: Raw -88317342.436752 + Penalty 33329.419058 = -88284013.017694 nChanged 32 SP:Iteration 76Q (202.251016 sec): 3 clusters Score: Raw -88317343.382285 + Penalty 33329.419058 = -88284013.963227 nChanged 18 SP:Iteration 77Q (203.370838 sec): 3 clusters Score: Raw -88317343.964690 + Penalty 33329.419058 = -88284014.545632 nChanged 29 SP:Iteration 78Q (204.520213 sec): 3 clusters Score: Raw -88317344.995214 + Penalty 33329.419058 = -88284015.576156 nChanged 23 SP:Iteration 79Q (205.666771 sec): 3 clusters Score: Raw -88317345.726177 + Penalty 33329.419058 = -88284016.307119 nChanged 22 SP:Iteration 80F (206.784597 sec): 3 clusters Score: Raw -88317346.489374 + Penalty 33329.419058 = -88284017.070316 nChanged 23 SP:Iteration 81Q (207.876574 sec): 3 clusters Score: Raw -88317347.171308 + Penalty 33329.419058 = -88284017.752250 nChanged 12 SP:Iteration 82Q (209.071225 sec): 3 clusters Score: Raw -88317347.561997 + Penalty 33329.419058 = -88284018.142939 nChanged 12 SP:Iteration 83Q (210.213629 sec): 3 clusters Score: Raw -88317347.972247 + Penalty 33329.419058 = -88284018.553189 nChanged 27 SP:Iteration 84Q (211.341443 sec): 3 clusters Score: Raw -88317348.762405 + Penalty 33329.419058 = -88284019.343347 nChanged 22 SP:Iteration 85Q (212.377340 sec): 3 clusters Score: Raw -88317349.377051 + Penalty 33329.419058 = -88284019.957993 nChanged 22 SP:Iteration 86Q (213.400435 sec): 3 clusters Score: Raw -88317350.089378 + Penalty 33329.419058 = -88284020.670320 nChanged 22 SP:Iteration 87Q (214.419018 sec): 3 clusters Score: Raw -88317350.816812 + Penalty 33329.419058 = -88284021.397754 nChanged 24 SP:Iteration 88Q (215.439745 sec): 3 clusters Score: Raw -88317351.696587 + Penalty 33329.419058 = -88284022.277529 nChanged 33 SP:Iteration 89Q (216.474504 sec): 3 clusters Score: Raw -88317353.003121 + Penalty 33329.419058 = -88284023.584063 nChanged 35 SP:Iteration 90Q (217.630433 sec): 3 clusters Score: Raw -88317354.305699 + Penalty 33329.419058 = -88284024.886641 nChanged 32 SP:Iteration 91Q (218.761875 sec): 3 clusters Score: Raw -88317355.401283 + Penalty 33329.419058 = -88284025.982225 nChanged 23 SP:Iteration 92Q (219.887852 sec): 3 clusters Score: Raw -88317356.102676 + Penalty 33329.419058 = -88284026.683618 nChanged 10 SP:Iteration 93Q (220.999336 sec): 3 clusters Score: Raw -88317356.418720 + Penalty 33329.419058 = -88284026.999662 nChanged 6 SP:Iteration 94Q (222.194313 sec): 3 clusters Score: Raw -88317356.610550 + Penalty 33329.419058 = -88284027.191492 nChanged 3 SP:Iteration 95Q (223.244270 sec): 3 clusters Score: Raw -88317356.673253 + Penalty 33329.419058 = -88284027.254195 nChanged 7 SP:Iteration 96Q (224.257795 sec): 3 clusters Score: Raw -88317356.849023 + Penalty 33329.419058 = -88284027.429965 nChanged 1 SP:Iteration 97Q (225.274843 sec): 3 clusters Score: Raw -88317356.875658 + Penalty 33329.419058 = -88284027.456600 nChanged 5 SP:Iteration 98Q (226.337227 sec): 3 clusters Score: Raw -88317357.059178 + Penalty 33329.419058 = -88284027.640120 nChanged 4 SP:Iteration 99Q (227.470669 sec): 3 clusters Score: Raw -88317357.214901 + Penalty 33329.419058 = -88284027.795843 nChanged 2 SP:Iteration 100F (228.526712 sec): 3 clusters Score: Raw -88317357.279423 + Penalty 33329.419058 = -88284027.860365 nChanged 2 SP:Iteration 101Q (229.557603 sec): 3 clusters Score: Raw -88317357.329379 + Penalty 33329.419058 = -88284027.910321 nChanged 1 SP:Iteration 102Q (230.605790 sec): 3 clusters Score: Raw -88317357.376188 + Penalty 33329.419058 = -88284027.957131 nChanged 2 SP:Iteration 103Q (231.740551 sec): 3 clusters Score: Raw -88317357.427654 + Penalty 33329.419058 = -88284028.008596 nChanged 1 SP:Iteration 104Q (232.921677 sec): 3 clusters Score: Raw -88317357.452953 + Penalty 33329.419058 = -88284028.033895 nChanged 2 SP:Iteration 105Q (234.099079 sec): 3 clusters Score: Raw -88317357.512165 + Penalty 33329.419058 = -88284028.093107 nChanged 2 SP:Iteration 106Q (235.239991 sec): 3 clusters Score: Raw -88317357.590201 + Penalty 33329.419058 = -88284028.171143 nChanged 4 SP:Iteration 107Q (236.306612 sec): 3 clusters Score: Raw -88317357.702207 + Penalty 33329.419058 = -88284028.283149 nChanged 3 SP:Iteration 108Q (237.375463 sec): 3 clusters Score: Raw -88317357.855585 + Penalty 33329.419058 = -88284028.436527 nChanged 3 SP:Iteration 109Q (238.540798 sec): 3 clusters Score: Raw -88317357.937823 + Penalty 33329.419058 = -88284028.518765 nChanged 3 SP:Iteration 110Q (239.701780 sec): 3 clusters Score: Raw -88317358.036064 + Penalty 33329.419058 = -88284028.617006 nChanged 3 SP:Iteration 111Q (240.849765 sec): 3 clusters Score: Raw -88317358.108604 + Penalty 33329.419058 = -88284028.689546 nChanged 0 SP:Iteration 112F (241.898153 sec): 3 clusters Score: Raw -88317358.108604 + Penalty 33329.419058 = -88284028.689546 nChanged 0 Trying to split cluster 8 (2486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (241.955161 sec): 2 clusters Score: Raw -957868.568996 + Penalty 10558.790082 = -947309.778914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (241.997374 sec): 3 clusters Score: Raw -958704.877720 + Penalty 21117.580165 = -937587.297555 nChanged 404 SP:Iteration 1F (242.058994 sec): 3 clusters Score: Raw -962798.844945 + Penalty 21117.580165 = -941681.264781 nChanged 188 SP:Iteration 2F (242.106585 sec): 3 clusters Score: Raw -963425.658676 + Penalty 21117.580165 = -942308.078511 nChanged 112 SP:Iteration 3Q (242.159771 sec): 3 clusters Score: Raw -963746.397101 + Penalty 21117.580165 = -942628.816936 nChanged 49 SP:Iteration 4Q (242.206257 sec): 3 clusters Score: Raw -963878.766698 + Penalty 21117.580165 = -942761.186534 nChanged 29 SP:Iteration 5Q (242.252961 sec): 3 clusters Score: Raw -963952.353133 + Penalty 21117.580165 = -942834.772968 nChanged 15 SP:Iteration 6Q (242.302640 sec): 3 clusters Score: Raw -963991.206430 + Penalty 21117.580165 = -942873.626265 nChanged 10 SP:Iteration 7Q (242.361990 sec): 3 clusters Score: Raw -964022.094269 + Penalty 21117.580165 = -942904.514104 nChanged 9 SP:Iteration 8Q (242.417552 sec): 3 clusters Score: Raw -964046.308747 + Penalty 21117.580165 = -942928.728583 nChanged 15 SP:Iteration 9Q (242.460690 sec): 3 clusters Score: Raw -964094.650376 + Penalty 21117.580165 = -942977.070211 nChanged 18 SP:Iteration 10Q (242.524289 sec): 3 clusters Score: Raw -964153.573592 + Penalty 21117.580165 = -943035.993427 nChanged 10 SP:Iteration 11Q (242.571675 sec): 3 clusters Score: Raw -964184.365762 + Penalty 21117.580165 = -943066.785598 nChanged 8 SP:Iteration 12Q (242.622813 sec): 3 clusters Score: Raw -964204.858597 + Penalty 21117.580165 = -943087.278432 nChanged 5 SP:Iteration 13Q (242.675875 sec): 3 clusters Score: Raw -964215.478379 + Penalty 21117.580165 = -943097.898214 nChanged 5 SP:Iteration 14Q (242.726553 sec): 3 clusters Score: Raw -964227.516115 + Penalty 21117.580165 = -943109.935950 nChanged 3 SP:Iteration 15Q (242.787944 sec): 3 clusters Score: Raw -964237.245615 + Penalty 21117.580165 = -943119.665451 nChanged 2 SP:Iteration 16Q (242.841156 sec): 3 clusters Score: Raw -964244.066538 + Penalty 21117.580165 = -943126.486373 nChanged 1 SP:Iteration 17Q (242.899909 sec): 3 clusters Score: Raw -964245.776063 + Penalty 21117.580165 = -943128.195898 nChanged 1 SP:Iteration 18Q (242.953896 sec): 3 clusters Score: Raw -964246.915224 + Penalty 21117.580165 = -943129.335060 nChanged 0 SP:Iteration 19F (243.008970 sec): 3 clusters Score: Raw -964246.915224 + Penalty 21117.580165 = -943129.335060 nChanged 0 Trying to split cluster 13 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (243.022201 sec): 2 clusters Score: Raw -74196.649404 + Penalty 6967.304182 = -67229.345223 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (84 points): covariance matrix is singular Unmasked E-step: Deleting class 2 (90 points): covariance matrix is singular SP:Iteration 0F (243.023429 sec): 3 clusters Score: Raw -74196.649404 + Penalty 13934.608363 = -60262.041041 nChanged 90 SP:Iteration 1F (243.024121 sec): 1 clusters Score: Raw 898.672740 + Penalty 0.000000 = 898.672740 nChanged 174 SP:Iteration 2F (243.024797 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Trying to split cluster 14 (13987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (243.109571 sec): 2 clusters Score: Raw -5176435.385948 + Penalty 12891.715810 = -5163543.670139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (243.212435 sec): 3 clusters Score: Raw -5171744.575797 + Penalty 25783.431619 = -5145961.144178 nChanged 4800 SP:Iteration 1F (243.328960 sec): 3 clusters Score: Raw -5175222.754609 + Penalty 25783.431619 = -5149439.322990 nChanged 1159 SP:Iteration 2F (243.447542 sec): 3 clusters Score: Raw -5176338.796065 + Penalty 25783.431619 = -5150555.364445 nChanged 800 SP:Iteration 3F (243.560148 sec): 3 clusters Score: Raw -5177189.436797 + Penalty 25783.431619 = -5151406.005178 nChanged 745 SP:Iteration 4F (243.668065 sec): 3 clusters Score: Raw -5178132.786521 + Penalty 25783.431619 = -5152349.354902 nChanged 760 SP:Iteration 5F (243.784361 sec): 3 clusters Score: Raw -5179202.300838 + Penalty 25783.431619 = -5153418.869219 nChanged 781 SP:Iteration 6F (243.895860 sec): 3 clusters Score: Raw -5180305.623446 + Penalty 25783.431619 = -5154522.191827 nChanged 732 SP:Iteration 7F (244.014650 sec): 3 clusters Score: Raw -5181410.948332 + Penalty 25783.431619 = -5155627.516713 nChanged 598 SP:Iteration 8Q (244.134838 sec): 3 clusters Score: Raw -5182358.204986 + Penalty 25783.431619 = -5156574.773367 nChanged 446 SP:Iteration 9Q (244.238005 sec): 3 clusters Score: Raw -5182985.045216 + Penalty 25783.431619 = -5157201.613596 nChanged 293 SP:Iteration 10Q (244.348449 sec): 3 clusters Score: Raw -5183313.044782 + Penalty 25783.431619 = -5157529.613162 nChanged 183 SP:Iteration 11Q (244.469803 sec): 3 clusters Score: Raw -5183491.576802 + Penalty 25783.431619 = -5157708.145182 nChanged 100 SP:Iteration 12Q (244.573900 sec): 3 clusters Score: Raw -5183590.619449 + Penalty 25783.431619 = -5157807.187830 nChanged 71 SP:Iteration 13Q (244.678559 sec): 3 clusters Score: Raw -5183658.033093 + Penalty 25783.431619 = -5157874.601474 nChanged 41 SP:Iteration 14Q (244.777202 sec): 3 clusters Score: Raw -5183691.170243 + Penalty 25783.431619 = -5157907.738623 nChanged 28 SP:Iteration 15Q (244.891552 sec): 3 clusters Score: Raw -5183712.669922 + Penalty 25783.431619 = -5157929.238303 nChanged 15 SP:Iteration 16Q (245.003229 sec): 3 clusters Score: Raw -5183725.929101 + Penalty 25783.431619 = -5157942.497482 nChanged 12 SP:Iteration 17Q (245.108284 sec): 3 clusters Score: Raw -5183736.607976 + Penalty 25783.431619 = -5157953.176357 nChanged 9 SP:Iteration 18Q (245.221068 sec): 3 clusters Score: Raw -5183744.886458 + Penalty 25783.431619 = -5157961.454839 nChanged 11 SP:Iteration 19Q (245.329137 sec): 3 clusters Score: Raw -5183754.206337 + Penalty 25783.431619 = -5157970.774718 nChanged 7 SP:Iteration 20F (245.442571 sec): 3 clusters Score: Raw -5183760.330429 + Penalty 25783.431619 = -5157976.898810 nChanged 7 SP:Iteration 21Q (245.547780 sec): 3 clusters Score: Raw -5183765.419731 + Penalty 25783.431619 = -5157981.988112 nChanged 3 SP:Iteration 22Q (245.658214 sec): 3 clusters Score: Raw -5183767.846987 + Penalty 25783.431619 = -5157984.415368 nChanged 3 SP:Iteration 23Q (245.767783 sec): 3 clusters Score: Raw -5183770.037217 + Penalty 25783.431619 = -5157986.605598 nChanged 5 SP:Iteration 24Q (245.875226 sec): 3 clusters Score: Raw -5183774.125697 + Penalty 25783.431619 = -5157990.694078 nChanged 2 SP:Iteration 25Q (245.981443 sec): 3 clusters Score: Raw -5183775.309599 + Penalty 25783.431619 = -5157991.877980 nChanged 1 SP:Iteration 26Q (246.088059 sec): 3 clusters Score: Raw -5183777.234105 + Penalty 25783.431619 = -5157993.802486 nChanged 1 SP:Iteration 27Q (246.198313 sec): 3 clusters Score: Raw -5183778.143417 + Penalty 25783.431619 = -5157994.711798 nChanged 3 SP:Iteration 28Q (246.303669 sec): 3 clusters Score: Raw -5183780.320858 + Penalty 25783.431619 = -5157996.889239 nChanged 3 SP:Iteration 29Q (246.405028 sec): 3 clusters Score: Raw -5183783.935780 + Penalty 25783.431619 = -5158000.504161 nChanged 2 SP:Iteration 30Q (246.510608 sec): 3 clusters Score: Raw -5183785.704987 + Penalty 25783.431619 = -5158002.273368 nChanged 2 SP:Iteration 31Q (246.618828 sec): 3 clusters Score: Raw -5183787.514432 + Penalty 25783.431619 = -5158004.082813 nChanged 2 SP:Iteration 32Q (246.728925 sec): 3 clusters Score: Raw -5183789.028722 + Penalty 25783.431619 = -5158005.597103 nChanged 4 SP:Iteration 33Q (246.830972 sec): 3 clusters Score: Raw -5183792.481627 + Penalty 25783.431619 = -5158009.050008 nChanged 3 SP:Iteration 34Q (246.941200 sec): 3 clusters Score: Raw -5183795.870922 + Penalty 25783.431619 = -5158012.439302 nChanged 1 SP:Iteration 35Q (247.036700 sec): 3 clusters Score: Raw -5183797.098777 + Penalty 25783.431619 = -5158013.667158 nChanged 4 SP:Iteration 36Q (247.140921 sec): 3 clusters Score: Raw -5183799.574574 + Penalty 25783.431619 = -5158016.142955 nChanged 3 SP:Iteration 37Q (247.251614 sec): 3 clusters Score: Raw -5183802.089974 + Penalty 25783.431619 = -5158018.658355 nChanged 0 SP:Iteration 38F (247.356719 sec): 3 clusters Score: Raw -5183802.089974 + Penalty 25783.431619 = -5158018.658355 nChanged 0 Trying to split cluster 15 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (247.390186 sec): 2 clusters Score: Raw -91809.112740 + Penalty 7418.379479 = -84390.733261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (247.435924 sec): 3 clusters Score: Raw -94394.132703 + Penalty 14836.758958 = -79557.373745 nChanged 21 SP:Iteration 1F (247.481100 sec): 3 clusters Score: Raw -94632.201559 + Penalty 14836.758958 = -79795.442601 nChanged 0 Trying to split cluster 16 (12095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (247.550067 sec): 2 clusters Score: Raw -4610705.987903 + Penalty 12695.439295 = -4598010.548608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (247.656041 sec): 3 clusters Score: Raw -4606041.887021 + Penalty 25390.878590 = -4580651.008431 nChanged 3854 SP:Iteration 1F (247.756290 sec): 3 clusters Score: Raw -4608666.027961 + Penalty 25390.878590 = -4583275.149372 nChanged 912 SP:Iteration 2F (247.856414 sec): 3 clusters Score: Raw -4609420.237939 + Penalty 25390.878590 = -4584029.359349 nChanged 549 SP:Iteration 3Q (247.959462 sec): 3 clusters Score: Raw -4609880.198836 + Penalty 25390.878590 = -4584489.320247 nChanged 364 SP:Iteration 4Q (248.069534 sec): 3 clusters Score: Raw -4610198.281239 + Penalty 25390.878590 = -4584807.402649 nChanged 344 SP:Iteration 5Q (248.174485 sec): 3 clusters Score: Raw -4610475.298543 + Penalty 25390.878590 = -4585084.419954 nChanged 276 SP:Iteration 6Q (248.266692 sec): 3 clusters Score: Raw -4610721.922345 + Penalty 25390.878590 = -4585331.043756 nChanged 286 SP:Iteration 7Q (248.372581 sec): 3 clusters Score: Raw -4610985.740049 + Penalty 25390.878590 = -4585594.861459 nChanged 304 SP:Iteration 8Q (248.464184 sec): 3 clusters Score: Raw -4611276.743105 + Penalty 25390.878590 = -4585885.864516 nChanged 342 SP:Iteration 9Q (248.570567 sec): 3 clusters Score: Raw -4611636.971568 + Penalty 25390.878590 = -4586246.092978 nChanged 351 SP:Iteration 10Q (248.671279 sec): 3 clusters Score: Raw -4611997.949030 + Penalty 25390.878590 = -4586607.070440 nChanged 368 SP:Iteration 11Q (248.782566 sec): 3 clusters Score: Raw -4612405.721392 + Penalty 25390.878590 = -4587014.842803 nChanged 408 SP:Iteration 12Q (248.883097 sec): 3 clusters Score: Raw -4612906.122337 + Penalty 25390.878590 = -4587515.243748 nChanged 475 SP:Iteration 13Q (248.990107 sec): 3 clusters Score: Raw -4613482.181996 + Penalty 25390.878590 = -4588091.303407 nChanged 469 SP:Iteration 14Q (249.088433 sec): 3 clusters Score: Raw -4614030.804712 + Penalty 25390.878590 = -4588639.926122 nChanged 405 SP:Iteration 15Q (249.183654 sec): 3 clusters Score: Raw -4614528.076571 + Penalty 25390.878590 = -4589137.197981 nChanged 373 SP:Iteration 16Q (249.285569 sec): 3 clusters Score: Raw -4614951.037759 + Penalty 25390.878590 = -4589560.159169 nChanged 298 SP:Iteration 17Q (249.379670 sec): 3 clusters Score: Raw -4615275.464102 + Penalty 25390.878590 = -4589884.585513 nChanged 261 SP:Iteration 18Q (249.469926 sec): 3 clusters Score: Raw -4615552.589370 + Penalty 25390.878590 = -4590161.710781 nChanged 232 SP:Iteration 19Q (249.570907 sec): 3 clusters Score: Raw -4615802.941437 + Penalty 25390.878590 = -4590412.062848 nChanged 198 SP:Iteration 20F (249.659568 sec): 3 clusters Score: Raw -4615992.866324 + Penalty 25390.878590 = -4590601.987734 nChanged 172 SP:Iteration 21Q (249.759239 sec): 3 clusters Score: Raw -4616162.272432 + Penalty 25390.878590 = -4590771.393842 nChanged 176 SP:Iteration 22Q (249.869062 sec): 3 clusters Score: Raw -4616334.744484 + Penalty 25390.878590 = -4590943.865894 nChanged 163 SP:Iteration 23Q (249.957804 sec): 3 clusters Score: Raw -4616494.122139 + Penalty 25390.878590 = -4591103.243550 nChanged 165 SP:Iteration 24Q (250.060703 sec): 3 clusters Score: Raw -4616645.514953 + Penalty 25390.878590 = -4591254.636364 nChanged 127 SP:Iteration 25Q (250.165450 sec): 3 clusters Score: Raw -4616756.854476 + Penalty 25390.878590 = -4591365.975887 nChanged 123 SP:Iteration 26Q (250.254814 sec): 3 clusters Score: Raw -4616858.053152 + Penalty 25390.878590 = -4591467.174563 nChanged 98 SP:Iteration 27Q (250.365274 sec): 3 clusters Score: Raw -4616939.509470 + Penalty 25390.878590 = -4591548.630881 nChanged 86 SP:Iteration 28Q (250.460066 sec): 3 clusters Score: Raw -4617007.280166 + Penalty 25390.878590 = -4591616.401576 nChanged 85 SP:Iteration 29Q (250.549067 sec): 3 clusters Score: Raw -4617078.343472 + Penalty 25390.878590 = -4591687.464882 nChanged 80 SP:Iteration 30Q (250.647663 sec): 3 clusters Score: Raw -4617152.761656 + Penalty 25390.878590 = -4591761.883066 nChanged 79 SP:Iteration 31Q (250.744516 sec): 3 clusters Score: Raw -4617218.845743 + Penalty 25390.878590 = -4591827.967153 nChanged 74 SP:Iteration 32Q (250.847060 sec): 3 clusters Score: Raw -4617272.760172 + Penalty 25390.878590 = -4591881.881583 nChanged 66 SP:Iteration 33Q (250.938251 sec): 3 clusters Score: Raw -4617321.687366 + Penalty 25390.878590 = -4591930.808777 nChanged 49 SP:Iteration 34Q (251.040656 sec): 3 clusters Score: Raw -4617356.149249 + Penalty 25390.878590 = -4591965.270659 nChanged 49 SP:Iteration 35Q (251.136628 sec): 3 clusters Score: Raw -4617391.857866 + Penalty 25390.878590 = -4592000.979276 nChanged 52 SP:Iteration 36Q (251.226452 sec): 3 clusters Score: Raw -4617428.609828 + Penalty 25390.878590 = -4592037.731238 nChanged 49 SP:Iteration 37Q (251.321763 sec): 3 clusters Score: Raw -4617460.893386 + Penalty 25390.878590 = -4592070.014797 nChanged 37 SP:Iteration 38Q (251.421125 sec): 3 clusters Score: Raw -4617485.923947 + Penalty 25390.878590 = -4592095.045357 nChanged 22 SP:Iteration 39Q (251.529133 sec): 3 clusters Score: Raw -4617498.123390 + Penalty 25390.878590 = -4592107.244800 nChanged 15 SP:Iteration 40F (251.624683 sec): 3 clusters Score: Raw -4617507.526016 + Penalty 25390.878590 = -4592116.647427 nChanged 14 SP:Iteration 41Q (251.726364 sec): 3 clusters Score: Raw -4617515.675676 + Penalty 25390.878590 = -4592124.797087 nChanged 15 SP:Iteration 42Q (251.832758 sec): 3 clusters Score: Raw -4617525.018996 + Penalty 25390.878590 = -4592134.140407 nChanged 20 SP:Iteration 43Q (251.934787 sec): 3 clusters Score: Raw -4617540.635152 + Penalty 25390.878590 = -4592149.756562 nChanged 21 SP:Iteration 44Q (252.027732 sec): 3 clusters Score: Raw -4617555.705098 + Penalty 25390.878590 = -4592164.826508 nChanged 27 SP:Iteration 45Q (252.129984 sec): 3 clusters Score: Raw -4617572.942435 + Penalty 25390.878590 = -4592182.063845 nChanged 11 SP:Iteration 46Q (252.234218 sec): 3 clusters Score: Raw -4617579.855206 + Penalty 25390.878590 = -4592188.976616 nChanged 11 SP:Iteration 47Q (252.334606 sec): 3 clusters Score: Raw -4617586.733506 + Penalty 25390.878590 = -4592195.854916 nChanged 14 SP:Iteration 48Q (252.425296 sec): 3 clusters Score: Raw -4617597.276483 + Penalty 25390.878590 = -4592206.397893 nChanged 16 SP:Iteration 49Q (252.514055 sec): 3 clusters Score: Raw -4617608.504499 + Penalty 25390.878590 = -4592217.625909 nChanged 12 SP:Iteration 50Q (252.620070 sec): 3 clusters Score: Raw -4617616.124125 + Penalty 25390.878590 = -4592225.245536 nChanged 12 SP:Iteration 51Q (252.706330 sec): 3 clusters Score: Raw -4617623.579219 + Penalty 25390.878590 = -4592232.700630 nChanged 13 SP:Iteration 52Q (252.799878 sec): 3 clusters Score: Raw -4617632.101206 + Penalty 25390.878590 = -4592241.222617 nChanged 14 SP:Iteration 53Q (252.893573 sec): 3 clusters Score: Raw -4617641.959158 + Penalty 25390.878590 = -4592251.080568 nChanged 18 SP:Iteration 54Q (252.980968 sec): 3 clusters Score: Raw -4617653.701154 + Penalty 25390.878590 = -4592262.822564 nChanged 21 SP:Iteration 55Q (253.073513 sec): 3 clusters Score: Raw -4617668.201947 + Penalty 25390.878590 = -4592277.323357 nChanged 15 SP:Iteration 56Q (253.168275 sec): 3 clusters Score: Raw -4617679.457854 + Penalty 25390.878590 = -4592288.579265 nChanged 15 SP:Iteration 57Q (253.261918 sec): 3 clusters Score: Raw -4617689.381720 + Penalty 25390.878590 = -4592298.503131 nChanged 12 SP:Iteration 58Q (253.350565 sec): 3 clusters Score: Raw -4617697.528140 + Penalty 25390.878590 = -4592306.649551 nChanged 7 SP:Iteration 59Q (253.444144 sec): 3 clusters Score: Raw -4617700.778021 + Penalty 25390.878590 = -4592309.899432 nChanged 2 SP:Iteration 60F (253.561500 sec): 3 clusters Score: Raw -4617701.634335 + Penalty 25390.878590 = -4592310.755746 nChanged 5 SP:Iteration 61Q (253.658508 sec): 3 clusters Score: Raw -4617704.405847 + Penalty 25390.878590 = -4592313.527257 nChanged 6 SP:Iteration 62Q (253.761608 sec): 3 clusters Score: Raw -4617708.041500 + Penalty 25390.878590 = -4592317.162911 nChanged 6 SP:Iteration 63Q (253.853985 sec): 3 clusters Score: Raw -4617711.731758 + Penalty 25390.878590 = -4592320.853169 nChanged 2 SP:Iteration 64Q (253.959971 sec): 3 clusters Score: Raw -4617713.088626 + Penalty 25390.878590 = -4592322.210037 nChanged 3 SP:Iteration 65Q (254.062165 sec): 3 clusters Score: Raw -4617715.041644 + Penalty 25390.878590 = -4592324.163054 nChanged 2 SP:Iteration 66Q (254.152058 sec): 3 clusters Score: Raw -4617716.198781 + Penalty 25390.878590 = -4592325.320191 nChanged 0 SP:Iteration 67F (254.243931 sec): 3 clusters Score: Raw -4617716.198781 + Penalty 25390.878590 = -4592325.320191 nChanged 0 Trying to split cluster 18 (2994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (254.282311 sec): 2 clusters Score: Raw -1061522.614694 + Penalty 10809.895696 = -1050712.718998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (254.338936 sec): 3 clusters Score: Raw -1061790.047150 + Penalty 21619.791391 = -1040170.255759 nChanged 551 SP:Iteration 1F (254.383009 sec): 3 clusters Score: Raw -1063543.281465 + Penalty 21619.791391 = -1041923.490074 nChanged 227 SP:Iteration 2F (254.427040 sec): 3 clusters Score: Raw -1064151.744577 + Penalty 21619.791391 = -1042531.953186 nChanged 131 SP:Iteration 3Q (254.470397 sec): 3 clusters Score: Raw -1064521.938263 + Penalty 21619.791391 = -1042902.146872 nChanged 105 SP:Iteration 4Q (254.520918 sec): 3 clusters Score: Raw -1064810.384514 + Penalty 21619.791391 = -1043190.593123 nChanged 80 SP:Iteration 5Q (254.583954 sec): 3 clusters Score: Raw -1065051.152408 + Penalty 21619.791391 = -1043431.361017 nChanged 62 SP:Iteration 6Q (254.635624 sec): 3 clusters Score: Raw -1065261.382906 + Penalty 21619.791391 = -1043641.591515 nChanged 64 SP:Iteration 7Q (254.678012 sec): 3 clusters Score: Raw -1065446.078838 + Penalty 21619.791391 = -1043826.287447 nChanged 58 SP:Iteration 8Q (254.734439 sec): 3 clusters Score: Raw -1065631.122040 + Penalty 21619.791391 = -1044011.330649 nChanged 44 SP:Iteration 9Q (254.795908 sec): 3 clusters Score: Raw -1065808.390335 + Penalty 21619.791391 = -1044188.598944 nChanged 42 SP:Iteration 10Q (254.853630 sec): 3 clusters Score: Raw -1065979.700606 + Penalty 21619.791391 = -1044359.909215 nChanged 40 SP:Iteration 11Q (254.907775 sec): 3 clusters Score: Raw -1066117.495812 + Penalty 21619.791391 = -1044497.704421 nChanged 36 SP:Iteration 12Q (254.960534 sec): 3 clusters Score: Raw -1066272.705253 + Penalty 21619.791391 = -1044652.913862 nChanged 30 SP:Iteration 13Q (255.002617 sec): 3 clusters Score: Raw -1066373.957018 + Penalty 21619.791391 = -1044754.165627 nChanged 23 SP:Iteration 14Q (255.052803 sec): 3 clusters Score: Raw -1066452.168148 + Penalty 21619.791391 = -1044832.376757 nChanged 21 SP:Iteration 15Q (255.120418 sec): 3 clusters Score: Raw -1066527.164769 + Penalty 21619.791391 = -1044907.373378 nChanged 13 SP:Iteration 16Q (255.178294 sec): 3 clusters Score: Raw -1066554.956730 + Penalty 21619.791391 = -1044935.165339 nChanged 8 SP:Iteration 17Q (255.226446 sec): 3 clusters Score: Raw -1066575.378728 + Penalty 21619.791391 = -1044955.587337 nChanged 8 SP:Iteration 18Q (255.282855 sec): 3 clusters Score: Raw -1066598.856505 + Penalty 21619.791391 = -1044979.065114 nChanged 7 SP:Iteration 19Q (255.351351 sec): 3 clusters Score: Raw -1066617.171784 + Penalty 21619.791391 = -1044997.380393 nChanged 8 SP:Iteration 20F (255.410760 sec): 3 clusters Score: Raw -1066642.178161 + Penalty 21619.791391 = -1045022.386770 nChanged 9 SP:Iteration 21Q (255.468661 sec): 3 clusters Score: Raw -1066670.212942 + Penalty 21619.791391 = -1045050.421551 nChanged 12 SP:Iteration 22Q (255.526046 sec): 3 clusters Score: Raw -1066729.714783 + Penalty 21619.791391 = -1045109.923392 nChanged 13 SP:Iteration 23Q (255.583489 sec): 3 clusters Score: Raw -1066758.741262 + Penalty 21619.791391 = -1045138.949871 nChanged 12 SP:Iteration 24Q (255.631417 sec): 3 clusters Score: Raw -1066794.952252 + Penalty 21619.791391 = -1045175.160861 nChanged 17 SP:Iteration 25Q (255.700377 sec): 3 clusters Score: Raw -1066827.421304 + Penalty 21619.791391 = -1045207.629913 nChanged 13 SP:Iteration 26Q (255.747302 sec): 3 clusters Score: Raw -1066882.633386 + Penalty 21619.791391 = -1045262.841995 nChanged 20 SP:Iteration 27Q (255.805911 sec): 3 clusters Score: Raw -1066941.180044 + Penalty 21619.791391 = -1045321.388653 nChanged 25 SP:Iteration 28Q (255.872140 sec): 3 clusters Score: Raw -1067012.536121 + Penalty 21619.791391 = -1045392.744730 nChanged 37 SP:Iteration 29Q (255.927280 sec): 3 clusters Score: Raw -1067121.483779 + Penalty 21619.791391 = -1045501.692388 nChanged 45 SP:Iteration 30Q (255.987114 sec): 3 clusters Score: Raw -1067266.219017 + Penalty 21619.791391 = -1045646.427626 nChanged 52 SP:Iteration 31Q (256.046345 sec): 3 clusters Score: Raw -1067427.535629 + Penalty 21619.791391 = -1045807.744238 nChanged 58 SP:Iteration 32Q (256.103176 sec): 3 clusters Score: Raw -1067642.411985 + Penalty 21619.791391 = -1046022.620594 nChanged 78 SP:Iteration 33Q (256.161097 sec): 3 clusters Score: Raw -1067966.344625 + Penalty 21619.791391 = -1046346.553234 nChanged 109 SP:Iteration 34Q (256.214983 sec): 3 clusters Score: Raw -1068443.484758 + Penalty 21619.791391 = -1046823.693367 nChanged 109 SP:Iteration 35Q (256.275093 sec): 3 clusters Score: Raw -1069060.424669 + Penalty 21619.791391 = -1047440.633278 nChanged 143 SP:Iteration 36Q (256.322448 sec): 3 clusters Score: Raw -1069848.033005 + Penalty 21619.791391 = -1048228.241614 nChanged 115 SP:Iteration 37Q (256.384319 sec): 3 clusters Score: Raw -1070607.127972 + Penalty 21619.791391 = -1048987.336581 nChanged 100 SP:Iteration 38Q (256.442685 sec): 3 clusters Score: Raw -1071314.035985 + Penalty 21619.791391 = -1049694.244594 nChanged 64 SP:Iteration 39Q (256.500107 sec): 3 clusters Score: Raw -1071727.391856 + Penalty 21619.791391 = -1050107.600465 nChanged 49 SP:Iteration 40F (256.556624 sec): 3 clusters Score: Raw -1072002.742216 + Penalty 21619.791391 = -1050382.950825 nChanged 41 SP:Iteration 41Q (256.608318 sec): 3 clusters Score: Raw -1072145.003033 + Penalty 21619.791391 = -1050525.211642 nChanged 15 SP:Iteration 42Q (256.664607 sec): 3 clusters Score: Raw -1072183.476318 + Penalty 21619.791391 = -1050563.684927 nChanged 13 SP:Iteration 43Q (256.708102 sec): 3 clusters Score: Raw -1072218.668932 + Penalty 21619.791391 = -1050598.877541 nChanged 3 SP:Iteration 44Q (256.758940 sec): 3 clusters Score: Raw -1072226.504240 + Penalty 21619.791391 = -1050606.712849 nChanged 3 SP:Iteration 45Q (256.809003 sec): 3 clusters Score: Raw -1072235.524004 + Penalty 21619.791391 = -1050615.732613 nChanged 1 SP:Iteration 46Q (256.853827 sec): 3 clusters Score: Raw -1072238.469517 + Penalty 21619.791391 = -1050618.678126 nChanged 0 SP:Iteration 47F (256.908973 sec): 3 clusters Score: Raw -1072238.469517 + Penalty 21619.791391 = -1050618.678126 nChanged 0 Trying to split cluster 19 (40953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (257.067589 sec): 2 clusters Score: Raw -15712548.426930 + Penalty 14342.553558 = -15698205.873372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (257.315410 sec): 3 clusters Score: Raw -15691390.933791 + Penalty 28685.107116 = -15662705.826675 nChanged 16509 SP:Iteration 1F (257.565706 sec): 3 clusters Score: Raw -15700354.921255 + Penalty 28685.107116 = -15671669.814139 nChanged 2672 SP:Iteration 2F (257.799849 sec): 3 clusters Score: Raw -15701617.353329 + Penalty 28685.107116 = -15672932.246212 nChanged 1864 SP:Iteration 3Q (258.029420 sec): 3 clusters Score: Raw -15702439.883442 + Penalty 28685.107116 = -15673754.776325 nChanged 1488 SP:Iteration 4Q (258.288231 sec): 3 clusters Score: Raw -15703051.265789 + Penalty 28685.107116 = -15674366.158672 nChanged 1167 SP:Iteration 5Q (258.526743 sec): 3 clusters Score: Raw -15703517.732847 + Penalty 28685.107116 = -15674832.625731 nChanged 1065 SP:Iteration 6Q (258.769545 sec): 3 clusters Score: Raw -15703913.185785 + Penalty 28685.107116 = -15675228.078668 nChanged 914 SP:Iteration 7Q (259.005055 sec): 3 clusters Score: Raw -15704248.420818 + Penalty 28685.107116 = -15675563.313702 nChanged 849 SP:Iteration 8Q (259.241356 sec): 3 clusters Score: Raw -15704546.658481 + Penalty 28685.107116 = -15675861.551365 nChanged 810 SP:Iteration 9Q (259.470095 sec): 3 clusters Score: Raw -15704844.135567 + Penalty 28685.107116 = -15676159.028451 nChanged 796 SP:Iteration 10Q (259.706817 sec): 3 clusters Score: Raw -15705127.645344 + Penalty 28685.107116 = -15676442.538227 nChanged 782 SP:Iteration 11Q (259.959884 sec): 3 clusters Score: Raw -15705428.986313 + Penalty 28685.107116 = -15676743.879197 nChanged 833 SP:Iteration 12Q (260.194523 sec): 3 clusters Score: Raw -15705753.945022 + Penalty 28685.107116 = -15677068.837906 nChanged 875 SP:Iteration 13Q (260.439934 sec): 3 clusters Score: Raw -15706121.138796 + Penalty 28685.107116 = -15677436.031680 nChanged 968 SP:Iteration 14Q (260.680142 sec): 3 clusters Score: Raw -15706555.470827 + Penalty 28685.107116 = -15677870.363711 nChanged 1023 SP:Iteration 15Q (260.925329 sec): 3 clusters Score: Raw -15707033.009144 + Penalty 28685.107116 = -15678347.902028 nChanged 1124 SP:Iteration 16Q (261.175878 sec): 3 clusters Score: Raw -15707622.065111 + Penalty 28685.107116 = -15678936.957995 nChanged 1255 SP:Iteration 17Q (261.426541 sec): 3 clusters Score: Raw -15708356.695412 + Penalty 28685.107116 = -15679671.588296 nChanged 1341 SP:Iteration 18Q (261.687261 sec): 3 clusters Score: Raw -15709213.601118 + Penalty 28685.107116 = -15680528.494002 nChanged 1375 SP:Iteration 19Q (261.919123 sec): 3 clusters Score: Raw -15710121.661829 + Penalty 28685.107116 = -15681436.554712 nChanged 1346 SP:Iteration 20F (262.160426 sec): 3 clusters Score: Raw -15711065.072007 + Penalty 28685.107116 = -15682379.964891 nChanged 1304 SP:Iteration 21Q (262.403860 sec): 3 clusters Score: Raw -15712032.931734 + Penalty 28685.107116 = -15683347.824618 nChanged 1170 SP:Iteration 22Q (262.655250 sec): 3 clusters Score: Raw -15712845.932427 + Penalty 28685.107116 = -15684160.825310 nChanged 921 SP:Iteration 23Q (262.891829 sec): 3 clusters Score: Raw -15713452.666464 + Penalty 28685.107116 = -15684767.559348 nChanged 732 SP:Iteration 24Q (263.124501 sec): 3 clusters Score: Raw -15713902.999108 + Penalty 28685.107116 = -15685217.891992 nChanged 591 SP:Iteration 25Q (263.368130 sec): 3 clusters Score: Raw -15714247.526018 + Penalty 28685.107116 = -15685562.418902 nChanged 497 SP:Iteration 26Q (263.606117 sec): 3 clusters Score: Raw -15714520.896436 + Penalty 28685.107116 = -15685835.789320 nChanged 379 SP:Iteration 27Q (263.817756 sec): 3 clusters Score: Raw -15714700.281987 + Penalty 28685.107116 = -15686015.174871 nChanged 288 SP:Iteration 28Q (264.052966 sec): 3 clusters Score: Raw -15714828.553282 + Penalty 28685.107116 = -15686143.446165 nChanged 203 SP:Iteration 29Q (264.304189 sec): 3 clusters Score: Raw -15714914.005614 + Penalty 28685.107116 = -15686228.898497 nChanged 184 SP:Iteration 30Q (264.538372 sec): 3 clusters Score: Raw -15714985.949142 + Penalty 28685.107116 = -15686300.842026 nChanged 138 SP:Iteration 31Q (264.773131 sec): 3 clusters Score: Raw -15715041.175769 + Penalty 28685.107116 = -15686356.068653 nChanged 126 SP:Iteration 32Q (265.013557 sec): 3 clusters Score: Raw -15715089.913249 + Penalty 28685.107116 = -15686404.806133 nChanged 112 SP:Iteration 33Q (265.252072 sec): 3 clusters Score: Raw -15715128.665223 + Penalty 28685.107116 = -15686443.558107 nChanged 103 SP:Iteration 34Q (265.477686 sec): 3 clusters Score: Raw -15715167.397002 + Penalty 28685.107116 = -15686482.289885 nChanged 116 SP:Iteration 35Q (265.724078 sec): 3 clusters Score: Raw -15715209.663364 + Penalty 28685.107116 = -15686524.556248 nChanged 88 SP:Iteration 36Q (265.960899 sec): 3 clusters Score: Raw -15715241.795832 + Penalty 28685.107116 = -15686556.688716 nChanged 90 SP:Iteration 37Q (266.204187 sec): 3 clusters Score: Raw -15715274.041572 + Penalty 28685.107116 = -15686588.934456 nChanged 82 SP:Iteration 38Q (266.439025 sec): 3 clusters Score: Raw -15715302.851750 + Penalty 28685.107116 = -15686617.744633 nChanged 78 SP:Iteration 39Q (266.675418 sec): 3 clusters Score: Raw -15715329.453498 + Penalty 28685.107116 = -15686644.346381 nChanged 77 SP:Iteration 40F (266.913083 sec): 3 clusters Score: Raw -15715355.869415 + Penalty 28685.107116 = -15686670.762298 nChanged 81 SP:Iteration 41Q (267.126408 sec): 3 clusters Score: Raw -15715386.017943 + Penalty 28685.107116 = -15686700.910826 nChanged 74 SP:Iteration 42Q (267.360284 sec): 3 clusters Score: Raw -15715413.356165 + Penalty 28685.107116 = -15686728.249049 nChanged 60 SP:Iteration 43Q (267.590209 sec): 3 clusters Score: Raw -15715434.825636 + Penalty 28685.107116 = -15686749.718519 nChanged 56 SP:Iteration 44Q (267.824220 sec): 3 clusters Score: Raw -15715456.630251 + Penalty 28685.107116 = -15686771.523135 nChanged 53 SP:Iteration 45Q (268.047558 sec): 3 clusters Score: Raw -15715476.313758 + Penalty 28685.107116 = -15686791.206641 nChanged 53 SP:Iteration 46Q (268.272972 sec): 3 clusters Score: Raw -15715495.003410 + Penalty 28685.107116 = -15686809.896293 nChanged 50 SP:Iteration 47Q (268.497578 sec): 3 clusters Score: Raw -15715512.664181 + Penalty 28685.107116 = -15686827.557065 nChanged 54 SP:Iteration 48Q (268.724036 sec): 3 clusters Score: Raw -15715534.866052 + Penalty 28685.107116 = -15686849.758936 nChanged 80 SP:Iteration 49Q (268.939926 sec): 3 clusters Score: Raw -15715564.754870 + Penalty 28685.107116 = -15686879.647753 nChanged 67 SP:Iteration 50Q (269.180236 sec): 3 clusters Score: Raw -15715588.689901 + Penalty 28685.107116 = -15686903.582785 nChanged 63 SP:Iteration 51Q (269.376844 sec): 3 clusters Score: Raw -15715613.168528 + Penalty 28685.107116 = -15686928.061412 nChanged 51 SP:Iteration 52Q (269.587206 sec): 3 clusters Score: Raw -15715632.244621 + Penalty 28685.107116 = -15686947.137504 nChanged 61 SP:Iteration 53Q (269.805647 sec): 3 clusters Score: Raw -15715654.592316 + Penalty 28685.107116 = -15686969.485199 nChanged 63 SP:Iteration 54Q (270.025286 sec): 3 clusters Score: Raw -15715676.644436 + Penalty 28685.107116 = -15686991.537320 nChanged 56 SP:Iteration 55Q (270.239262 sec): 3 clusters Score: Raw -15715697.053406 + Penalty 28685.107116 = -15687011.946290 nChanged 61 SP:Iteration 56Q (270.464989 sec): 3 clusters Score: Raw -15715719.819755 + Penalty 28685.107116 = -15687034.712639 nChanged 59 SP:Iteration 57Q (270.691806 sec): 3 clusters Score: Raw -15715741.629249 + Penalty 28685.107116 = -15687056.522133 nChanged 62 SP:Iteration 58Q (270.909438 sec): 3 clusters Score: Raw -15715768.149743 + Penalty 28685.107116 = -15687083.042626 nChanged 77 SP:Iteration 59Q (271.115111 sec): 3 clusters Score: Raw -15715800.593485 + Penalty 28685.107116 = -15687115.486368 nChanged 79 SP:Iteration 60F (271.336725 sec): 3 clusters Score: Raw -15715832.285845 + Penalty 28685.107116 = -15687147.178729 nChanged 72 SP:Iteration 61Q (271.550224 sec): 3 clusters Score: Raw -15715863.160153 + Penalty 28685.107116 = -15687178.053037 nChanged 74 SP:Iteration 62Q (271.769789 sec): 3 clusters Score: Raw -15715892.428545 + Penalty 28685.107116 = -15687207.321428 nChanged 98 SP:Iteration 63Q (271.984648 sec): 3 clusters Score: Raw -15715936.072641 + Penalty 28685.107116 = -15687250.965525 nChanged 106 SP:Iteration 64Q (272.210780 sec): 3 clusters Score: Raw -15715981.625447 + Penalty 28685.107116 = -15687296.518331 nChanged 119 SP:Iteration 65Q (272.441444 sec): 3 clusters Score: Raw -15716036.462393 + Penalty 28685.107116 = -15687351.355276 nChanged 117 SP:Iteration 66Q (272.648174 sec): 3 clusters Score: Raw -15716085.761898 + Penalty 28685.107116 = -15687400.654782 nChanged 104 SP:Iteration 67Q (272.893168 sec): 3 clusters Score: Raw -15716129.818469 + Penalty 28685.107116 = -15687444.711353 nChanged 99 SP:Iteration 68Q (273.102950 sec): 3 clusters Score: Raw -15716171.169257 + Penalty 28685.107116 = -15687486.062140 nChanged 114 SP:Iteration 69Q (273.294316 sec): 3 clusters Score: Raw -15716225.773361 + Penalty 28685.107116 = -15687540.666244 nChanged 145 SP:Iteration 70Q (273.507444 sec): 3 clusters Score: Raw -15716298.291322 + Penalty 28685.107116 = -15687613.184205 nChanged 158 SP:Iteration 71Q (273.712305 sec): 3 clusters Score: Raw -15716370.735682 + Penalty 28685.107116 = -15687685.628566 nChanged 149 SP:Iteration 72Q (273.936668 sec): 3 clusters Score: Raw -15716444.438071 + Penalty 28685.107116 = -15687759.330955 nChanged 154 SP:Iteration 73Q (274.130172 sec): 3 clusters Score: Raw -15716521.705910 + Penalty 28685.107116 = -15687836.598793 nChanged 179 SP:Iteration 74Q (274.345005 sec): 3 clusters Score: Raw -15716615.415866 + Penalty 28685.107116 = -15687930.308749 nChanged 178 SP:Iteration 75Q (274.549081 sec): 3 clusters Score: Raw -15716702.867975 + Penalty 28685.107116 = -15688017.760858 nChanged 167 SP:Iteration 76Q (274.776624 sec): 3 clusters Score: Raw -15716782.013145 + Penalty 28685.107116 = -15688096.906029 nChanged 151 SP:Iteration 77Q (274.993720 sec): 3 clusters Score: Raw -15716856.628385 + Penalty 28685.107116 = -15688171.521269 nChanged 154 SP:Iteration 78Q (275.221495 sec): 3 clusters Score: Raw -15716935.654475 + Penalty 28685.107116 = -15688250.547358 nChanged 166 SP:Iteration 79Q (275.427539 sec): 3 clusters Score: Raw -15717022.029277 + Penalty 28685.107116 = -15688336.922161 nChanged 185 SP:Iteration 80F (275.676839 sec): 3 clusters Score: Raw -15717121.177904 + Penalty 28685.107116 = -15688436.070788 nChanged 175 SP:Iteration 81Q (275.896153 sec): 3 clusters Score: Raw -15717213.649921 + Penalty 28685.107116 = -15688528.542804 nChanged 180 SP:Iteration 82Q (276.119041 sec): 3 clusters Score: Raw -15717310.049133 + Penalty 28685.107116 = -15688624.942017 nChanged 177 SP:Iteration 83Q (276.346095 sec): 3 clusters Score: Raw -15717395.880722 + Penalty 28685.107116 = -15688710.773605 nChanged 162 SP:Iteration 84Q (276.558581 sec): 3 clusters Score: Raw -15717473.364581 + Penalty 28685.107116 = -15688788.257465 nChanged 142 SP:Iteration 85Q (276.773606 sec): 3 clusters Score: Raw -15717534.649825 + Penalty 28685.107116 = -15688849.542708 nChanged 144 SP:Iteration 86Q (276.962329 sec): 3 clusters Score: Raw -15717597.359342 + Penalty 28685.107116 = -15688912.252225 nChanged 148 SP:Iteration 87Q (277.164708 sec): 3 clusters Score: Raw -15717662.268203 + Penalty 28685.107116 = -15688977.161087 nChanged 133 SP:Iteration 88Q (277.359132 sec): 3 clusters Score: Raw -15717720.342140 + Penalty 28685.107116 = -15689035.235024 nChanged 142 SP:Iteration 89Q (277.577348 sec): 3 clusters Score: Raw -15717776.046378 + Penalty 28685.107116 = -15689090.939262 nChanged 111 SP:Iteration 90Q (277.782959 sec): 3 clusters Score: Raw -15717816.518170 + Penalty 28685.107116 = -15689131.411054 nChanged 102 SP:Iteration 91Q (278.019072 sec): 3 clusters Score: Raw -15717853.778247 + Penalty 28685.107116 = -15689168.671131 nChanged 88 SP:Iteration 92Q (278.233071 sec): 3 clusters Score: Raw -15717884.433119 + Penalty 28685.107116 = -15689199.326003 nChanged 88 SP:Iteration 93Q (278.465590 sec): 3 clusters Score: Raw -15717916.007517 + Penalty 28685.107116 = -15689230.900401 nChanged 83 SP:Iteration 94Q (278.683087 sec): 3 clusters Score: Raw -15717948.237702 + Penalty 28685.107116 = -15689263.130586 nChanged 86 SP:Iteration 95Q (278.889485 sec): 3 clusters Score: Raw -15717978.521208 + Penalty 28685.107116 = -15689293.414092 nChanged 101 SP:Iteration 96Q (279.118731 sec): 3 clusters Score: Raw -15718015.559739 + Penalty 28685.107116 = -15689330.452622 nChanged 99 SP:Iteration 97Q (279.319852 sec): 3 clusters Score: Raw -15718050.492840 + Penalty 28685.107116 = -15689365.385724 nChanged 106 SP:Iteration 98Q (279.533152 sec): 3 clusters Score: Raw -15718087.374841 + Penalty 28685.107116 = -15689402.267725 nChanged 85 SP:Iteration 99Q (279.747701 sec): 3 clusters Score: Raw -15718115.986715 + Penalty 28685.107116 = -15689430.879599 nChanged 89 SP:Iteration 100F (280.003044 sec): 3 clusters Score: Raw -15718145.685839 + Penalty 28685.107116 = -15689460.578723 nChanged 78 SP:Iteration 101Q (280.225587 sec): 3 clusters Score: Raw -15718172.384273 + Penalty 28685.107116 = -15689487.277156 nChanged 77 SP:Iteration 102Q (280.443616 sec): 3 clusters Score: Raw -15718197.497277 + Penalty 28685.107116 = -15689512.390161 nChanged 63 SP:Iteration 103Q (280.663593 sec): 3 clusters Score: Raw -15718217.428778 + Penalty 28685.107116 = -15689532.321662 nChanged 56 SP:Iteration 104Q (280.890635 sec): 3 clusters Score: Raw -15718232.508917 + Penalty 28685.107116 = -15689547.401800 nChanged 44 SP:Iteration 105Q (281.097629 sec): 3 clusters Score: Raw -15718244.457699 + Penalty 28685.107116 = -15689559.350583 nChanged 27 SP:Iteration 106Q (281.316182 sec): 3 clusters Score: Raw -15718251.385129 + Penalty 28685.107116 = -15689566.278012 nChanged 33 SP:Iteration 107Q (281.551305 sec): 3 clusters Score: Raw -15718259.547180 + Penalty 28685.107116 = -15689574.440064 nChanged 30 SP:Iteration 108Q (281.765076 sec): 3 clusters Score: Raw -15718267.601410 + Penalty 28685.107116 = -15689582.494294 nChanged 31 SP:Iteration 109Q (281.970614 sec): 3 clusters Score: Raw -15718276.517496 + Penalty 28685.107116 = -15689591.410380 nChanged 27 SP:Iteration 110Q (282.174430 sec): 3 clusters Score: Raw -15718283.526740 + Penalty 28685.107116 = -15689598.419624 nChanged 35 SP:Iteration 111Q (282.376242 sec): 3 clusters Score: Raw -15718292.877861 + Penalty 28685.107116 = -15689607.770744 nChanged 25 SP:Iteration 112Q (282.579943 sec): 3 clusters Score: Raw -15718299.129677 + Penalty 28685.107116 = -15689614.022561 nChanged 27 SP:Iteration 113Q (282.794994 sec): 3 clusters Score: Raw -15718306.692227 + Penalty 28685.107116 = -15689621.585110 nChanged 33 SP:Iteration 114Q (283.024375 sec): 3 clusters Score: Raw -15718314.301144 + Penalty 28685.107116 = -15689629.194028 nChanged 16 SP:Iteration 115Q (283.257718 sec): 3 clusters Score: Raw -15718317.613478 + Penalty 28685.107116 = -15689632.506361 nChanged 14 SP:Iteration 116Q (283.479347 sec): 3 clusters Score: Raw -15718320.877323 + Penalty 28685.107116 = -15689635.770207 nChanged 12 SP:Iteration 117Q (283.712883 sec): 3 clusters Score: Raw -15718323.410619 + Penalty 28685.107116 = -15689638.303502 nChanged 11 SP:Iteration 118Q (283.919949 sec): 3 clusters Score: Raw -15718325.688479 + Penalty 28685.107116 = -15689640.581363 nChanged 9 SP:Iteration 119Q (284.145191 sec): 3 clusters Score: Raw -15718327.878523 + Penalty 28685.107116 = -15689642.771407 nChanged 7 SP:Iteration 120F (284.364650 sec): 3 clusters Score: Raw -15718329.370017 + Penalty 28685.107116 = -15689644.262901 nChanged 7 SP:Iteration 121Q (284.577261 sec): 3 clusters Score: Raw -15718330.907337 + Penalty 28685.107116 = -15689645.800220 nChanged 6 SP:Iteration 122Q (284.805807 sec): 3 clusters Score: Raw -15718332.448071 + Penalty 28685.107116 = -15689647.340954 nChanged 7 SP:Iteration 123Q (285.029413 sec): 3 clusters Score: Raw -15718334.022909 + Penalty 28685.107116 = -15689648.915792 nChanged 9 SP:Iteration 124Q (285.239502 sec): 3 clusters Score: Raw -15718336.375952 + Penalty 28685.107116 = -15689651.268835 nChanged 5 SP:Iteration 125Q (285.464562 sec): 3 clusters Score: Raw -15718337.598952 + Penalty 28685.107116 = -15689652.491836 nChanged 5 SP:Iteration 126Q (285.674067 sec): 3 clusters Score: Raw -15718338.679622 + Penalty 28685.107116 = -15689653.572505 nChanged 4 SP:Iteration 127Q (285.898037 sec): 3 clusters Score: Raw -15718339.652399 + Penalty 28685.107116 = -15689654.545283 nChanged 5 SP:Iteration 128Q (286.109994 sec): 3 clusters Score: Raw -15718340.948320 + Penalty 28685.107116 = -15689655.841204 nChanged 2 SP:Iteration 129Q (286.357614 sec): 3 clusters Score: Raw -15718341.351030 + Penalty 28685.107116 = -15689656.243913 nChanged 2 SP:Iteration 130Q (286.589671 sec): 3 clusters Score: Raw -15718341.711737 + Penalty 28685.107116 = -15689656.604621 nChanged 1 SP:Iteration 131Q (286.835071 sec): 3 clusters Score: Raw -15718341.928630 + Penalty 28685.107116 = -15689656.821514 nChanged 0 SP:Iteration 132F (287.067614 sec): 3 clusters Score: Raw -15718341.928630 + Penalty 28685.107116 = -15689656.821514 nChanged 0 Deleting Class 15 (241 points): Lose 17072.600895 but Gain 17138.220540 Iteration 20F (293.805653 sec): 11 clusters Score: Raw -123977198.175077 + Penalty 171382.205404 = -123805815.969672 nChanged 3304 Iteration 21Q (296.390575 sec): 11 clusters Score: Raw -123988032.448655 + Penalty 171382.205404 = -123816650.243251 nChanged 3312 Iteration 22Q (298.936950 sec): 11 clusters Score: Raw -123995808.124476 + Penalty 171382.205404 = -123824425.919071 nChanged 3215 Iteration 23Q (301.624074 sec): 11 clusters Score: Raw -123997417.111663 + Penalty 171382.205404 = -123826034.906259 nChanged 3141 Iteration 24Q (304.290855 sec): 11 clusters Score: Raw -123998843.699294 + Penalty 171382.205404 = -123827461.493889 nChanged 3231 Iteration 25Q (306.923081 sec): 11 clusters Score: Raw -124000368.763598 + Penalty 171382.205404 = -123828986.558193 nChanged 3304 Iteration 26Q (309.468300 sec): 11 clusters Score: Raw -124002035.562642 + Penalty 171382.205404 = -123830653.357238 nChanged 3500 Iteration 27Q (311.756127 sec): 11 clusters Score: Raw -124003979.391039 + Penalty 171382.205404 = -123832597.185635 nChanged 3777 Iteration 28Q (314.172660 sec): 11 clusters Score: Raw -124006266.757641 + Penalty 171382.205404 = -123834884.552236 nChanged 4281 Iteration 29Q (316.631263 sec): 11 clusters Score: Raw -124008982.775871 + Penalty 171382.205404 = -123837600.570467 nChanged 4821 Iteration 30Q (319.179734 sec): 11 clusters Score: Raw -124012114.353475 + Penalty 171382.205404 = -123840732.148071 nChanged 5135 Iteration 31Q (321.800047 sec): 11 clusters Score: Raw -124015277.685529 + Penalty 171382.205404 = -123843895.480125 nChanged 5144 Iteration 32Q (324.543064 sec): 11 clusters Score: Raw -124017989.096418 + Penalty 171382.205404 = -123846606.891013 nChanged 5020 Iteration 33Q (327.057195 sec): 11 clusters Score: Raw -124020117.222757 + Penalty 171382.205404 = -123848735.017353 nChanged 4748 Iteration 34Q (329.605630 sec): 11 clusters Score: Raw -124021793.057023 + Penalty 171382.205404 = -123850410.851619 nChanged 4346 Iteration 35Q (332.119271 sec): 11 clusters Score: Raw -124023083.003351 + Penalty 171382.205404 = -123851700.797946 nChanged 4027 Iteration 36Q (334.621406 sec): 11 clusters Score: Raw -124024151.043362 + Penalty 171382.205404 = -123852768.837958 nChanged 3844 Iteration 37Q (337.217304 sec): 11 clusters Score: Raw -124025152.529743 + Penalty 171382.205404 = -123853770.324338 nChanged 3875 Iteration 38Q (339.662189 sec): 11 clusters Score: Raw -124026106.891034 + Penalty 171382.205404 = -123854724.685630 nChanged 3864 Iteration 39Q (342.322187 sec): 11 clusters Score: Raw -124027080.949438 + Penalty 171382.205404 = -123855698.744034 nChanged 3924 Iteration 40F (348.626943 sec): 11 clusters Score: Raw -124030211.374975 + Penalty 171382.205404 = -123858829.169571 nChanged 4298 Iteration 41Q (351.396745 sec): 11 clusters Score: Raw -124035882.722162 + Penalty 171382.205404 = -123864500.516758 nChanged 4480 Iteration 42Q (354.059085 sec): 11 clusters Score: Raw -124039794.881905 + Penalty 171382.205404 = -123868412.676500 nChanged 4639 Iteration 43Q (356.665603 sec): 11 clusters Score: Raw -124041273.805022 + Penalty 171382.205404 = -123869891.599617 nChanged 4859 Iteration 44Q (359.547723 sec): 11 clusters Score: Raw -124042792.291044 + Penalty 171382.205404 = -123871410.085639 nChanged 5071 Iteration 45Q (362.371653 sec): 11 clusters Score: Raw -124044332.381256 + Penalty 171382.205404 = -123872950.175852 nChanged 5266 Iteration 46Q (365.095400 sec): 11 clusters Score: Raw -124045970.630210 + Penalty 171382.205404 = -123874588.424805 nChanged 5497 Iteration 47Q (367.991419 sec): 11 clusters Score: Raw -124047621.320037 + Penalty 171382.205404 = -123876239.114633 nChanged 5524 Iteration 48Q (370.473456 sec): 11 clusters Score: Raw -124049389.501504 + Penalty 171382.205404 = -123878007.296100 nChanged 5672 Iteration 49Q (372.990585 sec): 11 clusters Score: Raw -124051147.187340 + Penalty 171382.205404 = -123879764.981936 nChanged 5829 Iteration 50Q (375.525501 sec): 11 clusters Score: Raw -124052951.337842 + Penalty 171382.205404 = -123881569.132437 nChanged 5683 Iteration 51Q (378.136105 sec): 11 clusters Score: Raw -124054653.380450 + Penalty 171382.205404 = -123883271.175046 nChanged 5607 Iteration 52Q (380.678800 sec): 11 clusters Score: Raw -124056337.631161 + Penalty 171382.205404 = -123884955.425757 nChanged 5320 Iteration 53Q (383.371611 sec): 11 clusters Score: Raw -124057795.398458 + Penalty 171382.205404 = -123886413.193054 nChanged 4853 Iteration 54Q (385.881783 sec): 11 clusters Score: Raw -124059052.019250 + Penalty 171382.205404 = -123887669.813845 nChanged 4502 Iteration 55Q (388.300796 sec): 11 clusters Score: Raw -124060224.880458 + Penalty 171382.205404 = -123888842.675053 nChanged 4146 Iteration 56Q (390.957762 sec): 11 clusters Score: Raw -124061195.670137 + Penalty 171382.205404 = -123889813.464733 nChanged 3682 Iteration 57Q (393.405034 sec): 11 clusters Score: Raw -124062044.841525 + Penalty 171382.205404 = -123890662.636121 nChanged 3336 Iteration 58Q (395.914788 sec): 11 clusters Score: Raw -124062811.675946 + Penalty 171382.205404 = -123891429.470542 nChanged 3102 Writing temp clu file Because OldScore, -123890662.636121, is greater than current (better) Score,-123891429.470542 Compute initial score before splitting: Score: Raw -124062811.675946 + Penalty 171382.205404 = -123891429.470542 Trying to split cluster 1 (5098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (396.117716 sec): 2 clusters Score: Raw -1901467.236118 + Penalty 11528.683141 = -1889938.552977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (396.185406 sec): 3 clusters Score: Raw -1900350.142603 + Penalty 23057.366283 = -1877292.776320 nChanged 1283 SP:Iteration 1F (396.253663 sec): 3 clusters Score: Raw -1901803.707666 + Penalty 23057.366283 = -1878746.341383 nChanged 316 SP:Iteration 2F (396.321653 sec): 3 clusters Score: Raw -1902264.997494 + Penalty 23057.366283 = -1879207.631211 nChanged 188 SP:Iteration 3Q (396.393467 sec): 3 clusters Score: Raw -1902607.819529 + Penalty 23057.366283 = -1879550.453246 nChanged 173 SP:Iteration 4Q (396.454911 sec): 3 clusters Score: Raw -1903099.963237 + Penalty 23057.366283 = -1880042.596954 nChanged 242 SP:Iteration 5Q (396.519372 sec): 3 clusters Score: Raw -1904038.696549 + Penalty 23057.366283 = -1880981.330266 nChanged 349 SP:Iteration 6F (396.596939 sec): 3 clusters Score: Raw -1905730.757860 + Penalty 23057.366283 = -1882673.391577 nChanged 464 SP:Iteration 7F (396.660203 sec): 3 clusters Score: Raw -1907993.800255 + Penalty 23057.366283 = -1884936.433972 nChanged 460 SP:Iteration 8F (396.729780 sec): 3 clusters Score: Raw -1909604.508965 + Penalty 23057.366283 = -1886547.142682 nChanged 329 SP:Iteration 9F (396.791081 sec): 3 clusters Score: Raw -1910502.651323 + Penalty 23057.366283 = -1887445.285040 nChanged 210 SP:Iteration 10Q (396.850729 sec): 3 clusters Score: Raw -1911044.834171 + Penalty 23057.366283 = -1887987.467888 nChanged 136 SP:Iteration 11Q (396.915696 sec): 3 clusters Score: Raw -1911368.999210 + Penalty 23057.366283 = -1888311.632928 nChanged 92 SP:Iteration 12Q (396.971679 sec): 3 clusters Score: Raw -1911545.979763 + Penalty 23057.366283 = -1888488.613481 nChanged 56 SP:Iteration 13Q (397.018809 sec): 3 clusters Score: Raw -1911650.132168 + Penalty 23057.366283 = -1888592.765885 nChanged 32 SP:Iteration 14Q (397.078071 sec): 3 clusters Score: Raw -1911695.723985 + Penalty 23057.366283 = -1888638.357703 nChanged 17 SP:Iteration 15Q (397.135242 sec): 3 clusters Score: Raw -1911718.882830 + Penalty 23057.366283 = -1888661.516547 nChanged 9 SP:Iteration 16Q (397.200197 sec): 3 clusters Score: Raw -1911731.039780 + Penalty 23057.366283 = -1888673.673497 nChanged 2 SP:Iteration 17Q (397.261101 sec): 3 clusters Score: Raw -1911733.015316 + Penalty 23057.366283 = -1888675.649033 nChanged 0 SP:Iteration 18F (397.315238 sec): 3 clusters Score: Raw -1911733.015316 + Penalty 23057.366283 = -1888675.649033 nChanged 0 Trying to split cluster 3 (12634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (397.378728 sec): 2 clusters Score: Raw -4752968.970941 + Penalty 12754.320350 = -4740214.650591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (397.481187 sec): 3 clusters Score: Raw -4748023.979502 + Penalty 25508.640700 = -4722515.338802 nChanged 4147 SP:Iteration 1F (397.583577 sec): 3 clusters Score: Raw -4750844.042582 + Penalty 25508.640700 = -4725335.401882 nChanged 889 SP:Iteration 2F (397.686305 sec): 3 clusters Score: Raw -4751571.140728 + Penalty 25508.640700 = -4726062.500028 nChanged 562 SP:Iteration 3Q (397.784390 sec): 3 clusters Score: Raw -4752006.572903 + Penalty 25508.640700 = -4726497.932203 nChanged 423 SP:Iteration 4Q (397.887789 sec): 3 clusters Score: Raw -4752356.013407 + Penalty 25508.640700 = -4726847.372707 nChanged 328 SP:Iteration 5Q (397.989047 sec): 3 clusters Score: Raw -4752620.877773 + Penalty 25508.640700 = -4727112.237073 nChanged 305 SP:Iteration 6Q (398.089277 sec): 3 clusters Score: Raw -4752869.394279 + Penalty 25508.640700 = -4727360.753579 nChanged 268 SP:Iteration 7Q (398.189719 sec): 3 clusters Score: Raw -4753102.831662 + Penalty 25508.640700 = -4727594.190963 nChanged 272 SP:Iteration 8Q (398.294727 sec): 3 clusters Score: Raw -4753328.505740 + Penalty 25508.640700 = -4727819.865040 nChanged 277 SP:Iteration 9Q (398.395050 sec): 3 clusters Score: Raw -4753557.780996 + Penalty 25508.640700 = -4728049.140296 nChanged 257 SP:Iteration 10Q (398.492319 sec): 3 clusters Score: Raw -4753768.700084 + Penalty 25508.640700 = -4728260.059384 nChanged 243 SP:Iteration 11Q (398.590176 sec): 3 clusters Score: Raw -4753973.399074 + Penalty 25508.640700 = -4728464.758374 nChanged 223 SP:Iteration 12Q (398.692504 sec): 3 clusters Score: Raw -4754166.478058 + Penalty 25508.640700 = -4728657.837358 nChanged 266 SP:Iteration 13Q (398.798028 sec): 3 clusters Score: Raw -4754400.477347 + Penalty 25508.640700 = -4728891.836647 nChanged 245 SP:Iteration 14Q (398.894892 sec): 3 clusters Score: Raw -4754618.615785 + Penalty 25508.640700 = -4729109.975085 nChanged 272 SP:Iteration 15Q (399.003163 sec): 3 clusters Score: Raw -4754872.659463 + Penalty 25508.640700 = -4729364.018763 nChanged 292 SP:Iteration 16Q (399.106659 sec): 3 clusters Score: Raw -4755141.389630 + Penalty 25508.640700 = -4729632.748930 nChanged 283 SP:Iteration 17Q (399.202605 sec): 3 clusters Score: Raw -4755407.172803 + Penalty 25508.640700 = -4729898.532103 nChanged 271 SP:Iteration 18Q (399.303773 sec): 3 clusters Score: Raw -4755646.491042 + Penalty 25508.640700 = -4730137.850342 nChanged 267 SP:Iteration 19Q (399.393147 sec): 3 clusters Score: Raw -4755884.959791 + Penalty 25508.640700 = -4730376.319091 nChanged 235 SP:Iteration 20F (399.503417 sec): 3 clusters Score: Raw -4756088.577405 + Penalty 25508.640700 = -4730579.936705 nChanged 229 SP:Iteration 21Q (399.596285 sec): 3 clusters Score: Raw -4756276.700181 + Penalty 25508.640700 = -4730768.059481 nChanged 184 SP:Iteration 22Q (399.695344 sec): 3 clusters Score: Raw -4756435.172427 + Penalty 25508.640700 = -4730926.531727 nChanged 167 SP:Iteration 23Q (399.791157 sec): 3 clusters Score: Raw -4756552.157806 + Penalty 25508.640700 = -4731043.517106 nChanged 150 SP:Iteration 24Q (399.885734 sec): 3 clusters Score: Raw -4756658.622238 + Penalty 25508.640700 = -4731149.981538 nChanged 112 SP:Iteration 25Q (399.985837 sec): 3 clusters Score: Raw -4756737.171665 + Penalty 25508.640700 = -4731228.530965 nChanged 100 SP:Iteration 26Q (400.075310 sec): 3 clusters Score: Raw -4756799.336632 + Penalty 25508.640700 = -4731290.695932 nChanged 67 SP:Iteration 27Q (400.187007 sec): 3 clusters Score: Raw -4756835.397749 + Penalty 25508.640700 = -4731326.757049 nChanged 49 SP:Iteration 28Q (400.299654 sec): 3 clusters Score: Raw -4756863.819304 + Penalty 25508.640700 = -4731355.178604 nChanged 37 SP:Iteration 29Q (400.406506 sec): 3 clusters Score: Raw -4756886.738152 + Penalty 25508.640700 = -4731378.097452 nChanged 25 SP:Iteration 30Q (400.501895 sec): 3 clusters Score: Raw -4756902.548139 + Penalty 25508.640700 = -4731393.907440 nChanged 38 SP:Iteration 31Q (400.602603 sec): 3 clusters Score: Raw -4756924.461003 + Penalty 25508.640700 = -4731415.820303 nChanged 30 SP:Iteration 32Q (400.701964 sec): 3 clusters Score: Raw -4756940.825760 + Penalty 25508.640700 = -4731432.185060 nChanged 24 SP:Iteration 33Q (400.794802 sec): 3 clusters Score: Raw -4756954.461758 + Penalty 25508.640700 = -4731445.821058 nChanged 22 SP:Iteration 34Q (400.891595 sec): 3 clusters Score: Raw -4756965.311153 + Penalty 25508.640700 = -4731456.670453 nChanged 22 SP:Iteration 35Q (400.989239 sec): 3 clusters Score: Raw -4756977.008714 + Penalty 25508.640700 = -4731468.368014 nChanged 21 SP:Iteration 36Q (401.089308 sec): 3 clusters Score: Raw -4756988.474716 + Penalty 25508.640700 = -4731479.834016 nChanged 19 SP:Iteration 37Q (401.187573 sec): 3 clusters Score: Raw -4756999.460882 + Penalty 25508.640700 = -4731490.820182 nChanged 13 SP:Iteration 38Q (401.282979 sec): 3 clusters Score: Raw -4757006.093579 + Penalty 25508.640700 = -4731497.452879 nChanged 17 SP:Iteration 39Q (401.368827 sec): 3 clusters Score: Raw -4757014.920841 + Penalty 25508.640700 = -4731506.280141 nChanged 10 SP:Iteration 40F (401.476541 sec): 3 clusters Score: Raw -4757018.701318 + Penalty 25508.640700 = -4731510.060619 nChanged 6 SP:Iteration 41Q (401.578333 sec): 3 clusters Score: Raw -4757023.057996 + Penalty 25508.640700 = -4731514.417297 nChanged 7 SP:Iteration 42Q (401.665088 sec): 3 clusters Score: Raw -4757028.075240 + Penalty 25508.640700 = -4731519.434540 nChanged 13 SP:Iteration 43Q (401.763368 sec): 3 clusters Score: Raw -4757034.105917 + Penalty 25508.640700 = -4731525.465218 nChanged 8 SP:Iteration 44Q (401.864330 sec): 3 clusters Score: Raw -4757038.214529 + Penalty 25508.640700 = -4731529.573830 nChanged 9 SP:Iteration 45Q (401.964997 sec): 3 clusters Score: Raw -4757042.162715 + Penalty 25508.640700 = -4731533.522016 nChanged 6 SP:Iteration 46Q (402.062876 sec): 3 clusters Score: Raw -4757046.824399 + Penalty 25508.640700 = -4731538.183700 nChanged 7 SP:Iteration 47Q (402.161923 sec): 3 clusters Score: Raw -4757050.961764 + Penalty 25508.640700 = -4731542.321064 nChanged 8 SP:Iteration 48Q (402.256455 sec): 3 clusters Score: Raw -4757055.046316 + Penalty 25508.640700 = -4731546.405616 nChanged 4 SP:Iteration 49Q (402.347480 sec): 3 clusters Score: Raw -4757056.742824 + Penalty 25508.640700 = -4731548.102124 nChanged 2 SP:Iteration 50Q (402.447948 sec): 3 clusters Score: Raw -4757058.037877 + Penalty 25508.640700 = -4731549.397177 nChanged 4 SP:Iteration 51Q (402.538507 sec): 3 clusters Score: Raw -4757060.263633 + Penalty 25508.640700 = -4731551.622933 nChanged 4 SP:Iteration 52Q (402.641871 sec): 3 clusters Score: Raw -4757062.002336 + Penalty 25508.640700 = -4731553.361637 nChanged 4 SP:Iteration 53Q (402.742770 sec): 3 clusters Score: Raw -4757063.327968 + Penalty 25508.640700 = -4731554.687268 nChanged 1 SP:Iteration 54Q (402.848651 sec): 3 clusters Score: Raw -4757064.038258 + Penalty 25508.640700 = -4731555.397558 nChanged 1 SP:Iteration 55Q (402.949484 sec): 3 clusters Score: Raw -4757064.400210 + Penalty 25508.640700 = -4731555.759511 nChanged 3 SP:Iteration 56Q (403.059528 sec): 3 clusters Score: Raw -4757065.646334 + Penalty 25508.640700 = -4731557.005634 nChanged 3 SP:Iteration 57Q (403.160419 sec): 3 clusters Score: Raw -4757067.595913 + Penalty 25508.640700 = -4731558.955213 nChanged 4 SP:Iteration 58Q (403.271729 sec): 3 clusters Score: Raw -4757069.279018 + Penalty 25508.640700 = -4731560.638318 nChanged 0 SP:Iteration 59F (403.376813 sec): 3 clusters Score: Raw -4757069.279018 + Penalty 25508.640700 = -4731560.638318 nChanged 0 Trying to split cluster 4 (601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (403.394330 sec): 2 clusters Score: Raw -209062.154458 + Penalty 8641.302459 = -200420.851999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (403.445208 sec): 3 clusters Score: Raw -212056.452869 + Penalty 17282.604918 = -194773.847951 nChanged 79 SP:Iteration 1F (403.494462 sec): 3 clusters Score: Raw -213259.730921 + Penalty 17282.604918 = -195977.126003 nChanged 14 SP:Iteration 2Q (403.540273 sec): 3 clusters Score: Raw -213585.553108 + Penalty 17282.604918 = -196302.948190 nChanged 13 SP:Iteration 3Q (403.577328 sec): 3 clusters Score: Raw -213709.405437 + Penalty 17282.604918 = -196426.800518 nChanged 0 SP:Iteration 4F (403.623417 sec): 3 clusters Score: Raw -213709.405437 + Penalty 17282.604918 = -196426.800518 nChanged 0 Trying to split cluster 5 (117112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (404.062175 sec): 2 clusters Score: Raw -45118597.682740 + Penalty 15761.531571 = -45102836.151169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (404.673570 sec): 3 clusters Score: Raw -45050380.653033 + Penalty 31523.063142 = -45018857.589891 nChanged 51747 SP:Iteration 1F (405.248923 sec): 3 clusters Score: Raw -45078082.739842 + Penalty 31523.063142 = -45046559.676700 nChanged 5858 SP:Iteration 2F (405.814552 sec): 3 clusters Score: Raw -45080209.492758 + Penalty 31523.063142 = -45048686.429616 nChanged 5269 SP:Iteration 3Q (406.415869 sec): 3 clusters Score: Raw -45082375.209804 + Penalty 31523.063142 = -45050852.146662 nChanged 5399 SP:Iteration 4Q (407.021382 sec): 3 clusters Score: Raw -45085163.401625 + Penalty 31523.063142 = -45053640.338482 nChanged 6096 SP:Iteration 5F (407.598815 sec): 3 clusters Score: Raw -45089540.099370 + Penalty 31523.063142 = -45058017.036227 nChanged 7664 SP:Iteration 6F (408.174712 sec): 3 clusters Score: Raw -45096742.953020 + Penalty 31523.063142 = -45065219.889877 nChanged 9372 SP:Iteration 7F (408.719320 sec): 3 clusters Score: Raw -45107139.113940 + Penalty 31523.063142 = -45075616.050798 nChanged 10220 SP:Iteration 8F (409.340679 sec): 3 clusters Score: Raw -45119373.392230 + Penalty 31523.063142 = -45087850.329088 nChanged 9375 SP:Iteration 9F (409.950600 sec): 3 clusters Score: Raw -45135223.553430 + Penalty 31523.063142 = -45103700.490288 nChanged 7566 SP:Iteration 10F (410.572283 sec): 3 clusters Score: Raw -45162521.623398 + Penalty 31523.063142 = -45130998.560256 nChanged 6372 SP:Iteration 11F (411.177259 sec): 3 clusters Score: Raw -45173092.895422 + Penalty 31523.063142 = -45141569.832279 nChanged 5222 SP:Iteration 12Q (411.734309 sec): 3 clusters Score: Raw -45176926.569185 + Penalty 31523.063142 = -45145403.506043 nChanged 3494 SP:Iteration 13Q (412.260913 sec): 3 clusters Score: Raw -45178732.000378 + Penalty 31523.063142 = -45147208.937235 nChanged 2295 SP:Iteration 14Q (412.741133 sec): 3 clusters Score: Raw -45179690.923170 + Penalty 31523.063142 = -45148167.860027 nChanged 1667 SP:Iteration 15Q (413.225916 sec): 3 clusters Score: Raw -45180258.607283 + Penalty 31523.063142 = -45148735.544140 nChanged 1139 SP:Iteration 16Q (413.715071 sec): 3 clusters Score: Raw -45180602.664250 + Penalty 31523.063142 = -45149079.601107 nChanged 887 SP:Iteration 17Q (414.196365 sec): 3 clusters Score: Raw -45180857.083061 + Penalty 31523.063142 = -45149334.019918 nChanged 746 SP:Iteration 18Q (414.673310 sec): 3 clusters Score: Raw -45181057.923714 + Penalty 31523.063142 = -45149534.860571 nChanged 647 SP:Iteration 19Q (415.164157 sec): 3 clusters Score: Raw -45181234.855921 + Penalty 31523.063142 = -45149711.792779 nChanged 589 SP:Iteration 20F (415.720568 sec): 3 clusters Score: Raw -45181398.746419 + Penalty 31523.063142 = -45149875.683277 nChanged 562 SP:Iteration 21Q (416.211256 sec): 3 clusters Score: Raw -45181564.411702 + Penalty 31523.063142 = -45150041.348560 nChanged 569 SP:Iteration 22Q (416.699807 sec): 3 clusters Score: Raw -45181750.427645 + Penalty 31523.063142 = -45150227.364502 nChanged 536 SP:Iteration 23Q (417.197194 sec): 3 clusters Score: Raw -45181924.635690 + Penalty 31523.063142 = -45150401.572548 nChanged 510 SP:Iteration 24Q (417.689008 sec): 3 clusters Score: Raw -45182098.409037 + Penalty 31523.063142 = -45150575.345894 nChanged 477 SP:Iteration 25Q (418.194968 sec): 3 clusters Score: Raw -45182282.325996 + Penalty 31523.063142 = -45150759.262854 nChanged 465 SP:Iteration 26Q (418.697295 sec): 3 clusters Score: Raw -45182485.737862 + Penalty 31523.063142 = -45150962.674719 nChanged 457 SP:Iteration 27Q (419.209606 sec): 3 clusters Score: Raw -45182712.163027 + Penalty 31523.063142 = -45151189.099884 nChanged 459 SP:Iteration 28Q (419.765574 sec): 3 clusters Score: Raw -45182983.319105 + Penalty 31523.063142 = -45151460.255963 nChanged 481 SP:Iteration 29Q (420.321399 sec): 3 clusters Score: Raw -45183331.968847 + Penalty 31523.063142 = -45151808.905704 nChanged 504 SP:Iteration 30Q (420.874295 sec): 3 clusters Score: Raw -45183848.954266 + Penalty 31523.063142 = -45152325.891123 nChanged 544 SP:Iteration 31Q (421.402868 sec): 3 clusters Score: Raw -45184625.535800 + Penalty 31523.063142 = -45153102.472658 nChanged 560 SP:Iteration 32Q (421.937061 sec): 3 clusters Score: Raw -45185673.497946 + Penalty 31523.063142 = -45154150.434804 nChanged 406 SP:Iteration 33Q (422.409653 sec): 3 clusters Score: Raw -45186631.240932 + Penalty 31523.063142 = -45155108.177790 nChanged 212 SP:Iteration 34Q (422.859106 sec): 3 clusters Score: Raw -45187166.822642 + Penalty 31523.063142 = -45155643.759500 nChanged 105 SP:Iteration 35Q (423.280882 sec): 3 clusters Score: Raw -45187432.126624 + Penalty 31523.063142 = -45155909.063481 nChanged 49 SP:Iteration 36Q (423.704728 sec): 3 clusters Score: Raw -45187571.656388 + Penalty 31523.063142 = -45156048.593246 nChanged 30 SP:Iteration 37Q (424.113924 sec): 3 clusters Score: Raw -45187627.271235 + Penalty 31523.063142 = -45156104.208093 nChanged 9 SP:Iteration 38Q (424.523039 sec): 3 clusters Score: Raw -45187671.883054 + Penalty 31523.063142 = -45156148.819912 nChanged 8 SP:Iteration 39Q (424.936661 sec): 3 clusters Score: Raw -45187684.149808 + Penalty 31523.063142 = -45156161.086666 nChanged 2 SP:Iteration 40F (425.486570 sec): 3 clusters Score: Raw -45188926.062704 + Penalty 31523.063142 = -45157402.999561 nChanged 315 SP:Iteration 41Q (425.926791 sec): 3 clusters Score: Raw -45191349.502192 + Penalty 31523.063142 = -45159826.439050 nChanged 163 SP:Iteration 42Q (426.386307 sec): 3 clusters Score: Raw -45192373.247755 + Penalty 31523.063142 = -45160850.184613 nChanged 25 SP:Iteration 43Q (426.851513 sec): 3 clusters Score: Raw -45192392.975862 + Penalty 31523.063142 = -45160869.912719 nChanged 0 SP:Iteration 44F (427.465708 sec): 3 clusters Score: Raw -45192405.840221 + Penalty 31523.063142 = -45160882.777078 nChanged 1 SP:Iteration 45Q (427.921041 sec): 3 clusters Score: Raw -45192406.463244 + Penalty 31523.063142 = -45160883.400102 nChanged 0 SP:Iteration 46F (428.571121 sec): 3 clusters Score: Raw -45192406.463244 + Penalty 31523.063142 = -45160883.400102 nChanged 0 Score: Raw -124136989.187806 + Penalty 188520.425945 = -123948468.761861 Splitting cluster 5 changes total score from -123891429.470542 to -123948468.761861 So it's getting split into cluster 2. Trying to split cluster 8 (2406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.436457 sec): 2 clusters Score: Raw -927958.143221 + Penalty 10514.616071 = -917443.527150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.485460 sec): 3 clusters Score: Raw -928372.009998 + Penalty 21029.232142 = -907342.777856 nChanged 409 SP:Iteration 1F (436.541117 sec): 3 clusters Score: Raw -931273.165841 + Penalty 21029.232142 = -910243.933699 nChanged 284 SP:Iteration 2F (436.594340 sec): 3 clusters Score: Raw -934721.484413 + Penalty 21029.232142 = -913692.252271 nChanged 340 SP:Iteration 3F (436.649147 sec): 3 clusters Score: Raw -936187.230427 + Penalty 21029.232142 = -915157.998286 nChanged 179 SP:Iteration 4F (436.696782 sec): 3 clusters Score: Raw -937140.480349 + Penalty 21029.232142 = -916111.248208 nChanged 67 SP:Iteration 5Q (436.751732 sec): 3 clusters Score: Raw -937609.923374 + Penalty 21029.232142 = -916580.691233 nChanged 29 SP:Iteration 6Q (436.796895 sec): 3 clusters Score: Raw -937846.214787 + Penalty 21029.232142 = -916816.982646 nChanged 13 SP:Iteration 7Q (436.853713 sec): 3 clusters Score: Raw -937956.934412 + Penalty 21029.232142 = -916927.702270 nChanged 8 SP:Iteration 8Q (436.905875 sec): 3 clusters Score: Raw -938021.641610 + Penalty 21029.232142 = -916992.409469 nChanged 4 SP:Iteration 9Q (436.944118 sec): 3 clusters Score: Raw -938061.471326 + Penalty 21029.232142 = -917032.239185 nChanged 2 SP:Iteration 10Q (436.986764 sec): 3 clusters Score: Raw -938076.650594 + Penalty 21029.232142 = -917047.418452 nChanged 2 SP:Iteration 11Q (437.046558 sec): 3 clusters Score: Raw -938090.476734 + Penalty 21029.232142 = -917061.244592 nChanged 0 SP:Iteration 12F (437.089720 sec): 3 clusters Score: Raw -938090.476734 + Penalty 21029.232142 = -917061.244592 nChanged 0 Trying to split cluster 13 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (437.122930 sec): 2 clusters Score: Raw -74196.649404 + Penalty 6967.304182 = -67229.345223 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (87 points): covariance matrix is singular Unmasked E-step: Deleting class 2 (87 points): covariance matrix is singular SP:Iteration 0F (437.123791 sec): 3 clusters Score: Raw -74196.649404 + Penalty 13934.608363 = -60262.041041 nChanged 87 SP:Iteration 1F (437.124610 sec): 1 clusters Score: Raw 898.672740 + Penalty 0.000000 = 898.672740 nChanged 174 SP:Iteration 2F (437.125279 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Trying to split cluster 14 (35942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (437.270464 sec): 2 clusters Score: Raw -13535464.446833 + Penalty 14166.288270 = -13521298.158562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (437.484594 sec): 3 clusters Score: Raw -13517318.176082 + Penalty 28332.576541 = -13488985.599541 nChanged 14198 SP:Iteration 1F (437.696184 sec): 3 clusters Score: Raw -13525143.223898 + Penalty 28332.576541 = -13496810.647357 nChanged 2709 SP:Iteration 2F (437.922805 sec): 3 clusters Score: Raw -13526990.999822 + Penalty 28332.576541 = -13498658.423281 nChanged 2240 SP:Iteration 3F (438.127546 sec): 3 clusters Score: Raw -13528869.470973 + Penalty 28332.576541 = -13500536.894432 nChanged 2369 SP:Iteration 4F (438.345676 sec): 3 clusters Score: Raw -13531141.651812 + Penalty 28332.576541 = -13502809.075271 nChanged 2639 SP:Iteration 5F (438.571351 sec): 3 clusters Score: Raw -13533894.659905 + Penalty 28332.576541 = -13505562.083364 nChanged 2847 SP:Iteration 6F (438.800506 sec): 3 clusters Score: Raw -13536767.886524 + Penalty 28332.576541 = -13508435.309983 nChanged 2561 SP:Iteration 7F (439.035766 sec): 3 clusters Score: Raw -13539281.603815 + Penalty 28332.576541 = -13510949.027274 nChanged 2065 SP:Iteration 8F (439.246656 sec): 3 clusters Score: Raw -13541007.409893 + Penalty 28332.576541 = -13512674.833352 nChanged 1357 SP:Iteration 9Q (439.461889 sec): 3 clusters Score: Raw -13541936.301077 + Penalty 28332.576541 = -13513603.724536 nChanged 919 SP:Iteration 10Q (439.667740 sec): 3 clusters Score: Raw -13542462.313455 + Penalty 28332.576541 = -13514129.736914 nChanged 613 SP:Iteration 11Q (439.899485 sec): 3 clusters Score: Raw -13542762.589627 + Penalty 28332.576541 = -13514430.013086 nChanged 446 SP:Iteration 12Q (440.116386 sec): 3 clusters Score: Raw -13542966.455416 + Penalty 28332.576541 = -13514633.878875 nChanged 337 SP:Iteration 13Q (440.339997 sec): 3 clusters Score: Raw -13543099.994185 + Penalty 28332.576541 = -13514767.417644 nChanged 234 SP:Iteration 14Q (440.544470 sec): 3 clusters Score: Raw -13543182.793467 + Penalty 28332.576541 = -13514850.216927 nChanged 188 SP:Iteration 15Q (440.760545 sec): 3 clusters Score: Raw -13543247.257899 + Penalty 28332.576541 = -13514914.681358 nChanged 138 SP:Iteration 16Q (440.956918 sec): 3 clusters Score: Raw -13543291.868441 + Penalty 28332.576541 = -13514959.291900 nChanged 104 SP:Iteration 17Q (441.145790 sec): 3 clusters Score: Raw -13543323.364760 + Penalty 28332.576541 = -13514990.788219 nChanged 73 SP:Iteration 18Q (441.346160 sec): 3 clusters Score: Raw -13543343.792826 + Penalty 28332.576541 = -13515011.216285 nChanged 51 SP:Iteration 19Q (441.548975 sec): 3 clusters Score: Raw -13543360.276766 + Penalty 28332.576541 = -13515027.700225 nChanged 47 SP:Iteration 20F (441.744684 sec): 3 clusters Score: Raw -13543374.764366 + Penalty 28332.576541 = -13515042.187825 nChanged 46 SP:Iteration 21Q (441.939135 sec): 3 clusters Score: Raw -13543388.390760 + Penalty 28332.576541 = -13515055.814219 nChanged 36 SP:Iteration 22Q (442.154402 sec): 3 clusters Score: Raw -13543398.601045 + Penalty 28332.576541 = -13515066.024504 nChanged 29 SP:Iteration 23Q (442.368941 sec): 3 clusters Score: Raw -13543406.640623 + Penalty 28332.576541 = -13515074.064082 nChanged 30 SP:Iteration 24Q (442.574291 sec): 3 clusters Score: Raw -13543414.907200 + Penalty 28332.576541 = -13515082.330659 nChanged 20 SP:Iteration 25Q (442.782398 sec): 3 clusters Score: Raw -13543419.894895 + Penalty 28332.576541 = -13515087.318354 nChanged 16 SP:Iteration 26Q (442.985722 sec): 3 clusters Score: Raw -13543423.963596 + Penalty 28332.576541 = -13515091.387055 nChanged 14 SP:Iteration 27Q (443.181874 sec): 3 clusters Score: Raw -13543428.206929 + Penalty 28332.576541 = -13515095.630388 nChanged 15 SP:Iteration 28Q (443.389948 sec): 3 clusters Score: Raw -13543431.739479 + Penalty 28332.576541 = -13515099.162938 nChanged 10 SP:Iteration 29Q (443.577400 sec): 3 clusters Score: Raw -13543434.571502 + Penalty 28332.576541 = -13515101.994961 nChanged 1 SP:Iteration 30Q (443.784971 sec): 3 clusters Score: Raw -13543435.080613 + Penalty 28332.576541 = -13515102.504072 nChanged 1 SP:Iteration 31Q (443.979780 sec): 3 clusters Score: Raw -13543435.231812 + Penalty 28332.576541 = -13515102.655271 nChanged 0 SP:Iteration 32F (444.173958 sec): 3 clusters Score: Raw -13543435.231812 + Penalty 28332.576541 = -13515102.655271 nChanged 0 Trying to split cluster 16 (32598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (444.290736 sec): 2 clusters Score: Raw -12713476.706982 + Penalty 14034.404394 = -12699442.302587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (444.476843 sec): 3 clusters Score: Raw -12697276.089648 + Penalty 28068.808789 = -12669207.280859 nChanged 12721 SP:Iteration 1F (444.660595 sec): 3 clusters Score: Raw -12704109.096941 + Penalty 28068.808789 = -12676040.288152 nChanged 2255 SP:Iteration 2F (444.831434 sec): 3 clusters Score: Raw -12705297.720149 + Penalty 28068.808789 = -12677228.911360 nChanged 1587 SP:Iteration 3Q (445.019700 sec): 3 clusters Score: Raw -12706070.213322 + Penalty 28068.808789 = -12678001.404533 nChanged 1206 SP:Iteration 4Q (445.216208 sec): 3 clusters Score: Raw -12706602.987198 + Penalty 28068.808789 = -12678534.178409 nChanged 980 SP:Iteration 5Q (445.396644 sec): 3 clusters Score: Raw -12707034.520380 + Penalty 28068.808789 = -12678965.711591 nChanged 786 SP:Iteration 6Q (445.586801 sec): 3 clusters Score: Raw -12707345.919472 + Penalty 28068.808789 = -12679277.110683 nChanged 641 SP:Iteration 7Q (445.765435 sec): 3 clusters Score: Raw -12707616.802112 + Penalty 28068.808789 = -12679547.993323 nChanged 613 SP:Iteration 8Q (445.956117 sec): 3 clusters Score: Raw -12707882.653391 + Penalty 28068.808789 = -12679813.844602 nChanged 588 SP:Iteration 9Q (446.141832 sec): 3 clusters Score: Raw -12708125.196149 + Penalty 28068.808789 = -12680056.387361 nChanged 554 SP:Iteration 10Q (446.326505 sec): 3 clusters Score: Raw -12708362.869819 + Penalty 28068.808789 = -12680294.061030 nChanged 579 SP:Iteration 11Q (446.508359 sec): 3 clusters Score: Raw -12708618.947605 + Penalty 28068.808789 = -12680550.138816 nChanged 571 SP:Iteration 12Q (446.701076 sec): 3 clusters Score: Raw -12708864.574266 + Penalty 28068.808789 = -12680795.765477 nChanged 503 SP:Iteration 13Q (446.884213 sec): 3 clusters Score: Raw -12709068.570893 + Penalty 28068.808789 = -12680999.762104 nChanged 471 SP:Iteration 14Q (447.071009 sec): 3 clusters Score: Raw -12709248.379841 + Penalty 28068.808789 = -12681179.571052 nChanged 452 SP:Iteration 15Q (447.253280 sec): 3 clusters Score: Raw -12709409.306000 + Penalty 28068.808789 = -12681340.497212 nChanged 407 SP:Iteration 16Q (447.445148 sec): 3 clusters Score: Raw -12709556.841112 + Penalty 28068.808789 = -12681488.032324 nChanged 396 SP:Iteration 17Q (447.631312 sec): 3 clusters Score: Raw -12709705.864208 + Penalty 28068.808789 = -12681637.055419 nChanged 388 SP:Iteration 18Q (447.819276 sec): 3 clusters Score: Raw -12709850.657792 + Penalty 28068.808789 = -12681781.849003 nChanged 397 SP:Iteration 19Q (448.009383 sec): 3 clusters Score: Raw -12709994.206402 + Penalty 28068.808789 = -12681925.397613 nChanged 371 SP:Iteration 20F (448.190565 sec): 3 clusters Score: Raw -12710142.287455 + Penalty 28068.808789 = -12682073.478666 nChanged 393 SP:Iteration 21Q (448.370748 sec): 3 clusters Score: Raw -12710296.373608 + Penalty 28068.808789 = -12682227.564819 nChanged 412 SP:Iteration 22Q (448.579892 sec): 3 clusters Score: Raw -12710452.694977 + Penalty 28068.808789 = -12682383.886188 nChanged 391 SP:Iteration 23Q (448.785012 sec): 3 clusters Score: Raw -12710610.573074 + Penalty 28068.808789 = -12682541.764285 nChanged 402 SP:Iteration 24Q (448.991224 sec): 3 clusters Score: Raw -12710773.075313 + Penalty 28068.808789 = -12682704.266524 nChanged 409 SP:Iteration 25Q (449.201030 sec): 3 clusters Score: Raw -12710933.366683 + Penalty 28068.808789 = -12682864.557895 nChanged 405 SP:Iteration 26Q (449.397318 sec): 3 clusters Score: Raw -12711098.505720 + Penalty 28068.808789 = -12683029.696931 nChanged 432 SP:Iteration 27Q (449.596516 sec): 3 clusters Score: Raw -12711281.873220 + Penalty 28068.808789 = -12683213.064431 nChanged 448 SP:Iteration 28Q (449.797912 sec): 3 clusters Score: Raw -12711469.589134 + Penalty 28068.808789 = -12683400.780345 nChanged 418 SP:Iteration 29Q (450.021292 sec): 3 clusters Score: Raw -12711635.809055 + Penalty 28068.808789 = -12683567.000267 nChanged 415 SP:Iteration 30Q (450.226806 sec): 3 clusters Score: Raw -12711812.630029 + Penalty 28068.808789 = -12683743.821240 nChanged 443 SP:Iteration 31Q (450.431192 sec): 3 clusters Score: Raw -12712008.920417 + Penalty 28068.808789 = -12683940.111628 nChanged 447 SP:Iteration 32Q (450.637773 sec): 3 clusters Score: Raw -12712209.735492 + Penalty 28068.808789 = -12684140.926703 nChanged 441 SP:Iteration 33Q (450.835108 sec): 3 clusters Score: Raw -12712401.360820 + Penalty 28068.808789 = -12684332.552032 nChanged 406 SP:Iteration 34Q (451.040397 sec): 3 clusters Score: Raw -12712581.068837 + Penalty 28068.808789 = -12684512.260048 nChanged 412 SP:Iteration 35Q (451.246117 sec): 3 clusters Score: Raw -12712765.267519 + Penalty 28068.808789 = -12684696.458731 nChanged 407 SP:Iteration 36Q (451.434667 sec): 3 clusters Score: Raw -12712940.960714 + Penalty 28068.808789 = -12684872.151925 nChanged 370 SP:Iteration 37Q (451.611454 sec): 3 clusters Score: Raw -12713097.304172 + Penalty 28068.808789 = -12685028.495383 nChanged 331 SP:Iteration 38Q (451.797051 sec): 3 clusters Score: Raw -12713229.590340 + Penalty 28068.808789 = -12685160.781551 nChanged 293 SP:Iteration 39Q (451.969995 sec): 3 clusters Score: Raw -12713346.634703 + Penalty 28068.808789 = -12685277.825915 nChanged 276 SP:Iteration 40F (452.133533 sec): 3 clusters Score: Raw -12713449.162865 + Penalty 28068.808789 = -12685380.354076 nChanged 240 SP:Iteration 41Q (452.297231 sec): 3 clusters Score: Raw -12713540.911605 + Penalty 28068.808789 = -12685472.102816 nChanged 260 SP:Iteration 42Q (452.472943 sec): 3 clusters Score: Raw -12713644.250357 + Penalty 28068.808789 = -12685575.441568 nChanged 254 SP:Iteration 43Q (452.637226 sec): 3 clusters Score: Raw -12713750.341849 + Penalty 28068.808789 = -12685681.533061 nChanged 253 SP:Iteration 44Q (452.811670 sec): 3 clusters Score: Raw -12713854.384669 + Penalty 28068.808789 = -12685785.575881 nChanged 256 SP:Iteration 45Q (453.008883 sec): 3 clusters Score: Raw -12713953.173225 + Penalty 28068.808789 = -12685884.364436 nChanged 228 SP:Iteration 46Q (453.185540 sec): 3 clusters Score: Raw -12714043.798918 + Penalty 28068.808789 = -12685974.990130 nChanged 200 SP:Iteration 47Q (453.365251 sec): 3 clusters Score: Raw -12714127.239646 + Penalty 28068.808789 = -12686058.430857 nChanged 205 SP:Iteration 48Q (453.558906 sec): 3 clusters Score: Raw -12714209.854132 + Penalty 28068.808789 = -12686141.045343 nChanged 193 SP:Iteration 49Q (453.740213 sec): 3 clusters Score: Raw -12714285.057631 + Penalty 28068.808789 = -12686216.248842 nChanged 171 SP:Iteration 50Q (453.922525 sec): 3 clusters Score: Raw -12714356.310666 + Penalty 28068.808789 = -12686287.501877 nChanged 158 SP:Iteration 51Q (454.103395 sec): 3 clusters Score: Raw -12714424.875818 + Penalty 28068.808789 = -12686356.067030 nChanged 175 SP:Iteration 52Q (454.304954 sec): 3 clusters Score: Raw -12714497.021624 + Penalty 28068.808789 = -12686428.212835 nChanged 176 SP:Iteration 53Q (454.505947 sec): 3 clusters Score: Raw -12714568.605937 + Penalty 28068.808789 = -12686499.797148 nChanged 157 SP:Iteration 54Q (454.699652 sec): 3 clusters Score: Raw -12714633.916271 + Penalty 28068.808789 = -12686565.107482 nChanged 151 SP:Iteration 55Q (454.890664 sec): 3 clusters Score: Raw -12714688.279952 + Penalty 28068.808789 = -12686619.471163 nChanged 111 SP:Iteration 56Q (455.082637 sec): 3 clusters Score: Raw -12714731.356860 + Penalty 28068.808789 = -12686662.548071 nChanged 110 SP:Iteration 57Q (455.258319 sec): 3 clusters Score: Raw -12714774.488862 + Penalty 28068.808789 = -12686705.680073 nChanged 123 SP:Iteration 58Q (455.456122 sec): 3 clusters Score: Raw -12714825.652671 + Penalty 28068.808789 = -12686756.843882 nChanged 122 SP:Iteration 59Q (455.642541 sec): 3 clusters Score: Raw -12714876.812869 + Penalty 28068.808789 = -12686808.004080 nChanged 100 SP:Iteration 60F (455.836343 sec): 3 clusters Score: Raw -12714916.785119 + Penalty 28068.808789 = -12686847.976331 nChanged 92 SP:Iteration 61Q (456.032866 sec): 3 clusters Score: Raw -12714951.177441 + Penalty 28068.808789 = -12686882.368652 nChanged 88 SP:Iteration 62Q (456.227194 sec): 3 clusters Score: Raw -12714986.452300 + Penalty 28068.808789 = -12686917.643512 nChanged 88 SP:Iteration 63Q (456.414451 sec): 3 clusters Score: Raw -12715023.823199 + Penalty 28068.808789 = -12686955.014411 nChanged 86 SP:Iteration 64Q (456.579739 sec): 3 clusters Score: Raw -12715058.941805 + Penalty 28068.808789 = -12686990.133016 nChanged 79 SP:Iteration 65Q (456.774517 sec): 3 clusters Score: Raw -12715091.043972 + Penalty 28068.808789 = -12687022.235183 nChanged 68 SP:Iteration 66Q (456.957150 sec): 3 clusters Score: Raw -12715119.212448 + Penalty 28068.808789 = -12687050.403660 nChanged 68 SP:Iteration 67Q (457.145187 sec): 3 clusters Score: Raw -12715147.912644 + Penalty 28068.808789 = -12687079.103855 nChanged 68 SP:Iteration 68Q (457.328558 sec): 3 clusters Score: Raw -12715172.752044 + Penalty 28068.808789 = -12687103.943255 nChanged 50 SP:Iteration 69Q (457.519140 sec): 3 clusters Score: Raw -12715193.254978 + Penalty 28068.808789 = -12687124.446189 nChanged 47 SP:Iteration 70Q (457.717163 sec): 3 clusters Score: Raw -12715216.421413 + Penalty 28068.808789 = -12687147.612624 nChanged 60 SP:Iteration 71Q (457.897186 sec): 3 clusters Score: Raw -12715241.738129 + Penalty 28068.808789 = -12687172.929340 nChanged 59 SP:Iteration 72Q (458.092074 sec): 3 clusters Score: Raw -12715263.973184 + Penalty 28068.808789 = -12687195.164396 nChanged 37 SP:Iteration 73Q (458.278415 sec): 3 clusters Score: Raw -12715280.127131 + Penalty 28068.808789 = -12687211.318342 nChanged 46 SP:Iteration 74Q (458.474628 sec): 3 clusters Score: Raw -12715298.297665 + Penalty 28068.808789 = -12687229.488876 nChanged 47 SP:Iteration 75Q (458.663979 sec): 3 clusters Score: Raw -12715318.248551 + Penalty 28068.808789 = -12687249.439762 nChanged 47 SP:Iteration 76Q (458.846767 sec): 3 clusters Score: Raw -12715336.937036 + Penalty 28068.808789 = -12687268.128247 nChanged 45 SP:Iteration 77Q (459.027913 sec): 3 clusters Score: Raw -12715355.516460 + Penalty 28068.808789 = -12687286.707671 nChanged 39 SP:Iteration 78Q (459.212940 sec): 3 clusters Score: Raw -12715369.688241 + Penalty 28068.808789 = -12687300.879452 nChanged 30 SP:Iteration 79Q (459.405738 sec): 3 clusters Score: Raw -12715381.898133 + Penalty 28068.808789 = -12687313.089344 nChanged 30 SP:Iteration 80F (459.586791 sec): 3 clusters Score: Raw -12715393.088806 + Penalty 28068.808789 = -12687324.280018 nChanged 26 SP:Iteration 81Q (459.753550 sec): 3 clusters Score: Raw -12715403.665441 + Penalty 28068.808789 = -12687334.856652 nChanged 24 SP:Iteration 82Q (459.915371 sec): 3 clusters Score: Raw -12715412.437548 + Penalty 28068.808789 = -12687343.628760 nChanged 24 SP:Iteration 83Q (460.105314 sec): 3 clusters Score: Raw -12715420.936117 + Penalty 28068.808789 = -12687352.127328 nChanged 14 SP:Iteration 84Q (460.283567 sec): 3 clusters Score: Raw -12715425.387721 + Penalty 28068.808789 = -12687356.578932 nChanged 16 SP:Iteration 85Q (460.480841 sec): 3 clusters Score: Raw -12715431.685307 + Penalty 28068.808789 = -12687362.876518 nChanged 23 SP:Iteration 86Q (460.659168 sec): 3 clusters Score: Raw -12715439.738961 + Penalty 28068.808789 = -12687370.930172 nChanged 19 SP:Iteration 87Q (460.827147 sec): 3 clusters Score: Raw -12715446.545097 + Penalty 28068.808789 = -12687377.736308 nChanged 12 SP:Iteration 88Q (461.010611 sec): 3 clusters Score: Raw -12715451.347814 + Penalty 28068.808789 = -12687382.539026 nChanged 11 SP:Iteration 89Q (461.184117 sec): 3 clusters Score: Raw -12715454.985965 + Penalty 28068.808789 = -12687386.177176 nChanged 8 SP:Iteration 90Q (461.374492 sec): 3 clusters Score: Raw -12715458.363093 + Penalty 28068.808789 = -12687389.554304 nChanged 7 SP:Iteration 91Q (461.560815 sec): 3 clusters Score: Raw -12715461.141180 + Penalty 28068.808789 = -12687392.332391 nChanged 6 SP:Iteration 92Q (461.727772 sec): 3 clusters Score: Raw -12715463.771114 + Penalty 28068.808789 = -12687394.962325 nChanged 5 SP:Iteration 93Q (461.915256 sec): 3 clusters Score: Raw -12715466.005519 + Penalty 28068.808789 = -12687397.196731 nChanged 4 SP:Iteration 94Q (462.081459 sec): 3 clusters Score: Raw -12715467.540751 + Penalty 28068.808789 = -12687398.731962 nChanged 2 SP:Iteration 95Q (462.245922 sec): 3 clusters Score: Raw -12715468.342801 + Penalty 28068.808789 = -12687399.534012 nChanged 3 SP:Iteration 96Q (462.415841 sec): 3 clusters Score: Raw -12715469.568350 + Penalty 28068.808789 = -12687400.759562 nChanged 8 SP:Iteration 97Q (462.581004 sec): 3 clusters Score: Raw -12715473.427039 + Penalty 28068.808789 = -12687404.618251 nChanged 6 SP:Iteration 98Q (462.745666 sec): 3 clusters Score: Raw -12715476.095828 + Penalty 28068.808789 = -12687407.287039 nChanged 3 SP:Iteration 99Q (462.936697 sec): 3 clusters Score: Raw -12715476.961639 + Penalty 28068.808789 = -12687408.152850 nChanged 7 SP:Iteration 100F (463.134574 sec): 3 clusters Score: Raw -12715479.747458 + Penalty 28068.808789 = -12687410.938669 nChanged 6 SP:Iteration 101Q (463.321242 sec): 3 clusters Score: Raw -12715482.222378 + Penalty 28068.808789 = -12687413.413589 nChanged 7 SP:Iteration 102Q (463.512168 sec): 3 clusters Score: Raw -12715484.390493 + Penalty 28068.808789 = -12687415.581704 nChanged 5 SP:Iteration 103Q (463.699924 sec): 3 clusters Score: Raw -12715486.063773 + Penalty 28068.808789 = -12687417.254984 nChanged 4 SP:Iteration 104Q (463.858184 sec): 3 clusters Score: Raw -12715487.446961 + Penalty 28068.808789 = -12687418.638172 nChanged 6 SP:Iteration 105Q (464.022661 sec): 3 clusters Score: Raw -12715489.836242 + Penalty 28068.808789 = -12687421.027454 nChanged 7 SP:Iteration 106Q (464.181794 sec): 3 clusters Score: Raw -12715492.210351 + Penalty 28068.808789 = -12687423.401562 nChanged 9 SP:Iteration 107Q (464.331359 sec): 3 clusters Score: Raw -12715495.742397 + Penalty 28068.808789 = -12687426.933608 nChanged 9 SP:Iteration 108Q (464.492230 sec): 3 clusters Score: Raw -12715498.962169 + Penalty 28068.808789 = -12687430.153381 nChanged 8 SP:Iteration 109Q (464.669459 sec): 3 clusters Score: Raw -12715501.701892 + Penalty 28068.808789 = -12687432.893103 nChanged 8 SP:Iteration 110Q (464.838687 sec): 3 clusters Score: Raw -12715504.312731 + Penalty 28068.808789 = -12687435.503942 nChanged 4 SP:Iteration 111Q (464.999792 sec): 3 clusters Score: Raw -12715505.948838 + Penalty 28068.808789 = -12687437.140050 nChanged 5 SP:Iteration 112Q (465.170904 sec): 3 clusters Score: Raw -12715508.003158 + Penalty 28068.808789 = -12687439.194369 nChanged 3 SP:Iteration 113Q (465.334343 sec): 3 clusters Score: Raw -12715509.308325 + Penalty 28068.808789 = -12687440.499536 nChanged 4 SP:Iteration 114Q (465.505390 sec): 3 clusters Score: Raw -12715510.861559 + Penalty 28068.808789 = -12687442.052770 nChanged 5 SP:Iteration 115Q (465.687195 sec): 3 clusters Score: Raw -12715512.773187 + Penalty 28068.808789 = -12687443.964399 nChanged 6 SP:Iteration 116Q (465.875860 sec): 3 clusters Score: Raw -12715515.682251 + Penalty 28068.808789 = -12687446.873463 nChanged 2 SP:Iteration 117Q (466.051833 sec): 3 clusters Score: Raw -12715516.345934 + Penalty 28068.808789 = -12687447.537145 nChanged 4 SP:Iteration 118Q (466.247751 sec): 3 clusters Score: Raw -12715517.600118 + Penalty 28068.808789 = -12687448.791329 nChanged 4 SP:Iteration 119Q (466.440680 sec): 3 clusters Score: Raw -12715519.153724 + Penalty 28068.808789 = -12687450.344935 nChanged 3 SP:Iteration 120F (466.642320 sec): 3 clusters Score: Raw -12715520.130053 + Penalty 28068.808789 = -12687451.321264 nChanged 1 SP:Iteration 121Q (466.830720 sec): 3 clusters Score: Raw -12715520.719985 + Penalty 28068.808789 = -12687451.911196 nChanged 2 SP:Iteration 122Q (467.014607 sec): 3 clusters Score: Raw -12715521.431370 + Penalty 28068.808789 = -12687452.622581 nChanged 0 SP:Iteration 123F (467.210218 sec): 3 clusters Score: Raw -12715521.431370 + Penalty 28068.808789 = -12687452.622581 nChanged 0 Trying to split cluster 18 (4684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (467.246700 sec): 2 clusters Score: Raw -1657152.837990 + Penalty 11414.301382 = -1645738.536608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (467.319927 sec): 3 clusters Score: Raw -1657287.775098 + Penalty 22828.602764 = -1634459.172333 nChanged 1192 SP:Iteration 1F (467.383319 sec): 3 clusters Score: Raw -1659955.754946 + Penalty 22828.602764 = -1637127.152181 nChanged 410 SP:Iteration 2F (467.449255 sec): 3 clusters Score: Raw -1660747.524547 + Penalty 22828.602764 = -1637918.921782 nChanged 229 SP:Iteration 3Q (467.516041 sec): 3 clusters Score: Raw -1661233.902233 + Penalty 22828.602764 = -1638405.299469 nChanged 195 SP:Iteration 4Q (467.565149 sec): 3 clusters Score: Raw -1661658.817267 + Penalty 22828.602764 = -1638830.214503 nChanged 194 SP:Iteration 5Q (467.639960 sec): 3 clusters Score: Raw -1662149.195843 + Penalty 22828.602764 = -1639320.593079 nChanged 183 SP:Iteration 6Q (467.701706 sec): 3 clusters Score: Raw -1662610.516325 + Penalty 22828.602764 = -1639781.913561 nChanged 157 SP:Iteration 7Q (467.766858 sec): 3 clusters Score: Raw -1663092.420791 + Penalty 22828.602764 = -1640263.818026 nChanged 158 SP:Iteration 8Q (467.831802 sec): 3 clusters Score: Raw -1663534.396292 + Penalty 22828.602764 = -1640705.793528 nChanged 157 SP:Iteration 9Q (467.895292 sec): 3 clusters Score: Raw -1664041.609878 + Penalty 22828.602764 = -1641213.007114 nChanged 173 SP:Iteration 10Q (467.957341 sec): 3 clusters Score: Raw -1664619.356775 + Penalty 22828.602764 = -1641790.754011 nChanged 154 SP:Iteration 11Q (468.018304 sec): 3 clusters Score: Raw -1665135.007070 + Penalty 22828.602764 = -1642306.404306 nChanged 193 SP:Iteration 12Q (468.082656 sec): 3 clusters Score: Raw -1665835.550649 + Penalty 22828.602764 = -1643006.947885 nChanged 185 SP:Iteration 13Q (468.147290 sec): 3 clusters Score: Raw -1666474.116936 + Penalty 22828.602764 = -1643645.514171 nChanged 144 SP:Iteration 14Q (468.197665 sec): 3 clusters Score: Raw -1666954.821542 + Penalty 22828.602764 = -1644126.218777 nChanged 106 SP:Iteration 15Q (468.268230 sec): 3 clusters Score: Raw -1667264.343087 + Penalty 22828.602764 = -1644435.740323 nChanged 62 SP:Iteration 16Q (468.321540 sec): 3 clusters Score: Raw -1667454.213834 + Penalty 22828.602764 = -1644625.611069 nChanged 30 SP:Iteration 17Q (468.377071 sec): 3 clusters Score: Raw -1667561.234441 + Penalty 22828.602764 = -1644732.631677 nChanged 23 SP:Iteration 18Q (468.439335 sec): 3 clusters Score: Raw -1667620.118882 + Penalty 22828.602764 = -1644791.516118 nChanged 18 SP:Iteration 19Q (468.490862 sec): 3 clusters Score: Raw -1667678.101864 + Penalty 22828.602764 = -1644849.499099 nChanged 19 SP:Iteration 20F (468.541018 sec): 3 clusters Score: Raw -1667786.278106 + Penalty 22828.602764 = -1644957.675341 nChanged 26 SP:Iteration 21Q (468.595002 sec): 3 clusters Score: Raw -1667860.857614 + Penalty 22828.602764 = -1645032.254850 nChanged 15 SP:Iteration 22Q (468.661460 sec): 3 clusters Score: Raw -1667894.244741 + Penalty 22828.602764 = -1645065.641976 nChanged 8 SP:Iteration 23Q (468.705956 sec): 3 clusters Score: Raw -1667919.510433 + Penalty 22828.602764 = -1645090.907668 nChanged 13 SP:Iteration 24Q (468.765478 sec): 3 clusters Score: Raw -1667966.964532 + Penalty 22828.602764 = -1645138.361768 nChanged 9 SP:Iteration 25Q (468.819110 sec): 3 clusters Score: Raw -1667994.796770 + Penalty 22828.602764 = -1645166.194006 nChanged 10 SP:Iteration 26Q (468.863762 sec): 3 clusters Score: Raw -1668024.568323 + Penalty 22828.602764 = -1645195.965558 nChanged 7 SP:Iteration 27Q (468.913910 sec): 3 clusters Score: Raw -1668039.383473 + Penalty 22828.602764 = -1645210.780708 nChanged 8 SP:Iteration 28Q (468.971135 sec): 3 clusters Score: Raw -1668054.925053 + Penalty 22828.602764 = -1645226.322288 nChanged 6 SP:Iteration 29Q (469.015664 sec): 3 clusters Score: Raw -1668069.316394 + Penalty 22828.602764 = -1645240.713630 nChanged 5 SP:Iteration 30Q (469.072772 sec): 3 clusters Score: Raw -1668082.934123 + Penalty 22828.602764 = -1645254.331359 nChanged 7 SP:Iteration 31Q (469.118085 sec): 3 clusters Score: Raw -1668100.017117 + Penalty 22828.602764 = -1645271.414353 nChanged 10 SP:Iteration 32Q (469.178925 sec): 3 clusters Score: Raw -1668119.581659 + Penalty 22828.602764 = -1645290.978895 nChanged 10 SP:Iteration 33Q (469.230564 sec): 3 clusters Score: Raw -1668140.308201 + Penalty 22828.602764 = -1645311.705436 nChanged 3 SP:Iteration 34Q (469.274089 sec): 3 clusters Score: Raw -1668145.584268 + Penalty 22828.602764 = -1645316.981503 nChanged 6 SP:Iteration 35Q (469.331285 sec): 3 clusters Score: Raw -1668173.825663 + Penalty 22828.602764 = -1645345.222899 nChanged 6 SP:Iteration 36Q (469.374952 sec): 3 clusters Score: Raw -1668193.246310 + Penalty 22828.602764 = -1645364.643545 nChanged 11 SP:Iteration 37Q (469.432491 sec): 3 clusters Score: Raw -1668236.752340 + Penalty 22828.602764 = -1645408.149576 nChanged 15 SP:Iteration 38Q (469.476726 sec): 3 clusters Score: Raw -1668275.346918 + Penalty 22828.602764 = -1645446.744153 nChanged 10 SP:Iteration 39Q (469.534716 sec): 3 clusters Score: Raw -1668301.925058 + Penalty 22828.602764 = -1645473.322293 nChanged 11 SP:Iteration 40F (469.584080 sec): 3 clusters Score: Raw -1668337.140261 + Penalty 22828.602764 = -1645508.537496 nChanged 13 SP:Iteration 41Q (469.640861 sec): 3 clusters Score: Raw -1668388.770967 + Penalty 22828.602764 = -1645560.168203 nChanged 17 SP:Iteration 42Q (469.685029 sec): 3 clusters Score: Raw -1668448.411268 + Penalty 22828.602764 = -1645619.808503 nChanged 20 SP:Iteration 43Q (469.742726 sec): 3 clusters Score: Raw -1668530.336497 + Penalty 22828.602764 = -1645701.733732 nChanged 22 SP:Iteration 44Q (469.787163 sec): 3 clusters Score: Raw -1668608.076482 + Penalty 22828.602764 = -1645779.473718 nChanged 22 SP:Iteration 45Q (469.844449 sec): 3 clusters Score: Raw -1668699.089740 + Penalty 22828.602764 = -1645870.486975 nChanged 17 SP:Iteration 46Q (469.889995 sec): 3 clusters Score: Raw -1668748.083095 + Penalty 22828.602764 = -1645919.480331 nChanged 18 SP:Iteration 47Q (469.958334 sec): 3 clusters Score: Raw -1668815.438670 + Penalty 22828.602764 = -1645986.835906 nChanged 12 SP:Iteration 48Q (470.017504 sec): 3 clusters Score: Raw -1668856.885871 + Penalty 22828.602764 = -1646028.283107 nChanged 15 SP:Iteration 49Q (470.074920 sec): 3 clusters Score: Raw -1668906.450367 + Penalty 22828.602764 = -1646077.847602 nChanged 16 SP:Iteration 50Q (470.126380 sec): 3 clusters Score: Raw -1668958.814338 + Penalty 22828.602764 = -1646130.211573 nChanged 12 SP:Iteration 51Q (470.196509 sec): 3 clusters Score: Raw -1669003.733967 + Penalty 22828.602764 = -1646175.131202 nChanged 9 SP:Iteration 52Q (470.256725 sec): 3 clusters Score: Raw -1669047.462294 + Penalty 22828.602764 = -1646218.859529 nChanged 13 SP:Iteration 53Q (470.317026 sec): 3 clusters Score: Raw -1669104.589326 + Penalty 22828.602764 = -1646275.986562 nChanged 11 SP:Iteration 54Q (470.377297 sec): 3 clusters Score: Raw -1669147.715078 + Penalty 22828.602764 = -1646319.112314 nChanged 17 SP:Iteration 55Q (470.437015 sec): 3 clusters Score: Raw -1669232.316923 + Penalty 22828.602764 = -1646403.714159 nChanged 14 SP:Iteration 56Q (470.499105 sec): 3 clusters Score: Raw -1669318.252136 + Penalty 22828.602764 = -1646489.649372 nChanged 18 SP:Iteration 57Q (470.558044 sec): 3 clusters Score: Raw -1669403.004301 + Penalty 22828.602764 = -1646574.401536 nChanged 16 SP:Iteration 58Q (470.611079 sec): 3 clusters Score: Raw -1669473.445320 + Penalty 22828.602764 = -1646644.842555 nChanged 15 SP:Iteration 59Q (470.668039 sec): 3 clusters Score: Raw -1669525.820881 + Penalty 22828.602764 = -1646697.218117 nChanged 15 SP:Iteration 60F (470.744278 sec): 3 clusters Score: Raw -1669563.006344 + Penalty 22828.602764 = -1646734.403579 nChanged 8 SP:Iteration 61Q (470.796296 sec): 3 clusters Score: Raw -1669583.757675 + Penalty 22828.602764 = -1646755.154910 nChanged 5 SP:Iteration 62Q (470.856218 sec): 3 clusters Score: Raw -1669597.863107 + Penalty 22828.602764 = -1646769.260342 nChanged 4 SP:Iteration 63Q (470.911662 sec): 3 clusters Score: Raw -1669610.271641 + Penalty 22828.602764 = -1646781.668876 nChanged 3 SP:Iteration 64Q (470.972848 sec): 3 clusters Score: Raw -1669619.978293 + Penalty 22828.602764 = -1646791.375528 nChanged 3 SP:Iteration 65Q (471.039820 sec): 3 clusters Score: Raw -1669629.371236 + Penalty 22828.602764 = -1646800.768471 nChanged 2 SP:Iteration 66Q (471.092173 sec): 3 clusters Score: Raw -1669635.993458 + Penalty 22828.602764 = -1646807.390693 nChanged 1 SP:Iteration 67Q (471.158220 sec): 3 clusters Score: Raw -1669637.471684 + Penalty 22828.602764 = -1646808.868919 nChanged 0 SP:Iteration 68F (471.220356 sec): 3 clusters Score: Raw -1669637.471684 + Penalty 22828.602764 = -1646808.868919 nChanged 0 Score: Raw -124149473.821500 + Penalty 205658.646485 = -123943815.175014 Splitting cluster 18 changes total score from -123891429.470542 to -123943815.175014 So it's getting split into cluster 6. Trying to split cluster 19 (112507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (478.993451 sec): 2 clusters Score: Raw -43669265.294279 + Penalty 15707.355859 = -43653557.938421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (479.553869 sec): 3 clusters Score: Raw -43604032.952933 + Penalty 31414.711717 = -43572618.241216 nChanged 49277 SP:Iteration 1F (480.098671 sec): 3 clusters Score: Raw -43630529.628601 + Penalty 31414.711717 = -43599114.916884 nChanged 5889 SP:Iteration 2F (480.662410 sec): 3 clusters Score: Raw -43632701.883615 + Penalty 31414.711717 = -43601287.171898 nChanged 5150 SP:Iteration 3Q (481.248388 sec): 3 clusters Score: Raw -43634693.042036 + Penalty 31414.711717 = -43603278.330319 nChanged 4874 SP:Iteration 4Q (481.849360 sec): 3 clusters Score: Raw -43636735.617116 + Penalty 31414.711717 = -43605320.905399 nChanged 4890 SP:Iteration 5Q (482.468254 sec): 3 clusters Score: Raw -43639095.871604 + Penalty 31414.711717 = -43607681.159887 nChanged 5380 SP:Iteration 6Q (483.083299 sec): 3 clusters Score: Raw -43642279.977731 + Penalty 31414.711717 = -43610865.266014 nChanged 6122 SP:Iteration 7F (483.633639 sec): 3 clusters Score: Raw -43646565.733836 + Penalty 31414.711717 = -43615151.022119 nChanged 6783 SP:Iteration 8F (484.207274 sec): 3 clusters Score: Raw -43651953.355154 + Penalty 31414.711717 = -43620538.643436 nChanged 7162 SP:Iteration 9F (484.717609 sec): 3 clusters Score: Raw -43657515.717341 + Penalty 31414.711717 = -43626101.005624 nChanged 6636 SP:Iteration 10F (485.241852 sec): 3 clusters Score: Raw -43661964.801023 + Penalty 31414.711717 = -43630550.089305 nChanged 5559 SP:Iteration 11Q (485.791065 sec): 3 clusters Score: Raw -43665044.081345 + Penalty 31414.711717 = -43633629.369628 nChanged 4252 SP:Iteration 12Q (486.402478 sec): 3 clusters Score: Raw -43666975.943134 + Penalty 31414.711717 = -43635561.231417 nChanged 3233 SP:Iteration 13Q (487.001428 sec): 3 clusters Score: Raw -43668206.837537 + Penalty 31414.711717 = -43636792.125820 nChanged 2481 SP:Iteration 14Q (487.610679 sec): 3 clusters Score: Raw -43669023.776942 + Penalty 31414.711717 = -43637609.065225 nChanged 1900 SP:Iteration 15Q (488.213662 sec): 3 clusters Score: Raw -43669586.682828 + Penalty 31414.711717 = -43638171.971111 nChanged 1555 SP:Iteration 16Q (488.774822 sec): 3 clusters Score: Raw -43669985.285295 + Penalty 31414.711717 = -43638570.573578 nChanged 1257 SP:Iteration 17Q (489.324189 sec): 3 clusters Score: Raw -43670275.271859 + Penalty 31414.711717 = -43638860.560142 nChanged 1041 SP:Iteration 18Q (489.880826 sec): 3 clusters Score: Raw -43670488.286051 + Penalty 31414.711717 = -43639073.574334 nChanged 903 SP:Iteration 19Q (490.424128 sec): 3 clusters Score: Raw -43670679.119609 + Penalty 31414.711717 = -43639264.407892 nChanged 854 SP:Iteration 20F (490.975811 sec): 3 clusters Score: Raw -43670858.931739 + Penalty 31414.711717 = -43639444.220022 nChanged 793 SP:Iteration 21Q (491.576876 sec): 3 clusters Score: Raw -43671021.598184 + Penalty 31414.711717 = -43639606.886467 nChanged 728 SP:Iteration 22Q (492.154254 sec): 3 clusters Score: Raw -43671175.626100 + Penalty 31414.711717 = -43639760.914382 nChanged 716 SP:Iteration 23Q (492.772284 sec): 3 clusters Score: Raw -43671334.812867 + Penalty 31414.711717 = -43639920.101150 nChanged 707 SP:Iteration 24Q (493.398578 sec): 3 clusters Score: Raw -43671493.956408 + Penalty 31414.711717 = -43640079.244691 nChanged 715 SP:Iteration 25Q (494.017608 sec): 3 clusters Score: Raw -43671666.330564 + Penalty 31414.711717 = -43640251.618847 nChanged 751 SP:Iteration 26Q (494.632658 sec): 3 clusters Score: Raw -43671855.543260 + Penalty 31414.711717 = -43640440.831543 nChanged 781 SP:Iteration 27Q (495.248559 sec): 3 clusters Score: Raw -43672069.292782 + Penalty 31414.711717 = -43640654.581065 nChanged 810 SP:Iteration 28Q (495.836750 sec): 3 clusters Score: Raw -43672276.250338 + Penalty 31414.711717 = -43640861.538621 nChanged 801 SP:Iteration 29Q (496.457001 sec): 3 clusters Score: Raw -43672488.232143 + Penalty 31414.711717 = -43641073.520426 nChanged 784 SP:Iteration 30Q (497.001270 sec): 3 clusters Score: Raw -43672683.375502 + Penalty 31414.711717 = -43641268.663785 nChanged 782 SP:Iteration 31Q (497.578203 sec): 3 clusters Score: Raw -43672872.008692 + Penalty 31414.711717 = -43641457.296975 nChanged 738 SP:Iteration 32Q (498.196874 sec): 3 clusters Score: Raw -43673046.325689 + Penalty 31414.711717 = -43641631.613972 nChanged 733 SP:Iteration 33Q (498.817365 sec): 3 clusters Score: Raw -43673206.225435 + Penalty 31414.711717 = -43641791.513717 nChanged 674 SP:Iteration 34Q (499.403834 sec): 3 clusters Score: Raw -43673339.094479 + Penalty 31414.711717 = -43641924.382762 nChanged 577 SP:Iteration 35Q (500.001772 sec): 3 clusters Score: Raw -43673448.372835 + Penalty 31414.711717 = -43642033.661118 nChanged 560 SP:Iteration 36Q (500.598150 sec): 3 clusters Score: Raw -43673558.099128 + Penalty 31414.711717 = -43642143.387410 nChanged 569 SP:Iteration 37Q (501.193839 sec): 3 clusters Score: Raw -43673665.086938 + Penalty 31414.711717 = -43642250.375221 nChanged 550 SP:Iteration 38Q (501.794399 sec): 3 clusters Score: Raw -43673766.730818 + Penalty 31414.711717 = -43642352.019100 nChanged 525 SP:Iteration 39Q (502.325411 sec): 3 clusters Score: Raw -43673858.236120 + Penalty 31414.711717 = -43642443.524403 nChanged 522 SP:Iteration 40F (502.885414 sec): 3 clusters Score: Raw -43673947.895660 + Penalty 31414.711717 = -43642533.183943 nChanged 490 SP:Iteration 41Q (503.480586 sec): 3 clusters Score: Raw -43674033.476660 + Penalty 31414.711717 = -43642618.764943 nChanged 454 SP:Iteration 42Q (504.021715 sec): 3 clusters Score: Raw -43674107.971960 + Penalty 31414.711717 = -43642693.260242 nChanged 439 SP:Iteration 43Q (504.567853 sec): 3 clusters Score: Raw -43674182.558337 + Penalty 31414.711717 = -43642767.846620 nChanged 404 SP:Iteration 44Q (505.149964 sec): 3 clusters Score: Raw -43674249.766454 + Penalty 31414.711717 = -43642835.054737 nChanged 362 SP:Iteration 45Q (505.678254 sec): 3 clusters Score: Raw -43674308.388946 + Penalty 31414.711717 = -43642893.677228 nChanged 399 SP:Iteration 46Q (506.239260 sec): 3 clusters Score: Raw -43674370.815990 + Penalty 31414.711717 = -43642956.104273 nChanged 387 SP:Iteration 47Q (506.833293 sec): 3 clusters Score: Raw -43674432.866088 + Penalty 31414.711717 = -43643018.154370 nChanged 380 SP:Iteration 48Q (507.411392 sec): 3 clusters Score: Raw -43674491.021039 + Penalty 31414.711717 = -43643076.309322 nChanged 349 SP:Iteration 49Q (507.997012 sec): 3 clusters Score: Raw -43674542.366842 + Penalty 31414.711717 = -43643127.655125 nChanged 343 SP:Iteration 50Q (508.522057 sec): 3 clusters Score: Raw -43674595.387735 + Penalty 31414.711717 = -43643180.676018 nChanged 327 SP:Iteration 51Q (509.050056 sec): 3 clusters Score: Raw -43674644.239603 + Penalty 31414.711717 = -43643229.527885 nChanged 294 SP:Iteration 52Q (509.649365 sec): 3 clusters Score: Raw -43674684.293541 + Penalty 31414.711717 = -43643269.581824 nChanged 262 SP:Iteration 53Q (510.251078 sec): 3 clusters Score: Raw -43674721.266760 + Penalty 31414.711717 = -43643306.555043 nChanged 244 SP:Iteration 54Q (510.812732 sec): 3 clusters Score: Raw -43674755.729173 + Penalty 31414.711717 = -43643341.017456 nChanged 250 SP:Iteration 55Q (511.419506 sec): 3 clusters Score: Raw -43674788.015686 + Penalty 31414.711717 = -43643373.303969 nChanged 228 SP:Iteration 56Q (512.000554 sec): 3 clusters Score: Raw -43674816.536997 + Penalty 31414.711717 = -43643401.825279 nChanged 207 SP:Iteration 57Q (512.601236 sec): 3 clusters Score: Raw -43674841.588819 + Penalty 31414.711717 = -43643426.877102 nChanged 209 SP:Iteration 58Q (513.202324 sec): 3 clusters Score: Raw -43674865.141881 + Penalty 31414.711717 = -43643450.430164 nChanged 180 SP:Iteration 59Q (513.823153 sec): 3 clusters Score: Raw -43674886.425347 + Penalty 31414.711717 = -43643471.713630 nChanged 178 SP:Iteration 60F (514.457372 sec): 3 clusters Score: Raw -43674906.346812 + Penalty 31414.711717 = -43643491.635094 nChanged 157 SP:Iteration 61Q (515.058786 sec): 3 clusters Score: Raw -43674924.903871 + Penalty 31414.711717 = -43643510.192154 nChanged 160 SP:Iteration 62Q (515.619389 sec): 3 clusters Score: Raw -43674943.395678 + Penalty 31414.711717 = -43643528.683960 nChanged 156 SP:Iteration 63Q (516.209910 sec): 3 clusters Score: Raw -43674961.642463 + Penalty 31414.711717 = -43643546.930746 nChanged 150 SP:Iteration 64Q (516.796519 sec): 3 clusters Score: Raw -43674978.501125 + Penalty 31414.711717 = -43643563.789407 nChanged 136 SP:Iteration 65Q (517.325646 sec): 3 clusters Score: Raw -43674993.769925 + Penalty 31414.711717 = -43643579.058207 nChanged 132 SP:Iteration 66Q (517.845250 sec): 3 clusters Score: Raw -43675007.303043 + Penalty 31414.711717 = -43643592.591326 nChanged 102 SP:Iteration 67Q (518.381740 sec): 3 clusters Score: Raw -43675017.363899 + Penalty 31414.711717 = -43643602.652182 nChanged 85 SP:Iteration 68Q (518.961459 sec): 3 clusters Score: Raw -43675025.493577 + Penalty 31414.711717 = -43643610.781860 nChanged 81 SP:Iteration 69Q (519.511864 sec): 3 clusters Score: Raw -43675033.901916 + Penalty 31414.711717 = -43643619.190199 nChanged 91 SP:Iteration 70Q (520.095824 sec): 3 clusters Score: Raw -43675043.156760 + Penalty 31414.711717 = -43643628.445043 nChanged 75 SP:Iteration 71Q (520.656640 sec): 3 clusters Score: Raw -43675050.615903 + Penalty 31414.711717 = -43643635.904185 nChanged 81 SP:Iteration 72Q (521.184040 sec): 3 clusters Score: Raw -43675058.469025 + Penalty 31414.711717 = -43643643.757308 nChanged 83 SP:Iteration 73Q (521.714345 sec): 3 clusters Score: Raw -43675067.083202 + Penalty 31414.711717 = -43643652.371484 nChanged 70 SP:Iteration 74Q (522.272486 sec): 3 clusters Score: Raw -43675073.594948 + Penalty 31414.711717 = -43643658.883231 nChanged 71 SP:Iteration 75Q (522.792065 sec): 3 clusters Score: Raw -43675080.116609 + Penalty 31414.711717 = -43643665.404892 nChanged 68 SP:Iteration 76Q (523.313356 sec): 3 clusters Score: Raw -43675086.312118 + Penalty 31414.711717 = -43643671.600401 nChanged 60 SP:Iteration 77Q (523.828312 sec): 3 clusters Score: Raw -43675091.668612 + Penalty 31414.711717 = -43643676.956895 nChanged 50 SP:Iteration 78Q (524.344670 sec): 3 clusters Score: Raw -43675096.441821 + Penalty 31414.711717 = -43643681.730104 nChanged 45 SP:Iteration 79Q (524.862073 sec): 3 clusters Score: Raw -43675100.396566 + Penalty 31414.711717 = -43643685.684849 nChanged 37 SP:Iteration 80F (525.407436 sec): 3 clusters Score: Raw -43675103.633466 + Penalty 31414.711717 = -43643688.921749 nChanged 45 SP:Iteration 81Q (525.927153 sec): 3 clusters Score: Raw -43675107.480076 + Penalty 31414.711717 = -43643692.768358 nChanged 41 SP:Iteration 82Q (526.448704 sec): 3 clusters Score: Raw -43675111.028769 + Penalty 31414.711717 = -43643696.317052 nChanged 42 SP:Iteration 83Q (526.970831 sec): 3 clusters Score: Raw -43675114.743569 + Penalty 31414.711717 = -43643700.031852 nChanged 39 SP:Iteration 84Q (527.484064 sec): 3 clusters Score: Raw -43675117.819729 + Penalty 31414.711717 = -43643703.108012 nChanged 44 SP:Iteration 85Q (528.008322 sec): 3 clusters Score: Raw -43675121.521724 + Penalty 31414.711717 = -43643706.810007 nChanged 49 SP:Iteration 86Q (528.524743 sec): 3 clusters Score: Raw -43675125.956433 + Penalty 31414.711717 = -43643711.244716 nChanged 49 SP:Iteration 87Q (529.040755 sec): 3 clusters Score: Raw -43675130.334671 + Penalty 31414.711717 = -43643715.622954 nChanged 48 SP:Iteration 88Q (529.550308 sec): 3 clusters Score: Raw -43675135.173382 + Penalty 31414.711717 = -43643720.461665 nChanged 53 SP:Iteration 89Q (530.062899 sec): 3 clusters Score: Raw -43675140.160190 + Penalty 31414.711717 = -43643725.448473 nChanged 46 SP:Iteration 90Q (530.606498 sec): 3 clusters Score: Raw -43675144.388739 + Penalty 31414.711717 = -43643729.677022 nChanged 37 SP:Iteration 91Q (531.128916 sec): 3 clusters Score: Raw -43675147.968902 + Penalty 31414.711717 = -43643733.257184 nChanged 32 SP:Iteration 92Q (531.647170 sec): 3 clusters Score: Raw -43675151.055975 + Penalty 31414.711717 = -43643736.344258 nChanged 38 SP:Iteration 93Q (532.152183 sec): 3 clusters Score: Raw -43675154.604409 + Penalty 31414.711717 = -43643739.892692 nChanged 37 SP:Iteration 94Q (532.662425 sec): 3 clusters Score: Raw -43675158.060738 + Penalty 31414.711717 = -43643743.349021 nChanged 39 SP:Iteration 95Q (533.178141 sec): 3 clusters Score: Raw -43675161.701573 + Penalty 31414.711717 = -43643746.989856 nChanged 40 SP:Iteration 96Q (533.695025 sec): 3 clusters Score: Raw -43675165.366682 + Penalty 31414.711717 = -43643750.654965 nChanged 35 SP:Iteration 97Q (534.217257 sec): 3 clusters Score: Raw -43675168.834906 + Penalty 31414.711717 = -43643754.123189 nChanged 46 SP:Iteration 98Q (534.744351 sec): 3 clusters Score: Raw -43675172.857724 + Penalty 31414.711717 = -43643758.146006 nChanged 36 SP:Iteration 99Q (535.255345 sec): 3 clusters Score: Raw -43675175.983163 + Penalty 31414.711717 = -43643761.271446 nChanged 25 SP:Iteration 100F (535.807970 sec): 3 clusters Score: Raw -43675178.008126 + Penalty 31414.711717 = -43643763.296409 nChanged 22 SP:Iteration 101Q (536.313276 sec): 3 clusters Score: Raw -43675179.705580 + Penalty 31414.711717 = -43643764.993863 nChanged 25 SP:Iteration 102Q (536.814894 sec): 3 clusters Score: Raw -43675181.821919 + Penalty 31414.711717 = -43643767.110201 nChanged 18 SP:Iteration 103Q (537.320925 sec): 3 clusters Score: Raw -43675183.702327 + Penalty 31414.711717 = -43643768.990610 nChanged 22 SP:Iteration 104Q (537.832224 sec): 3 clusters Score: Raw -43675185.484318 + Penalty 31414.711717 = -43643770.772601 nChanged 15 SP:Iteration 105Q (538.339057 sec): 3 clusters Score: Raw -43675186.660759 + Penalty 31414.711717 = -43643771.949042 nChanged 12 SP:Iteration 106Q (538.845999 sec): 3 clusters Score: Raw -43675187.609053 + Penalty 31414.711717 = -43643772.897335 nChanged 7 SP:Iteration 107Q (539.350175 sec): 3 clusters Score: Raw -43675188.127459 + Penalty 31414.711717 = -43643773.415742 nChanged 8 SP:Iteration 108Q (539.864239 sec): 3 clusters Score: Raw -43675188.718061 + Penalty 31414.711717 = -43643774.006343 nChanged 5 SP:Iteration 109Q (540.371130 sec): 3 clusters Score: Raw -43675189.090073 + Penalty 31414.711717 = -43643774.378356 nChanged 3 SP:Iteration 110Q (540.883335 sec): 3 clusters Score: Raw -43675189.282911 + Penalty 31414.711717 = -43643774.571193 nChanged 2 SP:Iteration 111Q (541.408419 sec): 3 clusters Score: Raw -43675189.486493 + Penalty 31414.711717 = -43643774.774776 nChanged 7 SP:Iteration 112Q (541.981922 sec): 3 clusters Score: Raw -43675190.022114 + Penalty 31414.711717 = -43643775.310397 nChanged 9 SP:Iteration 113Q (542.557683 sec): 3 clusters Score: Raw -43675190.727447 + Penalty 31414.711717 = -43643776.015730 nChanged 11 SP:Iteration 114Q (543.112688 sec): 3 clusters Score: Raw -43675191.596266 + Penalty 31414.711717 = -43643776.884549 nChanged 12 SP:Iteration 115Q (543.649140 sec): 3 clusters Score: Raw -43675192.625688 + Penalty 31414.711717 = -43643777.913971 nChanged 15 SP:Iteration 116Q (544.164290 sec): 3 clusters Score: Raw -43675193.839508 + Penalty 31414.711717 = -43643779.127790 nChanged 22 SP:Iteration 117Q (544.675180 sec): 3 clusters Score: Raw -43675195.612097 + Penalty 31414.711717 = -43643780.900380 nChanged 18 SP:Iteration 118Q (545.187690 sec): 3 clusters Score: Raw -43675197.144431 + Penalty 31414.711717 = -43643782.432714 nChanged 18 SP:Iteration 119Q (545.687973 sec): 3 clusters Score: Raw -43675198.570695 + Penalty 31414.711717 = -43643783.858978 nChanged 17 SP:Iteration 120F (546.242251 sec): 3 clusters Score: Raw -43675199.975609 + Penalty 31414.711717 = -43643785.263892 nChanged 20 SP:Iteration 121Q (546.743521 sec): 3 clusters Score: Raw -43675201.792898 + Penalty 31414.711717 = -43643787.081181 nChanged 22 SP:Iteration 122Q (547.245388 sec): 3 clusters Score: Raw -43675203.535214 + Penalty 31414.711717 = -43643788.823497 nChanged 15 SP:Iteration 123Q (547.766075 sec): 3 clusters Score: Raw -43675204.817463 + Penalty 31414.711717 = -43643790.105746 nChanged 11 SP:Iteration 124Q (548.270450 sec): 3 clusters Score: Raw -43675205.739368 + Penalty 31414.711717 = -43643791.027651 nChanged 14 SP:Iteration 125Q (548.773370 sec): 3 clusters Score: Raw -43675207.121838 + Penalty 31414.711717 = -43643792.410120 nChanged 17 SP:Iteration 126Q (549.278687 sec): 3 clusters Score: Raw -43675208.585317 + Penalty 31414.711717 = -43643793.873600 nChanged 14 SP:Iteration 127Q (549.788948 sec): 3 clusters Score: Raw -43675209.809811 + Penalty 31414.711717 = -43643795.098094 nChanged 12 SP:Iteration 128Q (550.295262 sec): 3 clusters Score: Raw -43675210.771510 + Penalty 31414.711717 = -43643796.059792 nChanged 11 SP:Iteration 129Q (550.804652 sec): 3 clusters Score: Raw -43675211.515861 + Penalty 31414.711717 = -43643796.804144 nChanged 10 SP:Iteration 130Q (551.311399 sec): 3 clusters Score: Raw -43675212.260205 + Penalty 31414.711717 = -43643797.548488 nChanged 14 SP:Iteration 131Q (551.819599 sec): 3 clusters Score: Raw -43675213.355692 + Penalty 31414.711717 = -43643798.643975 nChanged 15 SP:Iteration 132Q (552.315262 sec): 3 clusters Score: Raw -43675214.543528 + Penalty 31414.711717 = -43643799.831811 nChanged 7 SP:Iteration 133Q (552.827384 sec): 3 clusters Score: Raw -43675215.212017 + Penalty 31414.711717 = -43643800.500299 nChanged 12 SP:Iteration 134Q (553.330301 sec): 3 clusters Score: Raw -43675216.112905 + Penalty 31414.711717 = -43643801.401188 nChanged 11 SP:Iteration 135Q (553.848681 sec): 3 clusters Score: Raw -43675217.057262 + Penalty 31414.711717 = -43643802.345545 nChanged 11 SP:Iteration 136Q (554.362907 sec): 3 clusters Score: Raw -43675218.034618 + Penalty 31414.711717 = -43643803.322900 nChanged 12 SP:Iteration 137Q (554.884481 sec): 3 clusters Score: Raw -43675218.977092 + Penalty 31414.711717 = -43643804.265374 nChanged 9 SP:Iteration 138Q (555.456092 sec): 3 clusters Score: Raw -43675219.760426 + Penalty 31414.711717 = -43643805.048709 nChanged 12 SP:Iteration 139Q (556.026422 sec): 3 clusters Score: Raw -43675220.684784 + Penalty 31414.711717 = -43643805.973067 nChanged 10 SP:Iteration 140F (556.657008 sec): 3 clusters Score: Raw -43675221.537835 + Penalty 31414.711717 = -43643806.826118 nChanged 9 SP:Iteration 141Q (557.208629 sec): 3 clusters Score: Raw -43675222.410848 + Penalty 31414.711717 = -43643807.699131 nChanged 10 SP:Iteration 142Q (557.800208 sec): 3 clusters Score: Raw -43675223.254146 + Penalty 31414.711717 = -43643808.542429 nChanged 11 SP:Iteration 143Q (558.357396 sec): 3 clusters Score: Raw -43675224.053649 + Penalty 31414.711717 = -43643809.341932 nChanged 8 SP:Iteration 144Q (558.903908 sec): 3 clusters Score: Raw -43675224.529501 + Penalty 31414.711717 = -43643809.817784 nChanged 7 SP:Iteration 145Q (559.451178 sec): 3 clusters Score: Raw -43675225.146361 + Penalty 31414.711717 = -43643810.434643 nChanged 4 SP:Iteration 146Q (559.997739 sec): 3 clusters Score: Raw -43675225.449374 + Penalty 31414.711717 = -43643810.737657 nChanged 2 SP:Iteration 147Q (560.587489 sec): 3 clusters Score: Raw -43675225.589190 + Penalty 31414.711717 = -43643810.877472 nChanged 2 SP:Iteration 148Q (561.177394 sec): 3 clusters Score: Raw -43675225.773002 + Penalty 31414.711717 = -43643811.061285 nChanged 1 SP:Iteration 149Q (561.769166 sec): 3 clusters Score: Raw -43675225.874172 + Penalty 31414.711717 = -43643811.162455 nChanged 1 SP:Iteration 150Q (562.333944 sec): 3 clusters Score: Raw -43675225.920531 + Penalty 31414.711717 = -43643811.208813 nChanged 0 SP:Iteration 151F (562.936383 sec): 3 clusters Score: Raw -43675225.920531 + Penalty 31414.711717 = -43643811.208813 nChanged 0 Iteration 59Q (567.087246 sec): 13 clusters Score: Raw -124163203.277486 + Penalty 205658.646485 = -123957544.631000 nChanged 10552 Iteration 60F (574.317409 sec): 13 clusters Score: Raw -124175677.764141 + Penalty 205658.646485 = -123970019.117656 nChanged 8570 Iteration 61Q (577.262421 sec): 13 clusters Score: Raw -124181080.433181 + Penalty 205658.646485 = -123975421.786696 nChanged 5268 Iteration 62Q (580.170823 sec): 13 clusters Score: Raw -124183156.058001 + Penalty 205658.646485 = -123977497.411516 nChanged 3685 Iteration 63Q (583.027557 sec): 13 clusters Score: Raw -124184334.266368 + Penalty 205658.646485 = -123978675.619882 nChanged 2812 Iteration 64Q (585.611784 sec): 13 clusters Score: Raw -124185101.011896 + Penalty 205658.646485 = -123979442.365411 nChanged 2200 Iteration 65Q (588.108825 sec): 13 clusters Score: Raw -124185632.820456 + Penalty 205658.646485 = -123979974.173970 nChanged 1784 Iteration 66Q (590.585523 sec): 13 clusters Score: Raw -124186072.930110 + Penalty 205658.646485 = -123980414.283625 nChanged 1578 Iteration 67Q (593.063694 sec): 13 clusters Score: Raw -124186437.551526 + Penalty 205658.646485 = -123980778.905041 nChanged 1372 Iteration 68Q (595.599183 sec): 13 clusters Score: Raw -124186750.035203 + Penalty 205658.646485 = -123981091.388717 nChanged 1190 Iteration 69Q (598.069397 sec): 13 clusters Score: Raw -124187032.963154 + Penalty 205658.646485 = -123981374.316669 nChanged 1079 Iteration 70Q (600.550286 sec): 13 clusters Score: Raw -124187314.611530 + Penalty 205658.646485 = -123981655.965045 nChanged 1005 Iteration 71Q (603.222658 sec): 13 clusters Score: Raw -124187652.398872 + Penalty 205658.646485 = -123981993.752387 nChanged 979 Iteration 72Q (606.034774 sec): 13 clusters Score: Raw -124188043.048820 + Penalty 205658.646485 = -123982384.402335 nChanged 937 Iteration 73Q (608.894591 sec): 13 clusters Score: Raw -124188474.883933 + Penalty 205658.646485 = -123982816.237447 nChanged 925 Iteration 74Q (611.555037 sec): 13 clusters Score: Raw -124188890.796180 + Penalty 205658.646485 = -123983232.149694 nChanged 883 Iteration 75Q (614.015909 sec): 13 clusters Score: Raw -124190463.315134 + Penalty 205658.646485 = -123984804.668649 nChanged 914 Iteration 76Q (616.642443 sec): 13 clusters Score: Raw -124190955.331836 + Penalty 205658.646485 = -123985296.685350 nChanged 834 Iteration 77Q (619.289352 sec): 13 clusters Score: Raw -124191246.718208 + Penalty 205658.646485 = -123985588.071722 nChanged 760 Iteration 78Q (621.566935 sec): 13 clusters Score: Raw -124191550.180201 + Penalty 205658.646485 = -123985891.533716 nChanged 732 Iteration 79Q (623.924374 sec): 13 clusters Score: Raw -124191749.420382 + Penalty 205658.646485 = -123986090.773897 nChanged 640 Iteration 80F (631.041611 sec): 13 clusters Score: Raw -124191904.930886 + Penalty 205658.646485 = -123986246.284401 nChanged 587 Iteration 81Q (633.321162 sec): 13 clusters Score: Raw -124192178.119401 + Penalty 205658.646485 = -123986519.472916 nChanged 513 Iteration 82Q (635.633201 sec): 13 clusters Score: Raw -124192289.705796 + Penalty 205658.646485 = -123986631.059311 nChanged 495 Iteration 83Q (638.068425 sec): 13 clusters Score: Raw -124192382.942639 + Penalty 205658.646485 = -123986724.296153 nChanged 419 Iteration 84Q (640.522967 sec): 13 clusters Score: Raw -124192485.905036 + Penalty 205658.646485 = -123986827.258551 nChanged 384 Iteration 85Q (643.169429 sec): 13 clusters Score: Raw -124192578.438149 + Penalty 205658.646485 = -123986919.791664 nChanged 307 Iteration 86Q (645.802432 sec): 13 clusters Score: Raw -124192627.782147 + Penalty 205658.646485 = -123986969.135662 nChanged 289 Iteration 87Q (648.434757 sec): 13 clusters Score: Raw -124192670.440071 + Penalty 205658.646485 = -123987011.793585 nChanged 249 Iteration 88Q (650.983817 sec): 13 clusters Score: Raw -124192714.855291 + Penalty 205658.646485 = -123987056.208806 nChanged 240 Iteration 89Q (653.686744 sec): 13 clusters Score: Raw -124192752.296830 + Penalty 205658.646485 = -123987093.650345 nChanged 223 Iteration 90Q (656.412728 sec): 13 clusters Score: Raw -124192783.632149 + Penalty 205658.646485 = -123987124.985664 nChanged 200 Iteration 91Q (659.126690 sec): 13 clusters Score: Raw -124192809.561643 + Penalty 205658.646485 = -123987150.915158 nChanged 165 Iteration 92Q (661.745767 sec): 13 clusters Score: Raw -124192833.189898 + Penalty 205658.646485 = -123987174.543413 nChanged 150 Iteration 93Q (664.390905 sec): 13 clusters Score: Raw -124192855.543186 + Penalty 205658.646485 = -123987196.896700 nChanged 158 Iteration 94Q (667.167678 sec): 13 clusters Score: Raw -124192876.162343 + Penalty 205658.646485 = -123987217.515858 nChanged 163 Iteration 95Q (669.908387 sec): 13 clusters Score: Raw -124192896.483111 + Penalty 205658.646485 = -123987237.836626 nChanged 138 Iteration 96Q (672.456288 sec): 13 clusters Score: Raw -124192912.639854 + Penalty 205658.646485 = -123987253.993369 nChanged 128 Iteration 97Q (674.973669 sec): 13 clusters Score: Raw -124192928.148286 + Penalty 205658.646485 = -123987269.501801 nChanged 100 Iteration 98Q (677.572682 sec): 13 clusters Score: Raw -124192938.337700 + Penalty 205658.646485 = -123987279.691214 nChanged 92 Writing temp clu file Because OldScore, -123987269.501801, is greater than current (better) Score,-123987279.691214 Compute initial score before splitting: Score: Raw -124192938.337700 + Penalty 205658.646485 = -123987279.691214 Trying to split cluster 1 (5132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (677.733003 sec): 2 clusters Score: Raw -1914376.426478 + Penalty 11537.660105 = -1902838.766373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (677.814025 sec): 3 clusters Score: Raw -1913478.031122 + Penalty 23075.320210 = -1890402.710912 nChanged 1279 SP:Iteration 1F (677.877870 sec): 3 clusters Score: Raw -1915504.893983 + Penalty 23075.320210 = -1892429.573773 nChanged 485 SP:Iteration 2F (677.952496 sec): 3 clusters Score: Raw -1917233.923441 + Penalty 23075.320210 = -1894158.603231 nChanged 504 SP:Iteration 3F (678.023519 sec): 3 clusters Score: Raw -1919809.519936 + Penalty 23075.320210 = -1896734.199726 nChanged 601 SP:Iteration 4F (678.094226 sec): 3 clusters Score: Raw -1922861.293109 + Penalty 23075.320210 = -1899785.972898 nChanged 442 SP:Iteration 5F (678.164989 sec): 3 clusters Score: Raw -1924432.001245 + Penalty 23075.320210 = -1901356.681035 nChanged 208 SP:Iteration 6Q (678.231002 sec): 3 clusters Score: Raw -1924964.658926 + Penalty 23075.320210 = -1901889.338716 nChanged 94 SP:Iteration 7Q (678.291221 sec): 3 clusters Score: Raw -1925118.381039 + Penalty 23075.320210 = -1902043.060829 nChanged 34 SP:Iteration 8Q (678.353798 sec): 3 clusters Score: Raw -1925167.938658 + Penalty 23075.320210 = -1902092.618448 nChanged 18 SP:Iteration 9Q (678.418907 sec): 3 clusters Score: Raw -1925188.889588 + Penalty 23075.320210 = -1902113.569377 nChanged 2 SP:Iteration 10Q (678.482995 sec): 3 clusters Score: Raw -1925191.011044 + Penalty 23075.320210 = -1902115.690834 nChanged 2 SP:Iteration 11Q (678.545987 sec): 3 clusters Score: Raw -1925193.273165 + Penalty 23075.320210 = -1902117.952955 nChanged 3 SP:Iteration 12Q (678.604689 sec): 3 clusters Score: Raw -1925196.958448 + Penalty 23075.320210 = -1902121.638238 nChanged 2 SP:Iteration 13Q (678.672231 sec): 3 clusters Score: Raw -1925200.200455 + Penalty 23075.320210 = -1902124.880245 nChanged 0 SP:Iteration 14F (678.739942 sec): 3 clusters Score: Raw -1925200.200455 + Penalty 23075.320210 = -1902124.880245 nChanged 0 Trying to split cluster 2 (79859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (679.054250 sec): 2 clusters Score: Raw -30964090.585778 + Penalty 15244.468118 = -30948846.117660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (679.506448 sec): 3 clusters Score: Raw -30919317.370447 + Penalty 30488.936236 = -30888828.434211 nChanged 34094 SP:Iteration 1F (679.914784 sec): 3 clusters Score: Raw -30937468.704545 + Penalty 30488.936236 = -30906979.768309 nChanged 4716 SP:Iteration 2F (680.313613 sec): 3 clusters Score: Raw -30939484.366876 + Penalty 30488.936236 = -30908995.430640 nChanged 4084 SP:Iteration 3F (680.716376 sec): 3 clusters Score: Raw -30941305.793098 + Penalty 30488.936236 = -30910816.856862 nChanged 3726 SP:Iteration 4Q (681.126368 sec): 3 clusters Score: Raw -30943159.073831 + Penalty 30488.936236 = -30912670.137595 nChanged 3825 SP:Iteration 5Q (681.568098 sec): 3 clusters Score: Raw -30945342.731868 + Penalty 30488.936236 = -30914853.795632 nChanged 4140 SP:Iteration 6F (681.995581 sec): 3 clusters Score: Raw -30948162.035544 + Penalty 30488.936236 = -30917673.099307 nChanged 4658 SP:Iteration 7F (682.392315 sec): 3 clusters Score: Raw -30951850.429561 + Penalty 30488.936236 = -30921361.493325 nChanged 4813 SP:Iteration 8F (682.795069 sec): 3 clusters Score: Raw -30955673.687461 + Penalty 30488.936236 = -30925184.751224 nChanged 4528 SP:Iteration 9F (683.194570 sec): 3 clusters Score: Raw -30958886.587807 + Penalty 30488.936236 = -30928397.651571 nChanged 3861 SP:Iteration 10Q (683.591105 sec): 3 clusters Score: Raw -30961219.117917 + Penalty 30488.936236 = -30930730.181681 nChanged 3032 SP:Iteration 11Q (683.988150 sec): 3 clusters Score: Raw -30962730.884989 + Penalty 30488.936236 = -30932241.948753 nChanged 2283 SP:Iteration 12Q (684.381182 sec): 3 clusters Score: Raw -30963707.971197 + Penalty 30488.936236 = -30933219.034961 nChanged 1758 SP:Iteration 13Q (684.770104 sec): 3 clusters Score: Raw -30964350.382061 + Penalty 30488.936236 = -30933861.445825 nChanged 1297 SP:Iteration 14Q (685.158010 sec): 3 clusters Score: Raw -30964785.846272 + Penalty 30488.936236 = -30934296.910036 nChanged 1051 SP:Iteration 15Q (685.549353 sec): 3 clusters Score: Raw -30965144.430628 + Penalty 30488.936236 = -30934655.494392 nChanged 973 SP:Iteration 16Q (685.980872 sec): 3 clusters Score: Raw -30965476.754141 + Penalty 30488.936236 = -30934987.817905 nChanged 909 SP:Iteration 17Q (686.421789 sec): 3 clusters Score: Raw -30965767.990974 + Penalty 30488.936236 = -30935279.054738 nChanged 885 SP:Iteration 18Q (686.860344 sec): 3 clusters Score: Raw -30966036.697470 + Penalty 30488.936236 = -30935547.761233 nChanged 821 SP:Iteration 19Q (687.287685 sec): 3 clusters Score: Raw -30966297.029341 + Penalty 30488.936236 = -30935808.093105 nChanged 804 SP:Iteration 20F (687.726794 sec): 3 clusters Score: Raw -30966581.129645 + Penalty 30488.936236 = -30936092.193409 nChanged 915 SP:Iteration 21Q (688.109152 sec): 3 clusters Score: Raw -30966926.611794 + Penalty 30488.936236 = -30936437.675558 nChanged 932 SP:Iteration 22Q (688.489708 sec): 3 clusters Score: Raw -30967311.987884 + Penalty 30488.936236 = -30936823.051648 nChanged 979 SP:Iteration 23Q (688.872409 sec): 3 clusters Score: Raw -30967736.550703 + Penalty 30488.936236 = -30937247.614467 nChanged 1005 SP:Iteration 24Q (689.250633 sec): 3 clusters Score: Raw -30968172.305845 + Penalty 30488.936236 = -30937683.369609 nChanged 983 SP:Iteration 25Q (689.633302 sec): 3 clusters Score: Raw -30968609.066128 + Penalty 30488.936236 = -30938120.129892 nChanged 986 SP:Iteration 26Q (690.014861 sec): 3 clusters Score: Raw -30969074.250070 + Penalty 30488.936236 = -30938585.313834 nChanged 1026 SP:Iteration 27Q (690.396076 sec): 3 clusters Score: Raw -30969552.669275 + Penalty 30488.936236 = -30939063.733039 nChanged 932 SP:Iteration 28Q (690.770411 sec): 3 clusters Score: Raw -30969927.069292 + Penalty 30488.936236 = -30939438.133056 nChanged 807 SP:Iteration 29Q (691.149033 sec): 3 clusters Score: Raw -30970217.520628 + Penalty 30488.936236 = -30939728.584392 nChanged 688 SP:Iteration 30Q (691.523141 sec): 3 clusters Score: Raw -30970456.635537 + Penalty 30488.936236 = -30939967.699301 nChanged 572 SP:Iteration 31Q (691.899224 sec): 3 clusters Score: Raw -30970639.408061 + Penalty 30488.936236 = -30940150.471824 nChanged 508 SP:Iteration 32Q (692.281338 sec): 3 clusters Score: Raw -30970780.461165 + Penalty 30488.936236 = -30940291.524929 nChanged 410 SP:Iteration 33Q (692.650017 sec): 3 clusters Score: Raw -30970885.450418 + Penalty 30488.936236 = -30940396.514181 nChanged 343 SP:Iteration 34Q (693.018427 sec): 3 clusters Score: Raw -30970965.840202 + Penalty 30488.936236 = -30940476.903966 nChanged 272 SP:Iteration 35Q (693.387079 sec): 3 clusters Score: Raw -30971028.649656 + Penalty 30488.936236 = -30940539.713420 nChanged 269 SP:Iteration 36Q (693.752718 sec): 3 clusters Score: Raw -30971084.614858 + Penalty 30488.936236 = -30940595.678622 nChanged 218 SP:Iteration 37Q (694.127191 sec): 3 clusters Score: Raw -30971122.186163 + Penalty 30488.936236 = -30940633.249926 nChanged 163 SP:Iteration 38Q (694.504152 sec): 3 clusters Score: Raw -30971149.634234 + Penalty 30488.936236 = -30940660.697998 nChanged 122 SP:Iteration 39Q (694.872852 sec): 3 clusters Score: Raw -30971167.114738 + Penalty 30488.936236 = -30940678.178502 nChanged 94 SP:Iteration 40F (695.268787 sec): 3 clusters Score: Raw -30971182.418133 + Penalty 30488.936236 = -30940693.481897 nChanged 86 SP:Iteration 41Q (695.642262 sec): 3 clusters Score: Raw -30971197.049554 + Penalty 30488.936236 = -30940708.113318 nChanged 85 SP:Iteration 42Q (696.019899 sec): 3 clusters Score: Raw -30971210.155291 + Penalty 30488.936236 = -30940721.219055 nChanged 81 SP:Iteration 43Q (696.386661 sec): 3 clusters Score: Raw -30971222.844803 + Penalty 30488.936236 = -30940733.908567 nChanged 78 SP:Iteration 44Q (696.770845 sec): 3 clusters Score: Raw -30971234.512836 + Penalty 30488.936236 = -30940745.576600 nChanged 66 SP:Iteration 45Q (697.160397 sec): 3 clusters Score: Raw -30971244.290969 + Penalty 30488.936236 = -30940755.354733 nChanged 61 SP:Iteration 46Q (697.536884 sec): 3 clusters Score: Raw -30971253.248168 + Penalty 30488.936236 = -30940764.311932 nChanged 69 SP:Iteration 47Q (697.964890 sec): 3 clusters Score: Raw -30971263.036442 + Penalty 30488.936236 = -30940774.100205 nChanged 60 SP:Iteration 48Q (698.385853 sec): 3 clusters Score: Raw -30971272.204808 + Penalty 30488.936236 = -30940783.268572 nChanged 60 SP:Iteration 49Q (698.805911 sec): 3 clusters Score: Raw -30971281.705137 + Penalty 30488.936236 = -30940792.768901 nChanged 48 SP:Iteration 50Q (699.215162 sec): 3 clusters Score: Raw -30971288.613250 + Penalty 30488.936236 = -30940799.677014 nChanged 34 SP:Iteration 51Q (699.658117 sec): 3 clusters Score: Raw -30971292.995172 + Penalty 30488.936236 = -30940804.058936 nChanged 36 SP:Iteration 52Q (700.061397 sec): 3 clusters Score: Raw -30971297.908700 + Penalty 30488.936236 = -30940808.972464 nChanged 31 SP:Iteration 53Q (700.484624 sec): 3 clusters Score: Raw -30971302.030031 + Penalty 30488.936236 = -30940813.093795 nChanged 25 SP:Iteration 54Q (700.930371 sec): 3 clusters Score: Raw -30971304.815282 + Penalty 30488.936236 = -30940815.879045 nChanged 19 SP:Iteration 55Q (701.291057 sec): 3 clusters Score: Raw -30971307.452956 + Penalty 30488.936236 = -30940818.516720 nChanged 21 SP:Iteration 56Q (701.710913 sec): 3 clusters Score: Raw -30971310.221919 + Penalty 30488.936236 = -30940821.285683 nChanged 18 SP:Iteration 57Q (702.113748 sec): 3 clusters Score: Raw -30971312.455362 + Penalty 30488.936236 = -30940823.519125 nChanged 20 SP:Iteration 58Q (702.532729 sec): 3 clusters Score: Raw -30971315.363041 + Penalty 30488.936236 = -30940826.426804 nChanged 14 SP:Iteration 59Q (702.921998 sec): 3 clusters Score: Raw -30971317.368222 + Penalty 30488.936236 = -30940828.431986 nChanged 14 SP:Iteration 60F (703.318340 sec): 3 clusters Score: Raw -30971319.078747 + Penalty 30488.936236 = -30940830.142511 nChanged 12 SP:Iteration 61Q (703.686441 sec): 3 clusters Score: Raw -30971320.678445 + Penalty 30488.936236 = -30940831.742209 nChanged 13 SP:Iteration 62Q (704.051289 sec): 3 clusters Score: Raw -30971322.207844 + Penalty 30488.936236 = -30940833.271608 nChanged 12 SP:Iteration 63Q (704.418843 sec): 3 clusters Score: Raw -30971323.684859 + Penalty 30488.936236 = -30940834.748623 nChanged 13 SP:Iteration 64Q (704.789436 sec): 3 clusters Score: Raw -30971325.540730 + Penalty 30488.936236 = -30940836.604494 nChanged 16 SP:Iteration 65Q (705.161164 sec): 3 clusters Score: Raw -30971327.739384 + Penalty 30488.936236 = -30940838.803148 nChanged 23 SP:Iteration 66Q (705.538791 sec): 3 clusters Score: Raw -30971330.718761 + Penalty 30488.936236 = -30940841.782525 nChanged 18 SP:Iteration 67Q (705.907268 sec): 3 clusters Score: Raw -30971333.685577 + Penalty 30488.936236 = -30940844.749341 nChanged 26 SP:Iteration 68Q (706.274351 sec): 3 clusters Score: Raw -30971337.124199 + Penalty 30488.936236 = -30940848.187963 nChanged 20 SP:Iteration 69Q (706.645326 sec): 3 clusters Score: Raw -30971339.619452 + Penalty 30488.936236 = -30940850.683216 nChanged 12 SP:Iteration 70Q (707.027150 sec): 3 clusters Score: Raw -30971341.263585 + Penalty 30488.936236 = -30940852.327349 nChanged 8 SP:Iteration 71Q (707.406227 sec): 3 clusters Score: Raw -30971342.135122 + Penalty 30488.936236 = -30940853.198886 nChanged 4 SP:Iteration 72Q (707.771322 sec): 3 clusters Score: Raw -30971342.502122 + Penalty 30488.936236 = -30940853.565886 nChanged 3 SP:Iteration 73Q (708.138965 sec): 3 clusters Score: Raw -30971342.915767 + Penalty 30488.936236 = -30940853.979531 nChanged 2 SP:Iteration 74Q (708.508718 sec): 3 clusters Score: Raw -30971343.232883 + Penalty 30488.936236 = -30940854.296647 nChanged 1 SP:Iteration 75Q (708.877118 sec): 3 clusters Score: Raw -30971343.298012 + Penalty 30488.936236 = -30940854.361776 nChanged 0 SP:Iteration 76F (709.277711 sec): 3 clusters Score: Raw -30971343.298012 + Penalty 30488.936236 = -30940854.361776 nChanged 0 Trying to split cluster 3 (16583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (709.375185 sec): 2 clusters Score: Raw -6251575.870232 + Penalty 13121.638094 = -6238454.232138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (709.507393 sec): 3 clusters Score: Raw -6244422.641091 + Penalty 26243.276187 = -6218179.364904 nChanged 5675 SP:Iteration 1F (709.637890 sec): 3 clusters Score: Raw -6248023.205813 + Penalty 26243.276187 = -6221779.929626 nChanged 1304 SP:Iteration 2F (709.765340 sec): 3 clusters Score: Raw -6248953.046341 + Penalty 26243.276187 = -6222709.770154 nChanged 776 SP:Iteration 3Q (709.899265 sec): 3 clusters Score: Raw -6249520.438448 + Penalty 26243.276187 = -6223277.162261 nChanged 609 SP:Iteration 4Q (710.025766 sec): 3 clusters Score: Raw -6249968.184627 + Penalty 26243.276187 = -6223724.908440 nChanged 500 SP:Iteration 5Q (710.157164 sec): 3 clusters Score: Raw -6250389.490944 + Penalty 26243.276187 = -6224146.214757 nChanged 482 SP:Iteration 6Q (710.296735 sec): 3 clusters Score: Raw -6250824.475762 + Penalty 26243.276187 = -6224581.199575 nChanged 504 SP:Iteration 7Q (710.429915 sec): 3 clusters Score: Raw -6251266.348298 + Penalty 26243.276187 = -6225023.072111 nChanged 530 SP:Iteration 8Q (710.559999 sec): 3 clusters Score: Raw -6251729.575658 + Penalty 26243.276187 = -6225486.299471 nChanged 543 SP:Iteration 9Q (710.698016 sec): 3 clusters Score: Raw -6252215.858903 + Penalty 26243.276187 = -6225972.582716 nChanged 566 SP:Iteration 10Q (710.829748 sec): 3 clusters Score: Raw -6252739.875634 + Penalty 26243.276187 = -6226496.599447 nChanged 548 SP:Iteration 11Q (710.961585 sec): 3 clusters Score: Raw -6253189.801255 + Penalty 26243.276187 = -6226946.525068 nChanged 475 SP:Iteration 12Q (711.085347 sec): 3 clusters Score: Raw -6253585.718160 + Penalty 26243.276187 = -6227342.441973 nChanged 479 SP:Iteration 13Q (711.203274 sec): 3 clusters Score: Raw -6253972.757439 + Penalty 26243.276187 = -6227729.481252 nChanged 462 SP:Iteration 14Q (711.340004 sec): 3 clusters Score: Raw -6254340.537851 + Penalty 26243.276187 = -6228097.261664 nChanged 410 SP:Iteration 15Q (711.449176 sec): 3 clusters Score: Raw -6254608.024265 + Penalty 26243.276187 = -6228364.748078 nChanged 309 SP:Iteration 16Q (711.569267 sec): 3 clusters Score: Raw -6254808.901444 + Penalty 26243.276187 = -6228565.625257 nChanged 253 SP:Iteration 17Q (711.685423 sec): 3 clusters Score: Raw -6254957.937479 + Penalty 26243.276187 = -6228714.661292 nChanged 219 SP:Iteration 18Q (711.796935 sec): 3 clusters Score: Raw -6255084.061513 + Penalty 26243.276187 = -6228840.785326 nChanged 150 SP:Iteration 19Q (711.897772 sec): 3 clusters Score: Raw -6255168.237904 + Penalty 26243.276187 = -6228924.961717 nChanged 140 SP:Iteration 20F (712.032166 sec): 3 clusters Score: Raw -6255241.499510 + Penalty 26243.276187 = -6228998.223323 nChanged 110 SP:Iteration 21Q (712.145970 sec): 3 clusters Score: Raw -6255300.178938 + Penalty 26243.276187 = -6229056.902751 nChanged 100 SP:Iteration 22Q (712.270622 sec): 3 clusters Score: Raw -6255354.133624 + Penalty 26243.276187 = -6229110.857437 nChanged 85 SP:Iteration 23Q (712.396016 sec): 3 clusters Score: Raw -6255393.811671 + Penalty 26243.276187 = -6229150.535484 nChanged 82 SP:Iteration 24Q (712.513020 sec): 3 clusters Score: Raw -6255432.160211 + Penalty 26243.276187 = -6229188.884024 nChanged 60 SP:Iteration 25Q (712.639674 sec): 3 clusters Score: Raw -6255458.424223 + Penalty 26243.276187 = -6229215.148036 nChanged 49 SP:Iteration 26Q (712.764524 sec): 3 clusters Score: Raw -6255478.606395 + Penalty 26243.276187 = -6229235.330208 nChanged 42 SP:Iteration 27Q (712.890075 sec): 3 clusters Score: Raw -6255496.616919 + Penalty 26243.276187 = -6229253.340732 nChanged 35 SP:Iteration 28Q (713.016434 sec): 3 clusters Score: Raw -6255510.601500 + Penalty 26243.276187 = -6229267.325313 nChanged 33 SP:Iteration 29Q (713.152613 sec): 3 clusters Score: Raw -6255524.047665 + Penalty 26243.276187 = -6229280.771478 nChanged 29 SP:Iteration 30Q (713.276636 sec): 3 clusters Score: Raw -6255536.593508 + Penalty 26243.276187 = -6229293.317320 nChanged 36 SP:Iteration 31Q (713.399006 sec): 3 clusters Score: Raw -6255550.485009 + Penalty 26243.276187 = -6229307.208822 nChanged 36 SP:Iteration 32Q (713.525025 sec): 3 clusters Score: Raw -6255565.297380 + Penalty 26243.276187 = -6229322.021193 nChanged 31 SP:Iteration 33Q (713.638860 sec): 3 clusters Score: Raw -6255579.085131 + Penalty 26243.276187 = -6229335.808944 nChanged 29 SP:Iteration 34Q (713.764964 sec): 3 clusters Score: Raw -6255591.752316 + Penalty 26243.276187 = -6229348.476128 nChanged 35 SP:Iteration 35Q (713.895366 sec): 3 clusters Score: Raw -6255605.392468 + Penalty 26243.276187 = -6229362.116281 nChanged 26 SP:Iteration 36Q (714.027966 sec): 3 clusters Score: Raw -6255616.500347 + Penalty 26243.276187 = -6229373.224159 nChanged 22 SP:Iteration 37Q (714.155764 sec): 3 clusters Score: Raw -6255625.021276 + Penalty 26243.276187 = -6229381.745089 nChanged 13 SP:Iteration 38Q (714.278997 sec): 3 clusters Score: Raw -6255630.306977 + Penalty 26243.276187 = -6229387.030790 nChanged 10 SP:Iteration 39Q (714.399883 sec): 3 clusters Score: Raw -6255634.793942 + Penalty 26243.276187 = -6229391.517755 nChanged 13 SP:Iteration 40F (714.532899 sec): 3 clusters Score: Raw -6255639.008316 + Penalty 26243.276187 = -6229395.732129 nChanged 7 SP:Iteration 41Q (714.658896 sec): 3 clusters Score: Raw -6255642.331957 + Penalty 26243.276187 = -6229399.055770 nChanged 10 SP:Iteration 42Q (714.771020 sec): 3 clusters Score: Raw -6255645.784398 + Penalty 26243.276187 = -6229402.508211 nChanged 6 SP:Iteration 43Q (714.901838 sec): 3 clusters Score: Raw -6255647.837852 + Penalty 26243.276187 = -6229404.561665 nChanged 5 SP:Iteration 44Q (715.023750 sec): 3 clusters Score: Raw -6255649.772429 + Penalty 26243.276187 = -6229406.496242 nChanged 3 SP:Iteration 45Q (715.133441 sec): 3 clusters Score: Raw -6255650.628407 + Penalty 26243.276187 = -6229407.352220 nChanged 3 SP:Iteration 46Q (715.254326 sec): 3 clusters Score: Raw -6255651.437269 + Penalty 26243.276187 = -6229408.161082 nChanged 2 SP:Iteration 47Q (715.382932 sec): 3 clusters Score: Raw -6255651.839842 + Penalty 26243.276187 = -6229408.563655 nChanged 2 SP:Iteration 48Q (715.498202 sec): 3 clusters Score: Raw -6255652.337402 + Penalty 26243.276187 = -6229409.061215 nChanged 0 SP:Iteration 49F (715.622996 sec): 3 clusters Score: Raw -6255652.337402 + Penalty 26243.276187 = -6229409.061215 nChanged 0 Trying to split cluster 4 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (715.650059 sec): 2 clusters Score: Raw -172204.722626 + Penalty 8387.415404 = -163817.307222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (715.686643 sec): 3 clusters Score: Raw -175632.647464 + Penalty 16774.830808 = -158857.816656 nChanged 79 SP:Iteration 1F (715.730483 sec): 3 clusters Score: Raw -176856.572794 + Penalty 16774.830808 = -160081.741985 nChanged 25 SP:Iteration 2F (715.782787 sec): 3 clusters Score: Raw -177664.435108 + Penalty 16774.830808 = -160889.604300 nChanged 5 SP:Iteration 3Q (715.816426 sec): 3 clusters Score: Raw -177803.094863 + Penalty 16774.830808 = -161028.264054 nChanged 4 SP:Iteration 4Q (715.868656 sec): 3 clusters Score: Raw -177933.178984 + Penalty 16774.830808 = -161158.348176 nChanged 3 SP:Iteration 5Q (715.908566 sec): 3 clusters Score: Raw -177993.803575 + Penalty 16774.830808 = -161218.972767 nChanged 1 SP:Iteration 6Q (715.953380 sec): 3 clusters Score: Raw -178024.779248 + Penalty 16774.830808 = -161249.948440 nChanged 0 SP:Iteration 7F (715.996301 sec): 3 clusters Score: Raw -178024.779248 + Penalty 16774.830808 = -161249.948440 nChanged 0 Trying to split cluster 5 (37854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (716.129949 sec): 2 clusters Score: Raw -14599016.390711 + Penalty 14236.284856 = -14584780.105855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (716.334360 sec): 3 clusters Score: Raw -14579802.295489 + Penalty 28472.569713 = -14551329.725776 nChanged 15005 SP:Iteration 1F (716.536118 sec): 3 clusters Score: Raw -14587851.895342 + Penalty 28472.569713 = -14559379.325630 nChanged 2560 SP:Iteration 2F (716.733618 sec): 3 clusters Score: Raw -14589116.088977 + Penalty 28472.569713 = -14560643.519265 nChanged 1783 SP:Iteration 3Q (716.932351 sec): 3 clusters Score: Raw -14589928.187879 + Penalty 28472.569713 = -14561455.618166 nChanged 1396 SP:Iteration 4Q (717.132603 sec): 3 clusters Score: Raw -14590524.200459 + Penalty 28472.569713 = -14562051.630747 nChanged 1129 SP:Iteration 5Q (717.347719 sec): 3 clusters Score: Raw -14590990.631152 + Penalty 28472.569713 = -14562518.061440 nChanged 950 SP:Iteration 6Q (717.557284 sec): 3 clusters Score: Raw -14591379.253172 + Penalty 28472.569713 = -14562906.683459 nChanged 884 SP:Iteration 7Q (717.759975 sec): 3 clusters Score: Raw -14591749.634457 + Penalty 28472.569713 = -14563277.064744 nChanged 892 SP:Iteration 8Q (717.958400 sec): 3 clusters Score: Raw -14592153.576237 + Penalty 28472.569713 = -14563681.006524 nChanged 884 SP:Iteration 9Q (718.160218 sec): 3 clusters Score: Raw -14592549.328272 + Penalty 28472.569713 = -14564076.758560 nChanged 921 SP:Iteration 10Q (718.393164 sec): 3 clusters Score: Raw -14592989.011660 + Penalty 28472.569713 = -14564516.441947 nChanged 922 SP:Iteration 11Q (718.634486 sec): 3 clusters Score: Raw -14593472.400798 + Penalty 28472.569713 = -14564999.831085 nChanged 1077 SP:Iteration 12Q (718.878456 sec): 3 clusters Score: Raw -14594132.395107 + Penalty 28472.569713 = -14565659.825395 nChanged 1305 SP:Iteration 13Q (719.115432 sec): 3 clusters Score: Raw -14595014.040563 + Penalty 28472.569713 = -14566541.470851 nChanged 1452 SP:Iteration 14Q (719.358075 sec): 3 clusters Score: Raw -14596088.974737 + Penalty 28472.569713 = -14567616.405024 nChanged 1618 SP:Iteration 15Q (719.602165 sec): 3 clusters Score: Raw -14597323.627800 + Penalty 28472.569713 = -14568851.058087 nChanged 1661 SP:Iteration 16Q (719.899620 sec): 3 clusters Score: Raw -14598613.082767 + Penalty 28472.569713 = -14570140.513054 nChanged 1573 SP:Iteration 17Q (720.153079 sec): 3 clusters Score: Raw -14599745.486896 + Penalty 28472.569713 = -14571272.917183 nChanged 1373 SP:Iteration 18Q (720.375418 sec): 3 clusters Score: Raw -14600629.952177 + Penalty 28472.569713 = -14572157.382464 nChanged 1139 SP:Iteration 19Q (720.613607 sec): 3 clusters Score: Raw -14601202.763174 + Penalty 28472.569713 = -14572730.193462 nChanged 839 SP:Iteration 20F (720.860523 sec): 3 clusters Score: Raw -14601548.859191 + Penalty 28472.569713 = -14573076.289478 nChanged 573 SP:Iteration 21Q (721.071599 sec): 3 clusters Score: Raw -14601743.873281 + Penalty 28472.569713 = -14573271.303568 nChanged 369 SP:Iteration 22Q (721.288374 sec): 3 clusters Score: Raw -14601844.151063 + Penalty 28472.569713 = -14573371.581350 nChanged 241 SP:Iteration 23Q (721.495433 sec): 3 clusters Score: Raw -14601908.863841 + Penalty 28472.569713 = -14573436.294128 nChanged 176 SP:Iteration 24Q (721.731225 sec): 3 clusters Score: Raw -14601952.538562 + Penalty 28472.569713 = -14573479.968849 nChanged 151 SP:Iteration 25Q (721.976525 sec): 3 clusters Score: Raw -14601990.433594 + Penalty 28472.569713 = -14573517.863882 nChanged 118 SP:Iteration 26Q (722.214954 sec): 3 clusters Score: Raw -14602016.299551 + Penalty 28472.569713 = -14573543.729838 nChanged 80 SP:Iteration 27Q (722.449302 sec): 3 clusters Score: Raw -14602032.215776 + Penalty 28472.569713 = -14573559.646063 nChanged 66 SP:Iteration 28Q (722.685251 sec): 3 clusters Score: Raw -14602044.947767 + Penalty 28472.569713 = -14573572.378055 nChanged 46 SP:Iteration 29Q (722.918393 sec): 3 clusters Score: Raw -14602053.803215 + Penalty 28472.569713 = -14573581.233502 nChanged 40 SP:Iteration 30Q (723.160030 sec): 3 clusters Score: Raw -14602061.432286 + Penalty 28472.569713 = -14573588.862573 nChanged 37 SP:Iteration 31Q (723.391869 sec): 3 clusters Score: Raw -14602068.214617 + Penalty 28472.569713 = -14573595.644905 nChanged 29 SP:Iteration 32Q (723.625173 sec): 3 clusters Score: Raw -14602073.392613 + Penalty 28472.569713 = -14573600.822900 nChanged 30 SP:Iteration 33Q (723.856792 sec): 3 clusters Score: Raw -14602079.236544 + Penalty 28472.569713 = -14573606.666831 nChanged 30 SP:Iteration 34Q (724.079411 sec): 3 clusters Score: Raw -14602084.440403 + Penalty 28472.569713 = -14573611.870691 nChanged 27 SP:Iteration 35Q (724.303815 sec): 3 clusters Score: Raw -14602088.949742 + Penalty 28472.569713 = -14573616.380029 nChanged 29 SP:Iteration 36Q (724.545726 sec): 3 clusters Score: Raw -14602093.772509 + Penalty 28472.569713 = -14573621.202796 nChanged 17 SP:Iteration 37Q (724.753989 sec): 3 clusters Score: Raw -14602096.342365 + Penalty 28472.569713 = -14573623.772653 nChanged 15 SP:Iteration 38Q (724.959027 sec): 3 clusters Score: Raw -14602098.897879 + Penalty 28472.569713 = -14573626.328166 nChanged 12 SP:Iteration 39Q (725.160686 sec): 3 clusters Score: Raw -14602100.973369 + Penalty 28472.569713 = -14573628.403657 nChanged 10 SP:Iteration 40F (725.374397 sec): 3 clusters Score: Raw -14602102.726288 + Penalty 28472.569713 = -14573630.156575 nChanged 10 SP:Iteration 41Q (725.587413 sec): 3 clusters Score: Raw -14602104.406227 + Penalty 28472.569713 = -14573631.836514 nChanged 10 SP:Iteration 42Q (725.782949 sec): 3 clusters Score: Raw -14602106.123997 + Penalty 28472.569713 = -14573633.554285 nChanged 7 SP:Iteration 43Q (725.989396 sec): 3 clusters Score: Raw -14602107.150065 + Penalty 28472.569713 = -14573634.580353 nChanged 5 SP:Iteration 44Q (726.194761 sec): 3 clusters Score: Raw -14602108.116931 + Penalty 28472.569713 = -14573635.547219 nChanged 8 SP:Iteration 45Q (726.410173 sec): 3 clusters Score: Raw -14602109.459137 + Penalty 28472.569713 = -14573636.889424 nChanged 4 SP:Iteration 46Q (726.615417 sec): 3 clusters Score: Raw -14602110.198185 + Penalty 28472.569713 = -14573637.628472 nChanged 0 SP:Iteration 47F (726.827437 sec): 3 clusters Score: Raw -14602110.198185 + Penalty 28472.569713 = -14573637.628472 nChanged 0 Trying to split cluster 6 (8433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (726.876051 sec): 2 clusters Score: Raw -3054969.389955 + Penalty 12208.395564 = -3042760.994391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (726.957243 sec): 3 clusters Score: Raw -3052439.879607 + Penalty 24416.791129 = -3028023.088478 nChanged 2525 SP:Iteration 1F (727.035191 sec): 3 clusters Score: Raw -3054742.520820 + Penalty 24416.791129 = -3030325.729691 nChanged 679 SP:Iteration 2F (727.103416 sec): 3 clusters Score: Raw -3055644.052271 + Penalty 24416.791129 = -3031227.261143 nChanged 535 SP:Iteration 3F (727.180226 sec): 3 clusters Score: Raw -3056690.397466 + Penalty 24416.791129 = -3032273.606337 nChanged 591 SP:Iteration 4F (727.270384 sec): 3 clusters Score: Raw -3058213.703649 + Penalty 24416.791129 = -3033796.912520 nChanged 703 SP:Iteration 5F (727.338789 sec): 3 clusters Score: Raw -3060153.495511 + Penalty 24416.791129 = -3035736.704382 nChanged 695 SP:Iteration 6F (727.425777 sec): 3 clusters Score: Raw -3061989.006189 + Penalty 24416.791129 = -3037572.215060 nChanged 560 SP:Iteration 7F (727.500428 sec): 3 clusters Score: Raw -3063242.110443 + Penalty 24416.791129 = -3038825.319314 nChanged 385 SP:Iteration 8Q (727.576150 sec): 3 clusters Score: Raw -3064076.108202 + Penalty 24416.791129 = -3039659.317074 nChanged 262 SP:Iteration 9Q (727.643931 sec): 3 clusters Score: Raw -3064517.430509 + Penalty 24416.791129 = -3040100.639380 nChanged 147 SP:Iteration 10Q (727.720538 sec): 3 clusters Score: Raw -3064779.382363 + Penalty 24416.791129 = -3040362.591235 nChanged 94 SP:Iteration 11Q (727.793174 sec): 3 clusters Score: Raw -3064947.362476 + Penalty 24416.791129 = -3040530.571348 nChanged 64 SP:Iteration 12Q (727.855784 sec): 3 clusters Score: Raw -3065037.876930 + Penalty 24416.791129 = -3040621.085801 nChanged 41 SP:Iteration 13Q (727.931160 sec): 3 clusters Score: Raw -3065091.016612 + Penalty 24416.791129 = -3040674.225483 nChanged 31 SP:Iteration 14Q (728.011901 sec): 3 clusters Score: Raw -3065137.527566 + Penalty 24416.791129 = -3040720.736438 nChanged 26 SP:Iteration 15Q (728.084980 sec): 3 clusters Score: Raw -3065175.067424 + Penalty 24416.791129 = -3040758.276295 nChanged 22 SP:Iteration 16Q (728.161912 sec): 3 clusters Score: Raw -3065209.963483 + Penalty 24416.791129 = -3040793.172354 nChanged 15 SP:Iteration 17Q (728.228863 sec): 3 clusters Score: Raw -3065230.766014 + Penalty 24416.791129 = -3040813.974885 nChanged 9 SP:Iteration 18Q (728.307087 sec): 3 clusters Score: Raw -3065241.200407 + Penalty 24416.791129 = -3040824.409278 nChanged 9 SP:Iteration 19Q (728.381556 sec): 3 clusters Score: Raw -3065251.970721 + Penalty 24416.791129 = -3040835.179592 nChanged 9 SP:Iteration 20F (728.459333 sec): 3 clusters Score: Raw -3065273.733494 + Penalty 24416.791129 = -3040856.942365 nChanged 6 SP:Iteration 21Q (728.519991 sec): 3 clusters Score: Raw -3065284.900301 + Penalty 24416.791129 = -3040868.109173 nChanged 5 SP:Iteration 22Q (728.594260 sec): 3 clusters Score: Raw -3065291.078971 + Penalty 24416.791129 = -3040874.287843 nChanged 6 SP:Iteration 23Q (728.675606 sec): 3 clusters Score: Raw -3065296.932952 + Penalty 24416.791129 = -3040880.141823 nChanged 6 SP:Iteration 24Q (728.746264 sec): 3 clusters Score: Raw -3065303.174009 + Penalty 24416.791129 = -3040886.382881 nChanged 4 SP:Iteration 25Q (728.807050 sec): 3 clusters Score: Raw -3065307.202760 + Penalty 24416.791129 = -3040890.411631 nChanged 0 SP:Iteration 26F (728.893417 sec): 3 clusters Score: Raw -3065307.202760 + Penalty 24416.791129 = -3040890.411631 nChanged 0 Trying to split cluster 8 (2454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (728.929194 sec): 2 clusters Score: Raw -946661.241029 + Penalty 10541.293481 = -936119.947548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (728.980468 sec): 3 clusters Score: Raw -947279.267510 + Penalty 21082.586963 = -926196.680547 nChanged 418 SP:Iteration 1F (729.031247 sec): 3 clusters Score: Raw -949826.714076 + Penalty 21082.586963 = -928744.127113 nChanged 121 SP:Iteration 2Q (729.072491 sec): 3 clusters Score: Raw -951921.615366 + Penalty 21082.586963 = -930839.028403 nChanged 101 SP:Iteration 3Q (729.128306 sec): 3 clusters Score: Raw -952268.110009 + Penalty 21082.586963 = -931185.523046 nChanged 68 SP:Iteration 4Q (729.183524 sec): 3 clusters Score: Raw -952459.332551 + Penalty 21082.586963 = -931376.745588 nChanged 47 SP:Iteration 5Q (729.239141 sec): 3 clusters Score: Raw -952618.491135 + Penalty 21082.586963 = -931535.904172 nChanged 36 SP:Iteration 6Q (729.292889 sec): 3 clusters Score: Raw -952720.157105 + Penalty 21082.586963 = -931637.570142 nChanged 14 SP:Iteration 7Q (729.348548 sec): 3 clusters Score: Raw -952764.929920 + Penalty 21082.586963 = -931682.342957 nChanged 15 SP:Iteration 8Q (729.415072 sec): 3 clusters Score: Raw -952813.508457 + Penalty 21082.586963 = -931730.921494 nChanged 6 SP:Iteration 9Q (729.459070 sec): 3 clusters Score: Raw -952832.440720 + Penalty 21082.586963 = -931749.853757 nChanged 7 SP:Iteration 10Q (729.519255 sec): 3 clusters Score: Raw -952850.078740 + Penalty 21082.586963 = -931767.491777 nChanged 9 SP:Iteration 11Q (729.560219 sec): 3 clusters Score: Raw -952874.690652 + Penalty 21082.586963 = -931792.103689 nChanged 7 SP:Iteration 12Q (729.619998 sec): 3 clusters Score: Raw -952890.304519 + Penalty 21082.586963 = -931807.717556 nChanged 2 SP:Iteration 13Q (729.666735 sec): 3 clusters Score: Raw -952898.858622 + Penalty 21082.586963 = -931816.271659 nChanged 2 SP:Iteration 14Q (729.720792 sec): 3 clusters Score: Raw -952904.178052 + Penalty 21082.586963 = -931821.591089 nChanged 4 SP:Iteration 15Q (729.774809 sec): 3 clusters Score: Raw -952913.344787 + Penalty 21082.586963 = -931830.757824 nChanged 1 SP:Iteration 16Q (729.829450 sec): 3 clusters Score: Raw -952918.191953 + Penalty 21082.586963 = -931835.604990 nChanged 0 SP:Iteration 17F (729.884979 sec): 3 clusters Score: Raw -952918.191953 + Penalty 21082.586963 = -931835.604990 nChanged 0 Trying to split cluster 13 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (729.909441 sec): 2 clusters Score: Raw -74196.649404 + Penalty 6967.304182 = -67229.345223 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (90 points): covariance matrix is singular Unmasked E-step: Deleting class 2 (84 points): covariance matrix is singular SP:Iteration 0F (729.911400 sec): 3 clusters Score: Raw -74196.649404 + Penalty 13934.608363 = -60262.041041 nChanged 84 SP:Iteration 1F (729.912524 sec): 1 clusters Score: Raw 898.672740 + Penalty 0.000000 = 898.672740 nChanged 174 SP:Iteration 2F (729.913440 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Trying to split cluster 14 (34828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (730.070423 sec): 2 clusters Score: Raw -13223110.532592 + Penalty 14123.767957 = -13208986.764635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (730.292766 sec): 3 clusters Score: Raw -13205707.636949 + Penalty 28247.535915 = -13177460.101034 nChanged 13615 SP:Iteration 1F (730.476526 sec): 3 clusters Score: Raw -13213137.551464 + Penalty 28247.535915 = -13184890.015549 nChanged 2438 SP:Iteration 2F (730.700642 sec): 3 clusters Score: Raw -13214422.824657 + Penalty 28247.535915 = -13186175.288742 nChanged 1792 SP:Iteration 3F (730.924811 sec): 3 clusters Score: Raw -13215370.990201 + Penalty 28247.535915 = -13187123.454286 nChanged 1495 SP:Iteration 4Q (731.142443 sec): 3 clusters Score: Raw -13216221.920578 + Penalty 28247.535915 = -13187974.384663 nChanged 1354 SP:Iteration 5Q (731.381466 sec): 3 clusters Score: Raw -13217066.620631 + Penalty 28247.535915 = -13188819.084717 nChanged 1398 SP:Iteration 6Q (731.590406 sec): 3 clusters Score: Raw -13217967.025632 + Penalty 28247.535915 = -13189719.489717 nChanged 1471 SP:Iteration 7Q (731.817339 sec): 3 clusters Score: Raw -13218988.585072 + Penalty 28247.535915 = -13190741.049157 nChanged 1542 SP:Iteration 8Q (732.035693 sec): 3 clusters Score: Raw -13220103.794659 + Penalty 28247.535915 = -13191856.258744 nChanged 1639 SP:Iteration 9Q (732.254423 sec): 3 clusters Score: Raw -13221340.445172 + Penalty 28247.535915 = -13193092.909257 nChanged 1686 SP:Iteration 10Q (732.477436 sec): 3 clusters Score: Raw -13222645.915936 + Penalty 28247.535915 = -13194398.380021 nChanged 1610 SP:Iteration 11Q (732.702940 sec): 3 clusters Score: Raw -13223853.131166 + Penalty 28247.535915 = -13195605.595251 nChanged 1400 SP:Iteration 12Q (732.929504 sec): 3 clusters Score: Raw -13224823.527948 + Penalty 28247.535915 = -13196575.992034 nChanged 1134 SP:Iteration 13Q (733.143577 sec): 3 clusters Score: Raw -13225578.519208 + Penalty 28247.535915 = -13197330.983293 nChanged 926 SP:Iteration 14Q (733.346201 sec): 3 clusters Score: Raw -13226137.890671 + Penalty 28247.535915 = -13197890.354757 nChanged 740 SP:Iteration 15Q (733.566677 sec): 3 clusters Score: Raw -13226563.178082 + Penalty 28247.535915 = -13198315.642167 nChanged 611 SP:Iteration 16Q (733.780218 sec): 3 clusters Score: Raw -13226905.829518 + Penalty 28247.535915 = -13198658.293603 nChanged 511 SP:Iteration 17Q (733.992790 sec): 3 clusters Score: Raw -13227149.575804 + Penalty 28247.535915 = -13198902.039889 nChanged 370 SP:Iteration 18Q (734.212537 sec): 3 clusters Score: Raw -13227315.636473 + Penalty 28247.535915 = -13199068.100559 nChanged 293 SP:Iteration 19Q (734.438934 sec): 3 clusters Score: Raw -13227444.206369 + Penalty 28247.535915 = -13199196.670454 nChanged 245 SP:Iteration 20F (734.667973 sec): 3 clusters Score: Raw -13227557.046804 + Penalty 28247.535915 = -13199309.510889 nChanged 235 SP:Iteration 21Q (734.889718 sec): 3 clusters Score: Raw -13227658.638576 + Penalty 28247.535915 = -13199411.102661 nChanged 228 SP:Iteration 22Q (735.112336 sec): 3 clusters Score: Raw -13227754.502901 + Penalty 28247.535915 = -13199506.966986 nChanged 187 SP:Iteration 23Q (735.309505 sec): 3 clusters Score: Raw -13227836.943196 + Penalty 28247.535915 = -13199589.407282 nChanged 182 SP:Iteration 24Q (735.512757 sec): 3 clusters Score: Raw -13227901.392492 + Penalty 28247.535915 = -13199653.856577 nChanged 134 SP:Iteration 25Q (735.710478 sec): 3 clusters Score: Raw -13227955.388857 + Penalty 28247.535915 = -13199707.852942 nChanged 115 SP:Iteration 26Q (735.908502 sec): 3 clusters Score: Raw -13227998.157587 + Penalty 28247.535915 = -13199750.621672 nChanged 80 SP:Iteration 27Q (736.132350 sec): 3 clusters Score: Raw -13228025.663444 + Penalty 28247.535915 = -13199778.127529 nChanged 76 SP:Iteration 28Q (736.355085 sec): 3 clusters Score: Raw -13228050.399196 + Penalty 28247.535915 = -13199802.863281 nChanged 63 SP:Iteration 29Q (736.562276 sec): 3 clusters Score: Raw -13228071.921696 + Penalty 28247.535915 = -13199824.385782 nChanged 62 SP:Iteration 30Q (736.780958 sec): 3 clusters Score: Raw -13228092.022789 + Penalty 28247.535915 = -13199844.486874 nChanged 45 SP:Iteration 31Q (737.001418 sec): 3 clusters Score: Raw -13228105.002332 + Penalty 28247.535915 = -13199857.466418 nChanged 40 SP:Iteration 32Q (737.216754 sec): 3 clusters Score: Raw -13228117.836313 + Penalty 28247.535915 = -13199870.300398 nChanged 35 SP:Iteration 33Q (737.422232 sec): 3 clusters Score: Raw -13228127.787803 + Penalty 28247.535915 = -13199880.251888 nChanged 31 SP:Iteration 34Q (737.643384 sec): 3 clusters Score: Raw -13228136.734206 + Penalty 28247.535915 = -13199889.198291 nChanged 25 SP:Iteration 35Q (737.863771 sec): 3 clusters Score: Raw -13228144.565712 + Penalty 28247.535915 = -13199897.029797 nChanged 28 SP:Iteration 36Q (738.081192 sec): 3 clusters Score: Raw -13228152.880020 + Penalty 28247.535915 = -13199905.344105 nChanged 31 SP:Iteration 37Q (738.288231 sec): 3 clusters Score: Raw -13228161.802896 + Penalty 28247.535915 = -13199914.266981 nChanged 38 SP:Iteration 38Q (738.501073 sec): 3 clusters Score: Raw -13228172.104794 + Penalty 28247.535915 = -13199924.568879 nChanged 34 SP:Iteration 39Q (738.730807 sec): 3 clusters Score: Raw -13228180.577219 + Penalty 28247.535915 = -13199933.041304 nChanged 27 SP:Iteration 40F (738.954094 sec): 3 clusters Score: Raw -13228187.982422 + Penalty 28247.535915 = -13199940.446507 nChanged 18 SP:Iteration 41Q (739.163758 sec): 3 clusters Score: Raw -13228192.196502 + Penalty 28247.535915 = -13199944.660587 nChanged 12 SP:Iteration 42Q (739.379686 sec): 3 clusters Score: Raw -13228195.259656 + Penalty 28247.535915 = -13199947.723741 nChanged 9 SP:Iteration 43Q (739.602737 sec): 3 clusters Score: Raw -13228197.758582 + Penalty 28247.535915 = -13199950.222668 nChanged 7 SP:Iteration 44Q (739.808082 sec): 3 clusters Score: Raw -13228199.439016 + Penalty 28247.535915 = -13199951.903101 nChanged 4 SP:Iteration 45Q (740.024106 sec): 3 clusters Score: Raw -13228200.588710 + Penalty 28247.535915 = -13199953.052795 nChanged 5 SP:Iteration 46Q (740.238614 sec): 3 clusters Score: Raw -13228201.774872 + Penalty 28247.535915 = -13199954.238958 nChanged 3 SP:Iteration 47Q (740.449251 sec): 3 clusters Score: Raw -13228202.517799 + Penalty 28247.535915 = -13199954.981885 nChanged 3 SP:Iteration 48Q (740.668283 sec): 3 clusters Score: Raw -13228203.193665 + Penalty 28247.535915 = -13199955.657750 nChanged 4 SP:Iteration 49Q (740.884645 sec): 3 clusters Score: Raw -13228204.056235 + Penalty 28247.535915 = -13199956.520320 nChanged 2 SP:Iteration 50Q (741.105372 sec): 3 clusters Score: Raw -13228204.487865 + Penalty 28247.535915 = -13199956.951950 nChanged 1 SP:Iteration 51Q (741.319728 sec): 3 clusters Score: Raw -13228204.722961 + Penalty 28247.535915 = -13199957.187046 nChanged 1 SP:Iteration 52Q (741.517635 sec): 3 clusters Score: Raw -13228204.891003 + Penalty 28247.535915 = -13199957.355088 nChanged 1 SP:Iteration 53Q (741.728095 sec): 3 clusters Score: Raw -13228205.125787 + Penalty 28247.535915 = -13199957.589872 nChanged 0 SP:Iteration 54F (741.953313 sec): 3 clusters Score: Raw -13228205.125787 + Penalty 28247.535915 = -13199957.589872 nChanged 0 Trying to split cluster 16 (21107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (742.056853 sec): 2 clusters Score: Raw -8237499.534843 + Penalty 13447.414704 = -8224052.120139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (742.199232 sec): 3 clusters Score: Raw -8227895.828381 + Penalty 26894.829409 = -8201000.998972 nChanged 7757 SP:Iteration 1F (742.348506 sec): 3 clusters Score: Raw -8232777.017839 + Penalty 26894.829409 = -8205882.188430 nChanged 1707 SP:Iteration 2F (742.511012 sec): 3 clusters Score: Raw -8234050.904043 + Penalty 26894.829409 = -8207156.074635 nChanged 1208 SP:Iteration 3F (742.661858 sec): 3 clusters Score: Raw -8235011.249623 + Penalty 26894.829409 = -8208116.420215 nChanged 1028 SP:Iteration 4Q (742.811461 sec): 3 clusters Score: Raw -8235866.889752 + Penalty 26894.829409 = -8208972.060343 nChanged 978 SP:Iteration 5Q (742.953187 sec): 3 clusters Score: Raw -8236728.320897 + Penalty 26894.829409 = -8209833.491488 nChanged 960 SP:Iteration 6Q (743.101572 sec): 3 clusters Score: Raw -8237561.865420 + Penalty 26894.829409 = -8210667.036011 nChanged 905 SP:Iteration 7Q (743.261909 sec): 3 clusters Score: Raw -8238317.909002 + Penalty 26894.829409 = -8211423.079593 nChanged 802 SP:Iteration 8Q (743.403309 sec): 3 clusters Score: Raw -8238934.008176 + Penalty 26894.829409 = -8212039.178768 nChanged 682 SP:Iteration 9Q (743.554568 sec): 3 clusters Score: Raw -8239411.797881 + Penalty 26894.829409 = -8212516.968473 nChanged 556 SP:Iteration 10Q (743.713312 sec): 3 clusters Score: Raw -8239737.921062 + Penalty 26894.829409 = -8212843.091653 nChanged 409 SP:Iteration 11Q (743.859019 sec): 3 clusters Score: Raw -8239964.296891 + Penalty 26894.829409 = -8213069.467482 nChanged 329 SP:Iteration 12Q (743.999171 sec): 3 clusters Score: Raw -8240141.092449 + Penalty 26894.829409 = -8213246.263040 nChanged 277 SP:Iteration 13Q (744.155893 sec): 3 clusters Score: Raw -8240280.404345 + Penalty 26894.829409 = -8213385.574936 nChanged 240 SP:Iteration 14Q (744.305145 sec): 3 clusters Score: Raw -8240389.767726 + Penalty 26894.829409 = -8213494.938318 nChanged 184 SP:Iteration 15Q (744.447042 sec): 3 clusters Score: Raw -8240461.900175 + Penalty 26894.829409 = -8213567.070766 nChanged 124 SP:Iteration 16Q (744.600151 sec): 3 clusters Score: Raw -8240505.469098 + Penalty 26894.829409 = -8213610.639689 nChanged 98 SP:Iteration 17Q (744.757973 sec): 3 clusters Score: Raw -8240540.888623 + Penalty 26894.829409 = -8213646.059214 nChanged 77 SP:Iteration 18Q (744.911571 sec): 3 clusters Score: Raw -8240568.987014 + Penalty 26894.829409 = -8213674.157605 nChanged 77 SP:Iteration 19Q (745.062821 sec): 3 clusters Score: Raw -8240598.188738 + Penalty 26894.829409 = -8213703.359329 nChanged 74 SP:Iteration 20F (745.221488 sec): 3 clusters Score: Raw -8240626.670999 + Penalty 26894.829409 = -8213731.841591 nChanged 75 SP:Iteration 21Q (745.377120 sec): 3 clusters Score: Raw -8240655.839653 + Penalty 26894.829409 = -8213761.010244 nChanged 73 SP:Iteration 22Q (745.518133 sec): 3 clusters Score: Raw -8240683.362010 + Penalty 26894.829409 = -8213788.532602 nChanged 76 SP:Iteration 23Q (745.680073 sec): 3 clusters Score: Raw -8240709.581235 + Penalty 26894.829409 = -8213814.751826 nChanged 68 SP:Iteration 24Q (745.834369 sec): 3 clusters Score: Raw -8240733.144609 + Penalty 26894.829409 = -8213838.315200 nChanged 54 SP:Iteration 25Q (745.987638 sec): 3 clusters Score: Raw -8240752.387185 + Penalty 26894.829409 = -8213857.557776 nChanged 46 SP:Iteration 26Q (746.120293 sec): 3 clusters Score: Raw -8240766.937872 + Penalty 26894.829409 = -8213872.108463 nChanged 43 SP:Iteration 27Q (746.274662 sec): 3 clusters Score: Raw -8240781.377068 + Penalty 26894.829409 = -8213886.547659 nChanged 30 SP:Iteration 28Q (746.420462 sec): 3 clusters Score: Raw -8240791.311606 + Penalty 26894.829409 = -8213896.482198 nChanged 34 SP:Iteration 29Q (746.567434 sec): 3 clusters Score: Raw -8240801.376074 + Penalty 26894.829409 = -8213906.546665 nChanged 31 SP:Iteration 30Q (746.709019 sec): 3 clusters Score: Raw -8240811.060454 + Penalty 26894.829409 = -8213916.231046 nChanged 24 SP:Iteration 31Q (746.869529 sec): 3 clusters Score: Raw -8240819.305429 + Penalty 26894.829409 = -8213924.476021 nChanged 27 SP:Iteration 32Q (747.021812 sec): 3 clusters Score: Raw -8240827.877433 + Penalty 26894.829409 = -8213933.048024 nChanged 25 SP:Iteration 33Q (747.182981 sec): 3 clusters Score: Raw -8240835.725752 + Penalty 26894.829409 = -8213940.896344 nChanged 18 SP:Iteration 34Q (747.329960 sec): 3 clusters Score: Raw -8240841.465204 + Penalty 26894.829409 = -8213946.635795 nChanged 25 SP:Iteration 35Q (747.474682 sec): 3 clusters Score: Raw -8240849.807527 + Penalty 26894.829409 = -8213954.978119 nChanged 26 SP:Iteration 36Q (747.611365 sec): 3 clusters Score: Raw -8240857.414739 + Penalty 26894.829409 = -8213962.585330 nChanged 22 SP:Iteration 37Q (747.760816 sec): 3 clusters Score: Raw -8240864.781226 + Penalty 26894.829409 = -8213969.951818 nChanged 28 SP:Iteration 38Q (747.905982 sec): 3 clusters Score: Raw -8240873.674850 + Penalty 26894.829409 = -8213978.845442 nChanged 17 SP:Iteration 39Q (748.050729 sec): 3 clusters Score: Raw -8240878.292349 + Penalty 26894.829409 = -8213983.462941 nChanged 15 SP:Iteration 40F (748.197788 sec): 3 clusters Score: Raw -8240882.651245 + Penalty 26894.829409 = -8213987.821836 nChanged 15 SP:Iteration 41Q (748.349384 sec): 3 clusters Score: Raw -8240886.547832 + Penalty 26894.829409 = -8213991.718423 nChanged 9 SP:Iteration 42Q (748.482250 sec): 3 clusters Score: Raw -8240889.038636 + Penalty 26894.829409 = -8213994.209228 nChanged 7 SP:Iteration 43Q (748.628258 sec): 3 clusters Score: Raw -8240891.061456 + Penalty 26894.829409 = -8213996.232048 nChanged 9 SP:Iteration 44Q (748.788722 sec): 3 clusters Score: Raw -8240893.594560 + Penalty 26894.829409 = -8213998.765151 nChanged 6 SP:Iteration 45Q (748.935677 sec): 3 clusters Score: Raw -8240895.152866 + Penalty 26894.829409 = -8214000.323458 nChanged 6 SP:Iteration 46Q (749.080758 sec): 3 clusters Score: Raw -8240896.721544 + Penalty 26894.829409 = -8214001.892135 nChanged 5 SP:Iteration 47Q (749.221070 sec): 3 clusters Score: Raw -8240898.388473 + Penalty 26894.829409 = -8214003.559065 nChanged 10 SP:Iteration 48Q (749.373740 sec): 3 clusters Score: Raw -8240901.602314 + Penalty 26894.829409 = -8214006.772905 nChanged 6 SP:Iteration 49Q (749.514974 sec): 3 clusters Score: Raw -8240903.101122 + Penalty 26894.829409 = -8214008.271713 nChanged 7 SP:Iteration 50Q (749.655471 sec): 3 clusters Score: Raw -8240904.485809 + Penalty 26894.829409 = -8214009.656401 nChanged 5 SP:Iteration 51Q (749.797070 sec): 3 clusters Score: Raw -8240905.762926 + Penalty 26894.829409 = -8214010.933517 nChanged 8 SP:Iteration 52Q (749.926552 sec): 3 clusters Score: Raw -8240907.838380 + Penalty 26894.829409 = -8214013.008971 nChanged 6 SP:Iteration 53Q (750.074566 sec): 3 clusters Score: Raw -8240909.421399 + Penalty 26894.829409 = -8214014.591990 nChanged 6 SP:Iteration 54Q (750.214736 sec): 3 clusters Score: Raw -8240911.520442 + Penalty 26894.829409 = -8214016.691034 nChanged 5 SP:Iteration 55Q (750.353443 sec): 3 clusters Score: Raw -8240913.031444 + Penalty 26894.829409 = -8214018.202035 nChanged 3 SP:Iteration 56Q (750.502334 sec): 3 clusters Score: Raw -8240914.012112 + Penalty 26894.829409 = -8214019.182704 nChanged 4 SP:Iteration 57Q (750.649694 sec): 3 clusters Score: Raw -8240915.142610 + Penalty 26894.829409 = -8214020.313202 nChanged 6 SP:Iteration 58Q (750.788356 sec): 3 clusters Score: Raw -8240916.760458 + Penalty 26894.829409 = -8214021.931049 nChanged 5 SP:Iteration 59Q (750.943337 sec): 3 clusters Score: Raw -8240918.909041 + Penalty 26894.829409 = -8214024.079633 nChanged 14 SP:Iteration 60F (751.094362 sec): 3 clusters Score: Raw -8240922.404313 + Penalty 26894.829409 = -8214027.574904 nChanged 7 SP:Iteration 61Q (751.234251 sec): 3 clusters Score: Raw -8240924.325539 + Penalty 26894.829409 = -8214029.496130 nChanged 7 SP:Iteration 62Q (751.382102 sec): 3 clusters Score: Raw -8240926.017262 + Penalty 26894.829409 = -8214031.187854 nChanged 6 SP:Iteration 63Q (751.537004 sec): 3 clusters Score: Raw -8240928.193688 + Penalty 26894.829409 = -8214033.364279 nChanged 7 SP:Iteration 64Q (751.674485 sec): 3 clusters Score: Raw -8240929.975096 + Penalty 26894.829409 = -8214035.145687 nChanged 7 SP:Iteration 65Q (751.827979 sec): 3 clusters Score: Raw -8240932.444186 + Penalty 26894.829409 = -8214037.614777 nChanged 4 SP:Iteration 66Q (751.978925 sec): 3 clusters Score: Raw -8240933.968065 + Penalty 26894.829409 = -8214039.138657 nChanged 4 SP:Iteration 67Q (752.120085 sec): 3 clusters Score: Raw -8240934.920772 + Penalty 26894.829409 = -8214040.091363 nChanged 3 SP:Iteration 68Q (752.264870 sec): 3 clusters Score: Raw -8240935.533624 + Penalty 26894.829409 = -8214040.704215 nChanged 5 SP:Iteration 69Q (752.408320 sec): 3 clusters Score: Raw -8240937.008264 + Penalty 26894.829409 = -8214042.178855 nChanged 8 SP:Iteration 70Q (752.543573 sec): 3 clusters Score: Raw -8240938.961813 + Penalty 26894.829409 = -8214044.132404 nChanged 7 SP:Iteration 71Q (752.683391 sec): 3 clusters Score: Raw -8240940.869233 + Penalty 26894.829409 = -8214046.039824 nChanged 5 SP:Iteration 72Q (752.810137 sec): 3 clusters Score: Raw -8240942.518548 + Penalty 26894.829409 = -8214047.689139 nChanged 5 SP:Iteration 73Q (752.954654 sec): 3 clusters Score: Raw -8240944.037301 + Penalty 26894.829409 = -8214049.207892 nChanged 4 SP:Iteration 74Q (753.083362 sec): 3 clusters Score: Raw -8240945.013430 + Penalty 26894.829409 = -8214050.184021 nChanged 5 SP:Iteration 75Q (753.222646 sec): 3 clusters Score: Raw -8240946.288137 + Penalty 26894.829409 = -8214051.458729 nChanged 1 SP:Iteration 76Q (753.346224 sec): 3 clusters Score: Raw -8240946.425148 + Penalty 26894.829409 = -8214051.595739 nChanged 0 SP:Iteration 77F (753.482712 sec): 3 clusters Score: Raw -8240946.425148 + Penalty 26894.829409 = -8214051.595739 nChanged 0 Trying to split cluster 18 (2284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (753.516160 sec): 2 clusters Score: Raw -836795.688219 + Penalty 10444.339662 = -826351.348557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (753.558007 sec): 3 clusters Score: Raw -837304.560244 + Penalty 20888.679325 = -816415.880920 nChanged 380 SP:Iteration 1F (753.616327 sec): 3 clusters Score: Raw -839590.635374 + Penalty 20888.679325 = -818701.956049 nChanged 172 SP:Iteration 2F (753.661049 sec): 3 clusters Score: Raw -840138.608692 + Penalty 20888.679325 = -819249.929368 nChanged 85 SP:Iteration 3Q (753.712406 sec): 3 clusters Score: Raw -840376.171877 + Penalty 20888.679325 = -819487.492553 nChanged 59 SP:Iteration 4Q (753.767434 sec): 3 clusters Score: Raw -840553.477804 + Penalty 20888.679325 = -819664.798480 nChanged 57 SP:Iteration 5Q (753.819309 sec): 3 clusters Score: Raw -840709.766513 + Penalty 20888.679325 = -819821.087188 nChanged 39 SP:Iteration 6Q (753.861409 sec): 3 clusters Score: Raw -840820.233655 + Penalty 20888.679325 = -819931.554330 nChanged 37 SP:Iteration 7Q (753.910435 sec): 3 clusters Score: Raw -840932.572603 + Penalty 20888.679325 = -820043.893278 nChanged 29 SP:Iteration 8Q (753.959594 sec): 3 clusters Score: Raw -841009.763878 + Penalty 20888.679325 = -820121.084553 nChanged 24 SP:Iteration 9Q (754.008403 sec): 3 clusters Score: Raw -841080.307448 + Penalty 20888.679325 = -820191.628123 nChanged 22 SP:Iteration 10Q (754.066207 sec): 3 clusters Score: Raw -841147.086052 + Penalty 20888.679325 = -820258.406727 nChanged 20 SP:Iteration 11Q (754.108763 sec): 3 clusters Score: Raw -841191.211304 + Penalty 20888.679325 = -820302.531979 nChanged 7 SP:Iteration 12Q (754.164348 sec): 3 clusters Score: Raw -841212.348110 + Penalty 20888.679325 = -820323.668785 nChanged 6 SP:Iteration 13Q (754.203758 sec): 3 clusters Score: Raw -841226.031291 + Penalty 20888.679325 = -820337.351966 nChanged 3 SP:Iteration 14Q (754.253003 sec): 3 clusters Score: Raw -841239.544617 + Penalty 20888.679325 = -820350.865292 nChanged 5 SP:Iteration 15Q (754.310970 sec): 3 clusters Score: Raw -841254.302968 + Penalty 20888.679325 = -820365.623644 nChanged 8 SP:Iteration 16Q (754.360041 sec): 3 clusters Score: Raw -841280.800237 + Penalty 20888.679325 = -820392.120912 nChanged 6 SP:Iteration 17Q (754.401238 sec): 3 clusters Score: Raw -841295.598285 + Penalty 20888.679325 = -820406.918960 nChanged 5 SP:Iteration 18Q (754.460733 sec): 3 clusters Score: Raw -841310.491688 + Penalty 20888.679325 = -820421.812363 nChanged 5 SP:Iteration 19Q (754.499925 sec): 3 clusters Score: Raw -841324.471515 + Penalty 20888.679325 = -820435.792190 nChanged 1 SP:Iteration 20F (754.551637 sec): 3 clusters Score: Raw -841328.587483 + Penalty 20888.679325 = -820439.908159 nChanged 1 SP:Iteration 21Q (754.607003 sec): 3 clusters Score: Raw -841332.400688 + Penalty 20888.679325 = -820443.721363 nChanged 1 SP:Iteration 22Q (754.648741 sec): 3 clusters Score: Raw -841336.999557 + Penalty 20888.679325 = -820448.320233 nChanged 1 SP:Iteration 23Q (754.707923 sec): 3 clusters Score: Raw -841338.076199 + Penalty 20888.679325 = -820449.396874 nChanged 0 SP:Iteration 24F (754.749449 sec): 3 clusters Score: Raw -841338.076199 + Penalty 20888.679325 = -820449.396874 nChanged 0 Trying to split cluster 19 (114555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (755.148777 sec): 2 clusters Score: Raw -44500605.687952 + Penalty 15731.718359 = -44484873.969593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (755.718269 sec): 3 clusters Score: Raw -44434104.935497 + Penalty 31463.436718 = -44402641.498779 nChanged 50403 SP:Iteration 1F (756.279209 sec): 3 clusters Score: Raw -44461188.746852 + Penalty 31463.436718 = -44429725.310134 nChanged 5902 SP:Iteration 2F (756.855802 sec): 3 clusters Score: Raw -44463307.342602 + Penalty 31463.436718 = -44431843.905884 nChanged 5134 SP:Iteration 3Q (757.444352 sec): 3 clusters Score: Raw -44465109.644866 + Penalty 31463.436718 = -44433646.208148 nChanged 4730 SP:Iteration 4Q (758.040279 sec): 3 clusters Score: Raw -44466831.046906 + Penalty 31463.436718 = -44435367.610188 nChanged 4495 SP:Iteration 5Q (758.626668 sec): 3 clusters Score: Raw -44468535.711432 + Penalty 31463.436718 = -44437072.274714 nChanged 4530 SP:Iteration 6Q (759.214636 sec): 3 clusters Score: Raw -44470391.848409 + Penalty 31463.436718 = -44438928.411691 nChanged 4728 SP:Iteration 7Q (759.801480 sec): 3 clusters Score: Raw -44472513.772730 + Penalty 31463.436718 = -44441050.336012 nChanged 4892 SP:Iteration 8Q (760.386621 sec): 3 clusters Score: Raw -44474945.787581 + Penalty 31463.436718 = -44443482.350864 nChanged 5312 SP:Iteration 9Q (760.987954 sec): 3 clusters Score: Raw -44477843.409695 + Penalty 31463.436718 = -44446379.972978 nChanged 5561 SP:Iteration 10Q (761.578059 sec): 3 clusters Score: Raw -44481233.411704 + Penalty 31463.436718 = -44449769.974986 nChanged 5694 SP:Iteration 11Q (762.155749 sec): 3 clusters Score: Raw -44484914.536572 + Penalty 31463.436718 = -44453451.099854 nChanged 5426 SP:Iteration 12Q (762.735902 sec): 3 clusters Score: Raw -44488427.866013 + Penalty 31463.436718 = -44456964.429296 nChanged 4788 SP:Iteration 13Q (763.309093 sec): 3 clusters Score: Raw -44491482.895413 + Penalty 31463.436718 = -44460019.458695 nChanged 3960 SP:Iteration 14Q (763.875160 sec): 3 clusters Score: Raw -44493885.649636 + Penalty 31463.436718 = -44462422.212918 nChanged 3135 SP:Iteration 15Q (764.434848 sec): 3 clusters Score: Raw -44495619.546767 + Penalty 31463.436718 = -44464156.110049 nChanged 2483 SP:Iteration 16Q (764.982135 sec): 3 clusters Score: Raw -44496858.442307 + Penalty 31463.436718 = -44465395.005590 nChanged 2048 SP:Iteration 17Q (765.527791 sec): 3 clusters Score: Raw -44497834.573662 + Penalty 31463.436718 = -44466371.136945 nChanged 1754 SP:Iteration 18Q (766.057998 sec): 3 clusters Score: Raw -44498642.149499 + Penalty 31463.436718 = -44467178.712782 nChanged 1565 SP:Iteration 19Q (766.635377 sec): 3 clusters Score: Raw -44499310.752335 + Penalty 31463.436718 = -44467847.315618 nChanged 1334 SP:Iteration 20F (767.246432 sec): 3 clusters Score: Raw -44499849.102144 + Penalty 31463.436718 = -44468385.665427 nChanged 1160 SP:Iteration 21Q (767.822527 sec): 3 clusters Score: Raw -44500302.991468 + Penalty 31463.436718 = -44468839.554750 nChanged 1056 SP:Iteration 22Q (768.358041 sec): 3 clusters Score: Raw -44500721.839119 + Penalty 31463.436718 = -44469258.402401 nChanged 1000 SP:Iteration 23Q (768.874843 sec): 3 clusters Score: Raw -44501116.846531 + Penalty 31463.436718 = -44469653.409814 nChanged 904 SP:Iteration 24Q (769.365933 sec): 3 clusters Score: Raw -44501467.856128 + Penalty 31463.436718 = -44470004.419411 nChanged 806 SP:Iteration 25Q (769.851547 sec): 3 clusters Score: Raw -44501762.161438 + Penalty 31463.436718 = -44470298.724720 nChanged 701 SP:Iteration 26Q (770.389052 sec): 3 clusters Score: Raw -44502020.029122 + Penalty 31463.436718 = -44470556.592405 nChanged 625 SP:Iteration 27Q (770.868002 sec): 3 clusters Score: Raw -44502247.803305 + Penalty 31463.436718 = -44470784.366588 nChanged 575 SP:Iteration 28Q (771.377071 sec): 3 clusters Score: Raw -44502449.816216 + Penalty 31463.436718 = -44470986.379498 nChanged 540 SP:Iteration 29Q (771.889839 sec): 3 clusters Score: Raw -44502640.505503 + Penalty 31463.436718 = -44471177.068785 nChanged 488 SP:Iteration 30Q (772.425291 sec): 3 clusters Score: Raw -44502805.624256 + Penalty 31463.436718 = -44471342.187539 nChanged 420 SP:Iteration 31Q (772.997901 sec): 3 clusters Score: Raw -44502940.590771 + Penalty 31463.436718 = -44471477.154054 nChanged 347 SP:Iteration 32Q (773.515649 sec): 3 clusters Score: Raw -44503055.657352 + Penalty 31463.436718 = -44471592.220634 nChanged 356 SP:Iteration 33Q (774.025200 sec): 3 clusters Score: Raw -44503172.085535 + Penalty 31463.436718 = -44471708.648818 nChanged 310 SP:Iteration 34Q (774.561066 sec): 3 clusters Score: Raw -44503277.574784 + Penalty 31463.436718 = -44471814.138066 nChanged 315 SP:Iteration 35Q (775.084510 sec): 3 clusters Score: Raw -44503380.912437 + Penalty 31463.436718 = -44471917.475719 nChanged 287 SP:Iteration 36Q (775.587101 sec): 3 clusters Score: Raw -44503469.026458 + Penalty 31463.436718 = -44472005.589740 nChanged 239 SP:Iteration 37Q (776.051148 sec): 3 clusters Score: Raw -44503540.473125 + Penalty 31463.436718 = -44472077.036408 nChanged 207 SP:Iteration 38Q (776.510152 sec): 3 clusters Score: Raw -44503602.361284 + Penalty 31463.436718 = -44472138.924566 nChanged 172 SP:Iteration 39Q (776.969214 sec): 3 clusters Score: Raw -44503656.327177 + Penalty 31463.436718 = -44472192.890459 nChanged 172 SP:Iteration 40F (777.527610 sec): 3 clusters Score: Raw -44503706.171495 + Penalty 31463.436718 = -44472242.734777 nChanged 136 SP:Iteration 41Q (777.981408 sec): 3 clusters Score: Raw -44503745.413302 + Penalty 31463.436718 = -44472281.976584 nChanged 115 SP:Iteration 42Q (778.433286 sec): 3 clusters Score: Raw -44503778.998342 + Penalty 31463.436718 = -44472315.561625 nChanged 119 SP:Iteration 43Q (778.886887 sec): 3 clusters Score: Raw -44503814.093817 + Penalty 31463.436718 = -44472350.657099 nChanged 129 SP:Iteration 44Q (779.337051 sec): 3 clusters Score: Raw -44503853.475845 + Penalty 31463.436718 = -44472390.039128 nChanged 128 SP:Iteration 45Q (779.789949 sec): 3 clusters Score: Raw -44503892.705498 + Penalty 31463.436718 = -44472429.268781 nChanged 119 SP:Iteration 46Q (780.242304 sec): 3 clusters Score: Raw -44503928.183805 + Penalty 31463.436718 = -44472464.747088 nChanged 94 SP:Iteration 47Q (780.703792 sec): 3 clusters Score: Raw -44503953.622943 + Penalty 31463.436718 = -44472490.186226 nChanged 82 SP:Iteration 48Q (781.144726 sec): 3 clusters Score: Raw -44503977.150185 + Penalty 31463.436718 = -44472513.713467 nChanged 83 SP:Iteration 49Q (781.599935 sec): 3 clusters Score: Raw -44504002.562140 + Penalty 31463.436718 = -44472539.125422 nChanged 75 SP:Iteration 50Q (782.047776 sec): 3 clusters Score: Raw -44504024.816261 + Penalty 31463.436718 = -44472561.379544 nChanged 70 SP:Iteration 51Q (782.496316 sec): 3 clusters Score: Raw -44504044.047391 + Penalty 31463.436718 = -44472580.610674 nChanged 68 SP:Iteration 52Q (782.936936 sec): 3 clusters Score: Raw -44504063.407826 + Penalty 31463.436718 = -44472599.971109 nChanged 61 SP:Iteration 53Q (783.389032 sec): 3 clusters Score: Raw -44504080.085542 + Penalty 31463.436718 = -44472616.648825 nChanged 48 SP:Iteration 54Q (783.834573 sec): 3 clusters Score: Raw -44504093.402932 + Penalty 31463.436718 = -44472629.966214 nChanged 53 SP:Iteration 55Q (784.288119 sec): 3 clusters Score: Raw -44504108.891746 + Penalty 31463.436718 = -44472645.455029 nChanged 61 SP:Iteration 56Q (784.760406 sec): 3 clusters Score: Raw -44504125.587102 + Penalty 31463.436718 = -44472662.150384 nChanged 61 SP:Iteration 57Q (785.226750 sec): 3 clusters Score: Raw -44504141.162188 + Penalty 31463.436718 = -44472677.725470 nChanged 45 SP:Iteration 58Q (785.760181 sec): 3 clusters Score: Raw -44504153.698995 + Penalty 31463.436718 = -44472690.262277 nChanged 41 SP:Iteration 59Q (786.287878 sec): 3 clusters Score: Raw -44504165.017871 + Penalty 31463.436718 = -44472701.581154 nChanged 39 SP:Iteration 60F (786.988759 sec): 3 clusters Score: Raw -44504174.802953 + Penalty 31463.436718 = -44472711.366235 nChanged 30 SP:Iteration 61Q (787.507438 sec): 3 clusters Score: Raw -44504182.858391 + Penalty 31463.436718 = -44472719.421674 nChanged 23 SP:Iteration 62Q (788.035234 sec): 3 clusters Score: Raw -44504189.074973 + Penalty 31463.436718 = -44472725.638255 nChanged 23 SP:Iteration 63Q (788.518364 sec): 3 clusters Score: Raw -44504194.589312 + Penalty 31463.436718 = -44472731.152594 nChanged 21 SP:Iteration 64Q (788.998221 sec): 3 clusters Score: Raw -44504199.319441 + Penalty 31463.436718 = -44472735.882724 nChanged 25 SP:Iteration 65Q (789.479858 sec): 3 clusters Score: Raw -44504205.878159 + Penalty 31463.436718 = -44472742.441441 nChanged 26 SP:Iteration 66Q (789.952090 sec): 3 clusters Score: Raw -44504212.171034 + Penalty 31463.436718 = -44472748.734317 nChanged 20 SP:Iteration 67Q (790.458667 sec): 3 clusters Score: Raw -44504216.527611 + Penalty 31463.436718 = -44472753.090893 nChanged 15 SP:Iteration 68Q (790.976776 sec): 3 clusters Score: Raw -44504219.734665 + Penalty 31463.436718 = -44472756.297948 nChanged 15 SP:Iteration 69Q (791.492277 sec): 3 clusters Score: Raw -44504222.459950 + Penalty 31463.436718 = -44472759.023233 nChanged 6 SP:Iteration 70Q (792.014171 sec): 3 clusters Score: Raw -44504223.629094 + Penalty 31463.436718 = -44472760.192376 nChanged 8 SP:Iteration 71Q (792.484386 sec): 3 clusters Score: Raw -44504225.270570 + Penalty 31463.436718 = -44472761.833852 nChanged 9 SP:Iteration 72Q (792.969686 sec): 3 clusters Score: Raw -44504227.787440 + Penalty 31463.436718 = -44472764.350722 nChanged 6 SP:Iteration 73Q (793.447552 sec): 3 clusters Score: Raw -44504229.152655 + Penalty 31463.436718 = -44472765.715937 nChanged 4 SP:Iteration 74Q (793.908436 sec): 3 clusters Score: Raw -44504229.897282 + Penalty 31463.436718 = -44472766.460564 nChanged 2 SP:Iteration 75Q (794.450272 sec): 3 clusters Score: Raw -44504230.393859 + Penalty 31463.436718 = -44472766.957142 nChanged 3 SP:Iteration 76Q (794.962707 sec): 3 clusters Score: Raw -44504230.901333 + Penalty 31463.436718 = -44472767.464616 nChanged 3 SP:Iteration 77Q (795.448107 sec): 3 clusters Score: Raw -44504231.640290 + Penalty 31463.436718 = -44472768.203573 nChanged 3 SP:Iteration 78Q (795.984513 sec): 3 clusters Score: Raw -44504232.246312 + Penalty 31463.436718 = -44472768.809595 nChanged 4 SP:Iteration 79Q (796.478424 sec): 3 clusters Score: Raw -44504233.153797 + Penalty 31463.436718 = -44472769.717080 nChanged 6 SP:Iteration 80F (797.069937 sec): 3 clusters Score: Raw -44504234.475087 + Penalty 31463.436718 = -44472771.038369 nChanged 3 SP:Iteration 81Q (797.584933 sec): 3 clusters Score: Raw -44504235.401913 + Penalty 31463.436718 = -44472771.965196 nChanged 3 SP:Iteration 82Q (798.070359 sec): 3 clusters Score: Raw -44504236.024529 + Penalty 31463.436718 = -44472772.587812 nChanged 6 SP:Iteration 83Q (798.589972 sec): 3 clusters Score: Raw -44504237.440728 + Penalty 31463.436718 = -44472774.004010 nChanged 3 SP:Iteration 84Q (799.096336 sec): 3 clusters Score: Raw -44504238.314850 + Penalty 31463.436718 = -44472774.878132 nChanged 3 SP:Iteration 85Q (799.581974 sec): 3 clusters Score: Raw -44504239.049576 + Penalty 31463.436718 = -44472775.612859 nChanged 2 SP:Iteration 86Q (800.118202 sec): 3 clusters Score: Raw -44504239.590736 + Penalty 31463.436718 = -44472776.154019 nChanged 3 SP:Iteration 87Q (800.641946 sec): 3 clusters Score: Raw -44504240.305886 + Penalty 31463.436718 = -44472776.869169 nChanged 2 SP:Iteration 88Q (801.140824 sec): 3 clusters Score: Raw -44504240.922225 + Penalty 31463.436718 = -44472777.485508 nChanged 1 SP:Iteration 89Q (801.599047 sec): 3 clusters Score: Raw -44504241.082416 + Penalty 31463.436718 = -44472777.645698 nChanged 1 SP:Iteration 90Q (802.071105 sec): 3 clusters Score: Raw -44504241.291649 + Penalty 31463.436718 = -44472777.854932 nChanged 0 SP:Iteration 91F (802.682428 sec): 3 clusters Score: Raw -44504241.291649 + Penalty 31463.436718 = -44472777.854932 nChanged 0 Iteration 99Q (805.276760 sec): 13 clusters Score: Raw -124192947.438309 + Penalty 205658.646485 = -123987288.791824 nChanged 88 Iteration 100F (812.368505 sec): 13 clusters Score: Raw -124192957.199261 + Penalty 205658.646485 = -123987298.552775 nChanged 83 Iteration 101Q (814.847136 sec): 13 clusters Score: Raw -124192965.544627 + Penalty 205658.646485 = -123987306.898142 nChanged 78 Iteration 102Q (817.333339 sec): 13 clusters Score: Raw -124192972.969222 + Penalty 205658.646485 = -123987314.322737 nChanged 58 Iteration 103Q (819.851707 sec): 13 clusters Score: Raw -124192977.462097 + Penalty 205658.646485 = -123987318.815612 nChanged 54 Iteration 104Q (822.294307 sec): 13 clusters Score: Raw -124192981.998033 + Penalty 205658.646485 = -123987323.351548 nChanged 49 Iteration 105Q (824.796530 sec): 13 clusters Score: Raw -124192988.168738 + Penalty 205658.646485 = -123987329.522252 nChanged 52 Iteration 106Q (827.251596 sec): 13 clusters Score: Raw -124192995.451140 + Penalty 205658.646485 = -123987336.804654 nChanged 40 Iteration 107Q (829.826795 sec): 13 clusters Score: Raw -124192999.260366 + Penalty 205658.646485 = -123987340.613881 nChanged 30 Iteration 108Q (832.400212 sec): 13 clusters Score: Raw -124193002.690689 + Penalty 205658.646485 = -123987344.044204 nChanged 23 Iteration 109Q (834.914586 sec): 13 clusters Score: Raw -124193005.021555 + Penalty 205658.646485 = -123987346.375070 nChanged 22 Iteration 110Q (837.540589 sec): 13 clusters Score: Raw -124193007.856417 + Penalty 205658.646485 = -123987349.209932 nChanged 30 Iteration 111Q (840.096099 sec): 13 clusters Score: Raw -124193011.012816 + Penalty 205658.646485 = -123987352.366331 nChanged 30 Iteration 112Q (842.738670 sec): 13 clusters Score: Raw -124193013.801763 + Penalty 205658.646485 = -123987355.155278 nChanged 24 Iteration 113Q (845.419646 sec): 13 clusters Score: Raw -124193016.494636 + Penalty 205658.646485 = -123987357.848151 nChanged 30 Iteration 114Q (848.049017 sec): 13 clusters Score: Raw -124193020.187717 + Penalty 205658.646485 = -123987361.541232 nChanged 41 Iteration 115Q (850.784989 sec): 13 clusters Score: Raw -124193025.118665 + Penalty 205658.646485 = -123987366.472180 nChanged 55 Iteration 116Q (853.565195 sec): 13 clusters Score: Raw -124193031.319744 + Penalty 205658.646485 = -123987372.673259 nChanged 63 Iteration 117Q (856.332499 sec): 13 clusters Score: Raw -124193038.576479 + Penalty 205658.646485 = -123987379.929994 nChanged 55 Iteration 118Q (858.825898 sec): 13 clusters Score: Raw -124193044.436082 + Penalty 205658.646485 = -123987385.789597 nChanged 55 Iteration 119Q (861.302196 sec): 13 clusters Score: Raw -124193053.044904 + Penalty 205658.646485 = -123987394.398419 nChanged 52 Iteration 120F (868.422976 sec): 13 clusters Score: Raw -124193062.262288 + Penalty 205658.646485 = -123987403.615803 nChanged 61 Iteration 121Q (871.138973 sec): 13 clusters Score: Raw -124193071.753264 + Penalty 205658.646485 = -123987413.106778 nChanged 67 Iteration 122Q (873.715528 sec): 13 clusters Score: Raw -124193080.953235 + Penalty 205658.646485 = -123987422.306750 nChanged 55 Iteration 123Q (876.160849 sec): 13 clusters Score: Raw -124193088.257464 + Penalty 205658.646485 = -123987429.610979 nChanged 56 Iteration 124Q (878.603697 sec): 13 clusters Score: Raw -124193095.831844 + Penalty 205658.646485 = -123987437.185359 nChanged 64 Iteration 125Q (881.056741 sec): 13 clusters Score: Raw -124193127.993591 + Penalty 205658.646485 = -123987469.347106 nChanged 88 Iteration 126Q (883.494186 sec): 13 clusters Score: Raw -124193141.198797 + Penalty 205658.646485 = -123987482.552312 nChanged 64 Iteration 127Q (886.298133 sec): 13 clusters Score: Raw -124193149.553648 + Penalty 205658.646485 = -123987490.907163 nChanged 59 Iteration 128Q (889.101310 sec): 13 clusters Score: Raw -124193155.748169 + Penalty 205658.646485 = -123987497.101684 nChanged 44 Iteration 129Q (891.973841 sec): 13 clusters Score: Raw -124193162.334458 + Penalty 205658.646485 = -123987503.687973 nChanged 37 Iteration 130Q (894.720350 sec): 13 clusters Score: Raw -124193167.421468 + Penalty 205658.646485 = -123987508.774982 nChanged 43 Iteration 131Q (897.511034 sec): 13 clusters Score: Raw -124193172.475607 + Penalty 205658.646485 = -123987513.829122 nChanged 35 Iteration 132Q (900.139787 sec): 13 clusters Score: Raw -124193176.242854 + Penalty 205658.646485 = -123987517.596369 nChanged 32 Iteration 133Q (902.758196 sec): 13 clusters Score: Raw -124193179.263708 + Penalty 205658.646485 = -123987520.617222 nChanged 27 Iteration 134Q (905.521019 sec): 13 clusters Score: Raw -124193181.944254 + Penalty 205658.646485 = -123987523.297768 nChanged 17 Iteration 135Q (908.434924 sec): 13 clusters Score: Raw -124193183.816698 + Penalty 205658.646485 = -123987525.170212 nChanged 18 Iteration 136Q (911.224159 sec): 13 clusters Score: Raw -124193185.614817 + Penalty 205658.646485 = -123987526.968332 nChanged 16 Iteration 137Q (913.660376 sec): 13 clusters Score: Raw -124193187.733539 + Penalty 205658.646485 = -123987529.087054 nChanged 20 Iteration 138Q (916.080049 sec): 13 clusters Score: Raw -124193191.204467 + Penalty 205658.646485 = -123987532.557982 nChanged 19 Writing temp clu file Because OldScore, -123987529.087054, is greater than current (better) Score,-123987532.557982 Compute initial score before splitting: Score: Raw -124193191.204467 + Penalty 205658.646485 = -123987532.557982 Trying to split cluster 1 (5139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (916.237707 sec): 2 clusters Score: Raw -1916895.871914 + Penalty 11539.500919 = -1905356.370994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (916.301184 sec): 3 clusters Score: Raw -1915886.239119 + Penalty 23079.001839 = -1892807.237280 nChanged 1253 SP:Iteration 1F (916.361183 sec): 3 clusters Score: Raw -1917649.209104 + Penalty 23079.001839 = -1894570.207265 nChanged 382 SP:Iteration 2F (916.419201 sec): 3 clusters Score: Raw -1918605.217580 + Penalty 23079.001839 = -1895526.215741 nChanged 310 SP:Iteration 3F (916.492626 sec): 3 clusters Score: Raw -1919839.282604 + Penalty 23079.001839 = -1896760.280765 nChanged 381 SP:Iteration 4F (916.550896 sec): 3 clusters Score: Raw -1921660.645599 + Penalty 23079.001839 = -1898581.643760 nChanged 441 SP:Iteration 5F (916.617191 sec): 3 clusters Score: Raw -1923507.977226 + Penalty 23079.001839 = -1900428.975388 nChanged 398 SP:Iteration 6F (916.686588 sec): 3 clusters Score: Raw -1925080.891871 + Penalty 23079.001839 = -1902001.890032 nChanged 309 SP:Iteration 7F (916.757734 sec): 3 clusters Score: Raw -1926142.355455 + Penalty 23079.001839 = -1903063.353616 nChanged 229 SP:Iteration 8Q (916.818462 sec): 3 clusters Score: Raw -1926879.143288 + Penalty 23079.001839 = -1903800.141449 nChanged 150 SP:Iteration 9Q (916.894463 sec): 3 clusters Score: Raw -1927341.868513 + Penalty 23079.001839 = -1904262.866674 nChanged 92 SP:Iteration 10Q (916.960526 sec): 3 clusters Score: Raw -1927570.058318 + Penalty 23079.001839 = -1904491.056479 nChanged 46 SP:Iteration 11Q (917.025655 sec): 3 clusters Score: Raw -1927664.165549 + Penalty 23079.001839 = -1904585.163711 nChanged 22 SP:Iteration 12Q (917.088959 sec): 3 clusters Score: Raw -1927695.834515 + Penalty 23079.001839 = -1904616.832677 nChanged 9 SP:Iteration 13Q (917.140761 sec): 3 clusters Score: Raw -1927706.714968 + Penalty 23079.001839 = -1904627.713129 nChanged 3 SP:Iteration 14Q (917.198126 sec): 3 clusters Score: Raw -1927711.287290 + Penalty 23079.001839 = -1904632.285452 nChanged 2 SP:Iteration 15Q (917.263396 sec): 3 clusters Score: Raw -1927714.319596 + Penalty 23079.001839 = -1904635.317757 nChanged 1 SP:Iteration 16Q (917.326946 sec): 3 clusters Score: Raw -1927715.594173 + Penalty 23079.001839 = -1904636.592334 nChanged 0 SP:Iteration 17F (917.394695 sec): 3 clusters Score: Raw -1927715.594173 + Penalty 23079.001839 = -1904636.592334 nChanged 0 Trying to split cluster 2 (79879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (917.723815 sec): 2 clusters Score: Raw -30972118.819854 + Penalty 15244.806297 = -30956874.013557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (918.169063 sec): 3 clusters Score: Raw -30927176.165805 + Penalty 30489.612594 = -30896686.553211 nChanged 34123 SP:Iteration 1F (918.614407 sec): 3 clusters Score: Raw -30945281.156828 + Penalty 30489.612594 = -30914791.544235 nChanged 4673 SP:Iteration 2F (919.020204 sec): 3 clusters Score: Raw -30947207.787111 + Penalty 30489.612594 = -30916718.174517 nChanged 3846 SP:Iteration 3Q (919.428871 sec): 3 clusters Score: Raw -30948799.455880 + Penalty 30489.612594 = -30918309.843286 nChanged 3463 SP:Iteration 4Q (919.845306 sec): 3 clusters Score: Raw -30950368.305922 + Penalty 30489.612594 = -30919878.693328 nChanged 3424 SP:Iteration 5Q (920.255439 sec): 3 clusters Score: Raw -30952296.468009 + Penalty 30489.612594 = -30921806.855415 nChanged 3833 SP:Iteration 6Q (920.708246 sec): 3 clusters Score: Raw -30954922.538967 + Penalty 30489.612594 = -30924432.926374 nChanged 4451 SP:Iteration 7F (921.120506 sec): 3 clusters Score: Raw -30958675.016911 + Penalty 30489.612594 = -30928185.404317 nChanged 5125 SP:Iteration 8F (921.516774 sec): 3 clusters Score: Raw -30963172.998959 + Penalty 30489.612594 = -30932683.386365 nChanged 5486 SP:Iteration 9F (921.942917 sec): 3 clusters Score: Raw -30967875.235377 + Penalty 30489.612594 = -30937385.622783 nChanged 5043 SP:Iteration 10F (922.356319 sec): 3 clusters Score: Raw -30971646.092055 + Penalty 30489.612594 = -30941156.479461 nChanged 4210 SP:Iteration 11F (922.764118 sec): 3 clusters Score: Raw -30974143.773038 + Penalty 30489.612594 = -30943654.160445 nChanged 3009 SP:Iteration 12Q (923.164152 sec): 3 clusters Score: Raw -30975535.232733 + Penalty 30489.612594 = -30945045.620139 nChanged 2175 SP:Iteration 13Q (923.568886 sec): 3 clusters Score: Raw -30976356.727002 + Penalty 30489.612594 = -30945867.114408 nChanged 1547 SP:Iteration 14Q (923.979653 sec): 3 clusters Score: Raw -30976839.450389 + Penalty 30489.612594 = -30946349.837795 nChanged 1132 SP:Iteration 15Q (924.403624 sec): 3 clusters Score: Raw -30977156.644490 + Penalty 30489.612594 = -30946667.031896 nChanged 867 SP:Iteration 16Q (924.868715 sec): 3 clusters Score: Raw -30977368.674586 + Penalty 30489.612594 = -30946879.061993 nChanged 691 SP:Iteration 17Q (925.313231 sec): 3 clusters Score: Raw -30977519.174830 + Penalty 30489.612594 = -30947029.562236 nChanged 563 SP:Iteration 18Q (925.765150 sec): 3 clusters Score: Raw -30977638.108600 + Penalty 30489.612594 = -30947148.496006 nChanged 492 SP:Iteration 19Q (926.203492 sec): 3 clusters Score: Raw -30977732.865362 + Penalty 30489.612594 = -30947243.252768 nChanged 428 SP:Iteration 20F (926.640125 sec): 3 clusters Score: Raw -30977808.885720 + Penalty 30489.612594 = -30947319.273126 nChanged 337 SP:Iteration 21Q (927.029560 sec): 3 clusters Score: Raw -30977862.088797 + Penalty 30489.612594 = -30947372.476203 nChanged 294 SP:Iteration 22Q (927.423796 sec): 3 clusters Score: Raw -30977906.353059 + Penalty 30489.612594 = -30947416.740465 nChanged 264 SP:Iteration 23Q (927.825273 sec): 3 clusters Score: Raw -30977942.833345 + Penalty 30489.612594 = -30947453.220751 nChanged 208 SP:Iteration 24Q (928.216002 sec): 3 clusters Score: Raw -30977970.595047 + Penalty 30489.612594 = -30947480.982453 nChanged 193 SP:Iteration 25Q (928.607617 sec): 3 clusters Score: Raw -30977997.085055 + Penalty 30489.612594 = -30947507.472461 nChanged 195 SP:Iteration 26Q (928.993838 sec): 3 clusters Score: Raw -30978022.422549 + Penalty 30489.612594 = -30947532.809955 nChanged 178 SP:Iteration 27Q (929.392676 sec): 3 clusters Score: Raw -30978045.589974 + Penalty 30489.612594 = -30947555.977381 nChanged 162 SP:Iteration 28Q (929.795624 sec): 3 clusters Score: Raw -30978066.417916 + Penalty 30489.612594 = -30947576.805323 nChanged 155 SP:Iteration 29Q (930.190033 sec): 3 clusters Score: Raw -30978085.361142 + Penalty 30489.612594 = -30947595.748548 nChanged 153 SP:Iteration 30Q (930.636652 sec): 3 clusters Score: Raw -30978106.292655 + Penalty 30489.612594 = -30947616.680061 nChanged 158 SP:Iteration 31Q (931.095358 sec): 3 clusters Score: Raw -30978127.641147 + Penalty 30489.612594 = -30947638.028554 nChanged 144 SP:Iteration 32Q (931.514034 sec): 3 clusters Score: Raw -30978146.325592 + Penalty 30489.612594 = -30947656.712998 nChanged 142 SP:Iteration 33Q (931.938464 sec): 3 clusters Score: Raw -30978165.218686 + Penalty 30489.612594 = -30947675.606092 nChanged 149 SP:Iteration 34Q (932.380771 sec): 3 clusters Score: Raw -30978184.585039 + Penalty 30489.612594 = -30947694.972446 nChanged 154 SP:Iteration 35Q (932.806438 sec): 3 clusters Score: Raw -30978203.314455 + Penalty 30489.612594 = -30947713.701861 nChanged 141 SP:Iteration 36Q (933.255067 sec): 3 clusters Score: Raw -30978219.189238 + Penalty 30489.612594 = -30947729.576644 nChanged 128 SP:Iteration 37Q (933.672232 sec): 3 clusters Score: Raw -30978235.244378 + Penalty 30489.612594 = -30947745.631785 nChanged 124 SP:Iteration 38Q (934.075119 sec): 3 clusters Score: Raw -30978251.733137 + Penalty 30489.612594 = -30947762.120543 nChanged 149 SP:Iteration 39Q (934.515888 sec): 3 clusters Score: Raw -30978269.581638 + Penalty 30489.612594 = -30947779.969045 nChanged 131 SP:Iteration 40F (934.948383 sec): 3 clusters Score: Raw -30978286.599767 + Penalty 30489.612594 = -30947796.987173 nChanged 119 SP:Iteration 41Q (935.351060 sec): 3 clusters Score: Raw -30978300.313371 + Penalty 30489.612594 = -30947810.700777 nChanged 105 SP:Iteration 42Q (935.762421 sec): 3 clusters Score: Raw -30978312.321424 + Penalty 30489.612594 = -30947822.708831 nChanged 95 SP:Iteration 43Q (936.168480 sec): 3 clusters Score: Raw -30978323.226522 + Penalty 30489.612594 = -30947833.613928 nChanged 102 SP:Iteration 44Q (936.584069 sec): 3 clusters Score: Raw -30978335.106460 + Penalty 30489.612594 = -30947845.493867 nChanged 94 SP:Iteration 45Q (937.028656 sec): 3 clusters Score: Raw -30978345.121587 + Penalty 30489.612594 = -30947855.508994 nChanged 96 SP:Iteration 46Q (937.469198 sec): 3 clusters Score: Raw -30978355.275239 + Penalty 30489.612594 = -30947865.662645 nChanged 88 SP:Iteration 47Q (937.903438 sec): 3 clusters Score: Raw -30978364.332736 + Penalty 30489.612594 = -30947874.720142 nChanged 79 SP:Iteration 48Q (938.344923 sec): 3 clusters Score: Raw -30978372.699124 + Penalty 30489.612594 = -30947883.086530 nChanged 95 SP:Iteration 49Q (938.757510 sec): 3 clusters Score: Raw -30978382.584264 + Penalty 30489.612594 = -30947892.971671 nChanged 92 SP:Iteration 50Q (939.205488 sec): 3 clusters Score: Raw -30978392.486063 + Penalty 30489.612594 = -30947902.873469 nChanged 93 SP:Iteration 51Q (939.624443 sec): 3 clusters Score: Raw -30978402.534364 + Penalty 30489.612594 = -30947912.921771 nChanged 95 SP:Iteration 52Q (940.072434 sec): 3 clusters Score: Raw -30978413.989464 + Penalty 30489.612594 = -30947924.376871 nChanged 117 SP:Iteration 53Q (940.523859 sec): 3 clusters Score: Raw -30978427.616681 + Penalty 30489.612594 = -30947938.004087 nChanged 105 SP:Iteration 54Q (940.965054 sec): 3 clusters Score: Raw -30978441.013172 + Penalty 30489.612594 = -30947951.400579 nChanged 115 SP:Iteration 55Q (941.396275 sec): 3 clusters Score: Raw -30978455.779730 + Penalty 30489.612594 = -30947966.167136 nChanged 114 SP:Iteration 56Q (941.824391 sec): 3 clusters Score: Raw -30978471.261788 + Penalty 30489.612594 = -30947981.649194 nChanged 139 SP:Iteration 57Q (942.239602 sec): 3 clusters Score: Raw -30978491.295507 + Penalty 30489.612594 = -30948001.682913 nChanged 144 SP:Iteration 58Q (942.671293 sec): 3 clusters Score: Raw -30978513.681288 + Penalty 30489.612594 = -30948024.068695 nChanged 181 SP:Iteration 59Q (943.106331 sec): 3 clusters Score: Raw -30978541.227371 + Penalty 30489.612594 = -30948051.614778 nChanged 191 SP:Iteration 60F (943.524402 sec): 3 clusters Score: Raw -30978568.866805 + Penalty 30489.612594 = -30948079.254212 nChanged 187 SP:Iteration 61Q (943.963612 sec): 3 clusters Score: Raw -30978594.432480 + Penalty 30489.612594 = -30948104.819887 nChanged 184 SP:Iteration 62Q (944.410197 sec): 3 clusters Score: Raw -30978620.057834 + Penalty 30489.612594 = -30948130.445240 nChanged 147 SP:Iteration 63Q (944.846303 sec): 3 clusters Score: Raw -30978641.635657 + Penalty 30489.612594 = -30948152.023064 nChanged 153 SP:Iteration 64Q (945.284184 sec): 3 clusters Score: Raw -30978663.425844 + Penalty 30489.612594 = -30948173.813250 nChanged 165 SP:Iteration 65Q (945.703636 sec): 3 clusters Score: Raw -30978685.953768 + Penalty 30489.612594 = -30948196.341175 nChanged 152 SP:Iteration 66Q (946.158558 sec): 3 clusters Score: Raw -30978708.422712 + Penalty 30489.612594 = -30948218.810118 nChanged 154 SP:Iteration 67Q (946.579813 sec): 3 clusters Score: Raw -30978731.442267 + Penalty 30489.612594 = -30948241.829673 nChanged 155 SP:Iteration 68Q (947.033694 sec): 3 clusters Score: Raw -30978756.807921 + Penalty 30489.612594 = -30948267.195327 nChanged 165 SP:Iteration 69Q (947.450591 sec): 3 clusters Score: Raw -30978780.598754 + Penalty 30489.612594 = -30948290.986160 nChanged 167 SP:Iteration 70Q (947.860819 sec): 3 clusters Score: Raw -30978804.428947 + Penalty 30489.612594 = -30948314.816353 nChanged 166 SP:Iteration 71Q (948.286371 sec): 3 clusters Score: Raw -30978827.550229 + Penalty 30489.612594 = -30948337.937636 nChanged 169 SP:Iteration 72Q (948.717562 sec): 3 clusters Score: Raw -30978851.538180 + Penalty 30489.612594 = -30948361.925586 nChanged 167 SP:Iteration 73Q (949.148664 sec): 3 clusters Score: Raw -30978875.592202 + Penalty 30489.612594 = -30948385.979609 nChanged 150 SP:Iteration 74Q (949.571751 sec): 3 clusters Score: Raw -30978895.980202 + Penalty 30489.612594 = -30948406.367608 nChanged 155 SP:Iteration 75Q (949.987321 sec): 3 clusters Score: Raw -30978917.077916 + Penalty 30489.612594 = -30948427.465322 nChanged 139 SP:Iteration 76Q (950.435129 sec): 3 clusters Score: Raw -30978938.333631 + Penalty 30489.612594 = -30948448.721037 nChanged 139 SP:Iteration 77Q (950.869056 sec): 3 clusters Score: Raw -30978961.979721 + Penalty 30489.612594 = -30948472.367127 nChanged 149 SP:Iteration 78Q (951.276792 sec): 3 clusters Score: Raw -30978987.798596 + Penalty 30489.612594 = -30948498.186003 nChanged 171 SP:Iteration 79Q (951.715432 sec): 3 clusters Score: Raw -30979016.722630 + Penalty 30489.612594 = -30948527.110036 nChanged 147 SP:Iteration 80F (952.141881 sec): 3 clusters Score: Raw -30979041.699122 + Penalty 30489.612594 = -30948552.086528 nChanged 168 SP:Iteration 81Q (952.540217 sec): 3 clusters Score: Raw -30979072.839298 + Penalty 30489.612594 = -30948583.226705 nChanged 182 SP:Iteration 82Q (952.931102 sec): 3 clusters Score: Raw -30979101.774135 + Penalty 30489.612594 = -30948612.161541 nChanged 168 SP:Iteration 83Q (953.358845 sec): 3 clusters Score: Raw -30979128.772378 + Penalty 30489.612594 = -30948639.159784 nChanged 163 SP:Iteration 84Q (953.811122 sec): 3 clusters Score: Raw -30979153.662148 + Penalty 30489.612594 = -30948664.049554 nChanged 159 SP:Iteration 85Q (954.268381 sec): 3 clusters Score: Raw -30979177.160713 + Penalty 30489.612594 = -30948687.548120 nChanged 147 SP:Iteration 86Q (954.718307 sec): 3 clusters Score: Raw -30979199.604136 + Penalty 30489.612594 = -30948709.991542 nChanged 143 SP:Iteration 87Q (955.152039 sec): 3 clusters Score: Raw -30979220.685514 + Penalty 30489.612594 = -30948731.072920 nChanged 131 SP:Iteration 88Q (955.570267 sec): 3 clusters Score: Raw -30979239.560643 + Penalty 30489.612594 = -30948749.948049 nChanged 128 SP:Iteration 89Q (955.986802 sec): 3 clusters Score: Raw -30979258.487693 + Penalty 30489.612594 = -30948768.875099 nChanged 131 SP:Iteration 90Q (956.416037 sec): 3 clusters Score: Raw -30979277.021275 + Penalty 30489.612594 = -30948787.408681 nChanged 126 SP:Iteration 91Q (956.876415 sec): 3 clusters Score: Raw -30979293.729981 + Penalty 30489.612594 = -30948804.117388 nChanged 116 SP:Iteration 92Q (957.332053 sec): 3 clusters Score: Raw -30979308.839133 + Penalty 30489.612594 = -30948819.226540 nChanged 121 SP:Iteration 93Q (957.768285 sec): 3 clusters Score: Raw -30979325.082017 + Penalty 30489.612594 = -30948835.469423 nChanged 107 SP:Iteration 94Q (958.214918 sec): 3 clusters Score: Raw -30979339.069869 + Penalty 30489.612594 = -30948849.457275 nChanged 87 SP:Iteration 95Q (958.647887 sec): 3 clusters Score: Raw -30979349.627939 + Penalty 30489.612594 = -30948860.015345 nChanged 82 SP:Iteration 96Q (959.067562 sec): 3 clusters Score: Raw -30979359.958788 + Penalty 30489.612594 = -30948870.346194 nChanged 76 SP:Iteration 97Q (959.507296 sec): 3 clusters Score: Raw -30979369.757815 + Penalty 30489.612594 = -30948880.145222 nChanged 71 SP:Iteration 98Q (959.932444 sec): 3 clusters Score: Raw -30979378.156518 + Penalty 30489.612594 = -30948888.543925 nChanged 67 SP:Iteration 99Q (960.326783 sec): 3 clusters Score: Raw -30979386.732311 + Penalty 30489.612594 = -30948897.119718 nChanged 78 SP:Iteration 100F (960.726918 sec): 3 clusters Score: Raw -30979396.296736 + Penalty 30489.612594 = -30948906.684142 nChanged 77 SP:Iteration 101Q (961.127745 sec): 3 clusters Score: Raw -30979405.977452 + Penalty 30489.612594 = -30948916.364858 nChanged 84 SP:Iteration 102Q (961.560343 sec): 3 clusters Score: Raw -30979417.155970 + Penalty 30489.612594 = -30948927.543376 nChanged 81 SP:Iteration 103Q (962.019291 sec): 3 clusters Score: Raw -30979427.203068 + Penalty 30489.612594 = -30948937.590474 nChanged 64 SP:Iteration 104Q (962.446204 sec): 3 clusters Score: Raw -30979435.084556 + Penalty 30489.612594 = -30948945.471963 nChanged 67 SP:Iteration 105Q (962.866790 sec): 3 clusters Score: Raw -30979444.008884 + Penalty 30489.612594 = -30948954.396290 nChanged 67 SP:Iteration 106Q (963.259143 sec): 3 clusters Score: Raw -30979452.514782 + Penalty 30489.612594 = -30948962.902189 nChanged 65 SP:Iteration 107Q (963.658811 sec): 3 clusters Score: Raw -30979461.010141 + Penalty 30489.612594 = -30948971.397547 nChanged 74 SP:Iteration 108Q (964.092300 sec): 3 clusters Score: Raw -30979470.385374 + Penalty 30489.612594 = -30948980.772780 nChanged 76 SP:Iteration 109Q (964.515472 sec): 3 clusters Score: Raw -30979481.165766 + Penalty 30489.612594 = -30948991.553172 nChanged 81 SP:Iteration 110Q (964.943012 sec): 3 clusters Score: Raw -30979493.664970 + Penalty 30489.612594 = -30949004.052376 nChanged 86 SP:Iteration 111Q (965.372532 sec): 3 clusters Score: Raw -30979505.957268 + Penalty 30489.612594 = -30949016.344675 nChanged 70 SP:Iteration 112Q (965.784641 sec): 3 clusters Score: Raw -30979514.715906 + Penalty 30489.612594 = -30949025.103312 nChanged 63 SP:Iteration 113Q (966.235485 sec): 3 clusters Score: Raw -30979523.059961 + Penalty 30489.612594 = -30949033.447367 nChanged 75 SP:Iteration 114Q (966.679853 sec): 3 clusters Score: Raw -30979532.303235 + Penalty 30489.612594 = -30949042.690641 nChanged 76 SP:Iteration 115Q (967.108040 sec): 3 clusters Score: Raw -30979541.483636 + Penalty 30489.612594 = -30949051.871043 nChanged 60 SP:Iteration 116Q (967.498506 sec): 3 clusters Score: Raw -30979547.971620 + Penalty 30489.612594 = -30949058.359026 nChanged 48 SP:Iteration 117Q (967.888514 sec): 3 clusters Score: Raw -30979553.361830 + Penalty 30489.612594 = -30949063.749236 nChanged 54 SP:Iteration 118Q (968.270000 sec): 3 clusters Score: Raw -30979559.318801 + Penalty 30489.612594 = -30949069.706208 nChanged 53 SP:Iteration 119Q (968.658089 sec): 3 clusters Score: Raw -30979565.010446 + Penalty 30489.612594 = -30949075.397852 nChanged 52 SP:Iteration 120F (969.052281 sec): 3 clusters Score: Raw -30979571.229247 + Penalty 30489.612594 = -30949081.616653 nChanged 42 SP:Iteration 121Q (969.444544 sec): 3 clusters Score: Raw -30979576.377280 + Penalty 30489.612594 = -30949086.764686 nChanged 39 SP:Iteration 122Q (969.860001 sec): 3 clusters Score: Raw -30979580.082473 + Penalty 30489.612594 = -30949090.469880 nChanged 33 SP:Iteration 123Q (970.273738 sec): 3 clusters Score: Raw -30979583.361784 + Penalty 30489.612594 = -30949093.749191 nChanged 32 SP:Iteration 124Q (970.695136 sec): 3 clusters Score: Raw -30979587.036572 + Penalty 30489.612594 = -30949097.423978 nChanged 37 SP:Iteration 125Q (971.118584 sec): 3 clusters Score: Raw -30979591.401033 + Penalty 30489.612594 = -30949101.788439 nChanged 29 SP:Iteration 126Q (971.513195 sec): 3 clusters Score: Raw -30979594.240253 + Penalty 30489.612594 = -30949104.627660 nChanged 25 SP:Iteration 127Q (971.908062 sec): 3 clusters Score: Raw -30979596.907654 + Penalty 30489.612594 = -30949107.295061 nChanged 21 SP:Iteration 128Q (972.295013 sec): 3 clusters Score: Raw -30979599.121790 + Penalty 30489.612594 = -30949109.509196 nChanged 23 SP:Iteration 129Q (972.732540 sec): 3 clusters Score: Raw -30979601.327156 + Penalty 30489.612594 = -30949111.714563 nChanged 13 SP:Iteration 130Q (973.168872 sec): 3 clusters Score: Raw -30979602.631796 + Penalty 30489.612594 = -30949113.019203 nChanged 19 SP:Iteration 131Q (973.601913 sec): 3 clusters Score: Raw -30979604.486313 + Penalty 30489.612594 = -30949114.873720 nChanged 13 SP:Iteration 132Q (974.019093 sec): 3 clusters Score: Raw -30979605.661983 + Penalty 30489.612594 = -30949116.049389 nChanged 9 SP:Iteration 133Q (974.452625 sec): 3 clusters Score: Raw -30979606.330761 + Penalty 30489.612594 = -30949116.718167 nChanged 10 SP:Iteration 134Q (974.877360 sec): 3 clusters Score: Raw -30979607.353543 + Penalty 30489.612594 = -30949117.740949 nChanged 17 SP:Iteration 135Q (975.329830 sec): 3 clusters Score: Raw -30979609.029744 + Penalty 30489.612594 = -30949119.417150 nChanged 21 SP:Iteration 136Q (975.750218 sec): 3 clusters Score: Raw -30979611.090358 + Penalty 30489.612594 = -30949121.477765 nChanged 26 SP:Iteration 137Q (976.140228 sec): 3 clusters Score: Raw -30979613.677871 + Penalty 30489.612594 = -30949124.065277 nChanged 18 SP:Iteration 138Q (976.573521 sec): 3 clusters Score: Raw -30979615.297563 + Penalty 30489.612594 = -30949125.684969 nChanged 10 SP:Iteration 139Q (977.004943 sec): 3 clusters Score: Raw -30979616.101900 + Penalty 30489.612594 = -30949126.489306 nChanged 12 SP:Iteration 140F (977.424155 sec): 3 clusters Score: Raw -30979617.169837 + Penalty 30489.612594 = -30949127.557243 nChanged 9 SP:Iteration 141Q (977.858987 sec): 3 clusters Score: Raw -30979617.864022 + Penalty 30489.612594 = -30949128.251428 nChanged 6 SP:Iteration 142Q (978.259837 sec): 3 clusters Score: Raw -30979618.308709 + Penalty 30489.612594 = -30949128.696115 nChanged 6 SP:Iteration 143Q (978.655036 sec): 3 clusters Score: Raw -30979618.839355 + Penalty 30489.612594 = -30949129.226761 nChanged 5 SP:Iteration 144Q (979.063963 sec): 3 clusters Score: Raw -30979619.232983 + Penalty 30489.612594 = -30949129.620389 nChanged 5 SP:Iteration 145Q (979.526753 sec): 3 clusters Score: Raw -30979619.556544 + Penalty 30489.612594 = -30949129.943950 nChanged 4 SP:Iteration 146Q (979.946526 sec): 3 clusters Score: Raw -30979620.004565 + Penalty 30489.612594 = -30949130.391971 nChanged 5 SP:Iteration 147Q (980.355584 sec): 3 clusters Score: Raw -30979620.530945 + Penalty 30489.612594 = -30949130.918351 nChanged 7 SP:Iteration 148Q (980.760133 sec): 3 clusters Score: Raw -30979621.369776 + Penalty 30489.612594 = -30949131.757183 nChanged 11 SP:Iteration 149Q (981.189445 sec): 3 clusters Score: Raw -30979622.302679 + Penalty 30489.612594 = -30949132.690085 nChanged 8 SP:Iteration 150Q (981.638153 sec): 3 clusters Score: Raw -30979623.019780 + Penalty 30489.612594 = -30949133.407186 nChanged 2 SP:Iteration 151Q (982.044288 sec): 3 clusters Score: Raw -30979623.167820 + Penalty 30489.612594 = -30949133.555226 nChanged 1 SP:Iteration 152Q (982.457790 sec): 3 clusters Score: Raw -30979623.248418 + Penalty 30489.612594 = -30949133.635824 nChanged 3 SP:Iteration 153Q (982.875630 sec): 3 clusters Score: Raw -30979623.497769 + Penalty 30489.612594 = -30949133.885176 nChanged 2 SP:Iteration 154Q (983.280225 sec): 3 clusters Score: Raw -30979623.799058 + Penalty 30489.612594 = -30949134.186464 nChanged 1 SP:Iteration 155Q (983.686189 sec): 3 clusters Score: Raw -30979623.885854 + Penalty 30489.612594 = -30949134.273260 nChanged 0 SP:Iteration 156F (984.129831 sec): 3 clusters Score: Raw -30979623.885854 + Penalty 30489.612594 = -30949134.273260 nChanged 0 Trying to split cluster 3 (16665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (984.218714 sec): 2 clusters Score: Raw -6282515.909695 + Penalty 13128.299620 = -6269387.610075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (984.339020 sec): 3 clusters Score: Raw -6275367.749584 + Penalty 26256.599241 = -6249111.150343 nChanged 5822 SP:Iteration 1F (984.459260 sec): 3 clusters Score: Raw -6278976.184353 + Penalty 26256.599241 = -6252719.585112 nChanged 1254 SP:Iteration 2F (984.572896 sec): 3 clusters Score: Raw -6279853.587797 + Penalty 26256.599241 = -6253596.988556 nChanged 749 SP:Iteration 3Q (984.696180 sec): 3 clusters Score: Raw -6280361.788211 + Penalty 26256.599241 = -6254105.188970 nChanged 597 SP:Iteration 4Q (984.810135 sec): 3 clusters Score: Raw -6280776.352669 + Penalty 26256.599241 = -6254519.753428 nChanged 504 SP:Iteration 5Q (984.933381 sec): 3 clusters Score: Raw -6281190.879198 + Penalty 26256.599241 = -6254934.279957 nChanged 502 SP:Iteration 6Q (985.047703 sec): 3 clusters Score: Raw -6281615.050867 + Penalty 26256.599241 = -6255358.451626 nChanged 535 SP:Iteration 7Q (985.165074 sec): 3 clusters Score: Raw -6282077.644495 + Penalty 26256.599241 = -6255821.045254 nChanged 516 SP:Iteration 8Q (985.286454 sec): 3 clusters Score: Raw -6282543.892686 + Penalty 26256.599241 = -6256287.293445 nChanged 533 SP:Iteration 9Q (985.408352 sec): 3 clusters Score: Raw -6283027.555973 + Penalty 26256.599241 = -6256770.956732 nChanged 554 SP:Iteration 10Q (985.528320 sec): 3 clusters Score: Raw -6283544.973272 + Penalty 26256.599241 = -6257288.374031 nChanged 578 SP:Iteration 11Q (985.647661 sec): 3 clusters Score: Raw -6284097.454910 + Penalty 26256.599241 = -6257840.855669 nChanged 589 SP:Iteration 12Q (985.759500 sec): 3 clusters Score: Raw -6284642.411661 + Penalty 26256.599241 = -6258385.812420 nChanged 577 SP:Iteration 13Q (985.876813 sec): 3 clusters Score: Raw -6285152.542046 + Penalty 26256.599241 = -6258895.942805 nChanged 515 SP:Iteration 14Q (985.991666 sec): 3 clusters Score: Raw -6285562.268919 + Penalty 26256.599241 = -6259305.669678 nChanged 433 SP:Iteration 15Q (986.114589 sec): 3 clusters Score: Raw -6285887.404880 + Penalty 26256.599241 = -6259630.805639 nChanged 376 SP:Iteration 16Q (986.231134 sec): 3 clusters Score: Raw -6286134.230028 + Penalty 26256.599241 = -6259877.630787 nChanged 286 SP:Iteration 17Q (986.345080 sec): 3 clusters Score: Raw -6286316.872486 + Penalty 26256.599241 = -6260060.273245 nChanged 257 SP:Iteration 18Q (986.459475 sec): 3 clusters Score: Raw -6286474.755655 + Penalty 26256.599241 = -6260218.156414 nChanged 200 SP:Iteration 19Q (986.579501 sec): 3 clusters Score: Raw -6286594.842938 + Penalty 26256.599241 = -6260338.243697 nChanged 146 SP:Iteration 20F (986.710088 sec): 3 clusters Score: Raw -6286666.058567 + Penalty 26256.599241 = -6260409.459326 nChanged 96 SP:Iteration 21Q (986.818567 sec): 3 clusters Score: Raw -6286708.941874 + Penalty 26256.599241 = -6260452.342633 nChanged 69 SP:Iteration 22Q (986.936289 sec): 3 clusters Score: Raw -6286741.393689 + Penalty 26256.599241 = -6260484.794448 nChanged 55 SP:Iteration 23Q (987.053015 sec): 3 clusters Score: Raw -6286766.517941 + Penalty 26256.599241 = -6260509.918700 nChanged 43 SP:Iteration 24Q (987.174930 sec): 3 clusters Score: Raw -6286788.095613 + Penalty 26256.599241 = -6260531.496372 nChanged 46 SP:Iteration 25Q (987.297449 sec): 3 clusters Score: Raw -6286809.609582 + Penalty 26256.599241 = -6260553.010341 nChanged 49 SP:Iteration 26Q (987.401271 sec): 3 clusters Score: Raw -6286832.676477 + Penalty 26256.599241 = -6260576.077236 nChanged 53 SP:Iteration 27Q (987.519301 sec): 3 clusters Score: Raw -6286855.334611 + Penalty 26256.599241 = -6260598.735370 nChanged 53 SP:Iteration 28Q (987.630916 sec): 3 clusters Score: Raw -6286877.534902 + Penalty 26256.599241 = -6260620.935661 nChanged 40 SP:Iteration 29Q (987.754948 sec): 3 clusters Score: Raw -6286894.424398 + Penalty 26256.599241 = -6260637.825157 nChanged 26 SP:Iteration 30Q (987.876808 sec): 3 clusters Score: Raw -6286905.160094 + Penalty 26256.599241 = -6260648.560853 nChanged 23 SP:Iteration 31Q (987.999452 sec): 3 clusters Score: Raw -6286913.914488 + Penalty 26256.599241 = -6260657.315247 nChanged 18 SP:Iteration 32Q (988.109300 sec): 3 clusters Score: Raw -6286920.829922 + Penalty 26256.599241 = -6260664.230681 nChanged 12 SP:Iteration 33Q (988.223555 sec): 3 clusters Score: Raw -6286925.851306 + Penalty 26256.599241 = -6260669.252065 nChanged 10 SP:Iteration 34Q (988.338697 sec): 3 clusters Score: Raw -6286929.301374 + Penalty 26256.599241 = -6260672.702133 nChanged 8 SP:Iteration 35Q (988.456682 sec): 3 clusters Score: Raw -6286931.879208 + Penalty 26256.599241 = -6260675.279967 nChanged 7 SP:Iteration 36Q (988.580005 sec): 3 clusters Score: Raw -6286934.828827 + Penalty 26256.599241 = -6260678.229586 nChanged 6 SP:Iteration 37Q (988.704218 sec): 3 clusters Score: Raw -6286936.714678 + Penalty 26256.599241 = -6260680.115437 nChanged 6 SP:Iteration 38Q (988.825381 sec): 3 clusters Score: Raw -6286938.928239 + Penalty 26256.599241 = -6260682.328998 nChanged 7 SP:Iteration 39Q (988.954711 sec): 3 clusters Score: Raw -6286942.020678 + Penalty 26256.599241 = -6260685.421437 nChanged 5 SP:Iteration 40F (989.083974 sec): 3 clusters Score: Raw -6286943.683925 + Penalty 26256.599241 = -6260687.084684 nChanged 2 SP:Iteration 41Q (989.211857 sec): 3 clusters Score: Raw -6286944.221380 + Penalty 26256.599241 = -6260687.622139 nChanged 1 SP:Iteration 42Q (989.343147 sec): 3 clusters Score: Raw -6286944.903539 + Penalty 26256.599241 = -6260688.304298 nChanged 3 SP:Iteration 43Q (989.486893 sec): 3 clusters Score: Raw -6286945.864924 + Penalty 26256.599241 = -6260689.265683 nChanged 1 SP:Iteration 44Q (989.615422 sec): 3 clusters Score: Raw -6286946.343523 + Penalty 26256.599241 = -6260689.744282 nChanged 2 SP:Iteration 45Q (989.747586 sec): 3 clusters Score: Raw -6286947.067239 + Penalty 26256.599241 = -6260690.467998 nChanged 3 SP:Iteration 46Q (989.864735 sec): 3 clusters Score: Raw -6286948.109932 + Penalty 26256.599241 = -6260691.510691 nChanged 2 SP:Iteration 47Q (989.982925 sec): 3 clusters Score: Raw -6286949.079594 + Penalty 26256.599241 = -6260692.480353 nChanged 5 SP:Iteration 48Q (990.098158 sec): 3 clusters Score: Raw -6286951.097541 + Penalty 26256.599241 = -6260694.498300 nChanged 4 SP:Iteration 49Q (990.214146 sec): 3 clusters Score: Raw -6286952.191719 + Penalty 26256.599241 = -6260695.592478 nChanged 0 SP:Iteration 50F (990.336394 sec): 3 clusters Score: Raw -6286952.191719 + Penalty 26256.599241 = -6260695.592478 nChanged 0 Trying to split cluster 4 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (990.359878 sec): 2 clusters Score: Raw -172204.722626 + Penalty 8387.415404 = -163817.307222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (990.392083 sec): 3 clusters Score: Raw -175708.471838 + Penalty 16774.830808 = -158933.641030 nChanged 72 SP:Iteration 1F (990.433786 sec): 3 clusters Score: Raw -176614.036949 + Penalty 16774.830808 = -159839.206141 nChanged 16 SP:Iteration 2Q (990.476015 sec): 3 clusters Score: Raw -176814.903300 + Penalty 16774.830808 = -160040.072492 nChanged 5 SP:Iteration 3Q (990.523574 sec): 3 clusters Score: Raw -177017.914063 + Penalty 16774.830808 = -160243.083255 nChanged 1 SP:Iteration 4Q (990.559282 sec): 3 clusters Score: Raw -177029.080587 + Penalty 16774.830808 = -160254.249779 nChanged 0 SP:Iteration 5F (990.601708 sec): 3 clusters Score: Raw -177029.080587 + Penalty 16774.830808 = -160254.249779 nChanged 0 Trying to split cluster 5 (37540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (990.755332 sec): 2 clusters Score: Raw -14478303.073272 + Penalty 14225.035700 = -14464078.037572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (990.968010 sec): 3 clusters Score: Raw -14459279.387172 + Penalty 28450.071400 = -14430829.315772 nChanged 14739 SP:Iteration 1F (991.190577 sec): 3 clusters Score: Raw -14467179.391856 + Penalty 28450.071400 = -14438729.320456 nChanged 2536 SP:Iteration 2F (991.431704 sec): 3 clusters Score: Raw -14468432.184456 + Penalty 28450.071400 = -14439982.113056 nChanged 1770 SP:Iteration 3Q (991.673706 sec): 3 clusters Score: Raw -14469234.984848 + Penalty 28450.071400 = -14440784.913448 nChanged 1418 SP:Iteration 4Q (991.917484 sec): 3 clusters Score: Raw -14469843.455614 + Penalty 28450.071400 = -14441393.384214 nChanged 1171 SP:Iteration 5Q (992.162288 sec): 3 clusters Score: Raw -14470332.994156 + Penalty 28450.071400 = -14441882.922757 nChanged 985 SP:Iteration 6Q (992.404113 sec): 3 clusters Score: Raw -14470720.523035 + Penalty 28450.071400 = -14442270.451635 nChanged 854 SP:Iteration 7Q (992.641791 sec): 3 clusters Score: Raw -14471062.403105 + Penalty 28450.071400 = -14442612.331706 nChanged 801 SP:Iteration 8Q (992.879777 sec): 3 clusters Score: Raw -14471377.413537 + Penalty 28450.071400 = -14442927.342138 nChanged 783 SP:Iteration 9Q (993.111092 sec): 3 clusters Score: Raw -14471711.653906 + Penalty 28450.071400 = -14443261.582506 nChanged 793 SP:Iteration 10Q (993.359099 sec): 3 clusters Score: Raw -14472059.640600 + Penalty 28450.071400 = -14443609.569200 nChanged 825 SP:Iteration 11Q (993.602718 sec): 3 clusters Score: Raw -14472415.189589 + Penalty 28450.071400 = -14443965.118189 nChanged 851 SP:Iteration 12Q (993.838195 sec): 3 clusters Score: Raw -14472817.124710 + Penalty 28450.071400 = -14444367.053310 nChanged 967 SP:Iteration 13Q (994.070214 sec): 3 clusters Score: Raw -14473345.403862 + Penalty 28450.071400 = -14444895.332463 nChanged 1091 SP:Iteration 14Q (994.313153 sec): 3 clusters Score: Raw -14473983.371453 + Penalty 28450.071400 = -14445533.300054 nChanged 1239 SP:Iteration 15Q (994.554847 sec): 3 clusters Score: Raw -14474816.530466 + Penalty 28450.071400 = -14446366.459067 nChanged 1389 SP:Iteration 16Q (994.794658 sec): 3 clusters Score: Raw -14475779.079785 + Penalty 28450.071400 = -14447329.008385 nChanged 1473 SP:Iteration 17Q (995.027301 sec): 3 clusters Score: Raw -14476841.900521 + Penalty 28450.071400 = -14448391.829121 nChanged 1468 SP:Iteration 18Q (995.237693 sec): 3 clusters Score: Raw -14477956.338514 + Penalty 28450.071400 = -14449506.267114 nChanged 1444 SP:Iteration 19Q (995.448016 sec): 3 clusters Score: Raw -14478955.579514 + Penalty 28450.071400 = -14450505.508114 nChanged 1276 SP:Iteration 20F (995.660717 sec): 3 clusters Score: Raw -14479734.107567 + Penalty 28450.071400 = -14451284.036167 nChanged 1053 SP:Iteration 21Q (995.865204 sec): 3 clusters Score: Raw -14480296.124324 + Penalty 28450.071400 = -14451846.052924 nChanged 831 SP:Iteration 22Q (996.062154 sec): 3 clusters Score: Raw -14480658.839122 + Penalty 28450.071400 = -14452208.767722 nChanged 629 SP:Iteration 23Q (996.277649 sec): 3 clusters Score: Raw -14480895.157436 + Penalty 28450.071400 = -14452445.086036 nChanged 455 SP:Iteration 24Q (996.483129 sec): 3 clusters Score: Raw -14481042.092634 + Penalty 28450.071400 = -14452592.021234 nChanged 334 SP:Iteration 25Q (996.681540 sec): 3 clusters Score: Raw -14481142.278941 + Penalty 28450.071400 = -14452692.207542 nChanged 275 SP:Iteration 26Q (996.887668 sec): 3 clusters Score: Raw -14481216.772926 + Penalty 28450.071400 = -14452766.701527 nChanged 200 SP:Iteration 27Q (997.095603 sec): 3 clusters Score: Raw -14481267.931771 + Penalty 28450.071400 = -14452817.860371 nChanged 163 SP:Iteration 28Q (997.290037 sec): 3 clusters Score: Raw -14481306.339292 + Penalty 28450.071400 = -14452856.267892 nChanged 117 SP:Iteration 29Q (997.500088 sec): 3 clusters Score: Raw -14481335.253601 + Penalty 28450.071400 = -14452885.182201 nChanged 103 SP:Iteration 30Q (997.698947 sec): 3 clusters Score: Raw -14481358.187362 + Penalty 28450.071400 = -14452908.115962 nChanged 84 SP:Iteration 31Q (997.901876 sec): 3 clusters Score: Raw -14481376.087063 + Penalty 28450.071400 = -14452926.015664 nChanged 61 SP:Iteration 32Q (998.102875 sec): 3 clusters Score: Raw -14481388.202241 + Penalty 28450.071400 = -14452938.130841 nChanged 57 SP:Iteration 33Q (998.306895 sec): 3 clusters Score: Raw -14481400.026931 + Penalty 28450.071400 = -14452949.955531 nChanged 59 SP:Iteration 34Q (998.503800 sec): 3 clusters Score: Raw -14481411.118810 + Penalty 28450.071400 = -14452961.047410 nChanged 50 SP:Iteration 35Q (998.709655 sec): 3 clusters Score: Raw -14481422.209829 + Penalty 28450.071400 = -14452972.138429 nChanged 48 SP:Iteration 36Q (998.919680 sec): 3 clusters Score: Raw -14481430.905823 + Penalty 28450.071400 = -14452980.834423 nChanged 38 SP:Iteration 37Q (999.130979 sec): 3 clusters Score: Raw -14481437.837265 + Penalty 28450.071400 = -14452987.765865 nChanged 28 SP:Iteration 38Q (999.343782 sec): 3 clusters Score: Raw -14481442.641470 + Penalty 28450.071400 = -14452992.570070 nChanged 31 SP:Iteration 39Q (999.574259 sec): 3 clusters Score: Raw -14481448.206551 + Penalty 28450.071400 = -14452998.135151 nChanged 33 SP:Iteration 40F (999.804862 sec): 3 clusters Score: Raw -14481453.546028 + Penalty 28450.071400 = -14453003.474628 nChanged 25 SP:Iteration 41Q (1000.039142 sec): 3 clusters Score: Raw -14481458.196888 + Penalty 28450.071400 = -14453008.125488 nChanged 23 SP:Iteration 42Q (1000.270233 sec): 3 clusters Score: Raw -14481462.135438 + Penalty 28450.071400 = -14453012.064038 nChanged 11 SP:Iteration 43Q (1000.471643 sec): 3 clusters Score: Raw -14481464.092114 + Penalty 28450.071400 = -14453014.020714 nChanged 16 SP:Iteration 44Q (1000.679019 sec): 3 clusters Score: Raw -14481466.924348 + Penalty 28450.071400 = -14453016.852948 nChanged 14 SP:Iteration 45Q (1000.874813 sec): 3 clusters Score: Raw -14481469.252700 + Penalty 28450.071400 = -14453019.181300 nChanged 10 SP:Iteration 46Q (1001.087820 sec): 3 clusters Score: Raw -14481470.958105 + Penalty 28450.071400 = -14453020.886706 nChanged 13 SP:Iteration 47Q (1001.318995 sec): 3 clusters Score: Raw -14481473.254477 + Penalty 28450.071400 = -14453023.183078 nChanged 8 SP:Iteration 48Q (1001.552066 sec): 3 clusters Score: Raw -14481474.751850 + Penalty 28450.071400 = -14453024.680450 nChanged 9 SP:Iteration 49Q (1001.789968 sec): 3 clusters Score: Raw -14481476.291339 + Penalty 28450.071400 = -14453026.219940 nChanged 6 SP:Iteration 50Q (1001.993598 sec): 3 clusters Score: Raw -14481477.348534 + Penalty 28450.071400 = -14453027.277134 nChanged 8 SP:Iteration 51Q (1002.218814 sec): 3 clusters Score: Raw -14481478.730499 + Penalty 28450.071400 = -14453028.659099 nChanged 12 SP:Iteration 52Q (1002.442679 sec): 3 clusters Score: Raw -14481480.757572 + Penalty 28450.071400 = -14453030.686173 nChanged 7 SP:Iteration 53Q (1002.656565 sec): 3 clusters Score: Raw -14481481.771124 + Penalty 28450.071400 = -14453031.699725 nChanged 8 SP:Iteration 54Q (1002.877527 sec): 3 clusters Score: Raw -14481483.033460 + Penalty 28450.071400 = -14453032.962061 nChanged 3 SP:Iteration 55Q (1003.086004 sec): 3 clusters Score: Raw -14481483.579193 + Penalty 28450.071400 = -14453033.507793 nChanged 7 SP:Iteration 56Q (1003.302394 sec): 3 clusters Score: Raw -14481484.939886 + Penalty 28450.071400 = -14453034.868486 nChanged 3 SP:Iteration 57Q (1003.497956 sec): 3 clusters Score: Raw -14481485.428954 + Penalty 28450.071400 = -14453035.357555 nChanged 2 SP:Iteration 58Q (1003.711706 sec): 3 clusters Score: Raw -14481485.636432 + Penalty 28450.071400 = -14453035.565032 nChanged 1 SP:Iteration 59Q (1003.911494 sec): 3 clusters Score: Raw -14481485.738373 + Penalty 28450.071400 = -14453035.666973 nChanged 1 SP:Iteration 60F (1004.109652 sec): 3 clusters Score: Raw -14481485.841110 + Penalty 28450.071400 = -14453035.769710 nChanged 1 SP:Iteration 61Q (1004.324517 sec): 3 clusters Score: Raw -14481486.011499 + Penalty 28450.071400 = -14453035.940099 nChanged 1 SP:Iteration 62Q (1004.524765 sec): 3 clusters Score: Raw -14481486.191060 + Penalty 28450.071400 = -14453036.119661 nChanged 0 SP:Iteration 63F (1004.772040 sec): 3 clusters Score: Raw -14481486.191060 + Penalty 28450.071400 = -14453036.119661 nChanged 0 Trying to split cluster 6 (8896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1004.831639 sec): 2 clusters Score: Raw -3227292.263760 + Penalty 12280.578651 = -3215011.685109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1004.917787 sec): 3 clusters Score: Raw -3224457.051604 + Penalty 24561.157302 = -3199895.894302 nChanged 2680 SP:Iteration 1F (1005.008024 sec): 3 clusters Score: Raw -3226797.628599 + Penalty 24561.157302 = -3202236.471297 nChanged 698 SP:Iteration 2F (1005.102269 sec): 3 clusters Score: Raw -3227602.594635 + Penalty 24561.157302 = -3203041.437333 nChanged 458 SP:Iteration 3F (1005.196715 sec): 3 clusters Score: Raw -3228201.056382 + Penalty 24561.157302 = -3203639.899081 nChanged 389 SP:Iteration 4Q (1005.277841 sec): 3 clusters Score: Raw -3228732.938037 + Penalty 24561.157302 = -3204171.780736 nChanged 359 SP:Iteration 5Q (1005.361559 sec): 3 clusters Score: Raw -3229339.548107 + Penalty 24561.157302 = -3204778.390805 nChanged 438 SP:Iteration 6Q (1005.448799 sec): 3 clusters Score: Raw -3230287.135802 + Penalty 24561.157302 = -3205725.978501 nChanged 540 SP:Iteration 7F (1005.542702 sec): 3 clusters Score: Raw -3231817.341905 + Penalty 24561.157302 = -3207256.184604 nChanged 674 SP:Iteration 8F (1005.625095 sec): 3 clusters Score: Raw -3233988.808149 + Penalty 24561.157302 = -3209427.650847 nChanged 696 SP:Iteration 9F (1005.722623 sec): 3 clusters Score: Raw -3235833.120549 + Penalty 24561.157302 = -3211271.963247 nChanged 493 SP:Iteration 10F (1005.811485 sec): 3 clusters Score: Raw -3236824.311458 + Penalty 24561.157302 = -3212263.154156 nChanged 288 SP:Iteration 11Q (1005.894603 sec): 3 clusters Score: Raw -3237299.883419 + Penalty 24561.157302 = -3212738.726118 nChanged 159 SP:Iteration 12Q (1005.981709 sec): 3 clusters Score: Raw -3237505.916052 + Penalty 24561.157302 = -3212944.758750 nChanged 83 SP:Iteration 13Q (1006.066764 sec): 3 clusters Score: Raw -3237611.918013 + Penalty 24561.157302 = -3213050.760711 nChanged 60 SP:Iteration 14Q (1006.153538 sec): 3 clusters Score: Raw -3237677.105952 + Penalty 24561.157302 = -3213115.948650 nChanged 41 SP:Iteration 15Q (1006.237538 sec): 3 clusters Score: Raw -3237713.084468 + Penalty 24561.157302 = -3213151.927166 nChanged 27 SP:Iteration 16Q (1006.320619 sec): 3 clusters Score: Raw -3237735.028342 + Penalty 24561.157302 = -3213173.871040 nChanged 18 SP:Iteration 17Q (1006.400019 sec): 3 clusters Score: Raw -3237748.988001 + Penalty 24561.157302 = -3213187.830699 nChanged 6 SP:Iteration 18Q (1006.485162 sec): 3 clusters Score: Raw -3237753.722582 + Penalty 24561.157302 = -3213192.565280 nChanged 6 SP:Iteration 19Q (1006.568928 sec): 3 clusters Score: Raw -3237759.137757 + Penalty 24561.157302 = -3213197.980455 nChanged 5 SP:Iteration 20F (1006.660068 sec): 3 clusters Score: Raw -3237764.351339 + Penalty 24561.157302 = -3213203.194037 nChanged 3 SP:Iteration 21Q (1006.734209 sec): 3 clusters Score: Raw -3237767.858054 + Penalty 24561.157302 = -3213206.700753 nChanged 0 SP:Iteration 22F (1006.819116 sec): 3 clusters Score: Raw -3237767.858054 + Penalty 24561.157302 = -3213206.700753 nChanged 0 Trying to split cluster 8 (2456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1006.855754 sec): 2 clusters Score: Raw -947467.230392 + Penalty 10542.393685 = -936924.836707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1006.913731 sec): 3 clusters Score: Raw -947875.187098 + Penalty 21084.787370 = -926790.399728 nChanged 404 SP:Iteration 1F (1006.964843 sec): 3 clusters Score: Raw -950461.937680 + Penalty 21084.787370 = -929377.150310 nChanged 110 SP:Iteration 2Q (1007.013048 sec): 3 clusters Score: Raw -952709.870962 + Penalty 21084.787370 = -931625.083591 nChanged 137 SP:Iteration 3F (1007.061960 sec): 3 clusters Score: Raw -953128.167397 + Penalty 21084.787370 = -932043.380027 nChanged 64 SP:Iteration 4Q (1007.121476 sec): 3 clusters Score: Raw -953327.277480 + Penalty 21084.787370 = -932242.490110 nChanged 39 SP:Iteration 5Q (1007.169917 sec): 3 clusters Score: Raw -953432.549740 + Penalty 21084.787370 = -932347.762369 nChanged 29 SP:Iteration 6Q (1007.216167 sec): 3 clusters Score: Raw -953512.189738 + Penalty 21084.787370 = -932427.402368 nChanged 14 SP:Iteration 7Q (1007.271853 sec): 3 clusters Score: Raw -953549.098247 + Penalty 21084.787370 = -932464.310876 nChanged 5 SP:Iteration 8Q (1007.322020 sec): 3 clusters Score: Raw -953559.588285 + Penalty 21084.787370 = -932474.800915 nChanged 3 SP:Iteration 9Q (1007.387715 sec): 3 clusters Score: Raw -953565.889056 + Penalty 21084.787370 = -932481.101685 nChanged 1 SP:Iteration 10Q (1007.430517 sec): 3 clusters Score: Raw -953569.193097 + Penalty 21084.787370 = -932484.405727 nChanged 2 SP:Iteration 11Q (1007.480723 sec): 3 clusters Score: Raw -953574.752409 + Penalty 21084.787370 = -932489.965039 nChanged 4 SP:Iteration 12Q (1007.546724 sec): 3 clusters Score: Raw -953585.209804 + Penalty 21084.787370 = -932500.422434 nChanged 2 SP:Iteration 13Q (1007.604759 sec): 3 clusters Score: Raw -953591.525951 + Penalty 21084.787370 = -932506.738581 nChanged 3 SP:Iteration 14Q (1007.659709 sec): 3 clusters Score: Raw -953596.312725 + Penalty 21084.787370 = -932511.525355 nChanged 2 SP:Iteration 15Q (1007.714533 sec): 3 clusters Score: Raw -953600.340129 + Penalty 21084.787370 = -932515.552759 nChanged 0 SP:Iteration 16F (1007.766867 sec): 3 clusters Score: Raw -953600.340129 + Penalty 21084.787370 = -932515.552759 nChanged 0 Trying to split cluster 13 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1007.793831 sec): 2 clusters Score: Raw -74196.649404 + Penalty 6967.304182 = -67229.345223 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (82 points): covariance matrix is singular Unmasked E-step: Deleting class 2 (92 points): covariance matrix is singular SP:Iteration 0F (1007.794354 sec): 3 clusters Score: Raw -74196.649404 + Penalty 13934.608363 = -60262.041041 nChanged 92 SP:Iteration 1F (1007.794614 sec): 1 clusters Score: Raw 898.672740 + Penalty 0.000000 = 898.672740 nChanged 174 SP:Iteration 2F (1007.794878 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Trying to split cluster 14 (35032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1007.928036 sec): 2 clusters Score: Raw -13308194.849624 + Penalty 14131.655240 = -13294063.194384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1008.154870 sec): 3 clusters Score: Raw -13290538.751683 + Penalty 28263.310480 = -13262275.441203 nChanged 13665 SP:Iteration 1F (1008.369742 sec): 3 clusters Score: Raw -13297890.091162 + Penalty 28263.310480 = -13269626.780682 nChanged 2448 SP:Iteration 2F (1008.579491 sec): 3 clusters Score: Raw -13299114.023440 + Penalty 28263.310480 = -13270850.712959 nChanged 1712 SP:Iteration 3Q (1008.794279 sec): 3 clusters Score: Raw -13299888.990149 + Penalty 28263.310480 = -13271625.679669 nChanged 1249 SP:Iteration 4Q (1009.026096 sec): 3 clusters Score: Raw -13300389.434304 + Penalty 28263.310480 = -13272126.123824 nChanged 977 SP:Iteration 5Q (1009.236585 sec): 3 clusters Score: Raw -13300797.305928 + Penalty 28263.310480 = -13272533.995448 nChanged 879 SP:Iteration 6Q (1009.446029 sec): 3 clusters Score: Raw -13301146.436375 + Penalty 28263.310480 = -13272883.125895 nChanged 796 SP:Iteration 7Q (1009.652491 sec): 3 clusters Score: Raw -13301476.693097 + Penalty 28263.310480 = -13273213.382617 nChanged 762 SP:Iteration 8Q (1009.865305 sec): 3 clusters Score: Raw -13301822.662371 + Penalty 28263.310480 = -13273559.351891 nChanged 769 SP:Iteration 9Q (1010.073208 sec): 3 clusters Score: Raw -13302209.494426 + Penalty 28263.310480 = -13273946.183946 nChanged 854 SP:Iteration 10Q (1010.279487 sec): 3 clusters Score: Raw -13302654.621426 + Penalty 28263.310480 = -13274391.310946 nChanged 890 SP:Iteration 11Q (1010.484672 sec): 3 clusters Score: Raw -13303165.809426 + Penalty 28263.310480 = -13274902.498945 nChanged 1057 SP:Iteration 12Q (1010.680029 sec): 3 clusters Score: Raw -13303840.861471 + Penalty 28263.310480 = -13275577.550991 nChanged 1202 SP:Iteration 13Q (1010.886034 sec): 3 clusters Score: Raw -13304648.659589 + Penalty 28263.310480 = -13276385.349109 nChanged 1315 SP:Iteration 14Q (1011.096666 sec): 3 clusters Score: Raw -13305507.867937 + Penalty 28263.310480 = -13277244.557457 nChanged 1337 SP:Iteration 15Q (1011.291670 sec): 3 clusters Score: Raw -13306381.026218 + Penalty 28263.310480 = -13278117.715738 nChanged 1325 SP:Iteration 16Q (1011.494533 sec): 3 clusters Score: Raw -13307259.601400 + Penalty 28263.310480 = -13278996.290920 nChanged 1332 SP:Iteration 17Q (1011.696790 sec): 3 clusters Score: Raw -13308096.442216 + Penalty 28263.310480 = -13279833.131736 nChanged 1215 SP:Iteration 18Q (1011.898207 sec): 3 clusters Score: Raw -13308846.757922 + Penalty 28263.310480 = -13280583.447442 nChanged 1108 SP:Iteration 19Q (1012.101909 sec): 3 clusters Score: Raw -13309503.302223 + Penalty 28263.310480 = -13281239.991743 nChanged 982 SP:Iteration 20F (1012.294659 sec): 3 clusters Score: Raw -13310038.110572 + Penalty 28263.310480 = -13281774.800092 nChanged 848 SP:Iteration 21Q (1012.487412 sec): 3 clusters Score: Raw -13310444.256320 + Penalty 28263.310480 = -13282180.945840 nChanged 614 SP:Iteration 22Q (1012.700864 sec): 3 clusters Score: Raw -13310717.703759 + Penalty 28263.310480 = -13282454.393279 nChanged 524 SP:Iteration 23Q (1012.915470 sec): 3 clusters Score: Raw -13310934.797560 + Penalty 28263.310480 = -13282671.487080 nChanged 449 SP:Iteration 24Q (1013.098305 sec): 3 clusters Score: Raw -13311106.444755 + Penalty 28263.310480 = -13282843.134275 nChanged 355 SP:Iteration 25Q (1013.313674 sec): 3 clusters Score: Raw -13311239.147154 + Penalty 28263.310480 = -13282975.836674 nChanged 322 SP:Iteration 26Q (1013.508539 sec): 3 clusters Score: Raw -13311354.207038 + Penalty 28263.310480 = -13283090.896558 nChanged 297 SP:Iteration 27Q (1013.717440 sec): 3 clusters Score: Raw -13311462.276067 + Penalty 28263.310480 = -13283198.965586 nChanged 264 SP:Iteration 28Q (1013.922357 sec): 3 clusters Score: Raw -13311560.730075 + Penalty 28263.310480 = -13283297.419595 nChanged 266 SP:Iteration 29Q (1014.153925 sec): 3 clusters Score: Raw -13311654.598948 + Penalty 28263.310480 = -13283391.288468 nChanged 226 SP:Iteration 30Q (1014.368317 sec): 3 clusters Score: Raw -13311738.737244 + Penalty 28263.310480 = -13283475.426764 nChanged 240 SP:Iteration 31Q (1014.593716 sec): 3 clusters Score: Raw -13311830.076674 + Penalty 28263.310480 = -13283566.766194 nChanged 256 SP:Iteration 32Q (1014.807163 sec): 3 clusters Score: Raw -13311937.273383 + Penalty 28263.310480 = -13283673.962903 nChanged 261 SP:Iteration 33Q (1015.002197 sec): 3 clusters Score: Raw -13312044.692774 + Penalty 28263.310480 = -13283781.382294 nChanged 259 SP:Iteration 34Q (1015.207688 sec): 3 clusters Score: Raw -13312149.681465 + Penalty 28263.310480 = -13283886.370985 nChanged 204 SP:Iteration 35Q (1015.402078 sec): 3 clusters Score: Raw -13312233.177212 + Penalty 28263.310480 = -13283969.866732 nChanged 201 SP:Iteration 36Q (1015.611232 sec): 3 clusters Score: Raw -13312308.291003 + Penalty 28263.310480 = -13284044.980523 nChanged 193 SP:Iteration 37Q (1015.840731 sec): 3 clusters Score: Raw -13312381.890859 + Penalty 28263.310480 = -13284118.580379 nChanged 177 SP:Iteration 38Q (1016.036196 sec): 3 clusters Score: Raw -13312449.879922 + Penalty 28263.310480 = -13284186.569442 nChanged 174 SP:Iteration 39Q (1016.242408 sec): 3 clusters Score: Raw -13312516.275822 + Penalty 28263.310480 = -13284252.965342 nChanged 162 SP:Iteration 40F (1016.454249 sec): 3 clusters Score: Raw -13312576.222829 + Penalty 28263.310480 = -13284312.912348 nChanged 140 SP:Iteration 41Q (1016.650611 sec): 3 clusters Score: Raw -13312629.352871 + Penalty 28263.310480 = -13284366.042391 nChanged 141 SP:Iteration 42Q (1016.847843 sec): 3 clusters Score: Raw -13312686.581741 + Penalty 28263.310480 = -13284423.271261 nChanged 128 SP:Iteration 43Q (1017.049394 sec): 3 clusters Score: Raw -13312735.335532 + Penalty 28263.310480 = -13284472.025052 nChanged 131 SP:Iteration 44Q (1017.245856 sec): 3 clusters Score: Raw -13312783.087360 + Penalty 28263.310480 = -13284519.776880 nChanged 105 SP:Iteration 45Q (1017.434599 sec): 3 clusters Score: Raw -13312817.215161 + Penalty 28263.310480 = -13284553.904681 nChanged 82 SP:Iteration 46Q (1017.641647 sec): 3 clusters Score: Raw -13312842.168459 + Penalty 28263.310480 = -13284578.857979 nChanged 60 SP:Iteration 47Q (1017.830507 sec): 3 clusters Score: Raw -13312860.674723 + Penalty 28263.310480 = -13284597.364243 nChanged 55 SP:Iteration 48Q (1018.019521 sec): 3 clusters Score: Raw -13312875.750376 + Penalty 28263.310480 = -13284612.439896 nChanged 49 SP:Iteration 49Q (1018.225491 sec): 3 clusters Score: Raw -13312889.207998 + Penalty 28263.310480 = -13284625.897518 nChanged 35 SP:Iteration 50Q (1018.413164 sec): 3 clusters Score: Raw -13312899.443709 + Penalty 28263.310480 = -13284636.133228 nChanged 38 SP:Iteration 51Q (1018.613005 sec): 3 clusters Score: Raw -13312910.324898 + Penalty 28263.310480 = -13284647.014418 nChanged 35 SP:Iteration 52Q (1018.805220 sec): 3 clusters Score: Raw -13312919.385922 + Penalty 28263.310480 = -13284656.075441 nChanged 23 SP:Iteration 53Q (1019.008120 sec): 3 clusters Score: Raw -13312925.446882 + Penalty 28263.310480 = -13284662.136402 nChanged 18 SP:Iteration 54Q (1019.204864 sec): 3 clusters Score: Raw -13312929.656327 + Penalty 28263.310480 = -13284666.345846 nChanged 16 SP:Iteration 55Q (1019.391400 sec): 3 clusters Score: Raw -13312933.654377 + Penalty 28263.310480 = -13284670.343897 nChanged 12 SP:Iteration 56Q (1019.588651 sec): 3 clusters Score: Raw -13312936.107727 + Penalty 28263.310480 = -13284672.797247 nChanged 11 SP:Iteration 57Q (1019.791634 sec): 3 clusters Score: Raw -13312938.313177 + Penalty 28263.310480 = -13284675.002697 nChanged 5 SP:Iteration 58Q (1019.975870 sec): 3 clusters Score: Raw -13312939.472735 + Penalty 28263.310480 = -13284676.162255 nChanged 6 SP:Iteration 59Q (1020.176191 sec): 3 clusters Score: Raw -13312940.992778 + Penalty 28263.310480 = -13284677.682298 nChanged 6 SP:Iteration 60F (1020.376254 sec): 3 clusters Score: Raw -13312942.965728 + Penalty 28263.310480 = -13284679.655248 nChanged 4 SP:Iteration 61Q (1020.569895 sec): 3 clusters Score: Raw -13312944.003517 + Penalty 28263.310480 = -13284680.693037 nChanged 3 SP:Iteration 62Q (1020.759626 sec): 3 clusters Score: Raw -13312945.026840 + Penalty 28263.310480 = -13284681.716360 nChanged 8 SP:Iteration 63Q (1020.956714 sec): 3 clusters Score: Raw -13312946.842915 + Penalty 28263.310480 = -13284683.532434 nChanged 5 SP:Iteration 64Q (1021.161002 sec): 3 clusters Score: Raw -13312947.902762 + Penalty 28263.310480 = -13284684.592281 nChanged 2 SP:Iteration 65Q (1021.350380 sec): 3 clusters Score: Raw -13312948.274381 + Penalty 28263.310480 = -13284684.963901 nChanged 1 SP:Iteration 66Q (1021.543249 sec): 3 clusters Score: Raw -13312948.672821 + Penalty 28263.310480 = -13284685.362341 nChanged 0 SP:Iteration 67F (1021.751831 sec): 3 clusters Score: Raw -13312948.672821 + Penalty 28263.310480 = -13284685.362341 nChanged 0 Trying to split cluster 16 (20941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.834079 sec): 2 clusters Score: Raw -8172723.461838 + Penalty 13436.751454 = -8159286.710384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.979653 sec): 3 clusters Score: Raw -8163160.772056 + Penalty 26873.502909 = -8136287.269147 nChanged 7641 SP:Iteration 1F (1022.112781 sec): 3 clusters Score: Raw -8167594.273892 + Penalty 26873.502909 = -8140720.770983 nChanged 1474 SP:Iteration 2F (1022.251217 sec): 3 clusters Score: Raw -8168546.791980 + Penalty 26873.502909 = -8141673.289071 nChanged 988 SP:Iteration 3Q (1022.390318 sec): 3 clusters Score: Raw -8169123.020297 + Penalty 26873.502909 = -8142249.517388 nChanged 660 SP:Iteration 4Q (1022.525756 sec): 3 clusters Score: Raw -8169482.089817 + Penalty 26873.502909 = -8142608.586908 nChanged 541 SP:Iteration 5Q (1022.662043 sec): 3 clusters Score: Raw -8169756.656141 + Penalty 26873.502909 = -8142883.153232 nChanged 445 SP:Iteration 6Q (1022.805253 sec): 3 clusters Score: Raw -8169981.611996 + Penalty 26873.502909 = -8143108.109087 nChanged 385 SP:Iteration 7Q (1022.954556 sec): 3 clusters Score: Raw -8170164.195913 + Penalty 26873.502909 = -8143290.693004 nChanged 332 SP:Iteration 8Q (1023.088111 sec): 3 clusters Score: Raw -8170324.502505 + Penalty 26873.502909 = -8143450.999596 nChanged 298 SP:Iteration 9Q (1023.236558 sec): 3 clusters Score: Raw -8170455.163899 + Penalty 26873.502909 = -8143581.660990 nChanged 242 SP:Iteration 10Q (1023.395735 sec): 3 clusters Score: Raw -8170566.451118 + Penalty 26873.502909 = -8143692.948210 nChanged 242 SP:Iteration 11Q (1023.551932 sec): 3 clusters Score: Raw -8170675.234599 + Penalty 26873.502909 = -8143801.731690 nChanged 249 SP:Iteration 12Q (1023.701472 sec): 3 clusters Score: Raw -8170792.285295 + Penalty 26873.502909 = -8143918.782386 nChanged 244 SP:Iteration 13Q (1023.851531 sec): 3 clusters Score: Raw -8170898.883721 + Penalty 26873.502909 = -8144025.380812 nChanged 221 SP:Iteration 14Q (1024.005720 sec): 3 clusters Score: Raw -8171001.015406 + Penalty 26873.502909 = -8144127.512497 nChanged 228 SP:Iteration 15Q (1024.143071 sec): 3 clusters Score: Raw -8171109.595215 + Penalty 26873.502909 = -8144236.092306 nChanged 225 SP:Iteration 16Q (1024.289247 sec): 3 clusters Score: Raw -8171222.078301 + Penalty 26873.502909 = -8144348.575392 nChanged 254 SP:Iteration 17Q (1024.433092 sec): 3 clusters Score: Raw -8171348.792804 + Penalty 26873.502909 = -8144475.289895 nChanged 243 SP:Iteration 18Q (1024.571401 sec): 3 clusters Score: Raw -8171466.916920 + Penalty 26873.502909 = -8144593.414011 nChanged 235 SP:Iteration 19Q (1024.722490 sec): 3 clusters Score: Raw -8171577.783869 + Penalty 26873.502909 = -8144704.280960 nChanged 247 SP:Iteration 20F (1024.865640 sec): 3 clusters Score: Raw -8171705.571143 + Penalty 26873.502909 = -8144832.068235 nChanged 273 SP:Iteration 21Q (1025.025199 sec): 3 clusters Score: Raw -8171846.291932 + Penalty 26873.502909 = -8144972.789023 nChanged 296 SP:Iteration 22Q (1025.172665 sec): 3 clusters Score: Raw -8171995.494285 + Penalty 26873.502909 = -8145121.991376 nChanged 280 SP:Iteration 23Q (1025.311102 sec): 3 clusters Score: Raw -8172141.589845 + Penalty 26873.502909 = -8145268.086936 nChanged 291 SP:Iteration 24Q (1025.457109 sec): 3 clusters Score: Raw -8172293.995207 + Penalty 26873.502909 = -8145420.492298 nChanged 290 SP:Iteration 25Q (1025.604777 sec): 3 clusters Score: Raw -8172459.547162 + Penalty 26873.502909 = -8145586.044253 nChanged 289 SP:Iteration 26Q (1025.752096 sec): 3 clusters Score: Raw -8172624.528275 + Penalty 26873.502909 = -8145751.025366 nChanged 321 SP:Iteration 27Q (1025.902057 sec): 3 clusters Score: Raw -8172804.565164 + Penalty 26873.502909 = -8145931.062255 nChanged 322 SP:Iteration 28Q (1026.054368 sec): 3 clusters Score: Raw -8172984.390865 + Penalty 26873.502909 = -8146110.887956 nChanged 315 SP:Iteration 29Q (1026.195909 sec): 3 clusters Score: Raw -8173165.512644 + Penalty 26873.502909 = -8146292.009735 nChanged 330 SP:Iteration 30Q (1026.333385 sec): 3 clusters Score: Raw -8173349.689838 + Penalty 26873.502909 = -8146476.186929 nChanged 329 SP:Iteration 31Q (1026.474775 sec): 3 clusters Score: Raw -8173552.384246 + Penalty 26873.502909 = -8146678.881337 nChanged 340 SP:Iteration 32Q (1026.617357 sec): 3 clusters Score: Raw -8173752.088090 + Penalty 26873.502909 = -8146878.585181 nChanged 308 SP:Iteration 33Q (1026.754760 sec): 3 clusters Score: Raw -8173933.705108 + Penalty 26873.502909 = -8147060.202199 nChanged 287 SP:Iteration 34Q (1026.887528 sec): 3 clusters Score: Raw -8174119.280001 + Penalty 26873.502909 = -8147245.777092 nChanged 316 SP:Iteration 35Q (1027.023812 sec): 3 clusters Score: Raw -8174313.365028 + Penalty 26873.502909 = -8147439.862119 nChanged 298 SP:Iteration 36Q (1027.187579 sec): 3 clusters Score: Raw -8174513.784650 + Penalty 26873.502909 = -8147640.281741 nChanged 300 SP:Iteration 37Q (1027.317298 sec): 3 clusters Score: Raw -8174702.906270 + Penalty 26873.502909 = -8147829.403361 nChanged 290 SP:Iteration 38Q (1027.463708 sec): 3 clusters Score: Raw -8174888.901779 + Penalty 26873.502909 = -8148015.398870 nChanged 293 SP:Iteration 39Q (1027.599082 sec): 3 clusters Score: Raw -8175087.008418 + Penalty 26873.502909 = -8148213.505509 nChanged 305 SP:Iteration 40F (1027.745169 sec): 3 clusters Score: Raw -8175292.054277 + Penalty 26873.502909 = -8148418.551368 nChanged 292 SP:Iteration 41Q (1027.899131 sec): 3 clusters Score: Raw -8175498.440179 + Penalty 26873.502909 = -8148624.937270 nChanged 291 SP:Iteration 42Q (1028.041317 sec): 3 clusters Score: Raw -8175708.527235 + Penalty 26873.502909 = -8148835.024326 nChanged 298 SP:Iteration 43Q (1028.191327 sec): 3 clusters Score: Raw -8175928.572276 + Penalty 26873.502909 = -8149055.069368 nChanged 292 SP:Iteration 44Q (1028.344549 sec): 3 clusters Score: Raw -8176117.138066 + Penalty 26873.502909 = -8149243.635157 nChanged 261 SP:Iteration 45Q (1028.480085 sec): 3 clusters Score: Raw -8176306.596847 + Penalty 26873.502909 = -8149433.093938 nChanged 261 SP:Iteration 46Q (1028.618776 sec): 3 clusters Score: Raw -8176467.609758 + Penalty 26873.502909 = -8149594.106849 nChanged 212 SP:Iteration 47Q (1028.774121 sec): 3 clusters Score: Raw -8176603.697640 + Penalty 26873.502909 = -8149730.194731 nChanged 199 SP:Iteration 48Q (1028.915643 sec): 3 clusters Score: Raw -8176716.156494 + Penalty 26873.502909 = -8149842.653585 nChanged 162 SP:Iteration 49Q (1029.063991 sec): 3 clusters Score: Raw -8176822.368793 + Penalty 26873.502909 = -8149948.865884 nChanged 149 SP:Iteration 50Q (1029.215365 sec): 3 clusters Score: Raw -8176904.688907 + Penalty 26873.502909 = -8150031.185998 nChanged 125 SP:Iteration 51Q (1029.361000 sec): 3 clusters Score: Raw -8176966.878520 + Penalty 26873.502909 = -8150093.375611 nChanged 95 SP:Iteration 52Q (1029.498742 sec): 3 clusters Score: Raw -8177011.499021 + Penalty 26873.502909 = -8150137.996112 nChanged 74 SP:Iteration 53Q (1029.637205 sec): 3 clusters Score: Raw -8177050.278830 + Penalty 26873.502909 = -8150176.775921 nChanged 76 SP:Iteration 54Q (1029.774895 sec): 3 clusters Score: Raw -8177084.987094 + Penalty 26873.502909 = -8150211.484185 nChanged 60 SP:Iteration 55Q (1029.905120 sec): 3 clusters Score: Raw -8177115.026061 + Penalty 26873.502909 = -8150241.523152 nChanged 59 SP:Iteration 56Q (1030.030371 sec): 3 clusters Score: Raw -8177140.499492 + Penalty 26873.502909 = -8150266.996584 nChanged 56 SP:Iteration 57Q (1030.154959 sec): 3 clusters Score: Raw -8177167.004944 + Penalty 26873.502909 = -8150293.502035 nChanged 53 SP:Iteration 58Q (1030.291589 sec): 3 clusters Score: Raw -8177191.823456 + Penalty 26873.502909 = -8150318.320547 nChanged 39 SP:Iteration 59Q (1030.434355 sec): 3 clusters Score: Raw -8177207.845495 + Penalty 26873.502909 = -8150334.342586 nChanged 32 SP:Iteration 60F (1030.589375 sec): 3 clusters Score: Raw -8177220.005649 + Penalty 26873.502909 = -8150346.502740 nChanged 27 SP:Iteration 61Q (1030.716385 sec): 3 clusters Score: Raw -8177231.688300 + Penalty 26873.502909 = -8150358.185391 nChanged 21 SP:Iteration 62Q (1030.871371 sec): 3 clusters Score: Raw -8177238.741654 + Penalty 26873.502909 = -8150365.238745 nChanged 18 SP:Iteration 63Q (1031.014728 sec): 3 clusters Score: Raw -8177245.033438 + Penalty 26873.502909 = -8150371.530529 nChanged 16 SP:Iteration 64Q (1031.153366 sec): 3 clusters Score: Raw -8177251.385048 + Penalty 26873.502909 = -8150377.882139 nChanged 11 SP:Iteration 65Q (1031.300585 sec): 3 clusters Score: Raw -8177255.552787 + Penalty 26873.502909 = -8150382.049878 nChanged 6 SP:Iteration 66Q (1031.448257 sec): 3 clusters Score: Raw -8177257.958448 + Penalty 26873.502909 = -8150384.455539 nChanged 2 SP:Iteration 67Q (1031.591346 sec): 3 clusters Score: Raw -8177259.065757 + Penalty 26873.502909 = -8150385.562848 nChanged 3 SP:Iteration 68Q (1031.713637 sec): 3 clusters Score: Raw -8177259.899586 + Penalty 26873.502909 = -8150386.396677 nChanged 3 SP:Iteration 69Q (1031.856124 sec): 3 clusters Score: Raw -8177261.135041 + Penalty 26873.502909 = -8150387.632132 nChanged 4 SP:Iteration 70Q (1031.997720 sec): 3 clusters Score: Raw -8177262.314941 + Penalty 26873.502909 = -8150388.812032 nChanged 3 SP:Iteration 71Q (1032.128274 sec): 3 clusters Score: Raw -8177263.351514 + Penalty 26873.502909 = -8150389.848606 nChanged 5 SP:Iteration 72Q (1032.274664 sec): 3 clusters Score: Raw -8177265.905599 + Penalty 26873.502909 = -8150392.402690 nChanged 5 SP:Iteration 73Q (1032.417478 sec): 3 clusters Score: Raw -8177267.786782 + Penalty 26873.502909 = -8150394.283873 nChanged 5 SP:Iteration 74Q (1032.551231 sec): 3 clusters Score: Raw -8177269.348309 + Penalty 26873.502909 = -8150395.845401 nChanged 8 SP:Iteration 75Q (1032.684688 sec): 3 clusters Score: Raw -8177271.833159 + Penalty 26873.502909 = -8150398.330250 nChanged 4 SP:Iteration 76Q (1032.827516 sec): 3 clusters Score: Raw -8177273.144948 + Penalty 26873.502909 = -8150399.642039 nChanged 8 SP:Iteration 77Q (1032.968922 sec): 3 clusters Score: Raw -8177276.376100 + Penalty 26873.502909 = -8150402.873191 nChanged 6 SP:Iteration 78Q (1033.092996 sec): 3 clusters Score: Raw -8177278.316784 + Penalty 26873.502909 = -8150404.813875 nChanged 4 SP:Iteration 79Q (1033.216690 sec): 3 clusters Score: Raw -8177279.411075 + Penalty 26873.502909 = -8150405.908166 nChanged 0 SP:Iteration 80F (1033.355402 sec): 3 clusters Score: Raw -8177279.411075 + Penalty 26873.502909 = -8150405.908166 nChanged 0 Trying to split cluster 18 (2284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1033.389243 sec): 2 clusters Score: Raw -836768.083534 + Penalty 10444.339662 = -826323.743872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1033.441931 sec): 3 clusters Score: Raw -837477.371953 + Penalty 20888.679325 = -816588.692628 nChanged 388 SP:Iteration 1F (1033.483752 sec): 3 clusters Score: Raw -839780.344328 + Penalty 20888.679325 = -818891.665003 nChanged 237 SP:Iteration 2F (1033.534009 sec): 3 clusters Score: Raw -840645.960366 + Penalty 20888.679325 = -819757.281042 nChanged 133 SP:Iteration 3F (1033.593294 sec): 3 clusters Score: Raw -841133.828445 + Penalty 20888.679325 = -820245.149120 nChanged 103 SP:Iteration 4Q (1033.632689 sec): 3 clusters Score: Raw -841508.076760 + Penalty 20888.679325 = -820619.397435 nChanged 68 SP:Iteration 5Q (1033.676469 sec): 3 clusters Score: Raw -841752.891643 + Penalty 20888.679325 = -820864.212318 nChanged 41 SP:Iteration 6Q (1033.728130 sec): 3 clusters Score: Raw -841908.071732 + Penalty 20888.679325 = -821019.392408 nChanged 26 SP:Iteration 7Q (1033.766579 sec): 3 clusters Score: Raw -842006.364328 + Penalty 20888.679325 = -821117.685003 nChanged 17 SP:Iteration 8Q (1033.826128 sec): 3 clusters Score: Raw -842078.971892 + Penalty 20888.679325 = -821190.292567 nChanged 12 SP:Iteration 9Q (1033.872182 sec): 3 clusters Score: Raw -842136.179261 + Penalty 20888.679325 = -821247.499936 nChanged 9 SP:Iteration 10Q (1033.912368 sec): 3 clusters Score: Raw -842175.455866 + Penalty 20888.679325 = -821286.776542 nChanged 10 SP:Iteration 11Q (1033.952608 sec): 3 clusters Score: Raw -842222.401493 + Penalty 20888.679325 = -821333.722168 nChanged 4 SP:Iteration 12Q (1033.997777 sec): 3 clusters Score: Raw -842247.553168 + Penalty 20888.679325 = -821358.873843 nChanged 4 SP:Iteration 13Q (1034.050154 sec): 3 clusters Score: Raw -842264.742504 + Penalty 20888.679325 = -821376.063179 nChanged 2 SP:Iteration 14Q (1034.079399 sec): 3 clusters Score: Raw -842273.768308 + Penalty 20888.679325 = -821385.088983 nChanged 4 SP:Iteration 15Q (1034.132726 sec): 3 clusters Score: Raw -842287.085007 + Penalty 20888.679325 = -821398.405683 nChanged 4 SP:Iteration 16Q (1034.183442 sec): 3 clusters Score: Raw -842302.943757 + Penalty 20888.679325 = -821414.264433 nChanged 1 SP:Iteration 17Q (1034.232273 sec): 3 clusters Score: Raw -842305.370903 + Penalty 20888.679325 = -821416.691579 nChanged 4 SP:Iteration 18Q (1034.273575 sec): 3 clusters Score: Raw -842319.410402 + Penalty 20888.679325 = -821430.731077 nChanged 4 SP:Iteration 19Q (1034.337080 sec): 3 clusters Score: Raw -842334.610201 + Penalty 20888.679325 = -821445.930876 nChanged 3 SP:Iteration 20F (1034.376824 sec): 3 clusters Score: Raw -842343.513603 + Penalty 20888.679325 = -821454.834279 nChanged 0 Trying to split cluster 19 (114256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1034.799442 sec): 2 clusters Score: Raw -44387675.370158 + Penalty 15728.188811 = -44371947.181347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1035.384793 sec): 3 clusters Score: Raw -44321593.487059 + Penalty 31456.377621 = -44290137.109438 nChanged 49939 SP:Iteration 1F (1035.986688 sec): 3 clusters Score: Raw -44348260.708396 + Penalty 31456.377621 = -44316804.330775 nChanged 5840 SP:Iteration 2F (1036.570610 sec): 3 clusters Score: Raw -44350365.899485 + Penalty 31456.377621 = -44318909.521864 nChanged 5118 SP:Iteration 3Q (1037.168232 sec): 3 clusters Score: Raw -44352227.843754 + Penalty 31456.377621 = -44320771.466133 nChanged 4724 SP:Iteration 4Q (1037.755152 sec): 3 clusters Score: Raw -44354052.712502 + Penalty 31456.377621 = -44322596.334881 nChanged 4616 SP:Iteration 5Q (1038.376630 sec): 3 clusters Score: Raw -44355975.149482 + Penalty 31456.377621 = -44324518.771861 nChanged 4730 SP:Iteration 6Q (1038.918535 sec): 3 clusters Score: Raw -44358154.199411 + Penalty 31456.377621 = -44326697.821790 nChanged 4979 SP:Iteration 7Q (1039.462368 sec): 3 clusters Score: Raw -44360775.564059 + Penalty 31456.377621 = -44329319.186438 nChanged 5255 SP:Iteration 8Q (1039.996799 sec): 3 clusters Score: Raw -44363672.881180 + Penalty 31456.377621 = -44332216.503559 nChanged 5501 SP:Iteration 9Q (1040.543981 sec): 3 clusters Score: Raw -44366721.492217 + Penalty 31456.377621 = -44335265.114596 nChanged 5376 SP:Iteration 10Q (1041.083539 sec): 3 clusters Score: Raw -44369631.581052 + Penalty 31456.377621 = -44338175.203431 nChanged 5140 SP:Iteration 11Q (1041.634975 sec): 3 clusters Score: Raw -44372427.256234 + Penalty 31456.377621 = -44340970.878613 nChanged 4788 SP:Iteration 12Q (1042.178293 sec): 3 clusters Score: Raw -44374928.348083 + Penalty 31456.377621 = -44343471.970462 nChanged 4270 SP:Iteration 13Q (1042.714450 sec): 3 clusters Score: Raw -44377047.354537 + Penalty 31456.377621 = -44345590.976916 nChanged 3636 SP:Iteration 14Q (1043.252126 sec): 3 clusters Score: Raw -44378685.851515 + Penalty 31456.377621 = -44347229.473894 nChanged 2993 SP:Iteration 15Q (1043.788389 sec): 3 clusters Score: Raw -44379832.497011 + Penalty 31456.377621 = -44348376.119390 nChanged 2411 SP:Iteration 16Q (1044.311157 sec): 3 clusters Score: Raw -44380608.691209 + Penalty 31456.377621 = -44349152.313588 nChanged 1889 SP:Iteration 17Q (1044.844659 sec): 3 clusters Score: Raw -44381134.304888 + Penalty 31456.377621 = -44349677.927267 nChanged 1545 SP:Iteration 18Q (1045.380289 sec): 3 clusters Score: Raw -44381541.613547 + Penalty 31456.377621 = -44350085.235926 nChanged 1377 SP:Iteration 19Q (1045.903729 sec): 3 clusters Score: Raw -44381910.427104 + Penalty 31456.377621 = -44350454.049483 nChanged 1338 SP:Iteration 20F (1046.432728 sec): 3 clusters Score: Raw -44382265.865003 + Penalty 31456.377621 = -44350809.487382 nChanged 1249 SP:Iteration 21Q (1046.965087 sec): 3 clusters Score: Raw -44382586.314065 + Penalty 31456.377621 = -44351129.936444 nChanged 1214 SP:Iteration 22Q (1047.486296 sec): 3 clusters Score: Raw -44382907.086652 + Penalty 31456.377621 = -44351450.709031 nChanged 1203 SP:Iteration 23Q (1048.003502 sec): 3 clusters Score: Raw -44383236.279964 + Penalty 31456.377621 = -44351779.902343 nChanged 1171 SP:Iteration 24Q (1048.512261 sec): 3 clusters Score: Raw -44383546.318517 + Penalty 31456.377621 = -44352089.940896 nChanged 1190 SP:Iteration 25Q (1049.103938 sec): 3 clusters Score: Raw -44383868.830680 + Penalty 31456.377621 = -44352412.453058 nChanged 1191 SP:Iteration 26Q (1049.686721 sec): 3 clusters Score: Raw -44384184.949304 + Penalty 31456.377621 = -44352728.571683 nChanged 1147 SP:Iteration 27Q (1050.257567 sec): 3 clusters Score: Raw -44384498.648670 + Penalty 31456.377621 = -44353042.271049 nChanged 1130 SP:Iteration 28Q (1050.840124 sec): 3 clusters Score: Raw -44384806.805327 + Penalty 31456.377621 = -44353350.427706 nChanged 1085 SP:Iteration 29Q (1051.416678 sec): 3 clusters Score: Raw -44385104.719435 + Penalty 31456.377621 = -44353648.341814 nChanged 1076 SP:Iteration 30Q (1052.000774 sec): 3 clusters Score: Raw -44385398.506243 + Penalty 31456.377621 = -44353942.128622 nChanged 1056 SP:Iteration 31Q (1052.591706 sec): 3 clusters Score: Raw -44385676.923607 + Penalty 31456.377621 = -44354220.545986 nChanged 1011 SP:Iteration 32Q (1053.176779 sec): 3 clusters Score: Raw -44385947.619705 + Penalty 31456.377621 = -44354491.242084 nChanged 1022 SP:Iteration 33Q (1053.746189 sec): 3 clusters Score: Raw -44386233.472682 + Penalty 31456.377621 = -44354777.095061 nChanged 1002 SP:Iteration 34Q (1054.320700 sec): 3 clusters Score: Raw -44386510.473011 + Penalty 31456.377621 = -44355054.095390 nChanged 985 SP:Iteration 35Q (1054.885654 sec): 3 clusters Score: Raw -44386789.379254 + Penalty 31456.377621 = -44355333.001633 nChanged 960 SP:Iteration 36Q (1055.471056 sec): 3 clusters Score: Raw -44387070.281904 + Penalty 31456.377621 = -44355613.904283 nChanged 1031 SP:Iteration 37Q (1056.034794 sec): 3 clusters Score: Raw -44387373.319554 + Penalty 31456.377621 = -44355916.941933 nChanged 972 SP:Iteration 38Q (1056.574631 sec): 3 clusters Score: Raw -44387648.724821 + Penalty 31456.377621 = -44356192.347200 nChanged 915 SP:Iteration 39Q (1057.119745 sec): 3 clusters Score: Raw -44387905.727447 + Penalty 31456.377621 = -44356449.349826 nChanged 886 SP:Iteration 40F (1057.734649 sec): 3 clusters Score: Raw -44388163.073149 + Penalty 31456.377621 = -44356706.695527 nChanged 893 SP:Iteration 41Q (1058.267452 sec): 3 clusters Score: Raw -44388434.482178 + Penalty 31456.377621 = -44356978.104557 nChanged 853 SP:Iteration 42Q (1058.793622 sec): 3 clusters Score: Raw -44388695.350638 + Penalty 31456.377621 = -44357238.973017 nChanged 808 SP:Iteration 43Q (1059.321275 sec): 3 clusters Score: Raw -44388947.325154 + Penalty 31456.377621 = -44357490.947533 nChanged 772 SP:Iteration 44Q (1059.853830 sec): 3 clusters Score: Raw -44389186.833715 + Penalty 31456.377621 = -44357730.456094 nChanged 740 SP:Iteration 45Q (1060.423647 sec): 3 clusters Score: Raw -44389424.295252 + Penalty 31456.377621 = -44357967.917630 nChanged 801 SP:Iteration 46Q (1060.970293 sec): 3 clusters Score: Raw -44389695.935481 + Penalty 31456.377621 = -44358239.557860 nChanged 765 SP:Iteration 47Q (1061.516176 sec): 3 clusters Score: Raw -44389968.793480 + Penalty 31456.377621 = -44358512.415859 nChanged 764 SP:Iteration 48Q (1062.075320 sec): 3 clusters Score: Raw -44390231.257241 + Penalty 31456.377621 = -44358774.879619 nChanged 773 SP:Iteration 49Q (1062.638930 sec): 3 clusters Score: Raw -44390491.197065 + Penalty 31456.377621 = -44359034.819444 nChanged 705 SP:Iteration 50Q (1063.124397 sec): 3 clusters Score: Raw -44390729.348010 + Penalty 31456.377621 = -44359272.970389 nChanged 629 SP:Iteration 51Q (1063.692571 sec): 3 clusters Score: Raw -44390951.957723 + Penalty 31456.377621 = -44359495.580102 nChanged 620 SP:Iteration 52Q (1064.206207 sec): 3 clusters Score: Raw -44391182.686007 + Penalty 31456.377621 = -44359726.308385 nChanged 585 SP:Iteration 53Q (1064.724957 sec): 3 clusters Score: Raw -44391432.028059 + Penalty 31456.377621 = -44359975.650438 nChanged 589 SP:Iteration 54Q (1065.261901 sec): 3 clusters Score: Raw -44391711.374033 + Penalty 31456.377621 = -44360254.996412 nChanged 586 SP:Iteration 55Q (1065.737902 sec): 3 clusters Score: Raw -44391996.786894 + Penalty 31456.377621 = -44360540.409273 nChanged 580 SP:Iteration 56Q (1066.222630 sec): 3 clusters Score: Raw -44392262.716683 + Penalty 31456.377621 = -44360806.339062 nChanged 491 SP:Iteration 57Q (1066.723806 sec): 3 clusters Score: Raw -44392449.992287 + Penalty 31456.377621 = -44360993.614666 nChanged 456 SP:Iteration 58Q (1067.260972 sec): 3 clusters Score: Raw -44392599.420442 + Penalty 31456.377621 = -44361143.042821 nChanged 359 SP:Iteration 59Q (1067.785479 sec): 3 clusters Score: Raw -44392692.440563 + Penalty 31456.377621 = -44361236.062942 nChanged 295 SP:Iteration 60F (1068.404043 sec): 3 clusters Score: Raw -44392760.699854 + Penalty 31456.377621 = -44361304.322233 nChanged 241 SP:Iteration 61Q (1068.895262 sec): 3 clusters Score: Raw -44392810.590357 + Penalty 31456.377621 = -44361354.212736 nChanged 182 SP:Iteration 62Q (1069.386881 sec): 3 clusters Score: Raw -44392847.446642 + Penalty 31456.377621 = -44361391.069021 nChanged 163 SP:Iteration 63Q (1069.853188 sec): 3 clusters Score: Raw -44392878.965499 + Penalty 31456.377621 = -44361422.587878 nChanged 140 SP:Iteration 64Q (1070.345930 sec): 3 clusters Score: Raw -44392904.285226 + Penalty 31456.377621 = -44361447.907605 nChanged 119 SP:Iteration 65Q (1070.859587 sec): 3 clusters Score: Raw -44392924.819569 + Penalty 31456.377621 = -44361468.441948 nChanged 104 SP:Iteration 66Q (1071.382804 sec): 3 clusters Score: Raw -44392942.935186 + Penalty 31456.377621 = -44361486.557565 nChanged 98 SP:Iteration 67Q (1071.875756 sec): 3 clusters Score: Raw -44392959.215135 + Penalty 31456.377621 = -44361502.837514 nChanged 77 SP:Iteration 68Q (1072.331951 sec): 3 clusters Score: Raw -44392971.089822 + Penalty 31456.377621 = -44361514.712201 nChanged 67 SP:Iteration 69Q (1072.791380 sec): 3 clusters Score: Raw -44392981.471618 + Penalty 31456.377621 = -44361525.093997 nChanged 54 SP:Iteration 70Q (1073.264653 sec): 3 clusters Score: Raw -44392989.175701 + Penalty 31456.377621 = -44361532.798080 nChanged 60 SP:Iteration 71Q (1073.788081 sec): 3 clusters Score: Raw -44392997.805641 + Penalty 31456.377621 = -44361541.428020 nChanged 47 SP:Iteration 72Q (1074.300608 sec): 3 clusters Score: Raw -44393005.808872 + Penalty 31456.377621 = -44361549.431251 nChanged 39 SP:Iteration 73Q (1074.774685 sec): 3 clusters Score: Raw -44393011.699911 + Penalty 31456.377621 = -44361555.322290 nChanged 34 SP:Iteration 74Q (1075.252891 sec): 3 clusters Score: Raw -44393016.282184 + Penalty 31456.377621 = -44361559.904563 nChanged 27 SP:Iteration 75Q (1075.766276 sec): 3 clusters Score: Raw -44393019.947063 + Penalty 31456.377621 = -44361563.569442 nChanged 18 SP:Iteration 76Q (1076.245452 sec): 3 clusters Score: Raw -44393022.491905 + Penalty 31456.377621 = -44361566.114284 nChanged 23 SP:Iteration 77Q (1076.721761 sec): 3 clusters Score: Raw -44393026.063544 + Penalty 31456.377621 = -44361569.685923 nChanged 29 SP:Iteration 78Q (1077.176316 sec): 3 clusters Score: Raw -44393029.977136 + Penalty 31456.377621 = -44361573.599515 nChanged 26 SP:Iteration 79Q (1077.633738 sec): 3 clusters Score: Raw -44393033.471400 + Penalty 31456.377621 = -44361577.093779 nChanged 26 SP:Iteration 80F (1078.172636 sec): 3 clusters Score: Raw -44393036.802710 + Penalty 31456.377621 = -44361580.425089 nChanged 17 SP:Iteration 81Q (1078.620562 sec): 3 clusters Score: Raw -44393038.896088 + Penalty 31456.377621 = -44361582.518467 nChanged 12 SP:Iteration 82Q (1079.068298 sec): 3 clusters Score: Raw -44393040.211030 + Penalty 31456.377621 = -44361583.833409 nChanged 8 SP:Iteration 83Q (1079.524127 sec): 3 clusters Score: Raw -44393041.284428 + Penalty 31456.377621 = -44361584.906807 nChanged 11 SP:Iteration 84Q (1080.016087 sec): 3 clusters Score: Raw -44393042.648722 + Penalty 31456.377621 = -44361586.271101 nChanged 7 SP:Iteration 85Q (1080.526586 sec): 3 clusters Score: Raw -44393043.498602 + Penalty 31456.377621 = -44361587.120981 nChanged 9 SP:Iteration 86Q (1081.055966 sec): 3 clusters Score: Raw -44393044.655305 + Penalty 31456.377621 = -44361588.277684 nChanged 6 SP:Iteration 87Q (1081.586916 sec): 3 clusters Score: Raw -44393045.402788 + Penalty 31456.377621 = -44361589.025167 nChanged 4 SP:Iteration 88Q (1082.106080 sec): 3 clusters Score: Raw -44393045.952147 + Penalty 31456.377621 = -44361589.574526 nChanged 4 SP:Iteration 89Q (1082.568811 sec): 3 clusters Score: Raw -44393046.372193 + Penalty 31456.377621 = -44361589.994572 nChanged 3 SP:Iteration 90Q (1083.075474 sec): 3 clusters Score: Raw -44393046.741685 + Penalty 31456.377621 = -44361590.364064 nChanged 3 SP:Iteration 91Q (1083.609004 sec): 3 clusters Score: Raw -44393047.157335 + Penalty 31456.377621 = -44361590.779714 nChanged 3 SP:Iteration 92Q (1084.068007 sec): 3 clusters Score: Raw -44393047.614210 + Penalty 31456.377621 = -44361591.236588 nChanged 2 SP:Iteration 93Q (1084.509567 sec): 3 clusters Score: Raw -44393047.923356 + Penalty 31456.377621 = -44361591.545735 nChanged 0 SP:Iteration 94F (1085.089939 sec): 3 clusters Score: Raw -44393047.923356 + Penalty 31456.377621 = -44361591.545735 nChanged 0 Iteration 139Q (1087.807960 sec): 13 clusters Score: Raw -124193193.436262 + Penalty 205658.646485 = -123987534.789777 nChanged 20 Iteration 140F (1095.165994 sec): 13 clusters Score: Raw -124193197.879915 + Penalty 205658.646485 = -123987539.233429 nChanged 26 Iteration 141Q (1097.909849 sec): 13 clusters Score: Raw -124193201.998934 + Penalty 205658.646485 = -123987543.352449 nChanged 42 Iteration 142Q (1100.653571 sec): 13 clusters Score: Raw -124193206.375065 + Penalty 205658.646485 = -123987547.728580 nChanged 42 Iteration 143Q (1103.422845 sec): 13 clusters Score: Raw -124193210.447264 + Penalty 205658.646485 = -123987551.800779 nChanged 34 Iteration 144Q (1106.007814 sec): 13 clusters Score: Raw -124193213.482867 + Penalty 205658.646485 = -123987554.836382 nChanged 29 Iteration 145Q (1108.499473 sec): 13 clusters Score: Raw -124193216.680854 + Penalty 205658.646485 = -123987558.034369 nChanged 32 Iteration 146Q (1111.157311 sec): 13 clusters Score: Raw -124193220.760329 + Penalty 205658.646485 = -123987562.113844 nChanged 43 Iteration 147Q (1113.787408 sec): 13 clusters Score: Raw -124193227.048412 + Penalty 205658.646485 = -123987568.401927 nChanged 42 Iteration 148Q (1116.390554 sec): 13 clusters Score: Raw -124193235.343014 + Penalty 205658.646485 = -123987576.696529 nChanged 50 Iteration 149Q (1119.099119 sec): 13 clusters Score: Raw -124193242.131274 + Penalty 205658.646485 = -123987583.484788 nChanged 45 Iteration 150Q (1121.903161 sec): 13 clusters Score: Raw -124193249.128141 + Penalty 205658.646485 = -123987590.481655 nChanged 44 Iteration 151Q (1124.552781 sec): 13 clusters Score: Raw -124193254.082429 + Penalty 205658.646485 = -123987595.435944 nChanged 43 Iteration 152Q (1126.979336 sec): 13 clusters Score: Raw -124193259.253551 + Penalty 205658.646485 = -123987600.607066 nChanged 37 Iteration 153Q (1129.388904 sec): 13 clusters Score: Raw -124193263.832310 + Penalty 205658.646485 = -123987605.185825 nChanged 41 Iteration 154Q (1131.881300 sec): 13 clusters Score: Raw -124193267.444055 + Penalty 205658.646485 = -123987608.797570 nChanged 43 Iteration 155Q (1134.391172 sec): 13 clusters Score: Raw -124193271.625246 + Penalty 205658.646485 = -123987612.978760 nChanged 35 Iteration 156Q (1137.221452 sec): 13 clusters Score: Raw -124193275.319386 + Penalty 205658.646485 = -123987616.672901 nChanged 32 Iteration 157Q (1139.733980 sec): 13 clusters Score: Raw -124193279.336224 + Penalty 205658.646485 = -123987620.689738 nChanged 34 Iteration 158Q (1142.337088 sec): 13 clusters Score: Raw -124193283.188183 + Penalty 205658.646485 = -123987624.541698 nChanged 31 Iteration 159Q (1145.150304 sec): 13 clusters Score: Raw -124193286.023916 + Penalty 205658.646485 = -123987627.377431 nChanged 28 Iteration 160F (1152.496355 sec): 13 clusters Score: Raw -124193288.495175 + Penalty 205658.646485 = -123987629.848690 nChanged 19 Iteration 161Q (1155.165419 sec): 13 clusters Score: Raw -124193290.812201 + Penalty 205658.646485 = -123987632.165716 nChanged 13 Iteration 162Q (1157.680592 sec): 13 clusters Score: Raw -124193292.598756 + Penalty 205658.646485 = -123987633.952271 nChanged 20 Iteration 163Q (1160.151451 sec): 13 clusters Score: Raw -124193295.515124 + Penalty 205658.646485 = -123987636.868639 nChanged 27 Iteration 164Q (1162.595243 sec): 13 clusters Score: Raw -124193298.836253 + Penalty 205658.646485 = -123987640.189768 nChanged 31 Iteration 165Q (1165.037681 sec): 13 clusters Score: Raw -124193302.686649 + Penalty 205658.646485 = -123987644.040164 nChanged 27 Iteration 166Q (1167.928688 sec): 13 clusters Score: Raw -124193305.486635 + Penalty 205658.646485 = -123987646.840150 nChanged 28 Iteration 167Q (1170.784749 sec): 13 clusters Score: Raw -124193309.263291 + Penalty 205658.646485 = -123987650.616806 nChanged 16 Iteration 168Q (1173.825856 sec): 13 clusters Score: Raw -124193311.221763 + Penalty 205658.646485 = -123987652.575278 nChanged 16 Iteration 169Q (1176.483509 sec): 13 clusters Score: Raw -124193312.336527 + Penalty 205658.646485 = -123987653.690042 nChanged 10 Iteration 170Q (1178.884319 sec): 13 clusters Score: Raw -124193313.856952 + Penalty 205658.646485 = -123987655.210467 nChanged 10 Iteration 171Q (1181.701029 sec): 13 clusters Score: Raw -124193314.792890 + Penalty 205658.646485 = -123987656.146405 nChanged 13 Iteration 172Q (1184.503631 sec): 13 clusters Score: Raw -124193315.778810 + Penalty 205658.646485 = -123987657.132325 nChanged 11 Iteration 173Q (1187.574566 sec): 13 clusters Score: Raw -124193316.586443 + Penalty 205658.646485 = -123987657.939957 nChanged 8 Iteration 174Q (1190.447207 sec): 13 clusters Score: Raw -124193317.636255 + Penalty 205658.646485 = -123987658.989769 nChanged 13 Iteration 175Q (1193.460127 sec): 13 clusters Score: Raw -124193319.416278 + Penalty 205658.646485 = -123987660.769793 nChanged 7 Iteration 176Q (1196.455274 sec): 13 clusters Score: Raw -124193320.378741 + Penalty 205658.646485 = -123987661.732256 nChanged 15 Iteration 177Q (1199.484635 sec): 13 clusters Score: Raw -124193322.204232 + Penalty 205658.646485 = -123987663.557746 nChanged 14 Iteration 178Q (1202.495846 sec): 13 clusters Score: Raw -124193323.856845 + Penalty 205658.646485 = -123987665.210359 nChanged 17 Writing temp clu file Because OldScore, -123987663.557746, is greater than current (better) Score,-123987665.210359 Compute initial score before splitting: Score: Raw -124193323.856845 + Penalty 205658.646485 = -123987665.210359 Trying to split cluster 1 (5139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1202.694858 sec): 2 clusters Score: Raw -1916866.265068 + Penalty 11539.500919 = -1905326.764149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1202.766536 sec): 3 clusters Score: Raw -1915841.950534 + Penalty 23079.001839 = -1892762.948695 nChanged 1217 SP:Iteration 1F (1202.836480 sec): 3 clusters Score: Raw -1917407.642470 + Penalty 23079.001839 = -1894328.640632 nChanged 354 SP:Iteration 2F (1202.903449 sec): 3 clusters Score: Raw -1917959.247885 + Penalty 23079.001839 = -1894880.246046 nChanged 209 SP:Iteration 3Q (1202.970575 sec): 3 clusters Score: Raw -1918301.739755 + Penalty 23079.001839 = -1895222.737916 nChanged 132 SP:Iteration 4Q (1203.042700 sec): 3 clusters Score: Raw -1918536.293781 + Penalty 23079.001839 = -1895457.291942 nChanged 129 SP:Iteration 5Q (1203.112589 sec): 3 clusters Score: Raw -1918803.494408 + Penalty 23079.001839 = -1895724.492569 nChanged 147 SP:Iteration 6Q (1203.177441 sec): 3 clusters Score: Raw -1919182.051794 + Penalty 23079.001839 = -1896103.049955 nChanged 146 SP:Iteration 7Q (1203.249335 sec): 3 clusters Score: Raw -1919619.247996 + Penalty 23079.001839 = -1896540.246157 nChanged 191 SP:Iteration 8Q (1203.320793 sec): 3 clusters Score: Raw -1920269.804163 + Penalty 23079.001839 = -1897190.802325 nChanged 265 SP:Iteration 9F (1203.387340 sec): 3 clusters Score: Raw -1921362.683309 + Penalty 23079.001839 = -1898283.681470 nChanged 324 SP:Iteration 10F (1203.458069 sec): 3 clusters Score: Raw -1922637.218968 + Penalty 23079.001839 = -1899558.217129 nChanged 340 SP:Iteration 11F (1203.530857 sec): 3 clusters Score: Raw -1923610.241892 + Penalty 23079.001839 = -1900531.240053 nChanged 265 SP:Iteration 12F (1203.604195 sec): 3 clusters Score: Raw -1924352.417540 + Penalty 23079.001839 = -1901273.415702 nChanged 238 SP:Iteration 13Q (1203.665141 sec): 3 clusters Score: Raw -1925103.099614 + Penalty 23079.001839 = -1902024.097775 nChanged 240 SP:Iteration 14Q (1203.732553 sec): 3 clusters Score: Raw -1925995.815802 + Penalty 23079.001839 = -1902916.813963 nChanged 214 SP:Iteration 15Q (1203.809477 sec): 3 clusters Score: Raw -1926693.517808 + Penalty 23079.001839 = -1903614.515969 nChanged 179 SP:Iteration 16Q (1203.876563 sec): 3 clusters Score: Raw -1927218.206211 + Penalty 23079.001839 = -1904139.204372 nChanged 105 SP:Iteration 17Q (1203.943708 sec): 3 clusters Score: Raw -1927446.498419 + Penalty 23079.001839 = -1904367.496580 nChanged 51 SP:Iteration 18Q (1204.010143 sec): 3 clusters Score: Raw -1927544.072829 + Penalty 23079.001839 = -1904465.070990 nChanged 34 SP:Iteration 19Q (1204.075846 sec): 3 clusters Score: Raw -1927598.447027 + Penalty 23079.001839 = -1904519.445188 nChanged 19 SP:Iteration 20F (1204.148961 sec): 3 clusters Score: Raw -1927634.215016 + Penalty 23079.001839 = -1904555.213178 nChanged 13 SP:Iteration 21Q (1204.215019 sec): 3 clusters Score: Raw -1927665.558703 + Penalty 23079.001839 = -1904586.556864 nChanged 3 SP:Iteration 22Q (1204.281568 sec): 3 clusters Score: Raw -1927668.799979 + Penalty 23079.001839 = -1904589.798140 nChanged 1 SP:Iteration 23Q (1204.348053 sec): 3 clusters Score: Raw -1927671.948869 + Penalty 23079.001839 = -1904592.947030 nChanged 2 SP:Iteration 24Q (1204.414450 sec): 3 clusters Score: Raw -1927675.099850 + Penalty 23079.001839 = -1904596.098011 nChanged 0 SP:Iteration 25F (1204.486693 sec): 3 clusters Score: Raw -1927675.099850 + Penalty 23079.001839 = -1904596.098011 nChanged 0 Trying to split cluster 2 (79875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1204.827881 sec): 2 clusters Score: Raw -30970653.489128 + Penalty 15244.738668 = -30955408.750461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1205.271556 sec): 3 clusters Score: Raw -30925662.855655 + Penalty 30489.477336 = -30895173.378319 nChanged 34244 SP:Iteration 1F (1205.733895 sec): 3 clusters Score: Raw -30944270.331559 + Penalty 30489.477336 = -30913780.854223 nChanged 4822 SP:Iteration 2F (1206.188833 sec): 3 clusters Score: Raw -30946416.632441 + Penalty 30489.477336 = -30915927.155105 nChanged 4130 SP:Iteration 3F (1206.607138 sec): 3 clusters Score: Raw -30948311.022658 + Penalty 30489.477336 = -30917821.545323 nChanged 3821 SP:Iteration 4Q (1207.037084 sec): 3 clusters Score: Raw -30950305.651253 + Penalty 30489.477336 = -30919816.173917 nChanged 3937 SP:Iteration 5Q (1207.465278 sec): 3 clusters Score: Raw -30952727.508695 + Penalty 30489.477336 = -30922238.031360 nChanged 4390 SP:Iteration 6F (1207.881312 sec): 3 clusters Score: Raw -30956042.175408 + Penalty 30489.477336 = -30925552.698072 nChanged 5049 SP:Iteration 7F (1208.287596 sec): 3 clusters Score: Raw -30960481.476398 + Penalty 30489.477336 = -30929991.999062 nChanged 5380 SP:Iteration 8F (1208.691427 sec): 3 clusters Score: Raw -30965292.019073 + Penalty 30489.477336 = -30934802.541737 nChanged 5044 SP:Iteration 9F (1209.092280 sec): 3 clusters Score: Raw -30969351.947171 + Penalty 30489.477336 = -30938862.469835 nChanged 4170 SP:Iteration 10F (1209.497425 sec): 3 clusters Score: Raw -30971944.861247 + Penalty 30489.477336 = -30941455.383911 nChanged 3029 SP:Iteration 11Q (1209.898380 sec): 3 clusters Score: Raw -30973432.254453 + Penalty 30489.477336 = -30942942.777117 nChanged 2246 SP:Iteration 12Q (1210.299553 sec): 3 clusters Score: Raw -30974327.037822 + Penalty 30489.477336 = -30943837.560487 nChanged 1644 SP:Iteration 13Q (1210.696040 sec): 3 clusters Score: Raw -30974892.033925 + Penalty 30489.477336 = -30944402.556589 nChanged 1254 SP:Iteration 14Q (1211.094345 sec): 3 clusters Score: Raw -30975290.270568 + Penalty 30489.477336 = -30944800.793232 nChanged 1016 SP:Iteration 15Q (1211.501285 sec): 3 clusters Score: Raw -30975593.610620 + Penalty 30489.477336 = -30945104.133285 nChanged 900 SP:Iteration 16Q (1211.892793 sec): 3 clusters Score: Raw -30975854.442948 + Penalty 30489.477336 = -30945364.965612 nChanged 844 SP:Iteration 17Q (1212.301930 sec): 3 clusters Score: Raw -30976077.308392 + Penalty 30489.477336 = -30945587.831057 nChanged 777 SP:Iteration 18Q (1212.701960 sec): 3 clusters Score: Raw -30976271.387815 + Penalty 30489.477336 = -30945781.910479 nChanged 706 SP:Iteration 19Q (1213.098756 sec): 3 clusters Score: Raw -30976426.662248 + Penalty 30489.477336 = -30945937.184912 nChanged 638 SP:Iteration 20F (1213.518615 sec): 3 clusters Score: Raw -30976560.873064 + Penalty 30489.477336 = -30946071.395728 nChanged 572 SP:Iteration 21Q (1213.923492 sec): 3 clusters Score: Raw -30976679.359204 + Penalty 30489.477336 = -30946189.881868 nChanged 542 SP:Iteration 22Q (1214.320583 sec): 3 clusters Score: Raw -30976782.326088 + Penalty 30489.477336 = -30946292.848752 nChanged 458 SP:Iteration 23Q (1214.728145 sec): 3 clusters Score: Raw -30976863.121852 + Penalty 30489.477336 = -30946373.644516 nChanged 439 SP:Iteration 24Q (1215.125939 sec): 3 clusters Score: Raw -30976941.840673 + Penalty 30489.477336 = -30946452.363337 nChanged 398 SP:Iteration 25Q (1215.528377 sec): 3 clusters Score: Raw -30977008.774185 + Penalty 30489.477336 = -30946519.296849 nChanged 365 SP:Iteration 26Q (1215.925928 sec): 3 clusters Score: Raw -30977064.480392 + Penalty 30489.477336 = -30946575.003057 nChanged 320 SP:Iteration 27Q (1216.330357 sec): 3 clusters Score: Raw -30977112.240120 + Penalty 30489.477336 = -30946622.762784 nChanged 274 SP:Iteration 28Q (1216.726902 sec): 3 clusters Score: Raw -30977149.151222 + Penalty 30489.477336 = -30946659.673886 nChanged 229 SP:Iteration 29Q (1217.122531 sec): 3 clusters Score: Raw -30977180.286643 + Penalty 30489.477336 = -30946690.809307 nChanged 205 SP:Iteration 30Q (1217.517206 sec): 3 clusters Score: Raw -30977206.837963 + Penalty 30489.477336 = -30946717.360627 nChanged 164 SP:Iteration 31Q (1217.907826 sec): 3 clusters Score: Raw -30977226.504380 + Penalty 30489.477336 = -30946737.027044 nChanged 136 SP:Iteration 32Q (1218.317936 sec): 3 clusters Score: Raw -30977241.175484 + Penalty 30489.477336 = -30946751.698148 nChanged 124 SP:Iteration 33Q (1218.718555 sec): 3 clusters Score: Raw -30977253.702621 + Penalty 30489.477336 = -30946764.225285 nChanged 106 SP:Iteration 34Q (1219.113326 sec): 3 clusters Score: Raw -30977263.780105 + Penalty 30489.477336 = -30946774.302769 nChanged 79 SP:Iteration 35Q (1219.507288 sec): 3 clusters Score: Raw -30977271.386073 + Penalty 30489.477336 = -30946781.908737 nChanged 65 SP:Iteration 36Q (1219.898962 sec): 3 clusters Score: Raw -30977277.431337 + Penalty 30489.477336 = -30946787.954001 nChanged 52 SP:Iteration 37Q (1220.300042 sec): 3 clusters Score: Raw -30977282.080962 + Penalty 30489.477336 = -30946792.603626 nChanged 48 SP:Iteration 38Q (1220.699515 sec): 3 clusters Score: Raw -30977286.377147 + Penalty 30489.477336 = -30946796.899811 nChanged 50 SP:Iteration 39Q (1221.100883 sec): 3 clusters Score: Raw -30977290.258322 + Penalty 30489.477336 = -30946800.780986 nChanged 46 SP:Iteration 40F (1221.511365 sec): 3 clusters Score: Raw -30977294.440506 + Penalty 30489.477336 = -30946804.963170 nChanged 42 SP:Iteration 41Q (1221.906331 sec): 3 clusters Score: Raw -30977297.781714 + Penalty 30489.477336 = -30946808.304378 nChanged 41 SP:Iteration 42Q (1222.303503 sec): 3 clusters Score: Raw -30977301.542570 + Penalty 30489.477336 = -30946812.065234 nChanged 37 SP:Iteration 43Q (1222.719206 sec): 3 clusters Score: Raw -30977304.623274 + Penalty 30489.477336 = -30946815.145938 nChanged 24 SP:Iteration 44Q (1223.176901 sec): 3 clusters Score: Raw -30977306.740257 + Penalty 30489.477336 = -30946817.262921 nChanged 28 SP:Iteration 45Q (1223.616242 sec): 3 clusters Score: Raw -30977309.222674 + Penalty 30489.477336 = -30946819.745339 nChanged 26 SP:Iteration 46Q (1224.075312 sec): 3 clusters Score: Raw -30977311.344271 + Penalty 30489.477336 = -30946821.866935 nChanged 28 SP:Iteration 47Q (1224.519050 sec): 3 clusters Score: Raw -30977313.590787 + Penalty 30489.477336 = -30946824.113451 nChanged 24 SP:Iteration 48Q (1224.959490 sec): 3 clusters Score: Raw -30977315.945691 + Penalty 30489.477336 = -30946826.468356 nChanged 22 SP:Iteration 49Q (1225.373379 sec): 3 clusters Score: Raw -30977317.640062 + Penalty 30489.477336 = -30946828.162726 nChanged 23 SP:Iteration 50Q (1225.840971 sec): 3 clusters Score: Raw -30977319.640414 + Penalty 30489.477336 = -30946830.163079 nChanged 24 SP:Iteration 51Q (1226.301695 sec): 3 clusters Score: Raw -30977321.359361 + Penalty 30489.477336 = -30946831.882025 nChanged 19 SP:Iteration 52Q (1226.757876 sec): 3 clusters Score: Raw -30977323.229836 + Penalty 30489.477336 = -30946833.752500 nChanged 36 SP:Iteration 53Q (1227.212285 sec): 3 clusters Score: Raw -30977325.886488 + Penalty 30489.477336 = -30946836.409152 nChanged 25 SP:Iteration 54Q (1227.659675 sec): 3 clusters Score: Raw -30977328.130419 + Penalty 30489.477336 = -30946838.653083 nChanged 20 SP:Iteration 55Q (1228.072361 sec): 3 clusters Score: Raw -30977329.752749 + Penalty 30489.477336 = -30946840.275414 nChanged 21 SP:Iteration 56Q (1228.479114 sec): 3 clusters Score: Raw -30977331.345478 + Penalty 30489.477336 = -30946841.868142 nChanged 19 SP:Iteration 57Q (1228.879510 sec): 3 clusters Score: Raw -30977332.685116 + Penalty 30489.477336 = -30946843.207780 nChanged 12 SP:Iteration 58Q (1229.281978 sec): 3 clusters Score: Raw -30977333.675111 + Penalty 30489.477336 = -30946844.197776 nChanged 13 SP:Iteration 59Q (1229.682647 sec): 3 clusters Score: Raw -30977334.731038 + Penalty 30489.477336 = -30946845.253702 nChanged 9 SP:Iteration 60F (1230.104462 sec): 3 clusters Score: Raw -30977335.543914 + Penalty 30489.477336 = -30946846.066578 nChanged 11 SP:Iteration 61Q (1230.510458 sec): 3 clusters Score: Raw -30977336.422215 + Penalty 30489.477336 = -30946846.944879 nChanged 9 SP:Iteration 62Q (1230.919963 sec): 3 clusters Score: Raw -30977337.182483 + Penalty 30489.477336 = -30946847.705147 nChanged 12 SP:Iteration 63Q (1231.316469 sec): 3 clusters Score: Raw -30977338.207803 + Penalty 30489.477336 = -30946848.730467 nChanged 8 SP:Iteration 64Q (1231.709317 sec): 3 clusters Score: Raw -30977338.961948 + Penalty 30489.477336 = -30946849.484612 nChanged 10 SP:Iteration 65Q (1232.123317 sec): 3 clusters Score: Raw -30977339.633819 + Penalty 30489.477336 = -30946850.156483 nChanged 12 SP:Iteration 66Q (1232.532382 sec): 3 clusters Score: Raw -30977340.739500 + Penalty 30489.477336 = -30946851.262165 nChanged 13 SP:Iteration 67Q (1232.940772 sec): 3 clusters Score: Raw -30977341.603427 + Penalty 30489.477336 = -30946852.126091 nChanged 10 SP:Iteration 68Q (1233.334753 sec): 3 clusters Score: Raw -30977342.248141 + Penalty 30489.477336 = -30946852.770805 nChanged 6 SP:Iteration 69Q (1233.746271 sec): 3 clusters Score: Raw -30977342.672022 + Penalty 30489.477336 = -30946853.194686 nChanged 5 SP:Iteration 70Q (1234.154273 sec): 3 clusters Score: Raw -30977343.024279 + Penalty 30489.477336 = -30946853.546943 nChanged 7 SP:Iteration 71Q (1234.595549 sec): 3 clusters Score: Raw -30977343.526821 + Penalty 30489.477336 = -30946854.049485 nChanged 3 SP:Iteration 72Q (1235.015874 sec): 3 clusters Score: Raw -30977343.782466 + Penalty 30489.477336 = -30946854.305130 nChanged 4 SP:Iteration 73Q (1235.420350 sec): 3 clusters Score: Raw -30977344.162900 + Penalty 30489.477336 = -30946854.685564 nChanged 5 SP:Iteration 74Q (1235.809548 sec): 3 clusters Score: Raw -30977344.531052 + Penalty 30489.477336 = -30946855.053717 nChanged 4 SP:Iteration 75Q (1236.207074 sec): 3 clusters Score: Raw -30977344.778743 + Penalty 30489.477336 = -30946855.301407 nChanged 4 SP:Iteration 76Q (1236.599967 sec): 3 clusters Score: Raw -30977345.069343 + Penalty 30489.477336 = -30946855.592007 nChanged 3 SP:Iteration 77Q (1237.035332 sec): 3 clusters Score: Raw -30977345.246819 + Penalty 30489.477336 = -30946855.769483 nChanged 0 SP:Iteration 78F (1237.437859 sec): 3 clusters Score: Raw -30977345.246819 + Penalty 30489.477336 = -30946855.769483 nChanged 0 Trying to split cluster 3 (16732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1237.530213 sec): 2 clusters Score: Raw -6307761.699086 + Penalty 13133.718288 = -6294627.980798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1237.645597 sec): 3 clusters Score: Raw -6300607.149405 + Penalty 26267.436576 = -6274339.712829 nChanged 5810 SP:Iteration 1F (1237.773169 sec): 3 clusters Score: Raw -6304330.881523 + Penalty 26267.436576 = -6278063.444946 nChanged 1265 SP:Iteration 2F (1237.912642 sec): 3 clusters Score: Raw -6305225.637702 + Penalty 26267.436576 = -6278958.201125 nChanged 758 SP:Iteration 3Q (1238.052364 sec): 3 clusters Score: Raw -6305713.531199 + Penalty 26267.436576 = -6279446.094623 nChanged 499 SP:Iteration 4Q (1238.196604 sec): 3 clusters Score: Raw -6306011.245254 + Penalty 26267.436576 = -6279743.808678 nChanged 378 SP:Iteration 5Q (1238.330491 sec): 3 clusters Score: Raw -6306223.375649 + Penalty 26267.436576 = -6279955.939073 nChanged 289 SP:Iteration 6Q (1238.462781 sec): 3 clusters Score: Raw -6306388.809263 + Penalty 26267.436576 = -6280121.372687 nChanged 248 SP:Iteration 7Q (1238.597287 sec): 3 clusters Score: Raw -6306530.907392 + Penalty 26267.436576 = -6280263.470816 nChanged 233 SP:Iteration 8Q (1238.737641 sec): 3 clusters Score: Raw -6306661.979036 + Penalty 26267.436576 = -6280394.542460 nChanged 196 SP:Iteration 9Q (1238.866750 sec): 3 clusters Score: Raw -6306773.866416 + Penalty 26267.436576 = -6280506.429840 nChanged 181 SP:Iteration 10Q (1239.006296 sec): 3 clusters Score: Raw -6306878.920791 + Penalty 26267.436576 = -6280611.484215 nChanged 197 SP:Iteration 11Q (1239.140004 sec): 3 clusters Score: Raw -6306986.222939 + Penalty 26267.436576 = -6280718.786363 nChanged 175 SP:Iteration 12Q (1239.274488 sec): 3 clusters Score: Raw -6307098.898734 + Penalty 26267.436576 = -6280831.462157 nChanged 207 SP:Iteration 13Q (1239.416571 sec): 3 clusters Score: Raw -6307237.484335 + Penalty 26267.436576 = -6280970.047759 nChanged 237 SP:Iteration 14Q (1239.551290 sec): 3 clusters Score: Raw -6307399.407968 + Penalty 26267.436576 = -6281131.971392 nChanged 297 SP:Iteration 15Q (1239.685245 sec): 3 clusters Score: Raw -6307600.184996 + Penalty 26267.436576 = -6281332.748420 nChanged 315 SP:Iteration 16Q (1239.811970 sec): 3 clusters Score: Raw -6307829.192566 + Penalty 26267.436576 = -6281561.755990 nChanged 352 SP:Iteration 17Q (1239.941048 sec): 3 clusters Score: Raw -6308102.004955 + Penalty 26267.436576 = -6281834.568379 nChanged 402 SP:Iteration 18Q (1240.077716 sec): 3 clusters Score: Raw -6308432.179417 + Penalty 26267.436576 = -6282164.742840 nChanged 438 SP:Iteration 19Q (1240.210774 sec): 3 clusters Score: Raw -6308824.077782 + Penalty 26267.436576 = -6282556.641206 nChanged 482 SP:Iteration 20F (1240.339094 sec): 3 clusters Score: Raw -6309248.117416 + Penalty 26267.436576 = -6282980.680840 nChanged 516 SP:Iteration 21Q (1240.475311 sec): 3 clusters Score: Raw -6309697.971579 + Penalty 26267.436576 = -6283430.535003 nChanged 529 SP:Iteration 22Q (1240.604802 sec): 3 clusters Score: Raw -6310170.920183 + Penalty 26267.436576 = -6283903.483607 nChanged 498 SP:Iteration 23Q (1240.734327 sec): 3 clusters Score: Raw -6310590.225332 + Penalty 26267.436576 = -6284322.788756 nChanged 440 SP:Iteration 24Q (1240.859629 sec): 3 clusters Score: Raw -6310948.874926 + Penalty 26267.436576 = -6284681.438350 nChanged 389 SP:Iteration 25Q (1240.982274 sec): 3 clusters Score: Raw -6311230.167212 + Penalty 26267.436576 = -6284962.730636 nChanged 333 SP:Iteration 26Q (1241.109841 sec): 3 clusters Score: Raw -6311446.372284 + Penalty 26267.436576 = -6285178.935707 nChanged 268 SP:Iteration 27Q (1241.245258 sec): 3 clusters Score: Raw -6311619.414268 + Penalty 26267.436576 = -6285351.977691 nChanged 229 SP:Iteration 28Q (1241.360852 sec): 3 clusters Score: Raw -6311753.249456 + Penalty 26267.436576 = -6285485.812880 nChanged 178 SP:Iteration 29Q (1241.495857 sec): 3 clusters Score: Raw -6311851.250573 + Penalty 26267.436576 = -6285583.813996 nChanged 148 SP:Iteration 30Q (1241.623354 sec): 3 clusters Score: Raw -6311933.455080 + Penalty 26267.436576 = -6285666.018504 nChanged 103 SP:Iteration 31Q (1241.751189 sec): 3 clusters Score: Raw -6311982.695925 + Penalty 26267.436576 = -6285715.259348 nChanged 77 SP:Iteration 32Q (1241.866584 sec): 3 clusters Score: Raw -6312021.591962 + Penalty 26267.436576 = -6285754.155385 nChanged 86 SP:Iteration 33Q (1242.000486 sec): 3 clusters Score: Raw -6312062.211700 + Penalty 26267.436576 = -6285794.775124 nChanged 62 SP:Iteration 34Q (1242.121246 sec): 3 clusters Score: Raw -6312089.735648 + Penalty 26267.436576 = -6285822.299072 nChanged 36 SP:Iteration 35Q (1242.242856 sec): 3 clusters Score: Raw -6312104.794316 + Penalty 26267.436576 = -6285837.357740 nChanged 38 SP:Iteration 36Q (1242.361930 sec): 3 clusters Score: Raw -6312119.967963 + Penalty 26267.436576 = -6285852.531387 nChanged 35 SP:Iteration 37Q (1242.484708 sec): 3 clusters Score: Raw -6312134.036225 + Penalty 26267.436576 = -6285866.599648 nChanged 24 SP:Iteration 38Q (1242.620269 sec): 3 clusters Score: Raw -6312142.269779 + Penalty 26267.436576 = -6285874.833203 nChanged 25 SP:Iteration 39Q (1242.742927 sec): 3 clusters Score: Raw -6312152.352617 + Penalty 26267.436576 = -6285884.916040 nChanged 18 SP:Iteration 40F (1242.868119 sec): 3 clusters Score: Raw -6312158.867467 + Penalty 26267.436576 = -6285891.430890 nChanged 16 SP:Iteration 41Q (1242.988071 sec): 3 clusters Score: Raw -6312164.994727 + Penalty 26267.436576 = -6285897.558150 nChanged 18 SP:Iteration 42Q (1243.110579 sec): 3 clusters Score: Raw -6312172.925892 + Penalty 26267.436576 = -6285905.489315 nChanged 15 SP:Iteration 43Q (1243.226549 sec): 3 clusters Score: Raw -6312177.839214 + Penalty 26267.436576 = -6285910.402638 nChanged 10 SP:Iteration 44Q (1243.337291 sec): 3 clusters Score: Raw -6312181.644802 + Penalty 26267.436576 = -6285914.208225 nChanged 11 SP:Iteration 45Q (1243.455213 sec): 3 clusters Score: Raw -6312185.620763 + Penalty 26267.436576 = -6285918.184187 nChanged 7 SP:Iteration 46Q (1243.564146 sec): 3 clusters Score: Raw -6312188.844608 + Penalty 26267.436576 = -6285921.408032 nChanged 7 SP:Iteration 47Q (1243.663838 sec): 3 clusters Score: Raw -6312191.089637 + Penalty 26267.436576 = -6285923.653060 nChanged 4 SP:Iteration 48Q (1243.777385 sec): 3 clusters Score: Raw -6312193.038520 + Penalty 26267.436576 = -6285925.601944 nChanged 8 SP:Iteration 49Q (1243.892380 sec): 3 clusters Score: Raw -6312196.157354 + Penalty 26267.436576 = -6285928.720777 nChanged 10 SP:Iteration 50Q (1244.005634 sec): 3 clusters Score: Raw -6312201.089802 + Penalty 26267.436576 = -6285933.653226 nChanged 6 SP:Iteration 51Q (1244.105469 sec): 3 clusters Score: Raw -6312203.143585 + Penalty 26267.436576 = -6285935.707009 nChanged 5 SP:Iteration 52Q (1244.215774 sec): 3 clusters Score: Raw -6312205.048744 + Penalty 26267.436576 = -6285937.612167 nChanged 1 SP:Iteration 53Q (1244.328204 sec): 3 clusters Score: Raw -6312205.347634 + Penalty 26267.436576 = -6285937.911058 nChanged 0 SP:Iteration 54F (1244.442973 sec): 3 clusters Score: Raw -6312205.347634 + Penalty 26267.436576 = -6285937.911058 nChanged 0 Trying to split cluster 4 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1244.462867 sec): 2 clusters Score: Raw -172204.722626 + Penalty 8387.415404 = -163817.307222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1244.503683 sec): 3 clusters Score: Raw -175277.249523 + Penalty 16774.830808 = -158502.418714 nChanged 68 SP:Iteration 1F (1244.554291 sec): 3 clusters Score: Raw -175967.565334 + Penalty 16774.830808 = -159192.734526 nChanged 12 SP:Iteration 2Q (1244.591667 sec): 3 clusters Score: Raw -176139.472350 + Penalty 16774.830808 = -159364.641542 nChanged 16 SP:Iteration 3Q (1244.635233 sec): 3 clusters Score: Raw -176530.339919 + Penalty 16774.830808 = -159755.509110 nChanged 2 SP:Iteration 4Q (1244.676116 sec): 3 clusters Score: Raw -176548.611653 + Penalty 16774.830808 = -159773.780845 nChanged 1 SP:Iteration 5Q (1244.713808 sec): 3 clusters Score: Raw -176561.626952 + Penalty 16774.830808 = -159786.796144 nChanged 1 SP:Iteration 6Q (1244.747900 sec): 3 clusters Score: Raw -176569.270596 + Penalty 16774.830808 = -159794.439788 nChanged 0 SP:Iteration 7F (1244.788484 sec): 3 clusters Score: Raw -176569.270596 + Penalty 16774.830808 = -159794.439788 nChanged 0 Trying to split cluster 5 (37386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1244.932174 sec): 2 clusters Score: Raw -14418960.631264 + Penalty 14219.484161 = -14404741.147103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1245.130175 sec): 3 clusters Score: Raw -14399892.561159 + Penalty 28438.968322 = -14371453.592837 nChanged 14879 SP:Iteration 1F (1245.333519 sec): 3 clusters Score: Raw -14407795.784062 + Penalty 28438.968322 = -14379356.815740 nChanged 2567 SP:Iteration 2F (1245.561058 sec): 3 clusters Score: Raw -14409121.982584 + Penalty 28438.968322 = -14380683.014261 nChanged 1850 SP:Iteration 3Q (1245.787081 sec): 3 clusters Score: Raw -14410002.594159 + Penalty 28438.968322 = -14381563.625836 nChanged 1432 SP:Iteration 4Q (1246.018552 sec): 3 clusters Score: Raw -14410648.926593 + Penalty 28438.968322 = -14382209.958271 nChanged 1182 SP:Iteration 5Q (1246.241965 sec): 3 clusters Score: Raw -14411172.934998 + Penalty 28438.968322 = -14382733.966676 nChanged 1033 SP:Iteration 6Q (1246.474182 sec): 3 clusters Score: Raw -14411617.136939 + Penalty 28438.968322 = -14383178.168616 nChanged 928 SP:Iteration 7Q (1246.695592 sec): 3 clusters Score: Raw -14412030.097091 + Penalty 28438.968322 = -14383591.128769 nChanged 920 SP:Iteration 8Q (1246.914219 sec): 3 clusters Score: Raw -14412459.636115 + Penalty 28438.968322 = -14384020.667793 nChanged 953 SP:Iteration 9Q (1247.128720 sec): 3 clusters Score: Raw -14412912.975511 + Penalty 28438.968322 = -14384474.007189 nChanged 930 SP:Iteration 10Q (1247.330986 sec): 3 clusters Score: Raw -14413385.914338 + Penalty 28438.968322 = -14384946.946016 nChanged 974 SP:Iteration 11Q (1247.551837 sec): 3 clusters Score: Raw -14413933.733079 + Penalty 28438.968322 = -14385494.764756 nChanged 1096 SP:Iteration 12Q (1247.785414 sec): 3 clusters Score: Raw -14414582.886516 + Penalty 28438.968322 = -14386143.918194 nChanged 1238 SP:Iteration 13Q (1247.980772 sec): 3 clusters Score: Raw -14415359.523029 + Penalty 28438.968322 = -14386920.554706 nChanged 1297 SP:Iteration 14Q (1248.196672 sec): 3 clusters Score: Raw -14416265.267902 + Penalty 28438.968322 = -14387826.299580 nChanged 1442 SP:Iteration 15Q (1248.396668 sec): 3 clusters Score: Raw -14417284.869460 + Penalty 28438.968322 = -14388845.901138 nChanged 1433 SP:Iteration 16Q (1248.604488 sec): 3 clusters Score: Raw -14418326.361734 + Penalty 28438.968322 = -14389887.393411 nChanged 1423 SP:Iteration 17Q (1248.818195 sec): 3 clusters Score: Raw -14419337.504372 + Penalty 28438.968322 = -14390898.536050 nChanged 1278 SP:Iteration 18Q (1249.041856 sec): 3 clusters Score: Raw -14420163.132826 + Penalty 28438.968322 = -14391724.164504 nChanged 1028 SP:Iteration 19Q (1249.261849 sec): 3 clusters Score: Raw -14420751.479551 + Penalty 28438.968322 = -14392312.511229 nChanged 863 SP:Iteration 20F (1249.492441 sec): 3 clusters Score: Raw -14421159.001436 + Penalty 28438.968322 = -14392720.033114 nChanged 619 SP:Iteration 21Q (1249.717095 sec): 3 clusters Score: Raw -14421402.220910 + Penalty 28438.968322 = -14392963.252587 nChanged 463 SP:Iteration 22Q (1249.955870 sec): 3 clusters Score: Raw -14421564.953421 + Penalty 28438.968322 = -14393125.985098 nChanged 363 SP:Iteration 23Q (1250.152773 sec): 3 clusters Score: Raw -14421684.095624 + Penalty 28438.968322 = -14393245.127302 nChanged 267 SP:Iteration 24Q (1250.361389 sec): 3 clusters Score: Raw -14421760.662566 + Penalty 28438.968322 = -14393321.694243 nChanged 225 SP:Iteration 25Q (1250.563088 sec): 3 clusters Score: Raw -14421816.763321 + Penalty 28438.968322 = -14393377.794998 nChanged 150 SP:Iteration 26Q (1250.765350 sec): 3 clusters Score: Raw -14421853.399592 + Penalty 28438.968322 = -14393414.431270 nChanged 114 SP:Iteration 27Q (1250.982747 sec): 3 clusters Score: Raw -14421880.419480 + Penalty 28438.968322 = -14393441.451158 nChanged 102 SP:Iteration 28Q (1251.204469 sec): 3 clusters Score: Raw -14421900.109144 + Penalty 28438.968322 = -14393461.140822 nChanged 66 SP:Iteration 29Q (1251.415669 sec): 3 clusters Score: Raw -14421913.810471 + Penalty 28438.968322 = -14393474.842149 nChanged 50 SP:Iteration 30Q (1251.638123 sec): 3 clusters Score: Raw -14421922.858074 + Penalty 28438.968322 = -14393483.889752 nChanged 41 SP:Iteration 31Q (1251.863020 sec): 3 clusters Score: Raw -14421930.298942 + Penalty 28438.968322 = -14393491.330619 nChanged 33 SP:Iteration 32Q (1252.081333 sec): 3 clusters Score: Raw -14421936.444134 + Penalty 28438.968322 = -14393497.475812 nChanged 27 SP:Iteration 33Q (1252.293632 sec): 3 clusters Score: Raw -14421941.822348 + Penalty 28438.968322 = -14393502.854025 nChanged 29 SP:Iteration 34Q (1252.517416 sec): 3 clusters Score: Raw -14421947.863198 + Penalty 28438.968322 = -14393508.894876 nChanged 30 SP:Iteration 35Q (1252.734375 sec): 3 clusters Score: Raw -14421953.723726 + Penalty 28438.968322 = -14393514.755404 nChanged 27 SP:Iteration 36Q (1252.947320 sec): 3 clusters Score: Raw -14421959.199793 + Penalty 28438.968322 = -14393520.231471 nChanged 26 SP:Iteration 37Q (1253.159387 sec): 3 clusters Score: Raw -14421963.780043 + Penalty 28438.968322 = -14393524.811720 nChanged 26 SP:Iteration 38Q (1253.367113 sec): 3 clusters Score: Raw -14421969.273532 + Penalty 28438.968322 = -14393530.305210 nChanged 27 SP:Iteration 39Q (1253.579257 sec): 3 clusters Score: Raw -14421973.479042 + Penalty 28438.968322 = -14393534.510719 nChanged 12 SP:Iteration 40F (1253.807876 sec): 3 clusters Score: Raw -14421975.790269 + Penalty 28438.968322 = -14393536.821947 nChanged 10 SP:Iteration 41Q (1254.014526 sec): 3 clusters Score: Raw -14421977.671128 + Penalty 28438.968322 = -14393538.702806 nChanged 13 SP:Iteration 42Q (1254.240476 sec): 3 clusters Score: Raw -14421979.967064 + Penalty 28438.968322 = -14393540.998741 nChanged 8 SP:Iteration 43Q (1254.466834 sec): 3 clusters Score: Raw -14421981.555366 + Penalty 28438.968322 = -14393542.587044 nChanged 5 SP:Iteration 44Q (1254.685930 sec): 3 clusters Score: Raw -14421982.198213 + Penalty 28438.968322 = -14393543.229890 nChanged 1 SP:Iteration 45Q (1254.905088 sec): 3 clusters Score: Raw -14421982.318628 + Penalty 28438.968322 = -14393543.350306 nChanged 1 SP:Iteration 46Q (1255.121004 sec): 3 clusters Score: Raw -14421982.517322 + Penalty 28438.968322 = -14393543.548999 nChanged 1 SP:Iteration 47Q (1255.357402 sec): 3 clusters Score: Raw -14421982.645505 + Penalty 28438.968322 = -14393543.677183 nChanged 1 SP:Iteration 48Q (1255.564909 sec): 3 clusters Score: Raw -14421982.861838 + Penalty 28438.968322 = -14393543.893516 nChanged 1 SP:Iteration 49Q (1255.772921 sec): 3 clusters Score: Raw -14421983.034776 + Penalty 28438.968322 = -14393544.066454 nChanged 3 SP:Iteration 50Q (1255.987014 sec): 3 clusters Score: Raw -14421983.449127 + Penalty 28438.968322 = -14393544.480804 nChanged 0 SP:Iteration 51F (1256.224220 sec): 3 clusters Score: Raw -14421983.449127 + Penalty 28438.968322 = -14393544.480804 nChanged 0 Trying to split cluster 6 (9189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1256.289780 sec): 2 clusters Score: Raw -3336305.041681 + Penalty 12324.342115 = -3323980.699566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1256.384620 sec): 3 clusters Score: Raw -3333296.880986 + Penalty 24648.684230 = -3308648.196756 nChanged 2692 SP:Iteration 1F (1256.477770 sec): 3 clusters Score: Raw -3335624.384205 + Penalty 24648.684230 = -3310975.699974 nChanged 756 SP:Iteration 2F (1256.569250 sec): 3 clusters Score: Raw -3336622.552184 + Penalty 24648.684230 = -3311973.867953 nChanged 552 SP:Iteration 3F (1256.658728 sec): 3 clusters Score: Raw -3337707.158272 + Penalty 24648.684230 = -3313058.474041 nChanged 651 SP:Iteration 4F (1256.750635 sec): 3 clusters Score: Raw -3339622.593312 + Penalty 24648.684230 = -3314973.909082 nChanged 865 SP:Iteration 5F (1256.838035 sec): 3 clusters Score: Raw -3342229.841376 + Penalty 24648.684230 = -3317581.157146 nChanged 906 SP:Iteration 6F (1256.929976 sec): 3 clusters Score: Raw -3344489.222080 + Penalty 24648.684230 = -3319840.537849 nChanged 648 SP:Iteration 7F (1257.024629 sec): 3 clusters Score: Raw -3345783.919318 + Penalty 24648.684230 = -3321135.235088 nChanged 375 SP:Iteration 8Q (1257.113485 sec): 3 clusters Score: Raw -3346406.720654 + Penalty 24648.684230 = -3321758.036424 nChanged 203 SP:Iteration 9Q (1257.198897 sec): 3 clusters Score: Raw -3346696.162145 + Penalty 24648.684230 = -3322047.477915 nChanged 106 SP:Iteration 10Q (1257.278223 sec): 3 clusters Score: Raw -3346823.903061 + Penalty 24648.684230 = -3322175.218831 nChanged 50 SP:Iteration 11Q (1257.354683 sec): 3 clusters Score: Raw -3346897.660713 + Penalty 24648.684230 = -3322248.976482 nChanged 30 SP:Iteration 12Q (1257.442786 sec): 3 clusters Score: Raw -3346945.220018 + Penalty 24648.684230 = -3322296.535787 nChanged 20 SP:Iteration 13Q (1257.525120 sec): 3 clusters Score: Raw -3346965.335840 + Penalty 24648.684230 = -3322316.651610 nChanged 12 SP:Iteration 14Q (1257.608163 sec): 3 clusters Score: Raw -3346980.969069 + Penalty 24648.684230 = -3322332.284838 nChanged 9 SP:Iteration 15Q (1257.690150 sec): 3 clusters Score: Raw -3346991.194926 + Penalty 24648.684230 = -3322342.510696 nChanged 3 SP:Iteration 16Q (1257.772269 sec): 3 clusters Score: Raw -3346992.788567 + Penalty 24648.684230 = -3322344.104336 nChanged 2 SP:Iteration 17Q (1257.852017 sec): 3 clusters Score: Raw -3346994.863428 + Penalty 24648.684230 = -3322346.179198 nChanged 2 SP:Iteration 18Q (1257.933862 sec): 3 clusters Score: Raw -3346996.065616 + Penalty 24648.684230 = -3322347.381386 nChanged 1 SP:Iteration 19Q (1258.013854 sec): 3 clusters Score: Raw -3346996.746526 + Penalty 24648.684230 = -3322348.062296 nChanged 0 SP:Iteration 20F (1258.088803 sec): 3 clusters Score: Raw -3346996.746526 + Penalty 24648.684230 = -3322348.062296 nChanged 0 Trying to split cluster 8 (2456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1258.128735 sec): 2 clusters Score: Raw -947467.230392 + Penalty 10542.393685 = -936924.836707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1258.183358 sec): 3 clusters Score: Raw -947989.477276 + Penalty 21084.787370 = -926904.689906 nChanged 389 SP:Iteration 1F (1258.239901 sec): 3 clusters Score: Raw -950584.119732 + Penalty 21084.787370 = -929499.332362 nChanged 252 SP:Iteration 2F (1258.294140 sec): 3 clusters Score: Raw -954089.209169 + Penalty 21084.787370 = -933004.421798 nChanged 382 SP:Iteration 3F (1258.343139 sec): 3 clusters Score: Raw -955985.622716 + Penalty 21084.787370 = -934900.835345 nChanged 179 SP:Iteration 4F (1258.402846 sec): 3 clusters Score: Raw -957022.386963 + Penalty 21084.787370 = -935937.599592 nChanged 67 SP:Iteration 5Q (1258.456442 sec): 3 clusters Score: Raw -957581.635700 + Penalty 21084.787370 = -936496.848330 nChanged 23 SP:Iteration 6Q (1258.502256 sec): 3 clusters Score: Raw -957835.029147 + Penalty 21084.787370 = -936750.241776 nChanged 8 SP:Iteration 7Q (1258.567335 sec): 3 clusters Score: Raw -957930.456015 + Penalty 21084.787370 = -936845.668645 nChanged 4 SP:Iteration 8Q (1258.610665 sec): 3 clusters Score: Raw -957976.298380 + Penalty 21084.787370 = -936891.511010 nChanged 1 SP:Iteration 9Q (1258.674264 sec): 3 clusters Score: Raw -957987.081474 + Penalty 21084.787370 = -936902.294104 nChanged 0 SP:Iteration 10F (1258.720597 sec): 3 clusters Score: Raw -957987.081474 + Penalty 21084.787370 = -936902.294104 nChanged 0 Trying to split cluster 13 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1258.744441 sec): 2 clusters Score: Raw -74196.649404 + Penalty 6967.304182 = -67229.345223 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (89 points): covariance matrix is singular Unmasked E-step: Deleting class 2 (85 points): covariance matrix is singular SP:Iteration 0F (1258.747103 sec): 3 clusters Score: Raw -74196.649404 + Penalty 13934.608363 = -60262.041041 nChanged 85 SP:Iteration 1F (1258.748836 sec): 1 clusters Score: Raw 898.672740 + Penalty 0.000000 = 898.672740 nChanged 174 SP:Iteration 2F (1258.750549 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Trying to split cluster 14 (35119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1258.906030 sec): 2 clusters Score: Raw -13346024.039503 + Penalty 14135.004973 = -13331889.034530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.138435 sec): 3 clusters Score: Raw -13328339.973938 + Penalty 28270.009946 = -13300069.963992 nChanged 13761 SP:Iteration 1F (1259.358744 sec): 3 clusters Score: Raw -13335669.462246 + Penalty 28270.009946 = -13307399.452300 nChanged 2387 SP:Iteration 2F (1259.586620 sec): 3 clusters Score: Raw -13336840.785606 + Penalty 28270.009946 = -13308570.775660 nChanged 1659 SP:Iteration 3Q (1259.812872 sec): 3 clusters Score: Raw -13337563.882305 + Penalty 28270.009946 = -13309293.872359 nChanged 1208 SP:Iteration 4Q (1260.041393 sec): 3 clusters Score: Raw -13338027.933160 + Penalty 28270.009946 = -13309757.923213 nChanged 919 SP:Iteration 5Q (1260.262863 sec): 3 clusters Score: Raw -13338359.441115 + Penalty 28270.009946 = -13310089.431169 nChanged 726 SP:Iteration 6Q (1260.486499 sec): 3 clusters Score: Raw -13338627.016074 + Penalty 28270.009946 = -13310357.006127 nChanged 616 SP:Iteration 7Q (1260.698258 sec): 3 clusters Score: Raw -13338838.565180 + Penalty 28270.009946 = -13310568.555234 nChanged 561 SP:Iteration 8Q (1260.925307 sec): 3 clusters Score: Raw -13339026.994172 + Penalty 28270.009946 = -13310756.984226 nChanged 515 SP:Iteration 9Q (1261.135437 sec): 3 clusters Score: Raw -13339187.316359 + Penalty 28270.009946 = -13310917.306413 nChanged 444 SP:Iteration 10Q (1261.346523 sec): 3 clusters Score: Raw -13339324.900540 + Penalty 28270.009946 = -13311054.890594 nChanged 430 SP:Iteration 11Q (1261.556726 sec): 3 clusters Score: Raw -13339453.165555 + Penalty 28270.009946 = -13311183.155609 nChanged 391 SP:Iteration 12Q (1261.784526 sec): 3 clusters Score: Raw -13339562.426792 + Penalty 28270.009946 = -13311292.416846 nChanged 313 SP:Iteration 13Q (1262.016810 sec): 3 clusters Score: Raw -13339651.841886 + Penalty 28270.009946 = -13311381.831940 nChanged 304 SP:Iteration 14Q (1262.250412 sec): 3 clusters Score: Raw -13339738.915988 + Penalty 28270.009946 = -13311468.906042 nChanged 323 SP:Iteration 15Q (1262.476230 sec): 3 clusters Score: Raw -13339833.773848 + Penalty 28270.009946 = -13311563.763902 nChanged 313 SP:Iteration 16Q (1262.706407 sec): 3 clusters Score: Raw -13339925.636111 + Penalty 28270.009946 = -13311655.626164 nChanged 326 SP:Iteration 17Q (1262.935610 sec): 3 clusters Score: Raw -13340028.140713 + Penalty 28270.009946 = -13311758.130767 nChanged 358 SP:Iteration 18Q (1263.170847 sec): 3 clusters Score: Raw -13340139.226924 + Penalty 28270.009946 = -13311869.216978 nChanged 398 SP:Iteration 19Q (1263.392050 sec): 3 clusters Score: Raw -13340268.916600 + Penalty 28270.009946 = -13311998.906654 nChanged 429 SP:Iteration 20F (1263.616170 sec): 3 clusters Score: Raw -13340416.424508 + Penalty 28270.009946 = -13312146.414562 nChanged 474 SP:Iteration 21Q (1263.837642 sec): 3 clusters Score: Raw -13340584.212416 + Penalty 28270.009946 = -13312314.202470 nChanged 475 SP:Iteration 22Q (1264.067629 sec): 3 clusters Score: Raw -13340760.881790 + Penalty 28270.009946 = -13312490.871844 nChanged 559 SP:Iteration 23Q (1264.277816 sec): 3 clusters Score: Raw -13340980.221840 + Penalty 28270.009946 = -13312710.211894 nChanged 619 SP:Iteration 24Q (1264.503175 sec): 3 clusters Score: Raw -13341248.247925 + Penalty 28270.009946 = -13312978.237979 nChanged 703 SP:Iteration 25Q (1264.710658 sec): 3 clusters Score: Raw -13341573.730921 + Penalty 28270.009946 = -13313303.720975 nChanged 816 SP:Iteration 26Q (1264.934111 sec): 3 clusters Score: Raw -13341985.469414 + Penalty 28270.009946 = -13313715.459468 nChanged 886 SP:Iteration 27Q (1265.155372 sec): 3 clusters Score: Raw -13342486.156521 + Penalty 28270.009946 = -13314216.146575 nChanged 1025 SP:Iteration 28Q (1265.372131 sec): 3 clusters Score: Raw -13343099.172390 + Penalty 28270.009946 = -13314829.162444 nChanged 1105 SP:Iteration 29Q (1265.585545 sec): 3 clusters Score: Raw -13343854.027711 + Penalty 28270.009946 = -13315584.017765 nChanged 1190 SP:Iteration 30Q (1265.803113 sec): 3 clusters Score: Raw -13344724.246610 + Penalty 28270.009946 = -13316454.236664 nChanged 1181 SP:Iteration 31Q (1266.008031 sec): 3 clusters Score: Raw -13345635.036625 + Penalty 28270.009946 = -13317365.026679 nChanged 1086 SP:Iteration 32Q (1266.211430 sec): 3 clusters Score: Raw -13346512.160839 + Penalty 28270.009946 = -13318242.150893 nChanged 1004 SP:Iteration 33Q (1266.399629 sec): 3 clusters Score: Raw -13347353.963041 + Penalty 28270.009946 = -13319083.953095 nChanged 802 SP:Iteration 34Q (1266.602711 sec): 3 clusters Score: Raw -13348023.332571 + Penalty 28270.009946 = -13319753.322625 nChanged 679 SP:Iteration 35Q (1266.799748 sec): 3 clusters Score: Raw -13348579.866585 + Penalty 28270.009946 = -13320309.856639 nChanged 518 SP:Iteration 36Q (1266.995676 sec): 3 clusters Score: Raw -13349007.952369 + Penalty 28270.009946 = -13320737.942423 nChanged 441 SP:Iteration 37Q (1267.187776 sec): 3 clusters Score: Raw -13349378.493295 + Penalty 28270.009946 = -13321108.483349 nChanged 382 SP:Iteration 38Q (1267.377279 sec): 3 clusters Score: Raw -13349703.063930 + Penalty 28270.009946 = -13321433.053984 nChanged 345 SP:Iteration 39Q (1267.585423 sec): 3 clusters Score: Raw -13349969.818043 + Penalty 28270.009946 = -13321699.808097 nChanged 267 SP:Iteration 40F (1267.796548 sec): 3 clusters Score: Raw -13350147.010353 + Penalty 28270.009946 = -13321877.000407 nChanged 194 SP:Iteration 41Q (1267.995224 sec): 3 clusters Score: Raw -13350257.913292 + Penalty 28270.009946 = -13321987.903346 nChanged 152 SP:Iteration 42Q (1268.191495 sec): 3 clusters Score: Raw -13350339.325613 + Penalty 28270.009946 = -13322069.315667 nChanged 118 SP:Iteration 43Q (1268.383378 sec): 3 clusters Score: Raw -13350395.527881 + Penalty 28270.009946 = -13322125.517935 nChanged 87 SP:Iteration 44Q (1268.568434 sec): 3 clusters Score: Raw -13350435.354207 + Penalty 28270.009946 = -13322165.344261 nChanged 65 SP:Iteration 45Q (1268.753024 sec): 3 clusters Score: Raw -13350461.638715 + Penalty 28270.009946 = -13322191.628768 nChanged 47 SP:Iteration 46Q (1268.924472 sec): 3 clusters Score: Raw -13350480.426096 + Penalty 28270.009946 = -13322210.416150 nChanged 30 SP:Iteration 47Q (1269.100899 sec): 3 clusters Score: Raw -13350492.026934 + Penalty 28270.009946 = -13322222.016988 nChanged 26 SP:Iteration 48Q (1269.273628 sec): 3 clusters Score: Raw -13350501.661294 + Penalty 28270.009946 = -13322231.651348 nChanged 17 SP:Iteration 49Q (1269.456920 sec): 3 clusters Score: Raw -13350506.949884 + Penalty 28270.009946 = -13322236.939937 nChanged 15 SP:Iteration 50Q (1269.623617 sec): 3 clusters Score: Raw -13350513.160307 + Penalty 28270.009946 = -13322243.150361 nChanged 15 SP:Iteration 51Q (1269.807250 sec): 3 clusters Score: Raw -13350518.630975 + Penalty 28270.009946 = -13322248.621029 nChanged 11 SP:Iteration 52Q (1269.976929 sec): 3 clusters Score: Raw -13350522.115898 + Penalty 28270.009946 = -13322252.105952 nChanged 9 SP:Iteration 53Q (1270.159070 sec): 3 clusters Score: Raw -13350524.754294 + Penalty 28270.009946 = -13322254.744348 nChanged 6 SP:Iteration 54Q (1270.332833 sec): 3 clusters Score: Raw -13350527.023872 + Penalty 28270.009946 = -13322257.013926 nChanged 6 SP:Iteration 55Q (1270.519857 sec): 3 clusters Score: Raw -13350529.503259 + Penalty 28270.009946 = -13322259.493313 nChanged 7 SP:Iteration 56Q (1270.683174 sec): 3 clusters Score: Raw -13350531.635607 + Penalty 28270.009946 = -13322261.625660 nChanged 3 SP:Iteration 57Q (1270.868692 sec): 3 clusters Score: Raw -13350532.328520 + Penalty 28270.009946 = -13322262.318574 nChanged 3 SP:Iteration 58Q (1271.044609 sec): 3 clusters Score: Raw -13350533.165614 + Penalty 28270.009946 = -13322263.155668 nChanged 0 SP:Iteration 59F (1271.249463 sec): 3 clusters Score: Raw -13350533.165614 + Penalty 28270.009946 = -13322263.155668 nChanged 0 Trying to split cluster 16 (20888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1271.352534 sec): 2 clusters Score: Raw -8152082.232979 + Penalty 13433.329114 = -8138648.903865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1271.497054 sec): 3 clusters Score: Raw -8142633.897121 + Penalty 26866.658228 = -8115767.238893 nChanged 7580 SP:Iteration 1F (1271.633175 sec): 3 clusters Score: Raw -8147053.258190 + Penalty 26866.658228 = -8120186.599962 nChanged 1538 SP:Iteration 2F (1271.765562 sec): 3 clusters Score: Raw -8148029.287027 + Penalty 26866.658228 = -8121162.628798 nChanged 991 SP:Iteration 3Q (1271.912614 sec): 3 clusters Score: Raw -8148619.483084 + Penalty 26866.658228 = -8121752.824855 nChanged 745 SP:Iteration 4Q (1272.063384 sec): 3 clusters Score: Raw -8149037.030648 + Penalty 26866.658228 = -8122170.372420 nChanged 571 SP:Iteration 5Q (1272.209233 sec): 3 clusters Score: Raw -8149352.311214 + Penalty 26866.658228 = -8122485.652986 nChanged 486 SP:Iteration 6Q (1272.379074 sec): 3 clusters Score: Raw -8149621.073689 + Penalty 26866.658228 = -8122754.415461 nChanged 429 SP:Iteration 7Q (1272.539333 sec): 3 clusters Score: Raw -8149864.591791 + Penalty 26866.658228 = -8122997.933563 nChanged 423 SP:Iteration 8Q (1272.684635 sec): 3 clusters Score: Raw -8150098.384884 + Penalty 26866.658228 = -8123231.726656 nChanged 423 SP:Iteration 9Q (1272.818931 sec): 3 clusters Score: Raw -8150337.965432 + Penalty 26866.658228 = -8123471.307204 nChanged 397 SP:Iteration 10Q (1272.943790 sec): 3 clusters Score: Raw -8150554.857097 + Penalty 26866.658228 = -8123688.198869 nChanged 383 SP:Iteration 11Q (1273.090058 sec): 3 clusters Score: Raw -8150778.186239 + Penalty 26866.658228 = -8123911.528011 nChanged 379 SP:Iteration 12Q (1273.223495 sec): 3 clusters Score: Raw -8150981.475341 + Penalty 26866.658228 = -8124114.817113 nChanged 359 SP:Iteration 13Q (1273.367828 sec): 3 clusters Score: Raw -8151188.901223 + Penalty 26866.658228 = -8124322.242995 nChanged 370 SP:Iteration 14Q (1273.493948 sec): 3 clusters Score: Raw -8151411.609990 + Penalty 26866.658228 = -8124544.951762 nChanged 394 SP:Iteration 15Q (1273.647955 sec): 3 clusters Score: Raw -8151654.733785 + Penalty 26866.658228 = -8124788.075557 nChanged 434 SP:Iteration 16Q (1273.788646 sec): 3 clusters Score: Raw -8151940.870832 + Penalty 26866.658228 = -8125074.212604 nChanged 453 SP:Iteration 17Q (1273.928136 sec): 3 clusters Score: Raw -8152257.458389 + Penalty 26866.658228 = -8125390.800161 nChanged 483 SP:Iteration 18Q (1274.088780 sec): 3 clusters Score: Raw -8152597.807640 + Penalty 26866.658228 = -8125731.149411 nChanged 507 SP:Iteration 19Q (1274.248184 sec): 3 clusters Score: Raw -8152964.500946 + Penalty 26866.658228 = -8126097.842717 nChanged 526 SP:Iteration 20F (1274.390225 sec): 3 clusters Score: Raw -8153341.021866 + Penalty 26866.658228 = -8126474.363638 nChanged 535 SP:Iteration 21Q (1274.530248 sec): 3 clusters Score: Raw -8153727.985682 + Penalty 26866.658228 = -8126861.327454 nChanged 526 SP:Iteration 22Q (1274.682986 sec): 3 clusters Score: Raw -8154095.714499 + Penalty 26866.658228 = -8127229.056271 nChanged 500 SP:Iteration 23Q (1274.828574 sec): 3 clusters Score: Raw -8154452.949839 + Penalty 26866.658228 = -8127586.291610 nChanged 452 SP:Iteration 24Q (1274.971854 sec): 3 clusters Score: Raw -8154730.764681 + Penalty 26866.658228 = -8127864.106453 nChanged 357 SP:Iteration 25Q (1275.088230 sec): 3 clusters Score: Raw -8154958.723848 + Penalty 26866.658228 = -8128092.065620 nChanged 329 SP:Iteration 26Q (1275.228427 sec): 3 clusters Score: Raw -8155175.778915 + Penalty 26866.658228 = -8128309.120687 nChanged 330 SP:Iteration 27Q (1275.370744 sec): 3 clusters Score: Raw -8155366.557683 + Penalty 26866.658228 = -8128499.899455 nChanged 289 SP:Iteration 28Q (1275.514768 sec): 3 clusters Score: Raw -8155518.111977 + Penalty 26866.658228 = -8128651.453749 nChanged 232 SP:Iteration 29Q (1275.646916 sec): 3 clusters Score: Raw -8155635.317201 + Penalty 26866.658228 = -8128768.658973 nChanged 191 SP:Iteration 30Q (1275.781454 sec): 3 clusters Score: Raw -8155723.743213 + Penalty 26866.658228 = -8128857.084985 nChanged 151 SP:Iteration 31Q (1275.918215 sec): 3 clusters Score: Raw -8155795.483336 + Penalty 26866.658228 = -8128928.825107 nChanged 136 SP:Iteration 32Q (1276.069852 sec): 3 clusters Score: Raw -8155860.744506 + Penalty 26866.658228 = -8128994.086277 nChanged 120 SP:Iteration 33Q (1276.207969 sec): 3 clusters Score: Raw -8155917.387304 + Penalty 26866.658228 = -8129050.729076 nChanged 111 SP:Iteration 34Q (1276.349066 sec): 3 clusters Score: Raw -8155966.819519 + Penalty 26866.658228 = -8129100.161291 nChanged 98 SP:Iteration 35Q (1276.484921 sec): 3 clusters Score: Raw -8156008.998461 + Penalty 26866.658228 = -8129142.340233 nChanged 77 SP:Iteration 36Q (1276.619847 sec): 3 clusters Score: Raw -8156037.521526 + Penalty 26866.658228 = -8129170.863298 nChanged 72 SP:Iteration 37Q (1276.752783 sec): 3 clusters Score: Raw -8156066.248177 + Penalty 26866.658228 = -8129199.589949 nChanged 63 SP:Iteration 38Q (1276.888147 sec): 3 clusters Score: Raw -8156092.984296 + Penalty 26866.658228 = -8129226.326068 nChanged 72 SP:Iteration 39Q (1277.025370 sec): 3 clusters Score: Raw -8156124.901776 + Penalty 26866.658228 = -8129258.243548 nChanged 64 SP:Iteration 40F (1277.161812 sec): 3 clusters Score: Raw -8156151.616669 + Penalty 26866.658228 = -8129284.958441 nChanged 61 SP:Iteration 41Q (1277.302620 sec): 3 clusters Score: Raw -8156173.662313 + Penalty 26866.658228 = -8129307.004085 nChanged 49 SP:Iteration 42Q (1277.443333 sec): 3 clusters Score: Raw -8156192.362541 + Penalty 26866.658228 = -8129325.704313 nChanged 47 SP:Iteration 43Q (1277.583549 sec): 3 clusters Score: Raw -8156210.712013 + Penalty 26866.658228 = -8129344.053785 nChanged 34 SP:Iteration 44Q (1277.721867 sec): 3 clusters Score: Raw -8156225.801212 + Penalty 26866.658228 = -8129359.142984 nChanged 37 SP:Iteration 45Q (1277.871882 sec): 3 clusters Score: Raw -8156242.321154 + Penalty 26866.658228 = -8129375.662926 nChanged 48 SP:Iteration 46Q (1278.012692 sec): 3 clusters Score: Raw -8156261.891156 + Penalty 26866.658228 = -8129395.232928 nChanged 53 SP:Iteration 47Q (1278.162210 sec): 3 clusters Score: Raw -8156279.950917 + Penalty 26866.658228 = -8129413.292689 nChanged 40 SP:Iteration 48Q (1278.299715 sec): 3 clusters Score: Raw -8156296.977853 + Penalty 26866.658228 = -8129430.319625 nChanged 50 SP:Iteration 49Q (1278.444288 sec): 3 clusters Score: Raw -8156317.207406 + Penalty 26866.658228 = -8129450.549178 nChanged 29 SP:Iteration 50Q (1278.587573 sec): 3 clusters Score: Raw -8156327.351304 + Penalty 26866.658228 = -8129460.693076 nChanged 21 SP:Iteration 51Q (1278.724206 sec): 3 clusters Score: Raw -8156333.907233 + Penalty 26866.658228 = -8129467.249005 nChanged 19 SP:Iteration 52Q (1278.854959 sec): 3 clusters Score: Raw -8156340.554298 + Penalty 26866.658228 = -8129473.896070 nChanged 22 SP:Iteration 53Q (1279.000123 sec): 3 clusters Score: Raw -8156347.584583 + Penalty 26866.658228 = -8129480.926355 nChanged 25 SP:Iteration 54Q (1279.138975 sec): 3 clusters Score: Raw -8156357.278088 + Penalty 26866.658228 = -8129490.619860 nChanged 26 SP:Iteration 55Q (1279.282587 sec): 3 clusters Score: Raw -8156367.221195 + Penalty 26866.658228 = -8129500.562967 nChanged 26 SP:Iteration 56Q (1279.428832 sec): 3 clusters Score: Raw -8156376.333207 + Penalty 26866.658228 = -8129509.674979 nChanged 21 SP:Iteration 57Q (1279.556910 sec): 3 clusters Score: Raw -8156383.941240 + Penalty 26866.658228 = -8129517.283012 nChanged 20 SP:Iteration 58Q (1279.696731 sec): 3 clusters Score: Raw -8156390.952330 + Penalty 26866.658228 = -8129524.294102 nChanged 13 SP:Iteration 59Q (1279.846445 sec): 3 clusters Score: Raw -8156395.938113 + Penalty 26866.658228 = -8129529.279885 nChanged 18 SP:Iteration 60F (1279.992855 sec): 3 clusters Score: Raw -8156402.642828 + Penalty 26866.658228 = -8129535.984600 nChanged 18 SP:Iteration 61Q (1280.132233 sec): 3 clusters Score: Raw -8156409.043042 + Penalty 26866.658228 = -8129542.384814 nChanged 16 SP:Iteration 62Q (1280.270303 sec): 3 clusters Score: Raw -8156413.963015 + Penalty 26866.658228 = -8129547.304787 nChanged 11 SP:Iteration 63Q (1280.419703 sec): 3 clusters Score: Raw -8156417.326848 + Penalty 26866.658228 = -8129550.668620 nChanged 9 SP:Iteration 64Q (1280.554978 sec): 3 clusters Score: Raw -8156419.957212 + Penalty 26866.658228 = -8129553.298984 nChanged 5 SP:Iteration 65Q (1280.700204 sec): 3 clusters Score: Raw -8156421.524000 + Penalty 26866.658228 = -8129554.865772 nChanged 3 SP:Iteration 66Q (1280.838173 sec): 3 clusters Score: Raw -8156422.617370 + Penalty 26866.658228 = -8129555.959142 nChanged 1 SP:Iteration 67Q (1280.975619 sec): 3 clusters Score: Raw -8156422.847975 + Penalty 26866.658228 = -8129556.189747 nChanged 0 SP:Iteration 68F (1281.125391 sec): 3 clusters Score: Raw -8156422.847975 + Penalty 26866.658228 = -8129556.189747 nChanged 0 Trying to split cluster 18 (2287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1281.166337 sec): 2 clusters Score: Raw -837787.505079 + Penalty 10446.112360 = -827341.392719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1281.223289 sec): 3 clusters Score: Raw -838414.829934 + Penalty 20892.224720 = -817522.605214 nChanged 372 SP:Iteration 1F (1281.268435 sec): 3 clusters Score: Raw -839453.989770 + Penalty 20892.224720 = -818561.765050 nChanged 96 SP:Iteration 2Q (1281.322156 sec): 3 clusters Score: Raw -839746.567227 + Penalty 20892.224720 = -818854.342507 nChanged 51 SP:Iteration 3Q (1281.384285 sec): 3 clusters Score: Raw -840048.127458 + Penalty 20892.224720 = -819155.902738 nChanged 50 SP:Iteration 4Q (1281.440258 sec): 3 clusters Score: Raw -840876.531521 + Penalty 20892.224720 = -819984.306801 nChanged 87 SP:Iteration 5Q (1281.494507 sec): 3 clusters Score: Raw -841093.056129 + Penalty 20892.224720 = -820200.831409 nChanged 50 SP:Iteration 6Q (1281.540403 sec): 3 clusters Score: Raw -841215.926367 + Penalty 20892.224720 = -820323.701647 nChanged 44 SP:Iteration 7Q (1281.599217 sec): 3 clusters Score: Raw -841323.070433 + Penalty 20892.224720 = -820430.845713 nChanged 42 SP:Iteration 8Q (1281.655813 sec): 3 clusters Score: Raw -841432.714876 + Penalty 20892.224720 = -820540.490156 nChanged 39 SP:Iteration 9Q (1281.713176 sec): 3 clusters Score: Raw -841535.703820 + Penalty 20892.224720 = -820643.479100 nChanged 34 SP:Iteration 10Q (1281.758364 sec): 3 clusters Score: Raw -841625.748575 + Penalty 20892.224720 = -820733.523855 nChanged 38 SP:Iteration 11Q (1281.824689 sec): 3 clusters Score: Raw -841734.812293 + Penalty 20892.224720 = -820842.587572 nChanged 29 SP:Iteration 12Q (1281.876418 sec): 3 clusters Score: Raw -841813.722305 + Penalty 20892.224720 = -820921.497585 nChanged 21 SP:Iteration 13Q (1281.932994 sec): 3 clusters Score: Raw -841870.735662 + Penalty 20892.224720 = -820978.510942 nChanged 20 SP:Iteration 14Q (1281.985046 sec): 3 clusters Score: Raw -841924.943022 + Penalty 20892.224720 = -821032.718302 nChanged 24 SP:Iteration 15Q (1282.032001 sec): 3 clusters Score: Raw -841992.775466 + Penalty 20892.224720 = -821100.550745 nChanged 22 SP:Iteration 16Q (1282.086608 sec): 3 clusters Score: Raw -842059.958989 + Penalty 20892.224720 = -821167.734269 nChanged 19 SP:Iteration 17Q (1282.140191 sec): 3 clusters Score: Raw -842118.307972 + Penalty 20892.224720 = -821226.083252 nChanged 15 SP:Iteration 18Q (1282.189118 sec): 3 clusters Score: Raw -842154.876569 + Penalty 20892.224720 = -821262.651849 nChanged 13 SP:Iteration 19Q (1282.248808 sec): 3 clusters Score: Raw -842198.260918 + Penalty 20892.224720 = -821306.036198 nChanged 15 SP:Iteration 20F (1282.305387 sec): 3 clusters Score: Raw -842243.965080 + Penalty 20892.224720 = -821351.740360 nChanged 12 SP:Iteration 21Q (1282.347236 sec): 3 clusters Score: Raw -842277.394716 + Penalty 20892.224720 = -821385.169996 nChanged 11 SP:Iteration 22Q (1282.404096 sec): 3 clusters Score: Raw -842319.086005 + Penalty 20892.224720 = -821426.861285 nChanged 10 SP:Iteration 23Q (1282.457273 sec): 3 clusters Score: Raw -842354.541101 + Penalty 20892.224720 = -821462.316381 nChanged 8 SP:Iteration 24Q (1282.498263 sec): 3 clusters Score: Raw -842381.648193 + Penalty 20892.224720 = -821489.423473 nChanged 7 SP:Iteration 25Q (1282.553485 sec): 3 clusters Score: Raw -842400.195344 + Penalty 20892.224720 = -821507.970624 nChanged 9 SP:Iteration 26Q (1282.600840 sec): 3 clusters Score: Raw -842429.843017 + Penalty 20892.224720 = -821537.618297 nChanged 10 SP:Iteration 27Q (1282.654595 sec): 3 clusters Score: Raw -842470.568922 + Penalty 20892.224720 = -821578.344202 nChanged 13 SP:Iteration 28Q (1282.696419 sec): 3 clusters Score: Raw -842508.823224 + Penalty 20892.224720 = -821616.598503 nChanged 14 SP:Iteration 29Q (1282.740528 sec): 3 clusters Score: Raw -842554.982559 + Penalty 20892.224720 = -821662.757838 nChanged 13 SP:Iteration 30Q (1282.798148 sec): 3 clusters Score: Raw -842599.722479 + Penalty 20892.224720 = -821707.497759 nChanged 10 SP:Iteration 31Q (1282.843663 sec): 3 clusters Score: Raw -842632.792009 + Penalty 20892.224720 = -821740.567289 nChanged 10 SP:Iteration 32Q (1282.897426 sec): 3 clusters Score: Raw -842665.949763 + Penalty 20892.224720 = -821773.725043 nChanged 5 SP:Iteration 33Q (1282.944237 sec): 3 clusters Score: Raw -842677.019547 + Penalty 20892.224720 = -821784.794827 nChanged 4 SP:Iteration 34Q (1282.993972 sec): 3 clusters Score: Raw -842687.678553 + Penalty 20892.224720 = -821795.453833 nChanged 4 SP:Iteration 35Q (1283.049230 sec): 3 clusters Score: Raw -842702.059571 + Penalty 20892.224720 = -821809.834851 nChanged 7 SP:Iteration 36Q (1283.107521 sec): 3 clusters Score: Raw -842721.416064 + Penalty 20892.224720 = -821829.191344 nChanged 4 SP:Iteration 37Q (1283.150502 sec): 3 clusters Score: Raw -842733.046537 + Penalty 20892.224720 = -821840.821817 nChanged 0 SP:Iteration 38F (1283.210595 sec): 3 clusters Score: Raw -842733.046537 + Penalty 20892.224720 = -821840.821817 nChanged 0 Trying to split cluster 19 (114017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1283.602096 sec): 2 clusters Score: Raw -44296902.368840 + Penalty 15725.360884 = -44281177.007956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1284.168790 sec): 3 clusters Score: Raw -44230917.379714 + Penalty 31450.721768 = -44199466.657945 nChanged 49923 SP:Iteration 1F (1284.727129 sec): 3 clusters Score: Raw -44257684.030057 + Penalty 31450.721768 = -44226233.308288 nChanged 6016 SP:Iteration 2F (1285.276575 sec): 3 clusters Score: Raw -44260082.314399 + Penalty 31450.721768 = -44228631.592630 nChanged 5484 SP:Iteration 3Q (1285.833719 sec): 3 clusters Score: Raw -44262401.288840 + Penalty 31450.721768 = -44230950.567071 nChanged 5253 SP:Iteration 4Q (1286.465630 sec): 3 clusters Score: Raw -44264811.888056 + Penalty 31450.721768 = -44233361.166287 nChanged 5373 SP:Iteration 5Q (1287.089491 sec): 3 clusters Score: Raw -44267566.038327 + Penalty 31450.721768 = -44236115.316559 nChanged 5569 SP:Iteration 6Q (1287.679236 sec): 3 clusters Score: Raw -44270803.747996 + Penalty 31450.721768 = -44239353.026228 nChanged 5991 SP:Iteration 7F (1288.218796 sec): 3 clusters Score: Raw -44274794.187769 + Penalty 31450.721768 = -44243343.466001 nChanged 6253 SP:Iteration 8F (1288.820428 sec): 3 clusters Score: Raw -44279325.905348 + Penalty 31450.721768 = -44247875.183580 nChanged 6107 SP:Iteration 9F (1289.392450 sec): 3 clusters Score: Raw -44283827.703337 + Penalty 31450.721768 = -44252376.981569 nChanged 5516 SP:Iteration 10Q (1289.965417 sec): 3 clusters Score: Raw -44288067.933375 + Penalty 31450.721768 = -44256617.211607 nChanged 4729 SP:Iteration 11Q (1290.565524 sec): 3 clusters Score: Raw -44291419.355508 + Penalty 31450.721768 = -44259968.633740 nChanged 3799 SP:Iteration 12Q (1291.141361 sec): 3 clusters Score: Raw -44293576.348641 + Penalty 31450.721768 = -44262125.626873 nChanged 2676 SP:Iteration 13Q (1291.700876 sec): 3 clusters Score: Raw -44294824.189849 + Penalty 31450.721768 = -44263373.468080 nChanged 2050 SP:Iteration 14Q (1292.231448 sec): 3 clusters Score: Raw -44295667.471383 + Penalty 31450.721768 = -44264216.749615 nChanged 1549 SP:Iteration 15Q (1292.759071 sec): 3 clusters Score: Raw -44296214.339074 + Penalty 31450.721768 = -44264763.617306 nChanged 1224 SP:Iteration 16Q (1293.241305 sec): 3 clusters Score: Raw -44296641.632415 + Penalty 31450.721768 = -44265190.910647 nChanged 1044 SP:Iteration 17Q (1293.735442 sec): 3 clusters Score: Raw -44297006.073492 + Penalty 31450.721768 = -44265555.351724 nChanged 934 SP:Iteration 18Q (1294.220118 sec): 3 clusters Score: Raw -44297325.321659 + Penalty 31450.721768 = -44265874.599891 nChanged 800 SP:Iteration 19Q (1294.692053 sec): 3 clusters Score: Raw -44297579.536123 + Penalty 31450.721768 = -44266128.814355 nChanged 731 SP:Iteration 20F (1295.251108 sec): 3 clusters Score: Raw -44297789.859504 + Penalty 31450.721768 = -44266339.137736 nChanged 621 SP:Iteration 21Q (1295.778856 sec): 3 clusters Score: Raw -44297947.077270 + Penalty 31450.721768 = -44266496.355502 nChanged 561 SP:Iteration 22Q (1296.295431 sec): 3 clusters Score: Raw -44298075.175214 + Penalty 31450.721768 = -44266624.453446 nChanged 509 SP:Iteration 23Q (1296.824363 sec): 3 clusters Score: Raw -44298186.808791 + Penalty 31450.721768 = -44266736.087023 nChanged 428 SP:Iteration 24Q (1297.361302 sec): 3 clusters Score: Raw -44298283.194841 + Penalty 31450.721768 = -44266832.473073 nChanged 421 SP:Iteration 25Q (1297.917400 sec): 3 clusters Score: Raw -44298377.246631 + Penalty 31450.721768 = -44266926.524863 nChanged 400 SP:Iteration 26Q (1298.426913 sec): 3 clusters Score: Raw -44298470.852277 + Penalty 31450.721768 = -44267020.130509 nChanged 365 SP:Iteration 27Q (1298.890680 sec): 3 clusters Score: Raw -44298556.684043 + Penalty 31450.721768 = -44267105.962275 nChanged 325 SP:Iteration 28Q (1299.366278 sec): 3 clusters Score: Raw -44298628.296752 + Penalty 31450.721768 = -44267177.574984 nChanged 306 SP:Iteration 29Q (1299.834907 sec): 3 clusters Score: Raw -44298697.102749 + Penalty 31450.721768 = -44267246.380981 nChanged 293 SP:Iteration 30Q (1300.301706 sec): 3 clusters Score: Raw -44298758.024184 + Penalty 31450.721768 = -44267307.302415 nChanged 255 SP:Iteration 31Q (1300.768383 sec): 3 clusters Score: Raw -44298808.670923 + Penalty 31450.721768 = -44267357.949155 nChanged 210 SP:Iteration 32Q (1301.236703 sec): 3 clusters Score: Raw -44298851.006462 + Penalty 31450.721768 = -44267400.284694 nChanged 196 SP:Iteration 33Q (1301.703230 sec): 3 clusters Score: Raw -44298889.692694 + Penalty 31450.721768 = -44267438.970926 nChanged 185 SP:Iteration 34Q (1302.166100 sec): 3 clusters Score: Raw -44298925.586350 + Penalty 31450.721768 = -44267474.864582 nChanged 187 SP:Iteration 35Q (1302.625744 sec): 3 clusters Score: Raw -44298962.680191 + Penalty 31450.721768 = -44267511.958422 nChanged 176 SP:Iteration 36Q (1303.091483 sec): 3 clusters Score: Raw -44298999.506836 + Penalty 31450.721768 = -44267548.785068 nChanged 181 SP:Iteration 37Q (1303.552479 sec): 3 clusters Score: Raw -44299037.879779 + Penalty 31450.721768 = -44267587.158011 nChanged 162 SP:Iteration 38Q (1304.025744 sec): 3 clusters Score: Raw -44299070.466036 + Penalty 31450.721768 = -44267619.744268 nChanged 150 SP:Iteration 39Q (1304.497925 sec): 3 clusters Score: Raw -44299097.227655 + Penalty 31450.721768 = -44267646.505887 nChanged 142 SP:Iteration 40F (1305.044898 sec): 3 clusters Score: Raw -44299126.121611 + Penalty 31450.721768 = -44267675.399842 nChanged 154 SP:Iteration 41Q (1305.544195 sec): 3 clusters Score: Raw -44299155.659072 + Penalty 31450.721768 = -44267704.937304 nChanged 141 SP:Iteration 42Q (1306.014500 sec): 3 clusters Score: Raw -44299185.041507 + Penalty 31450.721768 = -44267734.319739 nChanged 122 SP:Iteration 43Q (1306.482687 sec): 3 clusters Score: Raw -44299208.098269 + Penalty 31450.721768 = -44267757.376500 nChanged 116 SP:Iteration 44Q (1306.943977 sec): 3 clusters Score: Raw -44299229.520769 + Penalty 31450.721768 = -44267778.799001 nChanged 112 SP:Iteration 45Q (1307.410293 sec): 3 clusters Score: Raw -44299249.268924 + Penalty 31450.721768 = -44267798.547156 nChanged 103 SP:Iteration 46Q (1307.938527 sec): 3 clusters Score: Raw -44299266.656692 + Penalty 31450.721768 = -44267815.934924 nChanged 95 SP:Iteration 47Q (1308.473200 sec): 3 clusters Score: Raw -44299282.159213 + Penalty 31450.721768 = -44267831.437445 nChanged 80 SP:Iteration 48Q (1308.999794 sec): 3 clusters Score: Raw -44299294.881272 + Penalty 31450.721768 = -44267844.159504 nChanged 87 SP:Iteration 49Q (1309.469363 sec): 3 clusters Score: Raw -44299308.139143 + Penalty 31450.721768 = -44267857.417375 nChanged 62 SP:Iteration 50Q (1309.942766 sec): 3 clusters Score: Raw -44299317.482944 + Penalty 31450.721768 = -44267866.761176 nChanged 68 SP:Iteration 51Q (1310.463732 sec): 3 clusters Score: Raw -44299329.100798 + Penalty 31450.721768 = -44267878.379029 nChanged 72 SP:Iteration 52Q (1310.964165 sec): 3 clusters Score: Raw -44299341.868616 + Penalty 31450.721768 = -44267891.146848 nChanged 64 SP:Iteration 53Q (1311.440073 sec): 3 clusters Score: Raw -44299352.258669 + Penalty 31450.721768 = -44267901.536901 nChanged 56 SP:Iteration 54Q (1311.980803 sec): 3 clusters Score: Raw -44299361.559049 + Penalty 31450.721768 = -44267910.837281 nChanged 54 SP:Iteration 55Q (1312.483769 sec): 3 clusters Score: Raw -44299370.559371 + Penalty 31450.721768 = -44267919.837603 nChanged 52 SP:Iteration 56Q (1312.984217 sec): 3 clusters Score: Raw -44299377.902099 + Penalty 31450.721768 = -44267927.180331 nChanged 48 SP:Iteration 57Q (1313.476175 sec): 3 clusters Score: Raw -44299385.430454 + Penalty 31450.721768 = -44267934.708685 nChanged 48 SP:Iteration 58Q (1313.958743 sec): 3 clusters Score: Raw -44299393.743303 + Penalty 31450.721768 = -44267943.021535 nChanged 55 SP:Iteration 59Q (1314.497817 sec): 3 clusters Score: Raw -44299402.791678 + Penalty 31450.721768 = -44267952.069910 nChanged 61 SP:Iteration 60F (1315.102509 sec): 3 clusters Score: Raw -44299412.327638 + Penalty 31450.721768 = -44267961.605870 nChanged 53 SP:Iteration 61Q (1315.620381 sec): 3 clusters Score: Raw -44299421.180092 + Penalty 31450.721768 = -44267970.458324 nChanged 57 SP:Iteration 62Q (1316.144995 sec): 3 clusters Score: Raw -44299431.024421 + Penalty 31450.721768 = -44267980.302653 nChanged 62 SP:Iteration 63Q (1316.674203 sec): 3 clusters Score: Raw -44299440.698129 + Penalty 31450.721768 = -44267989.976361 nChanged 52 SP:Iteration 64Q (1317.189671 sec): 3 clusters Score: Raw -44299448.600862 + Penalty 31450.721768 = -44267997.879093 nChanged 49 SP:Iteration 65Q (1317.715692 sec): 3 clusters Score: Raw -44299457.260052 + Penalty 31450.721768 = -44268006.538284 nChanged 43 SP:Iteration 66Q (1318.185840 sec): 3 clusters Score: Raw -44299464.801199 + Penalty 31450.721768 = -44268014.079431 nChanged 51 SP:Iteration 67Q (1318.713805 sec): 3 clusters Score: Raw -44299472.411231 + Penalty 31450.721768 = -44268021.689463 nChanged 40 SP:Iteration 68Q (1319.239794 sec): 3 clusters Score: Raw -44299478.256935 + Penalty 31450.721768 = -44268027.535167 nChanged 33 SP:Iteration 69Q (1319.773278 sec): 3 clusters Score: Raw -44299483.194116 + Penalty 31450.721768 = -44268032.472348 nChanged 38 SP:Iteration 70Q (1320.294564 sec): 3 clusters Score: Raw -44299488.852910 + Penalty 31450.721768 = -44268038.131142 nChanged 25 SP:Iteration 71Q (1320.797505 sec): 3 clusters Score: Raw -44299492.574354 + Penalty 31450.721768 = -44268041.852585 nChanged 15 SP:Iteration 72Q (1321.333220 sec): 3 clusters Score: Raw -44299495.031610 + Penalty 31450.721768 = -44268044.309842 nChanged 10 SP:Iteration 73Q (1321.827303 sec): 3 clusters Score: Raw -44299496.481509 + Penalty 31450.721768 = -44268045.759740 nChanged 8 SP:Iteration 74Q (1322.339543 sec): 3 clusters Score: Raw -44299497.551444 + Penalty 31450.721768 = -44268046.829675 nChanged 8 SP:Iteration 75Q (1322.843700 sec): 3 clusters Score: Raw -44299498.580308 + Penalty 31450.721768 = -44268047.858540 nChanged 11 SP:Iteration 76Q (1323.365003 sec): 3 clusters Score: Raw -44299500.248988 + Penalty 31450.721768 = -44268049.527220 nChanged 16 SP:Iteration 77Q (1323.857686 sec): 3 clusters Score: Raw -44299502.780293 + Penalty 31450.721768 = -44268052.058524 nChanged 14 SP:Iteration 78Q (1324.329010 sec): 3 clusters Score: Raw -44299505.278701 + Penalty 31450.721768 = -44268054.556932 nChanged 13 SP:Iteration 79Q (1324.800292 sec): 3 clusters Score: Raw -44299507.208755 + Penalty 31450.721768 = -44268056.486987 nChanged 13 SP:Iteration 80F (1325.340512 sec): 3 clusters Score: Raw -44299508.949204 + Penalty 31450.721768 = -44268058.227435 nChanged 12 SP:Iteration 81Q (1325.855474 sec): 3 clusters Score: Raw -44299510.411080 + Penalty 31450.721768 = -44268059.689312 nChanged 8 SP:Iteration 82Q (1326.306514 sec): 3 clusters Score: Raw -44299511.606907 + Penalty 31450.721768 = -44268060.885138 nChanged 12 SP:Iteration 83Q (1326.765465 sec): 3 clusters Score: Raw -44299513.063656 + Penalty 31450.721768 = -44268062.341888 nChanged 13 SP:Iteration 84Q (1327.221615 sec): 3 clusters Score: Raw -44299515.177934 + Penalty 31450.721768 = -44268064.456165 nChanged 18 SP:Iteration 85Q (1327.670805 sec): 3 clusters Score: Raw -44299517.714494 + Penalty 31450.721768 = -44268066.992725 nChanged 17 SP:Iteration 86Q (1328.137915 sec): 3 clusters Score: Raw -44299520.264598 + Penalty 31450.721768 = -44268069.542830 nChanged 19 SP:Iteration 87Q (1328.590104 sec): 3 clusters Score: Raw -44299523.043346 + Penalty 31450.721768 = -44268072.321578 nChanged 19 SP:Iteration 88Q (1329.041629 sec): 3 clusters Score: Raw -44299525.980153 + Penalty 31450.721768 = -44268075.258385 nChanged 15 SP:Iteration 89Q (1329.492844 sec): 3 clusters Score: Raw -44299528.183681 + Penalty 31450.721768 = -44268077.461913 nChanged 20 SP:Iteration 90Q (1329.952247 sec): 3 clusters Score: Raw -44299531.510959 + Penalty 31450.721768 = -44268080.789190 nChanged 20 SP:Iteration 91Q (1330.407176 sec): 3 clusters Score: Raw -44299534.869255 + Penalty 31450.721768 = -44268084.147486 nChanged 23 SP:Iteration 92Q (1330.868172 sec): 3 clusters Score: Raw -44299538.173859 + Penalty 31450.721768 = -44268087.452090 nChanged 24 SP:Iteration 93Q (1331.324902 sec): 3 clusters Score: Raw -44299541.765975 + Penalty 31450.721768 = -44268091.044207 nChanged 13 SP:Iteration 94Q (1331.777961 sec): 3 clusters Score: Raw -44299543.704263 + Penalty 31450.721768 = -44268092.982494 nChanged 15 SP:Iteration 95Q (1332.233587 sec): 3 clusters Score: Raw -44299545.545916 + Penalty 31450.721768 = -44268094.824148 nChanged 10 SP:Iteration 96Q (1332.722899 sec): 3 clusters Score: Raw -44299547.168934 + Penalty 31450.721768 = -44268096.447166 nChanged 20 SP:Iteration 97Q (1333.217620 sec): 3 clusters Score: Raw -44299549.989193 + Penalty 31450.721768 = -44268099.267425 nChanged 16 SP:Iteration 98Q (1333.752328 sec): 3 clusters Score: Raw -44299552.194395 + Penalty 31450.721768 = -44268101.472626 nChanged 17 SP:Iteration 99Q (1334.256245 sec): 3 clusters Score: Raw -44299554.685941 + Penalty 31450.721768 = -44268103.964173 nChanged 31 SP:Iteration 100F (1334.844158 sec): 3 clusters Score: Raw -44299559.805355 + Penalty 31450.721768 = -44268109.083587 nChanged 31 SP:Iteration 101Q (1335.362043 sec): 3 clusters Score: Raw -44299564.175980 + Penalty 31450.721768 = -44268113.454212 nChanged 31 SP:Iteration 102Q (1335.866465 sec): 3 clusters Score: Raw -44299568.210345 + Penalty 31450.721768 = -44268117.488577 nChanged 27 SP:Iteration 103Q (1336.368816 sec): 3 clusters Score: Raw -44299571.652807 + Penalty 31450.721768 = -44268120.931038 nChanged 18 SP:Iteration 104Q (1336.909632 sec): 3 clusters Score: Raw -44299574.347439 + Penalty 31450.721768 = -44268123.625670 nChanged 19 SP:Iteration 105Q (1337.418040 sec): 3 clusters Score: Raw -44299577.613139 + Penalty 31450.721768 = -44268126.891370 nChanged 26 SP:Iteration 106Q (1337.926813 sec): 3 clusters Score: Raw -44299581.449730 + Penalty 31450.721768 = -44268130.727961 nChanged 30 SP:Iteration 107Q (1338.423789 sec): 3 clusters Score: Raw -44299586.024010 + Penalty 31450.721768 = -44268135.302242 nChanged 26 SP:Iteration 108Q (1338.948973 sec): 3 clusters Score: Raw -44299589.749184 + Penalty 31450.721768 = -44268139.027416 nChanged 25 SP:Iteration 109Q (1339.439184 sec): 3 clusters Score: Raw -44299593.477001 + Penalty 31450.721768 = -44268142.755232 nChanged 27 SP:Iteration 110Q (1339.928249 sec): 3 clusters Score: Raw -44299597.615259 + Penalty 31450.721768 = -44268146.893490 nChanged 22 SP:Iteration 111Q (1340.436810 sec): 3 clusters Score: Raw -44299600.721689 + Penalty 31450.721768 = -44268149.999921 nChanged 19 SP:Iteration 112Q (1340.949787 sec): 3 clusters Score: Raw -44299603.471589 + Penalty 31450.721768 = -44268152.749820 nChanged 23 SP:Iteration 113Q (1341.458441 sec): 3 clusters Score: Raw -44299606.988947 + Penalty 31450.721768 = -44268156.267178 nChanged 25 SP:Iteration 114Q (1341.966501 sec): 3 clusters Score: Raw -44299611.381342 + Penalty 31450.721768 = -44268160.659573 nChanged 32 SP:Iteration 115Q (1342.463536 sec): 3 clusters Score: Raw -44299617.039336 + Penalty 31450.721768 = -44268166.317567 nChanged 38 SP:Iteration 116Q (1342.974057 sec): 3 clusters Score: Raw -44299623.038681 + Penalty 31450.721768 = -44268172.316912 nChanged 49 SP:Iteration 117Q (1343.480602 sec): 3 clusters Score: Raw -44299630.491808 + Penalty 31450.721768 = -44268179.770040 nChanged 37 SP:Iteration 118Q (1344.043800 sec): 3 clusters Score: Raw -44299635.881830 + Penalty 31450.721768 = -44268185.160061 nChanged 33 SP:Iteration 119Q (1344.584272 sec): 3 clusters Score: Raw -44299641.282419 + Penalty 31450.721768 = -44268190.560651 nChanged 39 SP:Iteration 120F (1345.163052 sec): 3 clusters Score: Raw -44299647.759009 + Penalty 31450.721768 = -44268197.037240 nChanged 32 SP:Iteration 121Q (1345.656016 sec): 3 clusters Score: Raw -44299652.241010 + Penalty 31450.721768 = -44268201.519241 nChanged 28 SP:Iteration 122Q (1346.171151 sec): 3 clusters Score: Raw -44299656.468372 + Penalty 31450.721768 = -44268205.746604 nChanged 35 SP:Iteration 123Q (1346.676554 sec): 3 clusters Score: Raw -44299662.333275 + Penalty 31450.721768 = -44268211.611507 nChanged 34 SP:Iteration 124Q (1347.176589 sec): 3 clusters Score: Raw -44299668.159903 + Penalty 31450.721768 = -44268217.438134 nChanged 33 SP:Iteration 125Q (1347.684910 sec): 3 clusters Score: Raw -44299673.626845 + Penalty 31450.721768 = -44268222.905076 nChanged 28 SP:Iteration 126Q (1348.191924 sec): 3 clusters Score: Raw -44299677.367459 + Penalty 31450.721768 = -44268226.645691 nChanged 24 SP:Iteration 127Q (1348.642942 sec): 3 clusters Score: Raw -44299681.331321 + Penalty 31450.721768 = -44268230.609552 nChanged 22 SP:Iteration 128Q (1349.107722 sec): 3 clusters Score: Raw -44299684.807209 + Penalty 31450.721768 = -44268234.085440 nChanged 21 SP:Iteration 129Q (1349.596628 sec): 3 clusters Score: Raw -44299687.727079 + Penalty 31450.721768 = -44268237.005311 nChanged 14 SP:Iteration 130Q (1350.058712 sec): 3 clusters Score: Raw -44299689.771040 + Penalty 31450.721768 = -44268239.049271 nChanged 12 SP:Iteration 131Q (1350.574595 sec): 3 clusters Score: Raw -44299691.604592 + Penalty 31450.721768 = -44268240.882824 nChanged 15 SP:Iteration 132Q (1351.101681 sec): 3 clusters Score: Raw -44299693.766456 + Penalty 31450.721768 = -44268243.044687 nChanged 21 SP:Iteration 133Q (1351.626464 sec): 3 clusters Score: Raw -44299697.050133 + Penalty 31450.721768 = -44268246.328365 nChanged 22 SP:Iteration 134Q (1352.147966 sec): 3 clusters Score: Raw -44299700.235604 + Penalty 31450.721768 = -44268249.513835 nChanged 17 SP:Iteration 135Q (1352.670772 sec): 3 clusters Score: Raw -44299702.869433 + Penalty 31450.721768 = -44268252.147665 nChanged 14 SP:Iteration 136Q (1353.196077 sec): 3 clusters Score: Raw -44299705.101104 + Penalty 31450.721768 = -44268254.379336 nChanged 16 SP:Iteration 137Q (1353.703203 sec): 3 clusters Score: Raw -44299707.662898 + Penalty 31450.721768 = -44268256.941130 nChanged 14 SP:Iteration 138Q (1354.152337 sec): 3 clusters Score: Raw -44299709.568730 + Penalty 31450.721768 = -44268258.846962 nChanged 15 SP:Iteration 139Q (1354.628258 sec): 3 clusters Score: Raw -44299712.071546 + Penalty 31450.721768 = -44268261.349778 nChanged 16 SP:Iteration 140F (1355.233903 sec): 3 clusters Score: Raw -44299714.903346 + Penalty 31450.721768 = -44268264.181578 nChanged 30 SP:Iteration 141Q (1355.676105 sec): 3 clusters Score: Raw -44299720.430365 + Penalty 31450.721768 = -44268269.708597 nChanged 32 SP:Iteration 142Q (1356.131201 sec): 3 clusters Score: Raw -44299725.898366 + Penalty 31450.721768 = -44268275.176598 nChanged 24 SP:Iteration 143Q (1356.580081 sec): 3 clusters Score: Raw -44299730.232851 + Penalty 31450.721768 = -44268279.511082 nChanged 22 SP:Iteration 144Q (1357.024288 sec): 3 clusters Score: Raw -44299733.817200 + Penalty 31450.721768 = -44268283.095432 nChanged 28 SP:Iteration 145Q (1357.524658 sec): 3 clusters Score: Raw -44299739.111968 + Penalty 31450.721768 = -44268288.390199 nChanged 36 SP:Iteration 146Q (1358.047742 sec): 3 clusters Score: Raw -44299746.011608 + Penalty 31450.721768 = -44268295.289840 nChanged 45 SP:Iteration 147Q (1358.570194 sec): 3 clusters Score: Raw -44299753.866602 + Penalty 31450.721768 = -44268303.144834 nChanged 46 SP:Iteration 148Q (1359.089786 sec): 3 clusters Score: Raw -44299760.970332 + Penalty 31450.721768 = -44268310.248563 nChanged 43 SP:Iteration 149Q (1359.608517 sec): 3 clusters Score: Raw -44299768.172685 + Penalty 31450.721768 = -44268317.450917 nChanged 40 SP:Iteration 150Q (1360.066400 sec): 3 clusters Score: Raw -44299775.496727 + Penalty 31450.721768 = -44268324.774959 nChanged 47 SP:Iteration 151Q (1360.516891 sec): 3 clusters Score: Raw -44299784.029522 + Penalty 31450.721768 = -44268333.307753 nChanged 39 SP:Iteration 152Q (1361.015123 sec): 3 clusters Score: Raw -44299790.865436 + Penalty 31450.721768 = -44268340.143667 nChanged 40 SP:Iteration 153Q (1361.527599 sec): 3 clusters Score: Raw -44299798.263199 + Penalty 31450.721768 = -44268347.541431 nChanged 46 SP:Iteration 154Q (1362.032462 sec): 3 clusters Score: Raw -44299805.531220 + Penalty 31450.721768 = -44268354.809452 nChanged 46 SP:Iteration 155Q (1362.476178 sec): 3 clusters Score: Raw -44299814.063522 + Penalty 31450.721768 = -44268363.341754 nChanged 40 SP:Iteration 156Q (1362.945739 sec): 3 clusters Score: Raw -44299821.031815 + Penalty 31450.721768 = -44268370.310047 nChanged 39 SP:Iteration 157Q (1363.440909 sec): 3 clusters Score: Raw -44299828.185834 + Penalty 31450.721768 = -44268377.464066 nChanged 31 SP:Iteration 158Q (1363.949169 sec): 3 clusters Score: Raw -44299833.588518 + Penalty 31450.721768 = -44268382.866750 nChanged 31 SP:Iteration 159Q (1364.382611 sec): 3 clusters Score: Raw -44299838.690407 + Penalty 31450.721768 = -44268387.968639 nChanged 41 SP:Iteration 160F (1364.909541 sec): 3 clusters Score: Raw -44299846.638481 + Penalty 31450.721768 = -44268395.916713 nChanged 49 SP:Iteration 161Q (1365.371832 sec): 3 clusters Score: Raw -44299856.419934 + Penalty 31450.721768 = -44268405.698165 nChanged 41 SP:Iteration 162Q (1365.822164 sec): 3 clusters Score: Raw -44299864.698719 + Penalty 31450.721768 = -44268413.976950 nChanged 50 SP:Iteration 163Q (1366.274300 sec): 3 clusters Score: Raw -44299876.438312 + Penalty 31450.721768 = -44268425.716543 nChanged 58 SP:Iteration 164Q (1366.741712 sec): 3 clusters Score: Raw -44299888.642853 + Penalty 31450.721768 = -44268437.921085 nChanged 60 SP:Iteration 165Q (1367.210498 sec): 3 clusters Score: Raw -44299900.608420 + Penalty 31450.721768 = -44268449.886652 nChanged 63 SP:Iteration 166Q (1367.720767 sec): 3 clusters Score: Raw -44299914.643536 + Penalty 31450.721768 = -44268463.921768 nChanged 81 SP:Iteration 167Q (1368.241126 sec): 3 clusters Score: Raw -44299932.582920 + Penalty 31450.721768 = -44268481.861152 nChanged 83 SP:Iteration 168Q (1368.799224 sec): 3 clusters Score: Raw -44299954.178184 + Penalty 31450.721768 = -44268503.456416 nChanged 99 SP:Iteration 169Q (1369.346833 sec): 3 clusters Score: Raw -44299977.557748 + Penalty 31450.721768 = -44268526.835980 nChanged 82 SP:Iteration 170Q (1369.884610 sec): 3 clusters Score: Raw -44299998.646914 + Penalty 31450.721768 = -44268547.925146 nChanged 74 SP:Iteration 171Q (1370.416932 sec): 3 clusters Score: Raw -44300014.578281 + Penalty 31450.721768 = -44268563.856512 nChanged 80 SP:Iteration 172Q (1370.895497 sec): 3 clusters Score: Raw -44300030.861198 + Penalty 31450.721768 = -44268580.139429 nChanged 63 SP:Iteration 173Q (1371.378899 sec): 3 clusters Score: Raw -44300042.301834 + Penalty 31450.721768 = -44268591.580065 nChanged 56 SP:Iteration 174Q (1371.925526 sec): 3 clusters Score: Raw -44300053.532514 + Penalty 31450.721768 = -44268602.810746 nChanged 48 SP:Iteration 175Q (1372.450208 sec): 3 clusters Score: Raw -44300061.380000 + Penalty 31450.721768 = -44268610.658232 nChanged 39 SP:Iteration 176Q (1372.937585 sec): 3 clusters Score: Raw -44300068.983873 + Penalty 31450.721768 = -44268618.262105 nChanged 33 SP:Iteration 177Q (1373.418872 sec): 3 clusters Score: Raw -44300074.378358 + Penalty 31450.721768 = -44268623.656589 nChanged 21 SP:Iteration 178Q (1373.889066 sec): 3 clusters Score: Raw -44300077.918409 + Penalty 31450.721768 = -44268627.196640 nChanged 19 SP:Iteration 179Q (1374.380401 sec): 3 clusters Score: Raw -44300081.472319 + Penalty 31450.721768 = -44268630.750551 nChanged 26 SP:Iteration 180F (1374.986153 sec): 3 clusters Score: Raw -44300085.512799 + Penalty 31450.721768 = -44268634.791031 nChanged 20 SP:Iteration 181Q (1375.544254 sec): 3 clusters Score: Raw -44300089.341574 + Penalty 31450.721768 = -44268638.619806 nChanged 32 SP:Iteration 182Q (1376.092530 sec): 3 clusters Score: Raw -44300095.299316 + Penalty 31450.721768 = -44268644.577548 nChanged 27 SP:Iteration 183Q (1376.632607 sec): 3 clusters Score: Raw -44300100.101170 + Penalty 31450.721768 = -44268649.379402 nChanged 25 SP:Iteration 184Q (1377.149326 sec): 3 clusters Score: Raw -44300104.919578 + Penalty 31450.721768 = -44268654.197809 nChanged 25 SP:Iteration 185Q (1377.655341 sec): 3 clusters Score: Raw -44300108.932487 + Penalty 31450.721768 = -44268658.210719 nChanged 23 SP:Iteration 186Q (1378.172607 sec): 3 clusters Score: Raw -44300112.567647 + Penalty 31450.721768 = -44268661.845879 nChanged 15 SP:Iteration 187Q (1378.638218 sec): 3 clusters Score: Raw -44300114.882272 + Penalty 31450.721768 = -44268664.160504 nChanged 12 SP:Iteration 188Q (1379.094484 sec): 3 clusters Score: Raw -44300116.901932 + Penalty 31450.721768 = -44268666.180164 nChanged 15 SP:Iteration 189Q (1379.551947 sec): 3 clusters Score: Raw -44300119.593757 + Penalty 31450.721768 = -44268668.871989 nChanged 9 SP:Iteration 190Q (1380.071729 sec): 3 clusters Score: Raw -44300121.078042 + Penalty 31450.721768 = -44268670.356273 nChanged 9 SP:Iteration 191Q (1380.591921 sec): 3 clusters Score: Raw -44300122.315050 + Penalty 31450.721768 = -44268671.593281 nChanged 10 SP:Iteration 192Q (1381.124439 sec): 3 clusters Score: Raw -44300123.562169 + Penalty 31450.721768 = -44268672.840400 nChanged 8 SP:Iteration 193Q (1381.655254 sec): 3 clusters Score: Raw -44300125.323368 + Penalty 31450.721768 = -44268674.601600 nChanged 10 SP:Iteration 194Q (1382.140646 sec): 3 clusters Score: Raw -44300126.819971 + Penalty 31450.721768 = -44268676.098203 nChanged 8 SP:Iteration 195Q (1382.633213 sec): 3 clusters Score: Raw -44300128.051262 + Penalty 31450.721768 = -44268677.329494 nChanged 8 SP:Iteration 196Q (1383.089701 sec): 3 clusters Score: Raw -44300129.219379 + Penalty 31450.721768 = -44268678.497611 nChanged 4 SP:Iteration 197Q (1383.586820 sec): 3 clusters Score: Raw -44300129.811318 + Penalty 31450.721768 = -44268679.089549 nChanged 4 SP:Iteration 198Q (1384.089466 sec): 3 clusters Score: Raw -44300130.309410 + Penalty 31450.721768 = -44268679.587641 nChanged 3 SP:Iteration 199Q (1384.534754 sec): 3 clusters Score: Raw -44300130.645843 + Penalty 31450.721768 = -44268679.924075 nChanged 2 SP:Iteration 200F (1385.074806 sec): 3 clusters Score: Raw -44300130.926172 + Penalty 31450.721768 = -44268680.204403 nChanged 1 SP:Iteration 201Q (1385.517947 sec): 3 clusters Score: Raw -44300131.074637 + Penalty 31450.721768 = -44268680.352869 nChanged 2 SP:Iteration 202Q (1385.963865 sec): 3 clusters Score: Raw -44300131.290645 + Penalty 31450.721768 = -44268680.568877 nChanged 3 SP:Iteration 203Q (1386.424868 sec): 3 clusters Score: Raw -44300131.671024 + Penalty 31450.721768 = -44268680.949256 nChanged 2 SP:Iteration 204Q (1386.903951 sec): 3 clusters Score: Raw -44300132.100618 + Penalty 31450.721768 = -44268681.378850 nChanged 2 SP:Iteration 205Q (1387.372085 sec): 3 clusters Score: Raw -44300132.419359 + Penalty 31450.721768 = -44268681.697591 nChanged 4 SP:Iteration 206Q (1387.834023 sec): 3 clusters Score: Raw -44300133.345949 + Penalty 31450.721768 = -44268682.624180 nChanged 10 SP:Iteration 207Q (1388.304888 sec): 3 clusters Score: Raw -44300134.824732 + Penalty 31450.721768 = -44268684.102963 nChanged 6 SP:Iteration 208Q (1388.810141 sec): 3 clusters Score: Raw -44300135.909527 + Penalty 31450.721768 = -44268685.187759 nChanged 9 SP:Iteration 209Q (1389.332046 sec): 3 clusters Score: Raw -44300137.495593 + Penalty 31450.721768 = -44268686.773824 nChanged 9 SP:Iteration 210Q (1389.857038 sec): 3 clusters Score: Raw -44300138.743639 + Penalty 31450.721768 = -44268688.021870 nChanged 4 SP:Iteration 211Q (1390.366814 sec): 3 clusters Score: Raw -44300139.456125 + Penalty 31450.721768 = -44268688.734356 nChanged 3 SP:Iteration 212Q (1390.872240 sec): 3 clusters Score: Raw -44300139.854481 + Penalty 31450.721768 = -44268689.132712 nChanged 3 SP:Iteration 213Q (1391.411947 sec): 3 clusters Score: Raw -44300140.469347 + Penalty 31450.721768 = -44268689.747578 nChanged 1 SP:Iteration 214Q (1391.932004 sec): 3 clusters Score: Raw -44300140.568313 + Penalty 31450.721768 = -44268689.846544 nChanged 1 SP:Iteration 215Q (1392.452433 sec): 3 clusters Score: Raw -44300140.649934 + Penalty 31450.721768 = -44268689.928165 nChanged 0 SP:Iteration 216F (1393.074922 sec): 3 clusters Score: Raw -44300140.649934 + Penalty 31450.721768 = -44268689.928165 nChanged 0 Iteration 179Q (1396.037305 sec): 13 clusters Score: Raw -124193325.884416 + Penalty 205658.646485 = -123987667.237931 nChanged 12 Iteration 180F (1403.612499 sec): 13 clusters Score: Raw -124193327.381823 + Penalty 205658.646485 = -123987668.735338 nChanged 11 Iteration 181Q (1406.458536 sec): 13 clusters Score: Raw -124193328.765736 + Penalty 205658.646485 = -123987670.119250 nChanged 7 Iteration 182Q (1409.104652 sec): 13 clusters Score: Raw -124193329.347176 + Penalty 205658.646485 = -123987670.700690 nChanged 9 Iteration 183Q (1411.675586 sec): 13 clusters Score: Raw -124193330.231679 + Penalty 205658.646485 = -123987671.585194 nChanged 8 Iteration 184Q (1414.552445 sec): 13 clusters Score: Raw -124193331.034040 + Penalty 205658.646485 = -123987672.387555 nChanged 12 Iteration 185Q (1417.128005 sec): 13 clusters Score: Raw -124193332.476096 + Penalty 205658.646485 = -123987673.829611 nChanged 12 Iteration 186Q (1419.608124 sec): 13 clusters Score: Raw -124193333.513689 + Penalty 205658.646485 = -123987674.867204 nChanged 10 Iteration 187Q (1422.117192 sec): 13 clusters Score: Raw -124193334.435303 + Penalty 205658.646485 = -123987675.788817 nChanged 8 Iteration 188Q (1424.616253 sec): 13 clusters Score: Raw -124193335.280407 + Penalty 205658.646485 = -123987676.633922 nChanged 5 Iteration 189Q (1427.115642 sec): 13 clusters Score: Raw -124193335.947469 + Penalty 205658.646485 = -123987677.300984 nChanged 6 Iteration 190Q (1429.667892 sec): 13 clusters Score: Raw -124193336.752777 + Penalty 205658.646485 = -123987678.106292 nChanged 7 Iteration 191Q (1432.244487 sec): 13 clusters Score: Raw -124193337.444089 + Penalty 205658.646485 = -123987678.797604 nChanged 3 Iteration 192Q (1435.309494 sec): 13 clusters Score: Raw -124193338.207005 + Penalty 205658.646485 = -123987679.560520 nChanged 0 Iteration 193F (1442.575334 sec): 13 clusters Score: Raw -124193338.207005 + Penalty 205658.646485 = -123987679.560520 nChanged 0 Compute initial score before splitting: Score: Raw -124193338.207005 + Penalty 205658.646485 = -123987679.560520 Trying to split cluster 1 (5139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1442.716492 sec): 2 clusters Score: Raw -1916866.265068 + Penalty 11539.500919 = -1905326.764149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1442.770367 sec): 3 clusters Score: Raw -1915778.335816 + Penalty 23079.001839 = -1892699.333978 nChanged 1289 SP:Iteration 1F (1442.829681 sec): 3 clusters Score: Raw -1917594.406113 + Penalty 23079.001839 = -1894515.404274 nChanged 444 SP:Iteration 2F (1442.899006 sec): 3 clusters Score: Raw -1918806.426645 + Penalty 23079.001839 = -1895727.424807 nChanged 385 SP:Iteration 3F (1442.947546 sec): 3 clusters Score: Raw -1920288.361868 + Penalty 23079.001839 = -1897209.360029 nChanged 429 SP:Iteration 4F (1443.016163 sec): 3 clusters Score: Raw -1922204.349471 + Penalty 23079.001839 = -1899125.347633 nChanged 448 SP:Iteration 5F (1443.072019 sec): 3 clusters Score: Raw -1924195.034451 + Penalty 23079.001839 = -1901116.032612 nChanged 398 SP:Iteration 6F (1443.127307 sec): 3 clusters Score: Raw -1925407.447242 + Penalty 23079.001839 = -1902328.445403 nChanged 313 SP:Iteration 7F (1443.189049 sec): 3 clusters Score: Raw -1926358.467894 + Penalty 23079.001839 = -1903279.466056 nChanged 229 SP:Iteration 8Q (1443.241097 sec): 3 clusters Score: Raw -1926952.717802 + Penalty 23079.001839 = -1903873.715964 nChanged 157 SP:Iteration 9Q (1443.297699 sec): 3 clusters Score: Raw -1927320.870806 + Penalty 23079.001839 = -1904241.868968 nChanged 91 SP:Iteration 10Q (1443.354028 sec): 3 clusters Score: Raw -1927496.555903 + Penalty 23079.001839 = -1904417.554064 nChanged 59 SP:Iteration 11Q (1443.425533 sec): 3 clusters Score: Raw -1927585.615999 + Penalty 23079.001839 = -1904506.614161 nChanged 31 SP:Iteration 12Q (1443.474300 sec): 3 clusters Score: Raw -1927635.939330 + Penalty 23079.001839 = -1904556.937491 nChanged 19 SP:Iteration 13Q (1443.523955 sec): 3 clusters Score: Raw -1927664.459422 + Penalty 23079.001839 = -1904585.457583 nChanged 7 SP:Iteration 14Q (1443.579322 sec): 3 clusters Score: Raw -1927674.787313 + Penalty 23079.001839 = -1904595.785474 nChanged 3 SP:Iteration 15Q (1443.635304 sec): 3 clusters Score: Raw -1927680.119095 + Penalty 23079.001839 = -1904601.117257 nChanged 3 SP:Iteration 16Q (1443.678182 sec): 3 clusters Score: Raw -1927684.261173 + Penalty 23079.001839 = -1904605.259335 nChanged 2 SP:Iteration 17Q (1443.734662 sec): 3 clusters Score: Raw -1927686.619410 + Penalty 23079.001839 = -1904607.617572 nChanged 1 SP:Iteration 18Q (1443.799945 sec): 3 clusters Score: Raw -1927688.029942 + Penalty 23079.001839 = -1904609.028103 nChanged 1 SP:Iteration 19Q (1443.864377 sec): 3 clusters Score: Raw -1927688.797828 + Penalty 23079.001839 = -1904609.795990 nChanged 0 SP:Iteration 20F (1443.933745 sec): 3 clusters Score: Raw -1927688.797828 + Penalty 23079.001839 = -1904609.795990 nChanged 0 Trying to split cluster 2 (79874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1444.257879 sec): 2 clusters Score: Raw -30970272.884647 + Penalty 15244.721760 = -30955028.162887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.696951 sec): 3 clusters Score: Raw -30925310.349508 + Penalty 30489.443520 = -30894820.905987 nChanged 34236 SP:Iteration 1F (1445.109505 sec): 3 clusters Score: Raw -30943511.023523 + Penalty 30489.443520 = -30913021.580002 nChanged 4705 SP:Iteration 2F (1445.489314 sec): 3 clusters Score: Raw -30945426.408006 + Penalty 30489.443520 = -30914936.964486 nChanged 3841 SP:Iteration 3Q (1445.886788 sec): 3 clusters Score: Raw -30947019.101137 + Penalty 30489.443520 = -30916529.657617 nChanged 3387 SP:Iteration 4Q (1446.335899 sec): 3 clusters Score: Raw -30948625.713783 + Penalty 30489.443520 = -30918136.270263 nChanged 3673 SP:Iteration 5Q (1446.783957 sec): 3 clusters Score: Raw -30950842.056587 + Penalty 30489.443520 = -30920352.613067 nChanged 4278 SP:Iteration 6F (1447.207650 sec): 3 clusters Score: Raw -30954189.292711 + Penalty 30489.443520 = -30923699.849190 nChanged 5065 SP:Iteration 7F (1447.595789 sec): 3 clusters Score: Raw -30958821.457475 + Penalty 30489.443520 = -30928332.013955 nChanged 5715 SP:Iteration 8F (1448.000961 sec): 3 clusters Score: Raw -30964520.990572 + Penalty 30489.443520 = -30934031.547051 nChanged 5544 SP:Iteration 9F (1448.389743 sec): 3 clusters Score: Raw -30969636.830794 + Penalty 30489.443520 = -30939147.387274 nChanged 4776 SP:Iteration 10F (1448.781252 sec): 3 clusters Score: Raw -30973092.415978 + Penalty 30489.443520 = -30942602.972458 nChanged 3463 SP:Iteration 11Q (1449.163150 sec): 3 clusters Score: Raw -30974848.197186 + Penalty 30489.443520 = -30944358.753666 nChanged 2334 SP:Iteration 12Q (1449.566655 sec): 3 clusters Score: Raw -30975746.063812 + Penalty 30489.443520 = -30945256.620292 nChanged 1494 SP:Iteration 13Q (1450.016764 sec): 3 clusters Score: Raw -30976165.985109 + Penalty 30489.443520 = -30945676.541589 nChanged 981 SP:Iteration 14Q (1450.457342 sec): 3 clusters Score: Raw -30976384.574329 + Penalty 30489.443520 = -30945895.130809 nChanged 709 SP:Iteration 15Q (1450.842789 sec): 3 clusters Score: Raw -30976528.471318 + Penalty 30489.443520 = -30946039.027797 nChanged 533 SP:Iteration 16Q (1451.252016 sec): 3 clusters Score: Raw -30976623.941037 + Penalty 30489.443520 = -30946134.497517 nChanged 437 SP:Iteration 17Q (1451.669056 sec): 3 clusters Score: Raw -30976695.945622 + Penalty 30489.443520 = -30946206.502101 nChanged 344 SP:Iteration 18Q (1452.042327 sec): 3 clusters Score: Raw -30976744.102932 + Penalty 30489.443520 = -30946254.659412 nChanged 256 SP:Iteration 19Q (1452.427117 sec): 3 clusters Score: Raw -30976775.358177 + Penalty 30489.443520 = -30946285.914657 nChanged 193 SP:Iteration 20F (1452.828149 sec): 3 clusters Score: Raw -30976797.258307 + Penalty 30489.443520 = -30946307.814787 nChanged 150 SP:Iteration 21Q (1453.264929 sec): 3 clusters Score: Raw -30976814.211915 + Penalty 30489.443520 = -30946324.768395 nChanged 148 SP:Iteration 22Q (1453.697273 sec): 3 clusters Score: Raw -30976829.984865 + Penalty 30489.443520 = -30946340.541345 nChanged 109 SP:Iteration 23Q (1454.107268 sec): 3 clusters Score: Raw -30976841.133970 + Penalty 30489.443520 = -30946351.690450 nChanged 98 SP:Iteration 24Q (1454.540737 sec): 3 clusters Score: Raw -30976851.299218 + Penalty 30489.443520 = -30946361.855698 nChanged 95 SP:Iteration 25Q (1454.972658 sec): 3 clusters Score: Raw -30976861.245410 + Penalty 30489.443520 = -30946371.801890 nChanged 95 SP:Iteration 26Q (1455.396428 sec): 3 clusters Score: Raw -30976870.685586 + Penalty 30489.443520 = -30946381.242066 nChanged 79 SP:Iteration 27Q (1455.830108 sec): 3 clusters Score: Raw -30976878.101445 + Penalty 30489.443520 = -30946388.657924 nChanged 57 SP:Iteration 28Q (1456.234772 sec): 3 clusters Score: Raw -30976883.084652 + Penalty 30489.443520 = -30946393.641131 nChanged 49 SP:Iteration 29Q (1456.641958 sec): 3 clusters Score: Raw -30976887.643197 + Penalty 30489.443520 = -30946398.199677 nChanged 42 SP:Iteration 30Q (1457.064904 sec): 3 clusters Score: Raw -30976891.652334 + Penalty 30489.443520 = -30946402.208814 nChanged 52 SP:Iteration 31Q (1457.500272 sec): 3 clusters Score: Raw -30976896.343068 + Penalty 30489.443520 = -30946406.899548 nChanged 38 SP:Iteration 32Q (1457.914428 sec): 3 clusters Score: Raw -30976899.628982 + Penalty 30489.443520 = -30946410.185461 nChanged 27 SP:Iteration 33Q (1458.292933 sec): 3 clusters Score: Raw -30976901.773246 + Penalty 30489.443520 = -30946412.329726 nChanged 36 SP:Iteration 34Q (1458.675766 sec): 3 clusters Score: Raw -30976904.786275 + Penalty 30489.443520 = -30946415.342755 nChanged 31 SP:Iteration 35Q (1459.047209 sec): 3 clusters Score: Raw -30976907.768927 + Penalty 30489.443520 = -30946418.325407 nChanged 36 SP:Iteration 36Q (1459.436034 sec): 3 clusters Score: Raw -30976911.060757 + Penalty 30489.443520 = -30946421.617237 nChanged 37 SP:Iteration 37Q (1459.858378 sec): 3 clusters Score: Raw -30976914.202186 + Penalty 30489.443520 = -30946424.758665 nChanged 36 SP:Iteration 38Q (1460.277741 sec): 3 clusters Score: Raw -30976917.577329 + Penalty 30489.443520 = -30946428.133809 nChanged 29 SP:Iteration 39Q (1460.659694 sec): 3 clusters Score: Raw -30976920.276790 + Penalty 30489.443520 = -30946430.833270 nChanged 37 SP:Iteration 40F (1461.091607 sec): 3 clusters Score: Raw -30976923.292674 + Penalty 30489.443520 = -30946433.849154 nChanged 33 SP:Iteration 41Q (1461.527826 sec): 3 clusters Score: Raw -30976926.264063 + Penalty 30489.443520 = -30946436.820543 nChanged 33 SP:Iteration 42Q (1461.919244 sec): 3 clusters Score: Raw -30976929.411715 + Penalty 30489.443520 = -30946439.968195 nChanged 23 SP:Iteration 43Q (1462.362975 sec): 3 clusters Score: Raw -30976931.417382 + Penalty 30489.443520 = -30946441.973862 nChanged 24 SP:Iteration 44Q (1462.765454 sec): 3 clusters Score: Raw -30976933.339360 + Penalty 30489.443520 = -30946443.895839 nChanged 15 SP:Iteration 45Q (1463.197970 sec): 3 clusters Score: Raw -30976934.707963 + Penalty 30489.443520 = -30946445.264443 nChanged 14 SP:Iteration 46Q (1463.625640 sec): 3 clusters Score: Raw -30976935.742034 + Penalty 30489.443520 = -30946446.298513 nChanged 10 SP:Iteration 47Q (1464.039657 sec): 3 clusters Score: Raw -30976936.354875 + Penalty 30489.443520 = -30946446.911354 nChanged 4 SP:Iteration 48Q (1464.447158 sec): 3 clusters Score: Raw -30976936.634504 + Penalty 30489.443520 = -30946447.190983 nChanged 6 SP:Iteration 49Q (1464.839049 sec): 3 clusters Score: Raw -30976937.204394 + Penalty 30489.443520 = -30946447.760874 nChanged 8 SP:Iteration 50Q (1465.254166 sec): 3 clusters Score: Raw -30976937.759576 + Penalty 30489.443520 = -30946448.316056 nChanged 9 SP:Iteration 51Q (1465.654655 sec): 3 clusters Score: Raw -30976938.434222 + Penalty 30489.443520 = -30946448.990702 nChanged 6 SP:Iteration 52Q (1466.087279 sec): 3 clusters Score: Raw -30976938.959236 + Penalty 30489.443520 = -30946449.515716 nChanged 3 SP:Iteration 53Q (1466.509677 sec): 3 clusters Score: Raw -30976939.170982 + Penalty 30489.443520 = -30946449.727462 nChanged 2 SP:Iteration 54Q (1466.962880 sec): 3 clusters Score: Raw -30976939.342792 + Penalty 30489.443520 = -30946449.899272 nChanged 2 SP:Iteration 55Q (1467.387706 sec): 3 clusters Score: Raw -30976939.487495 + Penalty 30489.443520 = -30946450.043975 nChanged 3 SP:Iteration 56Q (1467.834086 sec): 3 clusters Score: Raw -30976939.682351 + Penalty 30489.443520 = -30946450.238831 nChanged 4 SP:Iteration 57Q (1468.268092 sec): 3 clusters Score: Raw -30976940.020191 + Penalty 30489.443520 = -30946450.576670 nChanged 3 SP:Iteration 58Q (1468.694599 sec): 3 clusters Score: Raw -30976940.280698 + Penalty 30489.443520 = -30946450.837178 nChanged 2 SP:Iteration 59Q (1469.132641 sec): 3 clusters Score: Raw -30976940.397340 + Penalty 30489.443520 = -30946450.953820 nChanged 0 SP:Iteration 60F (1469.549217 sec): 3 clusters Score: Raw -30976940.397340 + Penalty 30489.443520 = -30946450.953820 nChanged 0 Trying to split cluster 3 (16745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1469.626776 sec): 2 clusters Score: Raw -6312673.736868 + Penalty 13134.767158 = -6299538.969710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1469.744417 sec): 3 clusters Score: Raw -6305439.039195 + Penalty 26269.534315 = -6279169.504880 nChanged 5878 SP:Iteration 1F (1469.862927 sec): 3 clusters Score: Raw -6309065.304076 + Penalty 26269.534315 = -6282795.769761 nChanged 1278 SP:Iteration 2F (1469.973701 sec): 3 clusters Score: Raw -6309924.196107 + Penalty 26269.534315 = -6283654.661792 nChanged 751 SP:Iteration 3Q (1470.096032 sec): 3 clusters Score: Raw -6310402.456798 + Penalty 26269.534315 = -6284132.922483 nChanged 538 SP:Iteration 4Q (1470.219561 sec): 3 clusters Score: Raw -6310734.534939 + Penalty 26269.534315 = -6284465.000624 nChanged 410 SP:Iteration 5Q (1470.334423 sec): 3 clusters Score: Raw -6310980.041562 + Penalty 26269.534315 = -6284710.507247 nChanged 316 SP:Iteration 6Q (1470.462148 sec): 3 clusters Score: Raw -6311174.609694 + Penalty 26269.534315 = -6284905.075379 nChanged 287 SP:Iteration 7Q (1470.598723 sec): 3 clusters Score: Raw -6311343.999840 + Penalty 26269.534315 = -6285074.465525 nChanged 279 SP:Iteration 8Q (1470.728520 sec): 3 clusters Score: Raw -6311514.285899 + Penalty 26269.534315 = -6285244.751584 nChanged 275 SP:Iteration 9Q (1470.856928 sec): 3 clusters Score: Raw -6311670.011732 + Penalty 26269.534315 = -6285400.477417 nChanged 284 SP:Iteration 10Q (1470.988382 sec): 3 clusters Score: Raw -6311848.270391 + Penalty 26269.534315 = -6285578.736076 nChanged 268 SP:Iteration 11Q (1471.107845 sec): 3 clusters Score: Raw -6312011.318831 + Penalty 26269.534315 = -6285741.784516 nChanged 264 SP:Iteration 12Q (1471.236206 sec): 3 clusters Score: Raw -6312172.203036 + Penalty 26269.534315 = -6285902.668721 nChanged 277 SP:Iteration 13Q (1471.353056 sec): 3 clusters Score: Raw -6312346.941563 + Penalty 26269.534315 = -6286077.407248 nChanged 270 SP:Iteration 14Q (1471.469474 sec): 3 clusters Score: Raw -6312514.514675 + Penalty 26269.534315 = -6286244.980360 nChanged 272 SP:Iteration 15Q (1471.586289 sec): 3 clusters Score: Raw -6312680.650831 + Penalty 26269.534315 = -6286411.116516 nChanged 293 SP:Iteration 16Q (1471.701929 sec): 3 clusters Score: Raw -6312873.622491 + Penalty 26269.534315 = -6286604.088176 nChanged 288 SP:Iteration 17Q (1471.819671 sec): 3 clusters Score: Raw -6313070.576302 + Penalty 26269.534315 = -6286801.041987 nChanged 304 SP:Iteration 18Q (1471.940945 sec): 3 clusters Score: Raw -6313303.777039 + Penalty 26269.534315 = -6287034.242724 nChanged 329 SP:Iteration 19Q (1472.055241 sec): 3 clusters Score: Raw -6313547.315963 + Penalty 26269.534315 = -6287277.781648 nChanged 337 SP:Iteration 20F (1472.165468 sec): 3 clusters Score: Raw -6313807.308802 + Penalty 26269.534315 = -6287537.774486 nChanged 350 SP:Iteration 21Q (1472.279190 sec): 3 clusters Score: Raw -6314096.258732 + Penalty 26269.534315 = -6287826.724417 nChanged 380 SP:Iteration 22Q (1472.395480 sec): 3 clusters Score: Raw -6314421.845734 + Penalty 26269.534315 = -6288152.311419 nChanged 382 SP:Iteration 23Q (1472.519630 sec): 3 clusters Score: Raw -6314748.979978 + Penalty 26269.534315 = -6288479.445663 nChanged 385 SP:Iteration 24Q (1472.636913 sec): 3 clusters Score: Raw -6315060.340423 + Penalty 26269.534315 = -6288790.806108 nChanged 387 SP:Iteration 25Q (1472.751515 sec): 3 clusters Score: Raw -6315373.031746 + Penalty 26269.534315 = -6289103.497431 nChanged 396 SP:Iteration 26Q (1472.859128 sec): 3 clusters Score: Raw -6315667.692695 + Penalty 26269.534315 = -6289398.158380 nChanged 334 SP:Iteration 27Q (1472.970366 sec): 3 clusters Score: Raw -6315905.845508 + Penalty 26269.534315 = -6289636.311193 nChanged 306 SP:Iteration 28Q (1473.096024 sec): 3 clusters Score: Raw -6316118.611549 + Penalty 26269.534315 = -6289849.077234 nChanged 243 SP:Iteration 29Q (1473.208762 sec): 3 clusters Score: Raw -6316282.910793 + Penalty 26269.534315 = -6290013.376478 nChanged 198 SP:Iteration 30Q (1473.322092 sec): 3 clusters Score: Raw -6316407.593772 + Penalty 26269.534315 = -6290138.059457 nChanged 167 SP:Iteration 31Q (1473.438830 sec): 3 clusters Score: Raw -6316498.760467 + Penalty 26269.534315 = -6290229.226152 nChanged 132 SP:Iteration 32Q (1473.556130 sec): 3 clusters Score: Raw -6316571.061806 + Penalty 26269.534315 = -6290301.527491 nChanged 109 SP:Iteration 33Q (1473.670640 sec): 3 clusters Score: Raw -6316627.444564 + Penalty 26269.534315 = -6290357.910248 nChanged 94 SP:Iteration 34Q (1473.781930 sec): 3 clusters Score: Raw -6316677.830769 + Penalty 26269.534315 = -6290408.296453 nChanged 86 SP:Iteration 35Q (1473.893769 sec): 3 clusters Score: Raw -6316719.834295 + Penalty 26269.534315 = -6290450.299980 nChanged 73 SP:Iteration 36Q (1474.006637 sec): 3 clusters Score: Raw -6316755.747298 + Penalty 26269.534315 = -6290486.212982 nChanged 62 SP:Iteration 37Q (1474.118800 sec): 3 clusters Score: Raw -6316783.413803 + Penalty 26269.534315 = -6290513.879488 nChanged 47 SP:Iteration 38Q (1474.237593 sec): 3 clusters Score: Raw -6316805.474046 + Penalty 26269.534315 = -6290535.939731 nChanged 41 SP:Iteration 39Q (1474.368363 sec): 3 clusters Score: Raw -6316824.158962 + Penalty 26269.534315 = -6290554.624647 nChanged 44 SP:Iteration 40F (1474.500382 sec): 3 clusters Score: Raw -6316843.680421 + Penalty 26269.534315 = -6290574.146106 nChanged 39 SP:Iteration 41Q (1474.621531 sec): 3 clusters Score: Raw -6316862.469913 + Penalty 26269.534315 = -6290592.935598 nChanged 32 SP:Iteration 42Q (1474.750948 sec): 3 clusters Score: Raw -6316881.786608 + Penalty 26269.534315 = -6290612.252293 nChanged 39 SP:Iteration 43Q (1474.874349 sec): 3 clusters Score: Raw -6316898.977452 + Penalty 26269.534315 = -6290629.443137 nChanged 36 SP:Iteration 44Q (1475.001021 sec): 3 clusters Score: Raw -6316915.846806 + Penalty 26269.534315 = -6290646.312491 nChanged 37 SP:Iteration 45Q (1475.116569 sec): 3 clusters Score: Raw -6316934.202075 + Penalty 26269.534315 = -6290664.667760 nChanged 40 SP:Iteration 46Q (1475.245182 sec): 3 clusters Score: Raw -6316951.455575 + Penalty 26269.534315 = -6290681.921260 nChanged 42 SP:Iteration 47Q (1475.359987 sec): 3 clusters Score: Raw -6316969.609213 + Penalty 26269.534315 = -6290700.074898 nChanged 26 SP:Iteration 48Q (1475.483562 sec): 3 clusters Score: Raw -6316982.400773 + Penalty 26269.534315 = -6290712.866458 nChanged 25 SP:Iteration 49Q (1475.618127 sec): 3 clusters Score: Raw -6316993.337603 + Penalty 26269.534315 = -6290723.803288 nChanged 28 SP:Iteration 50Q (1475.731752 sec): 3 clusters Score: Raw -6317003.746029 + Penalty 26269.534315 = -6290734.211714 nChanged 26 SP:Iteration 51Q (1475.861969 sec): 3 clusters Score: Raw -6317013.558494 + Penalty 26269.534315 = -6290744.024179 nChanged 15 SP:Iteration 52Q (1475.983255 sec): 3 clusters Score: Raw -6317019.640178 + Penalty 26269.534315 = -6290750.105863 nChanged 4 SP:Iteration 53Q (1476.108936 sec): 3 clusters Score: Raw -6317020.861955 + Penalty 26269.534315 = -6290751.327639 nChanged 1 SP:Iteration 54Q (1476.233813 sec): 3 clusters Score: Raw -6317021.077155 + Penalty 26269.534315 = -6290751.542840 nChanged 3 SP:Iteration 55Q (1476.350348 sec): 3 clusters Score: Raw -6317022.044270 + Penalty 26269.534315 = -6290752.509954 nChanged 5 SP:Iteration 56Q (1476.486428 sec): 3 clusters Score: Raw -6317023.993912 + Penalty 26269.534315 = -6290754.459597 nChanged 4 SP:Iteration 57Q (1476.612756 sec): 3 clusters Score: Raw -6317025.563233 + Penalty 26269.534315 = -6290756.028918 nChanged 4 SP:Iteration 58Q (1476.732916 sec): 3 clusters Score: Raw -6317027.185775 + Penalty 26269.534315 = -6290757.651460 nChanged 5 SP:Iteration 59Q (1476.867979 sec): 3 clusters Score: Raw -6317028.707240 + Penalty 26269.534315 = -6290759.172924 nChanged 5 SP:Iteration 60F (1476.998196 sec): 3 clusters Score: Raw -6317030.547755 + Penalty 26269.534315 = -6290761.013440 nChanged 4 SP:Iteration 61Q (1477.124891 sec): 3 clusters Score: Raw -6317031.511455 + Penalty 26269.534315 = -6290761.977140 nChanged 2 SP:Iteration 62Q (1477.266197 sec): 3 clusters Score: Raw -6317031.928707 + Penalty 26269.534315 = -6290762.394392 nChanged 3 SP:Iteration 63Q (1477.376844 sec): 3 clusters Score: Raw -6317032.927913 + Penalty 26269.534315 = -6290763.393598 nChanged 5 SP:Iteration 64Q (1477.493349 sec): 3 clusters Score: Raw -6317034.775110 + Penalty 26269.534315 = -6290765.240795 nChanged 6 SP:Iteration 65Q (1477.615814 sec): 3 clusters Score: Raw -6317037.615530 + Penalty 26269.534315 = -6290768.081215 nChanged 8 SP:Iteration 66Q (1477.737323 sec): 3 clusters Score: Raw -6317040.517402 + Penalty 26269.534315 = -6290770.983087 nChanged 8 SP:Iteration 67Q (1477.848249 sec): 3 clusters Score: Raw -6317043.825816 + Penalty 26269.534315 = -6290774.291501 nChanged 7 SP:Iteration 68Q (1477.957362 sec): 3 clusters Score: Raw -6317046.004618 + Penalty 26269.534315 = -6290776.470303 nChanged 4 SP:Iteration 69Q (1478.066553 sec): 3 clusters Score: Raw -6317047.390617 + Penalty 26269.534315 = -6290777.856302 nChanged 4 SP:Iteration 70Q (1478.181712 sec): 3 clusters Score: Raw -6317048.725130 + Penalty 26269.534315 = -6290779.190815 nChanged 2 SP:Iteration 71Q (1478.306529 sec): 3 clusters Score: Raw -6317049.833706 + Penalty 26269.534315 = -6290780.299391 nChanged 3 SP:Iteration 72Q (1478.430331 sec): 3 clusters Score: Raw -6317051.014627 + Penalty 26269.534315 = -6290781.480312 nChanged 4 SP:Iteration 73Q (1478.561807 sec): 3 clusters Score: Raw -6317052.078184 + Penalty 26269.534315 = -6290782.543869 nChanged 4 SP:Iteration 74Q (1478.670543 sec): 3 clusters Score: Raw -6317054.136642 + Penalty 26269.534315 = -6290784.602327 nChanged 6 SP:Iteration 75Q (1478.786468 sec): 3 clusters Score: Raw -6317056.686378 + Penalty 26269.534315 = -6290787.152063 nChanged 3 SP:Iteration 76Q (1478.908981 sec): 3 clusters Score: Raw -6317058.019691 + Penalty 26269.534315 = -6290788.485376 nChanged 2 SP:Iteration 77Q (1479.042432 sec): 3 clusters Score: Raw -6317058.940557 + Penalty 26269.534315 = -6290789.406242 nChanged 1 SP:Iteration 78Q (1479.155588 sec): 3 clusters Score: Raw -6317059.335468 + Penalty 26269.534315 = -6290789.801153 nChanged 1 SP:Iteration 79Q (1479.276721 sec): 3 clusters Score: Raw -6317059.777446 + Penalty 26269.534315 = -6290790.243131 nChanged 1 SP:Iteration 80F (1479.404473 sec): 3 clusters Score: Raw -6317060.155671 + Penalty 26269.534315 = -6290790.621356 nChanged 0 Trying to split cluster 4 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1479.443757 sec): 2 clusters Score: Raw -172204.722626 + Penalty 8387.415404 = -163817.307222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1479.481175 sec): 3 clusters Score: Raw -175709.674018 + Penalty 16774.830808 = -158934.843210 nChanged 95 SP:Iteration 1F (1479.535406 sec): 3 clusters Score: Raw -177044.597738 + Penalty 16774.830808 = -160269.766930 nChanged 17 SP:Iteration 2Q (1479.578295 sec): 3 clusters Score: Raw -177274.290903 + Penalty 16774.830808 = -160499.460095 nChanged 7 SP:Iteration 3Q (1479.613216 sec): 3 clusters Score: Raw -177424.363686 + Penalty 16774.830808 = -160649.532878 nChanged 5 SP:Iteration 4Q (1479.655763 sec): 3 clusters Score: Raw -177490.648802 + Penalty 16774.830808 = -160715.817994 nChanged 4 SP:Iteration 5Q (1479.700712 sec): 3 clusters Score: Raw -177525.872300 + Penalty 16774.830808 = -160751.041492 nChanged 2 SP:Iteration 6Q (1479.739049 sec): 3 clusters Score: Raw -177549.654469 + Penalty 16774.830808 = -160774.823661 nChanged 0 SP:Iteration 7F (1479.774040 sec): 3 clusters Score: Raw -177549.654469 + Penalty 16774.830808 = -160774.823661 nChanged 0 Trying to split cluster 5 (37376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1479.914716 sec): 2 clusters Score: Raw -14415131.951758 + Penalty 14219.122881 = -14400912.828876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1480.122330 sec): 3 clusters Score: Raw -14396075.078045 + Penalty 28438.245763 = -14367636.832282 nChanged 14816 SP:Iteration 1F (1480.331060 sec): 3 clusters Score: Raw -14404094.886093 + Penalty 28438.245763 = -14375656.640330 nChanged 2558 SP:Iteration 2F (1480.559635 sec): 3 clusters Score: Raw -14405377.309646 + Penalty 28438.245763 = -14376939.063883 nChanged 1863 SP:Iteration 3Q (1480.793174 sec): 3 clusters Score: Raw -14406208.093550 + Penalty 28438.245763 = -14377769.847787 nChanged 1416 SP:Iteration 4Q (1481.002416 sec): 3 clusters Score: Raw -14406784.880000 + Penalty 28438.245763 = -14378346.634238 nChanged 1106 SP:Iteration 5Q (1481.213636 sec): 3 clusters Score: Raw -14407218.623398 + Penalty 28438.245763 = -14378780.377635 nChanged 926 SP:Iteration 6Q (1481.421891 sec): 3 clusters Score: Raw -14407562.661507 + Penalty 28438.245763 = -14379124.415744 nChanged 746 SP:Iteration 7Q (1481.629741 sec): 3 clusters Score: Raw -14407823.877936 + Penalty 28438.245763 = -14379385.632173 nChanged 637 SP:Iteration 8Q (1481.865554 sec): 3 clusters Score: Raw -14408045.927542 + Penalty 28438.245763 = -14379607.681779 nChanged 588 SP:Iteration 9Q (1482.082513 sec): 3 clusters Score: Raw -14408242.107931 + Penalty 28438.245763 = -14379803.862168 nChanged 550 SP:Iteration 10Q (1482.294805 sec): 3 clusters Score: Raw -14408411.936743 + Penalty 28438.245763 = -14379973.690981 nChanged 479 SP:Iteration 11Q (1482.501458 sec): 3 clusters Score: Raw -14408574.391692 + Penalty 28438.245763 = -14380136.145929 nChanged 500 SP:Iteration 12Q (1482.729734 sec): 3 clusters Score: Raw -14408739.531064 + Penalty 28438.245763 = -14380301.285301 nChanged 500 SP:Iteration 13Q (1482.961441 sec): 3 clusters Score: Raw -14408917.984533 + Penalty 28438.245763 = -14380479.738770 nChanged 554 SP:Iteration 14Q (1483.185649 sec): 3 clusters Score: Raw -14409120.137629 + Penalty 28438.245763 = -14380681.891866 nChanged 577 SP:Iteration 15Q (1483.423271 sec): 3 clusters Score: Raw -14409352.126109 + Penalty 28438.245763 = -14380913.880346 nChanged 671 SP:Iteration 16Q (1483.628949 sec): 3 clusters Score: Raw -14409649.633322 + Penalty 28438.245763 = -14381211.387559 nChanged 787 SP:Iteration 17Q (1483.837956 sec): 3 clusters Score: Raw -14410035.129074 + Penalty 28438.245763 = -14381596.883311 nChanged 897 SP:Iteration 18Q (1484.036704 sec): 3 clusters Score: Raw -14410528.147662 + Penalty 28438.245763 = -14382089.901899 nChanged 1014 SP:Iteration 19Q (1484.248086 sec): 3 clusters Score: Raw -14411162.939782 + Penalty 28438.245763 = -14382724.694019 nChanged 1170 SP:Iteration 20F (1484.454926 sec): 3 clusters Score: Raw -14411975.315418 + Penalty 28438.245763 = -14383537.069655 nChanged 1362 SP:Iteration 21Q (1484.650572 sec): 3 clusters Score: Raw -14412976.978197 + Penalty 28438.245763 = -14384538.732435 nChanged 1396 SP:Iteration 22Q (1484.862379 sec): 3 clusters Score: Raw -14414063.807679 + Penalty 28438.245763 = -14385625.561916 nChanged 1447 SP:Iteration 23Q (1485.065806 sec): 3 clusters Score: Raw -14415145.504607 + Penalty 28438.245763 = -14386707.258845 nChanged 1252 SP:Iteration 24Q (1485.271442 sec): 3 clusters Score: Raw -14416013.536265 + Penalty 28438.245763 = -14387575.290502 nChanged 1061 SP:Iteration 25Q (1485.467259 sec): 3 clusters Score: Raw -14416690.894005 + Penalty 28438.245763 = -14388252.648242 nChanged 910 SP:Iteration 26Q (1485.670973 sec): 3 clusters Score: Raw -14417210.205123 + Penalty 28438.245763 = -14388771.959360 nChanged 734 SP:Iteration 27Q (1485.871078 sec): 3 clusters Score: Raw -14417572.468031 + Penalty 28438.245763 = -14389134.222269 nChanged 564 SP:Iteration 28Q (1486.072709 sec): 3 clusters Score: Raw -14417817.014901 + Penalty 28438.245763 = -14389378.769138 nChanged 427 SP:Iteration 29Q (1486.266898 sec): 3 clusters Score: Raw -14417980.899404 + Penalty 28438.245763 = -14389542.653641 nChanged 320 SP:Iteration 30Q (1486.457878 sec): 3 clusters Score: Raw -14418096.908908 + Penalty 28438.245763 = -14389658.663145 nChanged 247 SP:Iteration 31Q (1486.654033 sec): 3 clusters Score: Raw -14418175.003530 + Penalty 28438.245763 = -14389736.757767 nChanged 210 SP:Iteration 32Q (1486.839541 sec): 3 clusters Score: Raw -14418238.851245 + Penalty 28438.245763 = -14389800.605482 nChanged 159 SP:Iteration 33Q (1487.031005 sec): 3 clusters Score: Raw -14418286.687934 + Penalty 28438.245763 = -14389848.442171 nChanged 121 SP:Iteration 34Q (1487.226690 sec): 3 clusters Score: Raw -14418319.025650 + Penalty 28438.245763 = -14389880.779887 nChanged 98 SP:Iteration 35Q (1487.421394 sec): 3 clusters Score: Raw -14418344.048035 + Penalty 28438.245763 = -14389905.802272 nChanged 87 SP:Iteration 36Q (1487.609521 sec): 3 clusters Score: Raw -14418366.248147 + Penalty 28438.245763 = -14389928.002384 nChanged 54 SP:Iteration 37Q (1487.806626 sec): 3 clusters Score: Raw -14418379.463231 + Penalty 28438.245763 = -14389941.217469 nChanged 38 SP:Iteration 38Q (1487.998733 sec): 3 clusters Score: Raw -14418388.216224 + Penalty 28438.245763 = -14389949.970461 nChanged 38 SP:Iteration 39Q (1488.191003 sec): 3 clusters Score: Raw -14418398.211201 + Penalty 28438.245763 = -14389959.965439 nChanged 40 SP:Iteration 40F (1488.396037 sec): 3 clusters Score: Raw -14418406.747570 + Penalty 28438.245763 = -14389968.501807 nChanged 24 SP:Iteration 41Q (1488.589291 sec): 3 clusters Score: Raw -14418411.399346 + Penalty 28438.245763 = -14389973.153583 nChanged 21 SP:Iteration 42Q (1488.781816 sec): 3 clusters Score: Raw -14418416.494075 + Penalty 28438.245763 = -14389978.248312 nChanged 31 SP:Iteration 43Q (1488.964630 sec): 3 clusters Score: Raw -14418423.984063 + Penalty 28438.245763 = -14389985.738301 nChanged 29 SP:Iteration 44Q (1489.161229 sec): 3 clusters Score: Raw -14418430.049922 + Penalty 28438.245763 = -14389991.804159 nChanged 27 SP:Iteration 45Q (1489.348115 sec): 3 clusters Score: Raw -14418435.746152 + Penalty 28438.245763 = -14389997.500389 nChanged 25 SP:Iteration 46Q (1489.541966 sec): 3 clusters Score: Raw -14418440.660436 + Penalty 28438.245763 = -14390002.414673 nChanged 17 SP:Iteration 47Q (1489.734017 sec): 3 clusters Score: Raw -14418444.669677 + Penalty 28438.245763 = -14390006.423914 nChanged 20 SP:Iteration 48Q (1489.931605 sec): 3 clusters Score: Raw -14418449.633818 + Penalty 28438.245763 = -14390011.388055 nChanged 24 SP:Iteration 49Q (1490.125201 sec): 3 clusters Score: Raw -14418455.136794 + Penalty 28438.245763 = -14390016.891031 nChanged 24 SP:Iteration 50Q (1490.312198 sec): 3 clusters Score: Raw -14418460.258434 + Penalty 28438.245763 = -14390022.012671 nChanged 19 SP:Iteration 51Q (1490.507003 sec): 3 clusters Score: Raw -14418464.069974 + Penalty 28438.245763 = -14390025.824211 nChanged 14 SP:Iteration 52Q (1490.700108 sec): 3 clusters Score: Raw -14418467.034276 + Penalty 28438.245763 = -14390028.788513 nChanged 17 SP:Iteration 53Q (1490.892866 sec): 3 clusters Score: Raw -14418471.124329 + Penalty 28438.245763 = -14390032.878567 nChanged 15 SP:Iteration 54Q (1491.085468 sec): 3 clusters Score: Raw -14418474.483295 + Penalty 28438.245763 = -14390036.237532 nChanged 10 SP:Iteration 55Q (1491.271552 sec): 3 clusters Score: Raw -14418477.129189 + Penalty 28438.245763 = -14390038.883427 nChanged 16 SP:Iteration 56Q (1491.460330 sec): 3 clusters Score: Raw -14418480.566374 + Penalty 28438.245763 = -14390042.320611 nChanged 13 SP:Iteration 57Q (1491.662220 sec): 3 clusters Score: Raw -14418483.870201 + Penalty 28438.245763 = -14390045.624438 nChanged 9 SP:Iteration 58Q (1491.860246 sec): 3 clusters Score: Raw -14418486.256611 + Penalty 28438.245763 = -14390048.010848 nChanged 14 SP:Iteration 59Q (1492.062887 sec): 3 clusters Score: Raw -14418489.070587 + Penalty 28438.245763 = -14390050.824825 nChanged 15 SP:Iteration 60F (1492.276081 sec): 3 clusters Score: Raw -14418492.091353 + Penalty 28438.245763 = -14390053.845590 nChanged 13 SP:Iteration 61Q (1492.472961 sec): 3 clusters Score: Raw -14418495.133299 + Penalty 28438.245763 = -14390056.887536 nChanged 12 SP:Iteration 62Q (1492.671103 sec): 3 clusters Score: Raw -14418497.880031 + Penalty 28438.245763 = -14390059.634268 nChanged 5 SP:Iteration 63Q (1492.882977 sec): 3 clusters Score: Raw -14418498.967856 + Penalty 28438.245763 = -14390060.722094 nChanged 4 SP:Iteration 64Q (1493.096725 sec): 3 clusters Score: Raw -14418499.748411 + Penalty 28438.245763 = -14390061.502648 nChanged 4 SP:Iteration 65Q (1493.320893 sec): 3 clusters Score: Raw -14418500.431125 + Penalty 28438.245763 = -14390062.185362 nChanged 2 SP:Iteration 66Q (1493.531240 sec): 3 clusters Score: Raw -14418500.756237 + Penalty 28438.245763 = -14390062.510474 nChanged 3 SP:Iteration 67Q (1493.737030 sec): 3 clusters Score: Raw -14418501.324571 + Penalty 28438.245763 = -14390063.078808 nChanged 1 SP:Iteration 68Q (1493.941394 sec): 3 clusters Score: Raw -14418501.605348 + Penalty 28438.245763 = -14390063.359585 nChanged 0 SP:Iteration 69F (1494.146696 sec): 3 clusters Score: Raw -14418501.605348 + Penalty 28438.245763 = -14390063.359585 nChanged 0 Trying to split cluster 6 (9224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1494.206644 sec): 2 clusters Score: Raw -3349275.555423 + Penalty 12329.476266 = -3336946.079158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1494.288636 sec): 3 clusters Score: Raw -3346366.544456 + Penalty 24658.952531 = -3321707.591925 nChanged 2782 SP:Iteration 1F (1494.370033 sec): 3 clusters Score: Raw -3349032.314367 + Penalty 24658.952531 = -3324373.361836 nChanged 812 SP:Iteration 2F (1494.441260 sec): 3 clusters Score: Raw -3350300.026541 + Penalty 24658.952531 = -3325641.074010 nChanged 610 SP:Iteration 3F (1494.526074 sec): 3 clusters Score: Raw -3351547.640120 + Penalty 24658.952531 = -3326888.687589 nChanged 639 SP:Iteration 4F (1494.616442 sec): 3 clusters Score: Raw -3353080.845492 + Penalty 24658.952531 = -3328421.892961 nChanged 740 SP:Iteration 5F (1494.704529 sec): 3 clusters Score: Raw -3355076.430796 + Penalty 24658.952531 = -3330417.478264 nChanged 776 SP:Iteration 6F (1494.789845 sec): 3 clusters Score: Raw -3357102.152965 + Penalty 24658.952531 = -3332443.200434 nChanged 627 SP:Iteration 7F (1494.872017 sec): 3 clusters Score: Raw -3358359.734330 + Penalty 24658.952531 = -3333700.781798 nChanged 462 SP:Iteration 8F (1494.953812 sec): 3 clusters Score: Raw -3359124.480561 + Penalty 24658.952531 = -3334465.528029 nChanged 276 SP:Iteration 9Q (1495.019578 sec): 3 clusters Score: Raw -3359497.725462 + Penalty 24658.952531 = -3334838.772931 nChanged 169 SP:Iteration 10Q (1495.102281 sec): 3 clusters Score: Raw -3359689.166386 + Penalty 24658.952531 = -3335030.213855 nChanged 90 SP:Iteration 11Q (1495.175401 sec): 3 clusters Score: Raw -3359771.710637 + Penalty 24658.952531 = -3335112.758105 nChanged 52 SP:Iteration 12Q (1495.261512 sec): 3 clusters Score: Raw -3359820.732397 + Penalty 24658.952531 = -3335161.779865 nChanged 38 SP:Iteration 13Q (1495.335099 sec): 3 clusters Score: Raw -3359852.460265 + Penalty 24658.952531 = -3335193.507734 nChanged 39 SP:Iteration 14Q (1495.406693 sec): 3 clusters Score: Raw -3359883.078045 + Penalty 24658.952531 = -3335224.125514 nChanged 19 SP:Iteration 15Q (1495.476436 sec): 3 clusters Score: Raw -3359897.909324 + Penalty 24658.952531 = -3335238.956793 nChanged 11 SP:Iteration 16Q (1495.556311 sec): 3 clusters Score: Raw -3359906.377539 + Penalty 24658.952531 = -3335247.425008 nChanged 12 SP:Iteration 17Q (1495.639992 sec): 3 clusters Score: Raw -3359918.388395 + Penalty 24658.952531 = -3335259.435864 nChanged 9 SP:Iteration 18Q (1495.706149 sec): 3 clusters Score: Raw -3359924.837209 + Penalty 24658.952531 = -3335265.884677 nChanged 6 SP:Iteration 19Q (1495.783828 sec): 3 clusters Score: Raw -3359929.559716 + Penalty 24658.952531 = -3335270.607185 nChanged 4 SP:Iteration 20F (1495.862954 sec): 3 clusters Score: Raw -3359932.385986 + Penalty 24658.952531 = -3335273.433455 nChanged 3 SP:Iteration 21Q (1495.939295 sec): 3 clusters Score: Raw -3359934.146654 + Penalty 24658.952531 = -3335275.194123 nChanged 3 SP:Iteration 22Q (1496.028982 sec): 3 clusters Score: Raw -3359935.829041 + Penalty 24658.952531 = -3335276.876510 nChanged 1 SP:Iteration 23Q (1496.105012 sec): 3 clusters Score: Raw -3359936.426387 + Penalty 24658.952531 = -3335277.473856 nChanged 0 SP:Iteration 24F (1496.194690 sec): 3 clusters Score: Raw -3359936.426387 + Penalty 24658.952531 = -3335277.473856 nChanged 0 Trying to split cluster 8 (2456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.232818 sec): 2 clusters Score: Raw -947467.230392 + Penalty 10542.393685 = -936924.836707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.291450 sec): 3 clusters Score: Raw -947806.551804 + Penalty 21084.787370 = -926721.764433 nChanged 387 SP:Iteration 1F (1496.334847 sec): 3 clusters Score: Raw -949959.801361 + Penalty 21084.787370 = -928875.013990 nChanged 124 SP:Iteration 2F (1496.399516 sec): 3 clusters Score: Raw -952625.200622 + Penalty 21084.787370 = -931540.413252 nChanged 124 SP:Iteration 3F (1496.446695 sec): 3 clusters Score: Raw -953006.349394 + Penalty 21084.787370 = -931921.562024 nChanged 69 SP:Iteration 4Q (1496.506779 sec): 3 clusters Score: Raw -953204.080083 + Penalty 21084.787370 = -932119.292712 nChanged 54 SP:Iteration 5Q (1496.562278 sec): 3 clusters Score: Raw -953351.036195 + Penalty 21084.787370 = -932266.248824 nChanged 33 SP:Iteration 6Q (1496.620680 sec): 3 clusters Score: Raw -953431.425186 + Penalty 21084.787370 = -932346.637816 nChanged 23 SP:Iteration 7Q (1496.674160 sec): 3 clusters Score: Raw -953497.481896 + Penalty 21084.787370 = -932412.694526 nChanged 12 SP:Iteration 8Q (1496.729046 sec): 3 clusters Score: Raw -953531.676206 + Penalty 21084.787370 = -932446.888835 nChanged 12 SP:Iteration 9Q (1496.772844 sec): 3 clusters Score: Raw -953564.840628 + Penalty 21084.787370 = -932480.053257 nChanged 10 SP:Iteration 10Q (1496.825761 sec): 3 clusters Score: Raw -953600.964797 + Penalty 21084.787370 = -932516.177427 nChanged 9 SP:Iteration 11Q (1496.884926 sec): 3 clusters Score: Raw -953633.931888 + Penalty 21084.787370 = -932549.144517 nChanged 2 SP:Iteration 12Q (1496.941096 sec): 3 clusters Score: Raw -953639.780628 + Penalty 21084.787370 = -932554.993258 nChanged 2 SP:Iteration 13Q (1496.995399 sec): 3 clusters Score: Raw -953643.649331 + Penalty 21084.787370 = -932558.861961 nChanged 0 SP:Iteration 14F (1497.051035 sec): 3 clusters Score: Raw -953643.649331 + Penalty 21084.787370 = -932558.861961 nChanged 0 Trying to split cluster 13 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.063666 sec): 2 clusters Score: Raw -74196.649404 + Penalty 6967.304182 = -67229.345223 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (98 points): covariance matrix is singular Unmasked E-step: Deleting class 2 (76 points): covariance matrix is singular SP:Iteration 0F (1497.065136 sec): 3 clusters Score: Raw -74196.649404 + Penalty 13934.608363 = -60262.041041 nChanged 76 SP:Iteration 1F (1497.066321 sec): 1 clusters Score: Raw 898.672740 + Penalty 0.000000 = 898.672740 nChanged 174 SP:Iteration 2F (1497.066999 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Trying to split cluster 14 (35125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.223669 sec): 2 clusters Score: Raw -13348906.421548 + Penalty 14135.235683 = -13334771.185865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.431152 sec): 3 clusters Score: Raw -13331297.384005 + Penalty 28270.471366 = -13303026.912638 nChanged 13800 SP:Iteration 1F (1497.639050 sec): 3 clusters Score: Raw -13338778.221072 + Penalty 28270.471366 = -13310507.749706 nChanged 2396 SP:Iteration 2F (1497.855762 sec): 3 clusters Score: Raw -13340031.625037 + Penalty 28270.471366 = -13311761.153671 nChanged 1696 SP:Iteration 3Q (1498.080237 sec): 3 clusters Score: Raw -13340877.008310 + Penalty 28270.471366 = -13312606.536944 nChanged 1325 SP:Iteration 4Q (1498.295667 sec): 3 clusters Score: Raw -13341534.185505 + Penalty 28270.471366 = -13313263.714139 nChanged 1204 SP:Iteration 5Q (1498.510569 sec): 3 clusters Score: Raw -13342167.169577 + Penalty 28270.471366 = -13313896.698211 nChanged 1137 SP:Iteration 6Q (1498.741577 sec): 3 clusters Score: Raw -13342852.809672 + Penalty 28270.471366 = -13314582.338306 nChanged 1253 SP:Iteration 7Q (1498.979155 sec): 3 clusters Score: Raw -13343750.109562 + Penalty 28270.471366 = -13315479.638195 nChanged 1417 SP:Iteration 8Q (1499.194251 sec): 3 clusters Score: Raw -13344808.432717 + Penalty 28270.471366 = -13316537.961350 nChanged 1581 SP:Iteration 9Q (1499.413896 sec): 3 clusters Score: Raw -13346041.538799 + Penalty 28270.471366 = -13317771.067433 nChanged 1654 SP:Iteration 10Q (1499.640784 sec): 3 clusters Score: Raw -13347319.762606 + Penalty 28270.471366 = -13319049.291240 nChanged 1753 SP:Iteration 11Q (1499.864334 sec): 3 clusters Score: Raw -13348666.869493 + Penalty 28270.471366 = -13320396.398127 nChanged 1575 SP:Iteration 12Q (1500.084098 sec): 3 clusters Score: Raw -13349850.876050 + Penalty 28270.471366 = -13321580.404683 nChanged 1356 SP:Iteration 13Q (1500.298316 sec): 3 clusters Score: Raw -13350804.570647 + Penalty 28270.471366 = -13322534.099281 nChanged 1124 SP:Iteration 14Q (1500.513219 sec): 3 clusters Score: Raw -13351523.320282 + Penalty 28270.471366 = -13323252.848916 nChanged 842 SP:Iteration 15Q (1500.739555 sec): 3 clusters Score: Raw -13352029.798952 + Penalty 28270.471366 = -13323759.327586 nChanged 636 SP:Iteration 16Q (1500.952832 sec): 3 clusters Score: Raw -13352402.291352 + Penalty 28270.471366 = -13324131.819986 nChanged 487 SP:Iteration 17Q (1501.164138 sec): 3 clusters Score: Raw -13352678.368317 + Penalty 28270.471366 = -13324407.896951 nChanged 369 SP:Iteration 18Q (1501.390545 sec): 3 clusters Score: Raw -13352865.197436 + Penalty 28270.471366 = -13324594.726069 nChanged 244 SP:Iteration 19Q (1501.599360 sec): 3 clusters Score: Raw -13352980.721627 + Penalty 28270.471366 = -13324710.250260 nChanged 214 SP:Iteration 20F (1501.810230 sec): 3 clusters Score: Raw -13353073.817471 + Penalty 28270.471366 = -13324803.346104 nChanged 191 SP:Iteration 21Q (1502.013742 sec): 3 clusters Score: Raw -13353148.541316 + Penalty 28270.471366 = -13324878.069949 nChanged 153 SP:Iteration 22Q (1502.232182 sec): 3 clusters Score: Raw -13353213.231515 + Penalty 28270.471366 = -13324942.760148 nChanged 137 SP:Iteration 23Q (1502.450802 sec): 3 clusters Score: Raw -13353264.005878 + Penalty 28270.471366 = -13324993.534512 nChanged 85 SP:Iteration 24Q (1502.664969 sec): 3 clusters Score: Raw -13353291.456817 + Penalty 28270.471366 = -13325020.985451 nChanged 62 SP:Iteration 25Q (1502.863175 sec): 3 clusters Score: Raw -13353312.167172 + Penalty 28270.471366 = -13325041.695806 nChanged 64 SP:Iteration 26Q (1503.074058 sec): 3 clusters Score: Raw -13353333.293238 + Penalty 28270.471366 = -13325062.821872 nChanged 64 SP:Iteration 27Q (1503.269223 sec): 3 clusters Score: Raw -13353355.261549 + Penalty 28270.471366 = -13325084.790183 nChanged 64 SP:Iteration 28Q (1503.484684 sec): 3 clusters Score: Raw -13353379.407974 + Penalty 28270.471366 = -13325108.936607 nChanged 61 SP:Iteration 29Q (1503.678789 sec): 3 clusters Score: Raw -13353399.674145 + Penalty 28270.471366 = -13325129.202779 nChanged 39 SP:Iteration 30Q (1503.874914 sec): 3 clusters Score: Raw -13353412.823800 + Penalty 28270.471366 = -13325142.352434 nChanged 33 SP:Iteration 31Q (1504.070549 sec): 3 clusters Score: Raw -13353422.194413 + Penalty 28270.471366 = -13325151.723046 nChanged 34 SP:Iteration 32Q (1504.259376 sec): 3 clusters Score: Raw -13353431.719946 + Penalty 28270.471366 = -13325161.248580 nChanged 29 SP:Iteration 33Q (1504.442694 sec): 3 clusters Score: Raw -13353439.078779 + Penalty 28270.471366 = -13325168.607413 nChanged 18 SP:Iteration 34Q (1504.639285 sec): 3 clusters Score: Raw -13353444.034926 + Penalty 28270.471366 = -13325173.563560 nChanged 19 SP:Iteration 35Q (1504.833528 sec): 3 clusters Score: Raw -13353449.283590 + Penalty 28270.471366 = -13325178.812223 nChanged 22 SP:Iteration 36Q (1505.024799 sec): 3 clusters Score: Raw -13353455.233069 + Penalty 28270.471366 = -13325184.761702 nChanged 20 SP:Iteration 37Q (1505.214671 sec): 3 clusters Score: Raw -13353460.874324 + Penalty 28270.471366 = -13325190.402958 nChanged 22 SP:Iteration 38Q (1505.407067 sec): 3 clusters Score: Raw -13353467.796763 + Penalty 28270.471366 = -13325197.325397 nChanged 24 SP:Iteration 39Q (1505.595413 sec): 3 clusters Score: Raw -13353474.126466 + Penalty 28270.471366 = -13325203.655100 nChanged 12 SP:Iteration 40F (1505.813243 sec): 3 clusters Score: Raw -13353477.249704 + Penalty 28270.471366 = -13325206.778338 nChanged 15 SP:Iteration 41Q (1506.021549 sec): 3 clusters Score: Raw -13353480.354579 + Penalty 28270.471366 = -13325209.883213 nChanged 5 SP:Iteration 42Q (1506.244468 sec): 3 clusters Score: Raw -13353481.455377 + Penalty 28270.471366 = -13325210.984011 nChanged 3 SP:Iteration 43Q (1506.467448 sec): 3 clusters Score: Raw -13353482.186877 + Penalty 28270.471366 = -13325211.715511 nChanged 4 SP:Iteration 44Q (1506.652390 sec): 3 clusters Score: Raw -13353483.382422 + Penalty 28270.471366 = -13325212.911055 nChanged 6 SP:Iteration 45Q (1506.868188 sec): 3 clusters Score: Raw -13353485.006916 + Penalty 28270.471366 = -13325214.535549 nChanged 9 SP:Iteration 46Q (1507.081393 sec): 3 clusters Score: Raw -13353487.966854 + Penalty 28270.471366 = -13325217.495487 nChanged 9 SP:Iteration 47Q (1507.286352 sec): 3 clusters Score: Raw -13353489.947046 + Penalty 28270.471366 = -13325219.475680 nChanged 11 SP:Iteration 48Q (1507.488092 sec): 3 clusters Score: Raw -13353492.648586 + Penalty 28270.471366 = -13325222.177220 nChanged 6 SP:Iteration 49Q (1507.702200 sec): 3 clusters Score: Raw -13353494.015378 + Penalty 28270.471366 = -13325223.544012 nChanged 3 SP:Iteration 50Q (1507.910153 sec): 3 clusters Score: Raw -13353494.811317 + Penalty 28270.471366 = -13325224.339951 nChanged 5 SP:Iteration 51Q (1508.125337 sec): 3 clusters Score: Raw -13353496.041116 + Penalty 28270.471366 = -13325225.569750 nChanged 5 SP:Iteration 52Q (1508.333055 sec): 3 clusters Score: Raw -13353497.095919 + Penalty 28270.471366 = -13325226.624553 nChanged 2 SP:Iteration 53Q (1508.538653 sec): 3 clusters Score: Raw -13353497.535086 + Penalty 28270.471366 = -13325227.063719 nChanged 1 SP:Iteration 54Q (1508.756220 sec): 3 clusters Score: Raw -13353497.742130 + Penalty 28270.471366 = -13325227.270763 nChanged 0 SP:Iteration 55F (1508.958854 sec): 3 clusters Score: Raw -13353497.742130 + Penalty 28270.471366 = -13325227.270763 nChanged 0 Trying to split cluster 16 (20885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1509.061516 sec): 2 clusters Score: Raw -8150941.696417 + Penalty 13433.135137 = -8137508.561280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1509.192159 sec): 3 clusters Score: Raw -8141649.040409 + Penalty 26866.270274 = -8114782.770135 nChanged 7449 SP:Iteration 1F (1509.326524 sec): 3 clusters Score: Raw -8146104.271941 + Penalty 26866.270274 = -8119238.001667 nChanged 1626 SP:Iteration 2F (1509.467674 sec): 3 clusters Score: Raw -8147284.521803 + Penalty 26866.270274 = -8120418.251528 nChanged 1142 SP:Iteration 3F (1509.593688 sec): 3 clusters Score: Raw -8148159.941809 + Penalty 26866.270274 = -8121293.671535 nChanged 990 SP:Iteration 4Q (1509.735435 sec): 3 clusters Score: Raw -8149006.778277 + Penalty 26866.270274 = -8122140.508002 nChanged 958 SP:Iteration 5Q (1509.876685 sec): 3 clusters Score: Raw -8149793.623339 + Penalty 26866.270274 = -8122927.353065 nChanged 900 SP:Iteration 6Q (1510.018011 sec): 3 clusters Score: Raw -8150554.619089 + Penalty 26866.270274 = -8123688.348815 nChanged 902 SP:Iteration 7Q (1510.149639 sec): 3 clusters Score: Raw -8151302.740732 + Penalty 26866.270274 = -8124436.470458 nChanged 866 SP:Iteration 8Q (1510.282284 sec): 3 clusters Score: Raw -8152002.139654 + Penalty 26866.270274 = -8125135.869380 nChanged 819 SP:Iteration 9Q (1510.428602 sec): 3 clusters Score: Raw -8152621.102103 + Penalty 26866.270274 = -8125754.831829 nChanged 650 SP:Iteration 10Q (1510.560214 sec): 3 clusters Score: Raw -8153043.881068 + Penalty 26866.270274 = -8126177.610794 nChanged 518 SP:Iteration 11Q (1510.689212 sec): 3 clusters Score: Raw -8153373.097300 + Penalty 26866.270274 = -8126506.827026 nChanged 444 SP:Iteration 12Q (1510.833886 sec): 3 clusters Score: Raw -8153637.609183 + Penalty 26866.270274 = -8126771.338909 nChanged 345 SP:Iteration 13Q (1510.962207 sec): 3 clusters Score: Raw -8153809.831598 + Penalty 26866.270274 = -8126943.561324 nChanged 247 SP:Iteration 14Q (1511.100918 sec): 3 clusters Score: Raw -8153923.952091 + Penalty 26866.270274 = -8127057.681817 nChanged 213 SP:Iteration 15Q (1511.229562 sec): 3 clusters Score: Raw -8154017.198020 + Penalty 26866.270274 = -8127150.927746 nChanged 177 SP:Iteration 16Q (1511.376544 sec): 3 clusters Score: Raw -8154092.494570 + Penalty 26866.270274 = -8127226.224296 nChanged 147 SP:Iteration 17Q (1511.513859 sec): 3 clusters Score: Raw -8154153.490319 + Penalty 26866.270274 = -8127287.220045 nChanged 119 SP:Iteration 18Q (1511.652516 sec): 3 clusters Score: Raw -8154199.381194 + Penalty 26866.270274 = -8127333.110920 nChanged 93 SP:Iteration 19Q (1511.798141 sec): 3 clusters Score: Raw -8154234.271912 + Penalty 26866.270274 = -8127368.001638 nChanged 70 SP:Iteration 20F (1511.941844 sec): 3 clusters Score: Raw -8154260.614069 + Penalty 26866.270274 = -8127394.343795 nChanged 72 SP:Iteration 21Q (1512.085293 sec): 3 clusters Score: Raw -8154287.478261 + Penalty 26866.270274 = -8127421.207987 nChanged 60 SP:Iteration 22Q (1512.215678 sec): 3 clusters Score: Raw -8154308.002927 + Penalty 26866.270274 = -8127441.732653 nChanged 45 SP:Iteration 23Q (1512.360571 sec): 3 clusters Score: Raw -8154323.310643 + Penalty 26866.270274 = -8127457.040369 nChanged 42 SP:Iteration 24Q (1512.487924 sec): 3 clusters Score: Raw -8154337.688136 + Penalty 26866.270274 = -8127471.417862 nChanged 46 SP:Iteration 25Q (1512.639176 sec): 3 clusters Score: Raw -8154354.487262 + Penalty 26866.270274 = -8127488.216987 nChanged 44 SP:Iteration 26Q (1512.778075 sec): 3 clusters Score: Raw -8154370.970738 + Penalty 26866.270274 = -8127504.700463 nChanged 58 SP:Iteration 27Q (1512.907853 sec): 3 clusters Score: Raw -8154392.270207 + Penalty 26866.270274 = -8127525.999933 nChanged 50 SP:Iteration 28Q (1513.054324 sec): 3 clusters Score: Raw -8154409.604653 + Penalty 26866.270274 = -8127543.334378 nChanged 30 SP:Iteration 29Q (1513.196775 sec): 3 clusters Score: Raw -8154419.793774 + Penalty 26866.270274 = -8127553.523500 nChanged 27 SP:Iteration 30Q (1513.325540 sec): 3 clusters Score: Raw -8154428.358816 + Penalty 26866.270274 = -8127562.088542 nChanged 28 SP:Iteration 31Q (1513.465412 sec): 3 clusters Score: Raw -8154439.870248 + Penalty 26866.270274 = -8127573.599974 nChanged 35 SP:Iteration 32Q (1513.612164 sec): 3 clusters Score: Raw -8154453.360606 + Penalty 26866.270274 = -8127587.090332 nChanged 28 SP:Iteration 33Q (1513.752479 sec): 3 clusters Score: Raw -8154464.172984 + Penalty 26866.270274 = -8127597.902710 nChanged 22 SP:Iteration 34Q (1513.881574 sec): 3 clusters Score: Raw -8154470.409967 + Penalty 26866.270274 = -8127604.139693 nChanged 22 SP:Iteration 35Q (1514.001133 sec): 3 clusters Score: Raw -8154477.375843 + Penalty 26866.270274 = -8127611.105569 nChanged 15 SP:Iteration 36Q (1514.133381 sec): 3 clusters Score: Raw -8154482.265956 + Penalty 26866.270274 = -8127615.995681 nChanged 9 SP:Iteration 37Q (1514.266631 sec): 3 clusters Score: Raw -8154486.076994 + Penalty 26866.270274 = -8127619.806719 nChanged 13 SP:Iteration 38Q (1514.405169 sec): 3 clusters Score: Raw -8154489.667751 + Penalty 26866.270274 = -8127623.397476 nChanged 10 SP:Iteration 39Q (1514.541749 sec): 3 clusters Score: Raw -8154493.130796 + Penalty 26866.270274 = -8127626.860522 nChanged 13 SP:Iteration 40F (1514.676587 sec): 3 clusters Score: Raw -8154496.585656 + Penalty 26866.270274 = -8127630.315382 nChanged 6 SP:Iteration 41Q (1514.797538 sec): 3 clusters Score: Raw -8154498.409156 + Penalty 26866.270274 = -8127632.138882 nChanged 10 SP:Iteration 42Q (1514.937123 sec): 3 clusters Score: Raw -8154500.828480 + Penalty 26866.270274 = -8127634.558206 nChanged 6 SP:Iteration 43Q (1515.083721 sec): 3 clusters Score: Raw -8154502.987111 + Penalty 26866.270274 = -8127636.716837 nChanged 4 SP:Iteration 44Q (1515.207368 sec): 3 clusters Score: Raw -8154504.452331 + Penalty 26866.270274 = -8127638.182057 nChanged 4 SP:Iteration 45Q (1515.344994 sec): 3 clusters Score: Raw -8154505.603683 + Penalty 26866.270274 = -8127639.333409 nChanged 5 SP:Iteration 46Q (1515.475170 sec): 3 clusters Score: Raw -8154506.912479 + Penalty 26866.270274 = -8127640.642205 nChanged 1 SP:Iteration 47Q (1515.613398 sec): 3 clusters Score: Raw -8154507.150200 + Penalty 26866.270274 = -8127640.879925 nChanged 3 SP:Iteration 48Q (1515.753777 sec): 3 clusters Score: Raw -8154508.262251 + Penalty 26866.270274 = -8127641.991977 nChanged 6 SP:Iteration 49Q (1515.890055 sec): 3 clusters Score: Raw -8154509.720222 + Penalty 26866.270274 = -8127643.449948 nChanged 2 SP:Iteration 50Q (1516.021579 sec): 3 clusters Score: Raw -8154510.372651 + Penalty 26866.270274 = -8127644.102376 nChanged 3 SP:Iteration 51Q (1516.150604 sec): 3 clusters Score: Raw -8154510.916173 + Penalty 26866.270274 = -8127644.645898 nChanged 2 SP:Iteration 52Q (1516.296360 sec): 3 clusters Score: Raw -8154511.686941 + Penalty 26866.270274 = -8127645.416667 nChanged 6 SP:Iteration 53Q (1516.422641 sec): 3 clusters Score: Raw -8154513.279581 + Penalty 26866.270274 = -8127647.009307 nChanged 4 SP:Iteration 54Q (1516.567756 sec): 3 clusters Score: Raw -8154514.203323 + Penalty 26866.270274 = -8127647.933049 nChanged 1 SP:Iteration 55Q (1516.713354 sec): 3 clusters Score: Raw -8154514.443541 + Penalty 26866.270274 = -8127648.173267 nChanged 1 SP:Iteration 56Q (1516.862339 sec): 3 clusters Score: Raw -8154514.679139 + Penalty 26866.270274 = -8127648.408865 nChanged 0 SP:Iteration 57F (1517.016675 sec): 3 clusters Score: Raw -8154514.679139 + Penalty 26866.270274 = -8127648.408865 nChanged 0 Trying to split cluster 18 (2287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1517.052014 sec): 2 clusters Score: Raw -837787.505079 + Penalty 10446.112360 = -827341.392719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1517.106256 sec): 3 clusters Score: Raw -838306.603532 + Penalty 20892.224720 = -817414.378812 nChanged 361 SP:Iteration 1F (1517.161369 sec): 3 clusters Score: Raw -839556.408471 + Penalty 20892.224720 = -818664.183751 nChanged 140 SP:Iteration 2F (1517.215790 sec): 3 clusters Score: Raw -840214.964492 + Penalty 20892.224720 = -819322.739772 nChanged 92 SP:Iteration 3Q (1517.268444 sec): 3 clusters Score: Raw -841213.418864 + Penalty 20892.224720 = -820321.194144 nChanged 114 SP:Iteration 4Q (1517.325140 sec): 3 clusters Score: Raw -841601.778988 + Penalty 20892.224720 = -820709.554268 nChanged 80 SP:Iteration 5Q (1517.372979 sec): 3 clusters Score: Raw -841840.211725 + Penalty 20892.224720 = -820947.987005 nChanged 53 SP:Iteration 6Q (1517.426786 sec): 3 clusters Score: Raw -842001.595484 + Penalty 20892.224720 = -821109.370764 nChanged 42 SP:Iteration 7Q (1517.471039 sec): 3 clusters Score: Raw -842126.180875 + Penalty 20892.224720 = -821233.956155 nChanged 36 SP:Iteration 8Q (1517.518516 sec): 3 clusters Score: Raw -842240.706197 + Penalty 20892.224720 = -821348.481477 nChanged 31 SP:Iteration 9Q (1517.568346 sec): 3 clusters Score: Raw -842327.112324 + Penalty 20892.224720 = -821434.887604 nChanged 36 SP:Iteration 10Q (1517.617552 sec): 3 clusters Score: Raw -842435.431411 + Penalty 20892.224720 = -821543.206691 nChanged 34 SP:Iteration 11Q (1517.666084 sec): 3 clusters Score: Raw -842548.417363 + Penalty 20892.224720 = -821656.192643 nChanged 27 SP:Iteration 12Q (1517.714216 sec): 3 clusters Score: Raw -842633.838943 + Penalty 20892.224720 = -821741.614223 nChanged 18 SP:Iteration 13Q (1517.773024 sec): 3 clusters Score: Raw -842676.428000 + Penalty 20892.224720 = -821784.203280 nChanged 13 SP:Iteration 14Q (1517.811712 sec): 3 clusters Score: Raw -842714.719632 + Penalty 20892.224720 = -821822.494912 nChanged 15 SP:Iteration 15Q (1517.861071 sec): 3 clusters Score: Raw -842764.029805 + Penalty 20892.224720 = -821871.805085 nChanged 9 SP:Iteration 16Q (1517.909599 sec): 3 clusters Score: Raw -842802.702794 + Penalty 20892.224720 = -821910.478074 nChanged 4 SP:Iteration 17Q (1517.957428 sec): 3 clusters Score: Raw -842812.610464 + Penalty 20892.224720 = -821920.385744 nChanged 4 SP:Iteration 18Q (1518.014857 sec): 3 clusters Score: Raw -842822.415662 + Penalty 20892.224720 = -821930.190942 nChanged 1 SP:Iteration 19Q (1518.062608 sec): 3 clusters Score: Raw -842827.094434 + Penalty 20892.224720 = -821934.869714 nChanged 0 SP:Iteration 20F (1518.103333 sec): 3 clusters Score: Raw -842827.094434 + Penalty 20892.224720 = -821934.869714 nChanged 0 Trying to split cluster 19 (113977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1518.494788 sec): 2 clusters Score: Raw -44281603.171757 + Penalty 15724.887012 = -44265878.284745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1519.042374 sec): 3 clusters Score: Raw -44215016.179635 + Penalty 31449.774024 = -44183566.405611 nChanged 50086 SP:Iteration 1F (1519.584409 sec): 3 clusters Score: Raw -44242010.583922 + Penalty 31449.774024 = -44210560.809898 nChanged 6091 SP:Iteration 2F (1520.132975 sec): 3 clusters Score: Raw -44244231.705673 + Penalty 31449.774024 = -44212781.931649 nChanged 5193 SP:Iteration 3Q (1520.704036 sec): 3 clusters Score: Raw -44246170.559873 + Penalty 31449.774024 = -44214720.785849 nChanged 4876 SP:Iteration 4Q (1521.271509 sec): 3 clusters Score: Raw -44248101.235477 + Penalty 31449.774024 = -44216651.461453 nChanged 4763 SP:Iteration 5Q (1521.837474 sec): 3 clusters Score: Raw -44250217.701671 + Penalty 31449.774024 = -44218767.927647 nChanged 5071 SP:Iteration 6Q (1522.406941 sec): 3 clusters Score: Raw -44252816.444001 + Penalty 31449.774024 = -44221366.669977 nChanged 5368 SP:Iteration 7Q (1522.951851 sec): 3 clusters Score: Raw -44255849.369224 + Penalty 31449.774024 = -44224399.595200 nChanged 5784 SP:Iteration 8F (1523.543680 sec): 3 clusters Score: Raw -44259318.608853 + Penalty 31449.774024 = -44227868.834829 nChanged 6014 SP:Iteration 9F (1524.088507 sec): 3 clusters Score: Raw -44262918.376488 + Penalty 31449.774024 = -44231468.602464 nChanged 5733 SP:Iteration 10F (1524.637916 sec): 3 clusters Score: Raw -44266232.895041 + Penalty 31449.774024 = -44234783.121017 nChanged 5176 SP:Iteration 11Q (1525.195624 sec): 3 clusters Score: Raw -44269015.653790 + Penalty 31449.774024 = -44237565.879766 nChanged 4422 SP:Iteration 12Q (1525.754758 sec): 3 clusters Score: Raw -44271070.786421 + Penalty 31449.774024 = -44239621.012397 nChanged 3609 SP:Iteration 13Q (1526.319868 sec): 3 clusters Score: Raw -44272533.163186 + Penalty 31449.774024 = -44241083.389162 nChanged 2897 SP:Iteration 14Q (1526.870431 sec): 3 clusters Score: Raw -44273552.140479 + Penalty 31449.774024 = -44242102.366455 nChanged 2297 SP:Iteration 15Q (1527.419577 sec): 3 clusters Score: Raw -44274237.489793 + Penalty 31449.774024 = -44242787.715769 nChanged 1771 SP:Iteration 16Q (1527.965299 sec): 3 clusters Score: Raw -44274722.169733 + Penalty 31449.774024 = -44243272.395709 nChanged 1446 SP:Iteration 17Q (1528.507924 sec): 3 clusters Score: Raw -44275061.831640 + Penalty 31449.774024 = -44243612.057616 nChanged 1185 SP:Iteration 18Q (1529.049307 sec): 3 clusters Score: Raw -44275319.783646 + Penalty 31449.774024 = -44243870.009622 nChanged 972 SP:Iteration 19Q (1529.588903 sec): 3 clusters Score: Raw -44275504.549474 + Penalty 31449.774024 = -44244054.775450 nChanged 773 SP:Iteration 20F (1530.137051 sec): 3 clusters Score: Raw -44275646.988342 + Penalty 31449.774024 = -44244197.214318 nChanged 686 SP:Iteration 21Q (1530.676092 sec): 3 clusters Score: Raw -44275777.909354 + Penalty 31449.774024 = -44244328.135330 nChanged 677 SP:Iteration 22Q (1531.215017 sec): 3 clusters Score: Raw -44275911.239060 + Penalty 31449.774024 = -44244461.465036 nChanged 669 SP:Iteration 23Q (1531.748770 sec): 3 clusters Score: Raw -44276040.841136 + Penalty 31449.774024 = -44244591.067112 nChanged 631 SP:Iteration 24Q (1532.291671 sec): 3 clusters Score: Raw -44276165.015144 + Penalty 31449.774024 = -44244715.241120 nChanged 631 SP:Iteration 25Q (1532.894446 sec): 3 clusters Score: Raw -44276288.658044 + Penalty 31449.774024 = -44244838.884020 nChanged 587 SP:Iteration 26Q (1533.448112 sec): 3 clusters Score: Raw -44276402.332485 + Penalty 31449.774024 = -44244952.558461 nChanged 601 SP:Iteration 27Q (1533.996738 sec): 3 clusters Score: Raw -44276521.335739 + Penalty 31449.774024 = -44245071.561714 nChanged 612 SP:Iteration 28Q (1534.544491 sec): 3 clusters Score: Raw -44276643.018694 + Penalty 31449.774024 = -44245193.244670 nChanged 658 SP:Iteration 29Q (1535.096451 sec): 3 clusters Score: Raw -44276789.667952 + Penalty 31449.774024 = -44245339.893928 nChanged 712 SP:Iteration 30Q (1535.629035 sec): 3 clusters Score: Raw -44276953.964782 + Penalty 31449.774024 = -44245504.190757 nChanged 729 SP:Iteration 31Q (1536.181830 sec): 3 clusters Score: Raw -44277120.493032 + Penalty 31449.774024 = -44245670.719008 nChanged 767 SP:Iteration 32Q (1536.785652 sec): 3 clusters Score: Raw -44277296.038470 + Penalty 31449.774024 = -44245846.264446 nChanged 761 SP:Iteration 33Q (1537.366419 sec): 3 clusters Score: Raw -44277473.501244 + Penalty 31449.774024 = -44246023.727220 nChanged 792 SP:Iteration 34Q (1537.952914 sec): 3 clusters Score: Raw -44277673.745191 + Penalty 31449.774024 = -44246223.971167 nChanged 814 SP:Iteration 35Q (1538.537191 sec): 3 clusters Score: Raw -44277884.400913 + Penalty 31449.774024 = -44246434.626889 nChanged 848 SP:Iteration 36Q (1539.112438 sec): 3 clusters Score: Raw -44278106.941459 + Penalty 31449.774024 = -44246657.167435 nChanged 854 SP:Iteration 37Q (1539.680615 sec): 3 clusters Score: Raw -44278333.937672 + Penalty 31449.774024 = -44246884.163648 nChanged 896 SP:Iteration 38Q (1540.265190 sec): 3 clusters Score: Raw -44278580.347220 + Penalty 31449.774024 = -44247130.573196 nChanged 902 SP:Iteration 39Q (1540.806502 sec): 3 clusters Score: Raw -44278838.230736 + Penalty 31449.774024 = -44247388.456712 nChanged 929 SP:Iteration 40F (1541.377959 sec): 3 clusters Score: Raw -44279105.578868 + Penalty 31449.774024 = -44247655.804844 nChanged 911 SP:Iteration 41Q (1541.909499 sec): 3 clusters Score: Raw -44279385.128475 + Penalty 31449.774024 = -44247935.354451 nChanged 949 SP:Iteration 42Q (1542.430997 sec): 3 clusters Score: Raw -44279683.960657 + Penalty 31449.774024 = -44248234.186632 nChanged 994 SP:Iteration 43Q (1542.945314 sec): 3 clusters Score: Raw -44280019.926077 + Penalty 31449.774024 = -44248570.152053 nChanged 995 SP:Iteration 44Q (1543.473498 sec): 3 clusters Score: Raw -44280362.683095 + Penalty 31449.774024 = -44248912.909071 nChanged 996 SP:Iteration 45Q (1544.034769 sec): 3 clusters Score: Raw -44280698.148770 + Penalty 31449.774024 = -44249248.374746 nChanged 977 SP:Iteration 46Q (1544.594554 sec): 3 clusters Score: Raw -44281020.428986 + Penalty 31449.774024 = -44249570.654962 nChanged 925 SP:Iteration 47Q (1545.178658 sec): 3 clusters Score: Raw -44281327.067758 + Penalty 31449.774024 = -44249877.293734 nChanged 884 SP:Iteration 48Q (1545.764543 sec): 3 clusters Score: Raw -44281617.247636 + Penalty 31449.774024 = -44250167.473612 nChanged 874 SP:Iteration 49Q (1546.339038 sec): 3 clusters Score: Raw -44281906.480054 + Penalty 31449.774024 = -44250456.706030 nChanged 833 SP:Iteration 50Q (1546.882175 sec): 3 clusters Score: Raw -44282189.472725 + Penalty 31449.774024 = -44250739.698701 nChanged 833 SP:Iteration 51Q (1547.430209 sec): 3 clusters Score: Raw -44282492.403719 + Penalty 31449.774024 = -44251042.629695 nChanged 810 SP:Iteration 52Q (1547.906069 sec): 3 clusters Score: Raw -44282791.018395 + Penalty 31449.774024 = -44251341.244371 nChanged 783 SP:Iteration 53Q (1548.381819 sec): 3 clusters Score: Raw -44283086.035089 + Penalty 31449.774024 = -44251636.261065 nChanged 738 SP:Iteration 54Q (1548.856011 sec): 3 clusters Score: Raw -44283353.555772 + Penalty 31449.774024 = -44251903.781748 nChanged 721 SP:Iteration 55Q (1549.330237 sec): 3 clusters Score: Raw -44283625.625586 + Penalty 31449.774024 = -44252175.851562 nChanged 689 SP:Iteration 56Q (1549.798439 sec): 3 clusters Score: Raw -44283894.991886 + Penalty 31449.774024 = -44252445.217862 nChanged 675 SP:Iteration 57Q (1550.267775 sec): 3 clusters Score: Raw -44284167.015444 + Penalty 31449.774024 = -44252717.241420 nChanged 639 SP:Iteration 58Q (1550.732911 sec): 3 clusters Score: Raw -44284422.860137 + Penalty 31449.774024 = -44252973.086113 nChanged 619 SP:Iteration 59Q (1551.200735 sec): 3 clusters Score: Raw -44284673.213111 + Penalty 31449.774024 = -44253223.439087 nChanged 593 SP:Iteration 60F (1551.740363 sec): 3 clusters Score: Raw -44284894.987758 + Penalty 31449.774024 = -44253445.213734 nChanged 503 SP:Iteration 61Q (1552.207569 sec): 3 clusters Score: Raw -44285064.821055 + Penalty 31449.774024 = -44253615.047031 nChanged 429 SP:Iteration 62Q (1552.670736 sec): 3 clusters Score: Raw -44285218.234242 + Penalty 31449.774024 = -44253768.460218 nChanged 403 SP:Iteration 63Q (1553.124651 sec): 3 clusters Score: Raw -44285363.545878 + Penalty 31449.774024 = -44253913.771854 nChanged 361 SP:Iteration 64Q (1553.584943 sec): 3 clusters Score: Raw -44285506.349511 + Penalty 31449.774024 = -44254056.575487 nChanged 351 SP:Iteration 65Q (1554.047656 sec): 3 clusters Score: Raw -44285636.498198 + Penalty 31449.774024 = -44254186.724174 nChanged 332 SP:Iteration 66Q (1554.565281 sec): 3 clusters Score: Raw -44285767.151265 + Penalty 31449.774024 = -44254317.377241 nChanged 294 SP:Iteration 67Q (1555.074763 sec): 3 clusters Score: Raw -44285882.957719 + Penalty 31449.774024 = -44254433.183695 nChanged 252 SP:Iteration 68Q (1555.614275 sec): 3 clusters Score: Raw -44285974.512557 + Penalty 31449.774024 = -44254524.738533 nChanged 243 SP:Iteration 69Q (1556.140311 sec): 3 clusters Score: Raw -44286062.303869 + Penalty 31449.774024 = -44254612.529844 nChanged 242 SP:Iteration 70Q (1556.655350 sec): 3 clusters Score: Raw -44286138.507546 + Penalty 31449.774024 = -44254688.733522 nChanged 210 SP:Iteration 71Q (1557.142227 sec): 3 clusters Score: Raw -44286196.083541 + Penalty 31449.774024 = -44254746.309517 nChanged 168 SP:Iteration 72Q (1557.576220 sec): 3 clusters Score: Raw -44286236.283670 + Penalty 31449.774024 = -44254786.509646 nChanged 127 SP:Iteration 73Q (1558.028709 sec): 3 clusters Score: Raw -44286265.797955 + Penalty 31449.774024 = -44254816.023931 nChanged 98 SP:Iteration 74Q (1558.483474 sec): 3 clusters Score: Raw -44286288.756040 + Penalty 31449.774024 = -44254838.982016 nChanged 87 SP:Iteration 75Q (1558.924616 sec): 3 clusters Score: Raw -44286309.432046 + Penalty 31449.774024 = -44254859.658022 nChanged 91 SP:Iteration 76Q (1559.376760 sec): 3 clusters Score: Raw -44286331.370052 + Penalty 31449.774024 = -44254881.596028 nChanged 73 SP:Iteration 77Q (1559.809959 sec): 3 clusters Score: Raw -44286348.669965 + Penalty 31449.774024 = -44254898.895941 nChanged 64 SP:Iteration 78Q (1560.211316 sec): 3 clusters Score: Raw -44286362.659481 + Penalty 31449.774024 = -44254912.885457 nChanged 62 SP:Iteration 79Q (1560.642440 sec): 3 clusters Score: Raw -44286375.186425 + Penalty 31449.774024 = -44254925.412401 nChanged 38 SP:Iteration 80F (1561.195353 sec): 3 clusters Score: Raw -44286382.803947 + Penalty 31449.774024 = -44254933.029923 nChanged 33 SP:Iteration 81Q (1561.698747 sec): 3 clusters Score: Raw -44286389.001289 + Penalty 31449.774024 = -44254939.227265 nChanged 23 SP:Iteration 82Q (1562.205920 sec): 3 clusters Score: Raw -44286394.009810 + Penalty 31449.774024 = -44254944.235786 nChanged 26 SP:Iteration 83Q (1562.696758 sec): 3 clusters Score: Raw -44286400.095688 + Penalty 31449.774024 = -44254950.321664 nChanged 29 SP:Iteration 84Q (1563.140851 sec): 3 clusters Score: Raw -44286405.947907 + Penalty 31449.774024 = -44254956.173883 nChanged 17 SP:Iteration 85Q (1563.578878 sec): 3 clusters Score: Raw -44286409.023592 + Penalty 31449.774024 = -44254959.249568 nChanged 12 SP:Iteration 86Q (1564.028177 sec): 3 clusters Score: Raw -44286411.529036 + Penalty 31449.774024 = -44254961.755012 nChanged 11 SP:Iteration 87Q (1564.479420 sec): 3 clusters Score: Raw -44286413.678565 + Penalty 31449.774024 = -44254963.904541 nChanged 10 SP:Iteration 88Q (1564.918776 sec): 3 clusters Score: Raw -44286415.816576 + Penalty 31449.774024 = -44254966.042552 nChanged 14 SP:Iteration 89Q (1565.364033 sec): 3 clusters Score: Raw -44286418.018754 + Penalty 31449.774024 = -44254968.244730 nChanged 7 SP:Iteration 90Q (1565.835523 sec): 3 clusters Score: Raw -44286419.260937 + Penalty 31449.774024 = -44254969.486913 nChanged 5 SP:Iteration 91Q (1566.342829 sec): 3 clusters Score: Raw -44286420.276826 + Penalty 31449.774024 = -44254970.502802 nChanged 6 SP:Iteration 92Q (1566.850041 sec): 3 clusters Score: Raw -44286421.298949 + Penalty 31449.774024 = -44254971.524925 nChanged 5 SP:Iteration 93Q (1567.350834 sec): 3 clusters Score: Raw -44286422.340700 + Penalty 31449.774024 = -44254972.566676 nChanged 4 SP:Iteration 94Q (1567.860206 sec): 3 clusters Score: Raw -44286422.909970 + Penalty 31449.774024 = -44254973.135946 nChanged 4 SP:Iteration 95Q (1568.368085 sec): 3 clusters Score: Raw -44286423.822678 + Penalty 31449.774024 = -44254974.048653 nChanged 5 SP:Iteration 96Q (1568.883798 sec): 3 clusters Score: Raw -44286424.569661 + Penalty 31449.774024 = -44254974.795637 nChanged 4 SP:Iteration 97Q (1569.378910 sec): 3 clusters Score: Raw -44286425.256700 + Penalty 31449.774024 = -44254975.482676 nChanged 7 SP:Iteration 98Q (1569.873282 sec): 3 clusters Score: Raw -44286426.462322 + Penalty 31449.774024 = -44254976.688298 nChanged 9 SP:Iteration 99Q (1570.376129 sec): 3 clusters Score: Raw -44286428.090818 + Penalty 31449.774024 = -44254978.316794 nChanged 8 SP:Iteration 100F (1570.986516 sec): 3 clusters Score: Raw -44286429.705984 + Penalty 31449.774024 = -44254979.931960 nChanged 5 SP:Iteration 101Q (1571.485243 sec): 3 clusters Score: Raw -44286430.764448 + Penalty 31449.774024 = -44254980.990424 nChanged 4 SP:Iteration 102Q (1571.990395 sec): 3 clusters Score: Raw -44286431.642540 + Penalty 31449.774024 = -44254981.868516 nChanged 4 SP:Iteration 103Q (1572.436570 sec): 3 clusters Score: Raw -44286432.493156 + Penalty 31449.774024 = -44254982.719132 nChanged 6 SP:Iteration 104Q (1572.871318 sec): 3 clusters Score: Raw -44286433.482079 + Penalty 31449.774024 = -44254983.708055 nChanged 6 SP:Iteration 105Q (1573.313545 sec): 3 clusters Score: Raw -44286434.548797 + Penalty 31449.774024 = -44254984.774773 nChanged 7 SP:Iteration 106Q (1573.749669 sec): 3 clusters Score: Raw -44286435.925910 + Penalty 31449.774024 = -44254986.151886 nChanged 9 SP:Iteration 107Q (1574.182407 sec): 3 clusters Score: Raw -44286437.522377 + Penalty 31449.774024 = -44254987.748353 nChanged 5 SP:Iteration 108Q (1574.621044 sec): 3 clusters Score: Raw -44286438.444878 + Penalty 31449.774024 = -44254988.670854 nChanged 4 SP:Iteration 109Q (1575.068043 sec): 3 clusters Score: Raw -44286439.066200 + Penalty 31449.774024 = -44254989.292176 nChanged 5 SP:Iteration 110Q (1575.535570 sec): 3 clusters Score: Raw -44286439.999520 + Penalty 31449.774024 = -44254990.225496 nChanged 5 SP:Iteration 111Q (1576.054085 sec): 3 clusters Score: Raw -44286440.871957 + Penalty 31449.774024 = -44254991.097932 nChanged 4 SP:Iteration 112Q (1576.538483 sec): 3 clusters Score: Raw -44286441.509768 + Penalty 31449.774024 = -44254991.735744 nChanged 5 SP:Iteration 113Q (1577.036683 sec): 3 clusters Score: Raw -44286442.481343 + Penalty 31449.774024 = -44254992.707319 nChanged 3 SP:Iteration 114Q (1577.544387 sec): 3 clusters Score: Raw -44286443.091989 + Penalty 31449.774024 = -44254993.317965 nChanged 0 SP:Iteration 115F (1578.085717 sec): 3 clusters Score: Raw -44286443.091989 + Penalty 31449.774024 = -44254993.317965 nChanged 0 Time taken for this iteration:1567.562069 seconds. 20->13 Clusters: Score -123987679.560520, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 324577 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 1 (23 points): Lose 71.286394 but Gain 17138.220540 Iteration 0F (1589.752412 sec): 20 clusters Score: Raw -119335745.301717 + Penalty 325626.190268 = -119010119.111448 nChanged 307047 Deleting Class 8 (1463 points): Lose 2128.080806 but Gain 17138.220540 Iteration 1F (1601.007486 sec): 19 clusters Score: Raw -123466594.840227 + Penalty 308487.969728 = -123158106.870499 nChanged 108684 Deleting Class 13 (818 points): Lose 3912.418235 but Gain 17138.220540 Iteration 2F (1611.518798 sec): 18 clusters Score: Raw -123730403.463407 + Penalty 291349.749187 = -123439053.714220 nChanged 62087 Deleting Class 5 (3074 points): Lose 5168.289627 but Gain 17138.220540 Iteration 3F (1621.802940 sec): 17 clusters Score: Raw -123832193.394069 + Penalty 274211.528647 = -123557981.865422 nChanged 46812 Deleting Class 6 (5319 points): Lose 7297.479747 but Gain 17138.220540 Iteration 4F (1631.281100 sec): 16 clusters Score: Raw -123897696.549483 + Penalty 257073.308107 = -123640623.241376 nChanged 43653 Deleting Class 3 (10065 points): Lose 13473.493363 but Gain 17138.220540 Iteration 5F (1640.407135 sec): 15 clusters Score: Raw -123943755.386008 + Penalty 239935.087566 = -123703820.298442 nChanged 43935 Iteration 6F (1648.732402 sec): 15 clusters Score: Raw -124002363.110639 + Penalty 239935.087566 = -123762428.023073 nChanged 29399 Iteration 7F (1656.810264 sec): 15 clusters Score: Raw -124033240.433349 + Penalty 239935.087566 = -123793305.345783 nChanged 22737 Iteration 8F (1665.136198 sec): 15 clusters Score: Raw -124059363.893441 + Penalty 239935.087566 = -123819428.805875 nChanged 16585 Iteration 9F (1673.616596 sec): 15 clusters Score: Raw -124070178.392600 + Penalty 239935.087566 = -123830243.305034 nChanged 11917 Iteration 10Q (1676.672947 sec): 15 clusters Score: Raw -124076073.942563 + Penalty 239935.087566 = -123836138.854997 nChanged 8960 Iteration 11Q (1679.689026 sec): 15 clusters Score: Raw -124079932.190579 + Penalty 239935.087566 = -123839997.103013 nChanged 7345 Iteration 12Q (1682.703631 sec): 15 clusters Score: Raw -124082680.058798 + Penalty 239935.087566 = -123842744.971232 nChanged 6073 Iteration 13Q (1685.892269 sec): 15 clusters Score: Raw -124084729.066271 + Penalty 239935.087566 = -123844793.978705 nChanged 5314 Iteration 14Q (1688.719908 sec): 15 clusters Score: Raw -124086379.131884 + Penalty 239935.087566 = -123846444.044318 nChanged 4912 Iteration 15Q (1691.601123 sec): 15 clusters Score: Raw -124087832.282356 + Penalty 239935.087566 = -123847897.194790 nChanged 4656 Iteration 16Q (1694.588642 sec): 15 clusters Score: Raw -124089153.347393 + Penalty 239935.087566 = -123849218.259826 nChanged 4622 Iteration 17Q (1697.602712 sec): 15 clusters Score: Raw -124090463.472570 + Penalty 239935.087566 = -123850528.385003 nChanged 4600 Iteration 18Q (1700.831589 sec): 15 clusters Score: Raw -124091792.842840 + Penalty 239935.087566 = -123851857.755274 nChanged 4771 Iteration 19Q (1703.899497 sec): 15 clusters Score: Raw -124093157.705498 + Penalty 239935.087566 = -123853222.617932 nChanged 5009 Writing temp clu file Because OldScore, -123851857.755274, is greater than current (better) Score,-123853222.617932 Compute initial score before splitting: Score: Raw -124093157.705498 + Penalty 239935.087566 = -123853222.617932 Trying to split cluster 2 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1704.028226 sec): 2 clusters Score: Raw -140824.326742 + Penalty 8053.813904 = -132770.512838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1704.073065 sec): 3 clusters Score: Raw -142908.646876 + Penalty 16107.627807 = -126801.019069 nChanged 19 SP:Iteration 1Q (1704.119151 sec): 3 clusters Score: Raw -143050.027039 + Penalty 16107.627807 = -126942.399231 nChanged 9 SP:Iteration 2Q (1704.157232 sec): 3 clusters Score: Raw -143163.148442 + Penalty 16107.627807 = -127055.520635 nChanged 1 SP:Iteration 3Q (1704.188989 sec): 3 clusters Score: Raw -143174.109784 + Penalty 16107.627807 = -127066.481977 nChanged 1 SP:Iteration 4Q (1704.222780 sec): 3 clusters Score: Raw -143188.868622 + Penalty 16107.627807 = -127081.240815 nChanged 1 SP:Iteration 5Q (1704.267631 sec): 3 clusters Score: Raw -143207.683774 + Penalty 16107.627807 = -127100.055966 nChanged 0 SP:Iteration 6F (1704.313982 sec): 3 clusters Score: Raw -143207.683774 + Penalty 16107.627807 = -127100.055966 nChanged 0 Trying to split cluster 4 (3088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1704.347082 sec): 2 clusters Score: Raw -1087780.091252 + Penalty 10851.644170 = -1076928.447082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1704.397478 sec): 3 clusters Score: Raw -1087842.271123 + Penalty 21703.288339 = -1066138.982784 nChanged 648 SP:Iteration 1F (1704.454889 sec): 3 clusters Score: Raw -1089066.635320 + Penalty 21703.288339 = -1067363.346981 nChanged 189 SP:Iteration 2F (1704.505256 sec): 3 clusters Score: Raw -1089599.288973 + Penalty 21703.288339 = -1067896.000634 nChanged 141 SP:Iteration 3Q (1704.553457 sec): 3 clusters Score: Raw -1090047.995619 + Penalty 21703.288339 = -1068344.707280 nChanged 146 SP:Iteration 4Q (1704.602187 sec): 3 clusters Score: Raw -1090528.460692 + Penalty 21703.288339 = -1068825.172353 nChanged 147 SP:Iteration 5Q (1704.658110 sec): 3 clusters Score: Raw -1091132.815554 + Penalty 21703.288339 = -1069429.527215 nChanged 180 SP:Iteration 6F (1704.710653 sec): 3 clusters Score: Raw -1091925.853981 + Penalty 21703.288339 = -1070222.565642 nChanged 215 SP:Iteration 7F (1704.767480 sec): 3 clusters Score: Raw -1092851.694268 + Penalty 21703.288339 = -1071148.405929 nChanged 164 SP:Iteration 8F (1704.817133 sec): 3 clusters Score: Raw -1093487.499982 + Penalty 21703.288339 = -1071784.211643 nChanged 106 SP:Iteration 9Q (1704.870927 sec): 3 clusters Score: Raw -1093906.278535 + Penalty 21703.288339 = -1072202.990196 nChanged 87 SP:Iteration 10Q (1704.927176 sec): 3 clusters Score: Raw -1094242.733660 + Penalty 21703.288339 = -1072539.445321 nChanged 70 SP:Iteration 11Q (1704.972738 sec): 3 clusters Score: Raw -1094536.788370 + Penalty 21703.288339 = -1072833.500031 nChanged 46 SP:Iteration 12Q (1705.015418 sec): 3 clusters Score: Raw -1094672.487782 + Penalty 21703.288339 = -1072969.199443 nChanged 27 SP:Iteration 13Q (1705.065275 sec): 3 clusters Score: Raw -1094740.346863 + Penalty 21703.288339 = -1073037.058524 nChanged 19 SP:Iteration 14Q (1705.110518 sec): 3 clusters Score: Raw -1094791.275754 + Penalty 21703.288339 = -1073087.987415 nChanged 14 SP:Iteration 15Q (1705.157001 sec): 3 clusters Score: Raw -1094835.405996 + Penalty 21703.288339 = -1073132.117657 nChanged 20 SP:Iteration 16Q (1705.215396 sec): 3 clusters Score: Raw -1094898.583053 + Penalty 21703.288339 = -1073195.294714 nChanged 9 SP:Iteration 17Q (1705.252379 sec): 3 clusters Score: Raw -1094927.246352 + Penalty 21703.288339 = -1073223.958013 nChanged 3 SP:Iteration 18Q (1705.300934 sec): 3 clusters Score: Raw -1094934.872115 + Penalty 21703.288339 = -1073231.583776 nChanged 1 SP:Iteration 19Q (1705.356284 sec): 3 clusters Score: Raw -1094937.950887 + Penalty 21703.288339 = -1073234.662548 nChanged 3 SP:Iteration 20F (1705.413350 sec): 3 clusters Score: Raw -1094947.603872 + Penalty 21703.288339 = -1073244.315533 nChanged 3 SP:Iteration 21Q (1705.465152 sec): 3 clusters Score: Raw -1095010.404858 + Penalty 21703.288339 = -1073307.116519 nChanged 9 SP:Iteration 22Q (1705.514251 sec): 3 clusters Score: Raw -1095038.906618 + Penalty 21703.288339 = -1073335.618279 nChanged 7 SP:Iteration 23Q (1705.573109 sec): 3 clusters Score: Raw -1095061.079367 + Penalty 21703.288339 = -1073357.791028 nChanged 7 SP:Iteration 24Q (1705.633232 sec): 3 clusters Score: Raw -1095077.414642 + Penalty 21703.288339 = -1073374.126303 nChanged 6 SP:Iteration 25Q (1705.674322 sec): 3 clusters Score: Raw -1095089.899432 + Penalty 21703.288339 = -1073386.611093 nChanged 8 SP:Iteration 26Q (1705.728275 sec): 3 clusters Score: Raw -1095121.461770 + Penalty 21703.288339 = -1073418.173431 nChanged 11 SP:Iteration 27Q (1705.789417 sec): 3 clusters Score: Raw -1095156.657340 + Penalty 21703.288339 = -1073453.369001 nChanged 14 SP:Iteration 28Q (1705.842415 sec): 3 clusters Score: Raw -1095201.672800 + Penalty 21703.288339 = -1073498.384461 nChanged 14 SP:Iteration 29Q (1705.891797 sec): 3 clusters Score: Raw -1095252.786484 + Penalty 21703.288339 = -1073549.498145 nChanged 9 SP:Iteration 30Q (1705.948588 sec): 3 clusters Score: Raw -1095281.462123 + Penalty 21703.288339 = -1073578.173784 nChanged 7 SP:Iteration 31Q (1706.005621 sec): 3 clusters Score: Raw -1095306.416497 + Penalty 21703.288339 = -1073603.128158 nChanged 5 SP:Iteration 32Q (1706.061193 sec): 3 clusters Score: Raw -1095316.112575 + Penalty 21703.288339 = -1073612.824236 nChanged 3 SP:Iteration 33Q (1706.116950 sec): 3 clusters Score: Raw -1095323.360218 + Penalty 21703.288339 = -1073620.071879 nChanged 2 SP:Iteration 34Q (1706.172681 sec): 3 clusters Score: Raw -1095329.888630 + Penalty 21703.288339 = -1073626.600291 nChanged 3 SP:Iteration 35Q (1706.228317 sec): 3 clusters Score: Raw -1095336.233676 + Penalty 21703.288339 = -1073632.945337 nChanged 2 SP:Iteration 36Q (1706.273686 sec): 3 clusters Score: Raw -1095339.593354 + Penalty 21703.288339 = -1073636.305015 nChanged 3 SP:Iteration 37Q (1706.339268 sec): 3 clusters Score: Raw -1095351.550268 + Penalty 21703.288339 = -1073648.261929 nChanged 7 SP:Iteration 38Q (1706.392025 sec): 3 clusters Score: Raw -1095373.509593 + Penalty 21703.288339 = -1073670.221254 nChanged 8 SP:Iteration 39Q (1706.449333 sec): 3 clusters Score: Raw -1095403.740623 + Penalty 21703.288339 = -1073700.452284 nChanged 8 SP:Iteration 40F (1706.496933 sec): 3 clusters Score: Raw -1095420.901149 + Penalty 21703.288339 = -1073717.612810 nChanged 5 SP:Iteration 41Q (1706.555764 sec): 3 clusters Score: Raw -1095435.039917 + Penalty 21703.288339 = -1073731.751578 nChanged 4 SP:Iteration 42Q (1706.611636 sec): 3 clusters Score: Raw -1095450.263150 + Penalty 21703.288339 = -1073746.974811 nChanged 6 SP:Iteration 43Q (1706.664153 sec): 3 clusters Score: Raw -1095464.203322 + Penalty 21703.288339 = -1073760.914983 nChanged 2 SP:Iteration 44Q (1706.719308 sec): 3 clusters Score: Raw -1095473.546095 + Penalty 21703.288339 = -1073770.257756 nChanged 5 SP:Iteration 45Q (1706.762079 sec): 3 clusters Score: Raw -1095494.134853 + Penalty 21703.288339 = -1073790.846514 nChanged 7 SP:Iteration 46Q (1706.814158 sec): 3 clusters Score: Raw -1095528.622378 + Penalty 21703.288339 = -1073825.334039 nChanged 7 SP:Iteration 47Q (1706.869264 sec): 3 clusters Score: Raw -1095555.152797 + Penalty 21703.288339 = -1073851.864458 nChanged 9 SP:Iteration 48Q (1706.914058 sec): 3 clusters Score: Raw -1095600.355037 + Penalty 21703.288339 = -1073897.066698 nChanged 11 SP:Iteration 49Q (1706.965899 sec): 3 clusters Score: Raw -1095637.633044 + Penalty 21703.288339 = -1073934.344705 nChanged 8 SP:Iteration 50Q (1707.024196 sec): 3 clusters Score: Raw -1095668.333300 + Penalty 21703.288339 = -1073965.044961 nChanged 11 SP:Iteration 51Q (1707.068074 sec): 3 clusters Score: Raw -1095708.587634 + Penalty 21703.288339 = -1074005.299295 nChanged 7 SP:Iteration 52Q (1707.122916 sec): 3 clusters Score: Raw -1095737.314265 + Penalty 21703.288339 = -1074034.025926 nChanged 5 SP:Iteration 53Q (1707.172533 sec): 3 clusters Score: Raw -1095756.129067 + Penalty 21703.288339 = -1074052.840728 nChanged 7 SP:Iteration 54Q (1707.216552 sec): 3 clusters Score: Raw -1095780.148851 + Penalty 21703.288339 = -1074076.860512 nChanged 6 SP:Iteration 55Q (1707.263605 sec): 3 clusters Score: Raw -1095800.534933 + Penalty 21703.288339 = -1074097.246594 nChanged 10 SP:Iteration 56Q (1707.312274 sec): 3 clusters Score: Raw -1095831.147217 + Penalty 21703.288339 = -1074127.858878 nChanged 13 SP:Iteration 57Q (1707.372543 sec): 3 clusters Score: Raw -1095894.949224 + Penalty 21703.288339 = -1074191.660885 nChanged 14 SP:Iteration 58Q (1707.423310 sec): 3 clusters Score: Raw -1095958.505458 + Penalty 21703.288339 = -1074255.217119 nChanged 11 SP:Iteration 59Q (1707.458728 sec): 3 clusters Score: Raw -1096004.005949 + Penalty 21703.288339 = -1074300.717610 nChanged 12 SP:Iteration 60F (1707.509852 sec): 3 clusters Score: Raw -1096078.247114 + Penalty 21703.288339 = -1074374.958775 nChanged 10 SP:Iteration 61Q (1707.554929 sec): 3 clusters Score: Raw -1096152.353521 + Penalty 21703.288339 = -1074449.065182 nChanged 10 SP:Iteration 62Q (1707.609996 sec): 3 clusters Score: Raw -1096207.106237 + Penalty 21703.288339 = -1074503.817898 nChanged 11 SP:Iteration 63Q (1707.662460 sec): 3 clusters Score: Raw -1096265.786857 + Penalty 21703.288339 = -1074562.498518 nChanged 8 SP:Iteration 64Q (1707.709464 sec): 3 clusters Score: Raw -1096307.539884 + Penalty 21703.288339 = -1074604.251545 nChanged 13 SP:Iteration 65Q (1707.757605 sec): 3 clusters Score: Raw -1096361.173462 + Penalty 21703.288339 = -1074657.885123 nChanged 9 SP:Iteration 66Q (1707.809518 sec): 3 clusters Score: Raw -1096389.494150 + Penalty 21703.288339 = -1074686.205811 nChanged 7 SP:Iteration 67Q (1707.868956 sec): 3 clusters Score: Raw -1096438.775334 + Penalty 21703.288339 = -1074735.486995 nChanged 7 SP:Iteration 68Q (1707.910020 sec): 3 clusters Score: Raw -1096457.381973 + Penalty 21703.288339 = -1074754.093634 nChanged 1 SP:Iteration 69Q (1707.966877 sec): 3 clusters Score: Raw -1096461.830691 + Penalty 21703.288339 = -1074758.542352 nChanged 2 SP:Iteration 70Q (1708.022609 sec): 3 clusters Score: Raw -1096467.521913 + Penalty 21703.288339 = -1074764.233574 nChanged 1 SP:Iteration 71Q (1708.061973 sec): 3 clusters Score: Raw -1096470.140344 + Penalty 21703.288339 = -1074766.852005 nChanged 0 SP:Iteration 72F (1708.113138 sec): 3 clusters Score: Raw -1096470.140344 + Penalty 21703.288339 = -1074766.852005 nChanged 0 Trying to split cluster 7 (134519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1708.573324 sec): 2 clusters Score: Raw -51969869.416970 + Penalty 15948.676719 = -51953920.740251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1709.227767 sec): 3 clusters Score: Raw -51890654.054897 + Penalty 31897.353437 = -51858756.701460 nChanged 59672 SP:Iteration 1F (1709.850766 sec): 3 clusters Score: Raw -51922706.743077 + Penalty 31897.353437 = -51890809.389640 nChanged 6599 SP:Iteration 2Q (1710.494687 sec): 3 clusters Score: Raw -51924962.713809 + Penalty 31897.353437 = -51893065.360372 nChanged 5797 SP:Iteration 3Q (1711.133070 sec): 3 clusters Score: Raw -51926882.706774 + Penalty 31897.353437 = -51894985.353336 nChanged 5328 SP:Iteration 4Q (1711.788394 sec): 3 clusters Score: Raw -51928733.992113 + Penalty 31897.353437 = -51896836.638676 nChanged 5235 SP:Iteration 5Q (1712.504317 sec): 3 clusters Score: Raw -51930774.083684 + Penalty 31897.353437 = -51898876.730247 nChanged 5438 SP:Iteration 6Q (1713.225452 sec): 3 clusters Score: Raw -51933218.290977 + Penalty 31897.353437 = -51901320.937540 nChanged 6092 SP:Iteration 7Q (1713.943478 sec): 3 clusters Score: Raw -51936455.772192 + Penalty 31897.353437 = -51904558.418755 nChanged 6928 SP:Iteration 8F (1714.677061 sec): 3 clusters Score: Raw -51940673.727617 + Penalty 31897.353437 = -51908776.374180 nChanged 7475 SP:Iteration 9F (1715.411031 sec): 3 clusters Score: Raw -51945741.537697 + Penalty 31897.353437 = -51913844.184260 nChanged 7592 SP:Iteration 10F (1716.084733 sec): 3 clusters Score: Raw -51951276.466859 + Penalty 31897.353437 = -51919379.113422 nChanged 6978 SP:Iteration 11F (1716.778295 sec): 3 clusters Score: Raw -51956525.457229 + Penalty 31897.353437 = -51924628.103792 nChanged 5885 SP:Iteration 12Q (1717.460748 sec): 3 clusters Score: Raw -51960790.501020 + Penalty 31897.353437 = -51928893.147583 nChanged 4523 SP:Iteration 13Q (1718.079406 sec): 3 clusters Score: Raw -51963861.544332 + Penalty 31897.353437 = -51931964.190895 nChanged 3415 SP:Iteration 14Q (1718.759040 sec): 3 clusters Score: Raw -51965990.918223 + Penalty 31897.353437 = -51934093.564785 nChanged 2622 SP:Iteration 15Q (1719.370647 sec): 3 clusters Score: Raw -51967513.884086 + Penalty 31897.353437 = -51935616.530649 nChanged 2024 SP:Iteration 16Q (1720.012803 sec): 3 clusters Score: Raw -51968612.061364 + Penalty 31897.353437 = -51936714.707926 nChanged 1601 SP:Iteration 17Q (1720.665653 sec): 3 clusters Score: Raw -51969456.418078 + Penalty 31897.353437 = -51937559.064641 nChanged 1252 SP:Iteration 18Q (1721.295894 sec): 3 clusters Score: Raw -51970094.484840 + Penalty 31897.353437 = -51938197.131403 nChanged 992 SP:Iteration 19Q (1721.920091 sec): 3 clusters Score: Raw -51970605.724555 + Penalty 31897.353437 = -51938708.371118 nChanged 750 SP:Iteration 20F (1722.636968 sec): 3 clusters Score: Raw -51970965.313584 + Penalty 31897.353437 = -51939067.960147 nChanged 567 SP:Iteration 21Q (1723.247359 sec): 3 clusters Score: Raw -51971226.663970 + Penalty 31897.353437 = -51939329.310533 nChanged 449 SP:Iteration 22Q (1723.844651 sec): 3 clusters Score: Raw -51971432.886823 + Penalty 31897.353437 = -51939535.533386 nChanged 336 SP:Iteration 23Q (1724.428461 sec): 3 clusters Score: Raw -51971588.444093 + Penalty 31897.353437 = -51939691.090656 nChanged 291 SP:Iteration 24Q (1725.024490 sec): 3 clusters Score: Raw -51971716.102325 + Penalty 31897.353437 = -51939818.748887 nChanged 235 SP:Iteration 25Q (1725.601900 sec): 3 clusters Score: Raw -51971813.312011 + Penalty 31897.353437 = -51939915.958574 nChanged 182 SP:Iteration 26Q (1726.111098 sec): 3 clusters Score: Raw -51971889.041021 + Penalty 31897.353437 = -51939991.687584 nChanged 162 SP:Iteration 27Q (1726.615088 sec): 3 clusters Score: Raw -51971959.513483 + Penalty 31897.353437 = -51940062.160046 nChanged 141 SP:Iteration 28Q (1727.120338 sec): 3 clusters Score: Raw -51972021.238056 + Penalty 31897.353437 = -51940123.884619 nChanged 128 SP:Iteration 29Q (1727.636824 sec): 3 clusters Score: Raw -51972079.612211 + Penalty 31897.353437 = -51940182.258774 nChanged 127 SP:Iteration 30Q (1728.143210 sec): 3 clusters Score: Raw -51972134.044558 + Penalty 31897.353437 = -51940236.691121 nChanged 109 SP:Iteration 31Q (1728.643051 sec): 3 clusters Score: Raw -51972182.321763 + Penalty 31897.353437 = -51940284.968326 nChanged 89 SP:Iteration 32Q (1729.141014 sec): 3 clusters Score: Raw -51972219.386819 + Penalty 31897.353437 = -51940322.033382 nChanged 70 SP:Iteration 33Q (1729.649949 sec): 3 clusters Score: Raw -51972246.959143 + Penalty 31897.353437 = -51940349.605706 nChanged 54 SP:Iteration 34Q (1730.151675 sec): 3 clusters Score: Raw -51972270.814617 + Penalty 31897.353437 = -51940373.461180 nChanged 56 SP:Iteration 35Q (1730.650387 sec): 3 clusters Score: Raw -51972294.462934 + Penalty 31897.353437 = -51940397.109497 nChanged 47 SP:Iteration 36Q (1731.149498 sec): 3 clusters Score: Raw -51972312.496930 + Penalty 31897.353437 = -51940415.143493 nChanged 43 SP:Iteration 37Q (1731.641639 sec): 3 clusters Score: Raw -51972331.053014 + Penalty 31897.353437 = -51940433.699577 nChanged 37 SP:Iteration 38Q (1732.150592 sec): 3 clusters Score: Raw -51972346.110191 + Penalty 31897.353437 = -51940448.756754 nChanged 30 SP:Iteration 39Q (1732.645052 sec): 3 clusters Score: Raw -51972357.804654 + Penalty 31897.353437 = -51940460.451216 nChanged 29 SP:Iteration 40F (1733.266661 sec): 3 clusters Score: Raw -51972368.381103 + Penalty 31897.353437 = -51940471.027666 nChanged 20 SP:Iteration 41Q (1733.762709 sec): 3 clusters Score: Raw -51972376.645366 + Penalty 31897.353437 = -51940479.291929 nChanged 16 SP:Iteration 42Q (1734.259457 sec): 3 clusters Score: Raw -51972382.967390 + Penalty 31897.353437 = -51940485.613953 nChanged 15 SP:Iteration 43Q (1734.760545 sec): 3 clusters Score: Raw -51972388.872457 + Penalty 31897.353437 = -51940491.519020 nChanged 18 SP:Iteration 44Q (1735.253661 sec): 3 clusters Score: Raw -51972396.358849 + Penalty 31897.353437 = -51940499.005412 nChanged 16 SP:Iteration 45Q (1735.749541 sec): 3 clusters Score: Raw -51972402.160214 + Penalty 31897.353437 = -51940504.806777 nChanged 16 SP:Iteration 46Q (1736.248938 sec): 3 clusters Score: Raw -51972409.336154 + Penalty 31897.353437 = -51940511.982717 nChanged 16 SP:Iteration 47Q (1736.759966 sec): 3 clusters Score: Raw -51972414.896862 + Penalty 31897.353437 = -51940517.543425 nChanged 15 SP:Iteration 48Q (1737.256536 sec): 3 clusters Score: Raw -51972420.734908 + Penalty 31897.353437 = -51940523.381471 nChanged 8 SP:Iteration 49Q (1737.795464 sec): 3 clusters Score: Raw -51972424.270666 + Penalty 31897.353437 = -51940526.917229 nChanged 8 SP:Iteration 50Q (1738.299534 sec): 3 clusters Score: Raw -51972427.868864 + Penalty 31897.353437 = -51940530.515427 nChanged 14 SP:Iteration 51Q (1738.800899 sec): 3 clusters Score: Raw -51972433.414703 + Penalty 31897.353437 = -51940536.061265 nChanged 13 SP:Iteration 52Q (1739.310405 sec): 3 clusters Score: Raw -51972438.921154 + Penalty 31897.353437 = -51940541.567717 nChanged 6 SP:Iteration 53Q (1739.813508 sec): 3 clusters Score: Raw -51972441.996654 + Penalty 31897.353437 = -51940544.643217 nChanged 9 SP:Iteration 54Q (1740.317150 sec): 3 clusters Score: Raw -51972446.700541 + Penalty 31897.353437 = -51940549.347104 nChanged 9 SP:Iteration 55Q (1740.871597 sec): 3 clusters Score: Raw -51972450.082043 + Penalty 31897.353437 = -51940552.728606 nChanged 9 SP:Iteration 56Q (1741.380199 sec): 3 clusters Score: Raw -51972453.452305 + Penalty 31897.353437 = -51940556.098868 nChanged 7 SP:Iteration 57Q (1741.895555 sec): 3 clusters Score: Raw -51972456.276124 + Penalty 31897.353437 = -51940558.922687 nChanged 6 SP:Iteration 58Q (1742.391154 sec): 3 clusters Score: Raw -51972457.765347 + Penalty 31897.353437 = -51940560.411910 nChanged 0 SP:Iteration 59F (1743.017308 sec): 3 clusters Score: Raw -51972457.765347 + Penalty 31897.353437 = -51940560.411910 nChanged 0 Trying to split cluster 9 (6836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1743.090584 sec): 2 clusters Score: Raw -2569415.627511 + Penalty 11924.858339 = -2557490.769172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1743.152961 sec): 3 clusters Score: Raw -2567439.004078 + Penalty 23849.716677 = -2543589.287401 nChanged 1850 SP:Iteration 1F (1743.224225 sec): 3 clusters Score: Raw -2569139.965778 + Penalty 23849.716677 = -2545290.249101 nChanged 420 SP:Iteration 2F (1743.298361 sec): 3 clusters Score: Raw -2569630.917668 + Penalty 23849.716677 = -2545781.200990 nChanged 241 SP:Iteration 3Q (1743.380611 sec): 3 clusters Score: Raw -2569881.354107 + Penalty 23849.716677 = -2546031.637429 nChanged 138 SP:Iteration 4Q (1743.441807 sec): 3 clusters Score: Raw -2570016.179265 + Penalty 23849.716677 = -2546166.462587 nChanged 100 SP:Iteration 5Q (1743.514425 sec): 3 clusters Score: Raw -2570115.518505 + Penalty 23849.716677 = -2546265.801827 nChanged 72 SP:Iteration 6Q (1743.586172 sec): 3 clusters Score: Raw -2570182.915707 + Penalty 23849.716677 = -2546333.199030 nChanged 57 SP:Iteration 7Q (1743.667136 sec): 3 clusters Score: Raw -2570239.822440 + Penalty 23849.716677 = -2546390.105763 nChanged 48 SP:Iteration 8Q (1743.726076 sec): 3 clusters Score: Raw -2570280.197027 + Penalty 23849.716677 = -2546430.480350 nChanged 28 SP:Iteration 9Q (1743.798826 sec): 3 clusters Score: Raw -2570309.947087 + Penalty 23849.716677 = -2546460.230409 nChanged 34 SP:Iteration 10Q (1743.873100 sec): 3 clusters Score: Raw -2570342.748077 + Penalty 23849.716677 = -2546493.031400 nChanged 30 SP:Iteration 11Q (1743.954962 sec): 3 clusters Score: Raw -2570369.034040 + Penalty 23849.716677 = -2546519.317362 nChanged 24 SP:Iteration 12Q (1744.021523 sec): 3 clusters Score: Raw -2570388.852214 + Penalty 23849.716677 = -2546539.135537 nChanged 19 SP:Iteration 13Q (1744.086257 sec): 3 clusters Score: Raw -2570407.988943 + Penalty 23849.716677 = -2546558.272266 nChanged 14 SP:Iteration 14Q (1744.167727 sec): 3 clusters Score: Raw -2570419.674474 + Penalty 23849.716677 = -2546569.957797 nChanged 15 SP:Iteration 15Q (1744.227538 sec): 3 clusters Score: Raw -2570436.030828 + Penalty 23849.716677 = -2546586.314151 nChanged 11 SP:Iteration 16Q (1744.305049 sec): 3 clusters Score: Raw -2570445.175096 + Penalty 23849.716677 = -2546595.458418 nChanged 10 SP:Iteration 17Q (1744.378006 sec): 3 clusters Score: Raw -2570455.298550 + Penalty 23849.716677 = -2546605.581873 nChanged 15 SP:Iteration 18Q (1744.448384 sec): 3 clusters Score: Raw -2570470.458195 + Penalty 23849.716677 = -2546620.741518 nChanged 14 SP:Iteration 19Q (1744.508880 sec): 3 clusters Score: Raw -2570483.643342 + Penalty 23849.716677 = -2546633.926664 nChanged 8 SP:Iteration 20F (1744.580606 sec): 3 clusters Score: Raw -2570492.843735 + Penalty 23849.716677 = -2546643.127058 nChanged 6 SP:Iteration 21Q (1744.652032 sec): 3 clusters Score: Raw -2570499.488632 + Penalty 23849.716677 = -2546649.771954 nChanged 5 SP:Iteration 22Q (1744.725198 sec): 3 clusters Score: Raw -2570504.104177 + Penalty 23849.716677 = -2546654.387499 nChanged 4 SP:Iteration 23Q (1744.801237 sec): 3 clusters Score: Raw -2570507.527892 + Penalty 23849.716677 = -2546657.811214 nChanged 4 SP:Iteration 24Q (1744.879595 sec): 3 clusters Score: Raw -2570511.330061 + Penalty 23849.716677 = -2546661.613384 nChanged 6 SP:Iteration 25Q (1744.939287 sec): 3 clusters Score: Raw -2570515.955322 + Penalty 23849.716677 = -2546666.238644 nChanged 2 SP:Iteration 26Q (1745.015192 sec): 3 clusters Score: Raw -2570517.340762 + Penalty 23849.716677 = -2546667.624084 nChanged 3 SP:Iteration 27Q (1745.079871 sec): 3 clusters Score: Raw -2570519.584101 + Penalty 23849.716677 = -2546669.867423 nChanged 5 SP:Iteration 28Q (1745.159091 sec): 3 clusters Score: Raw -2570524.243538 + Penalty 23849.716677 = -2546674.526860 nChanged 3 SP:Iteration 29Q (1745.231010 sec): 3 clusters Score: Raw -2570527.222566 + Penalty 23849.716677 = -2546677.505889 nChanged 1 SP:Iteration 30Q (1745.304701 sec): 3 clusters Score: Raw -2570527.996963 + Penalty 23849.716677 = -2546678.280286 nChanged 3 SP:Iteration 31Q (1745.371258 sec): 3 clusters Score: Raw -2570531.026292 + Penalty 23849.716677 = -2546681.309614 nChanged 4 SP:Iteration 32Q (1745.442258 sec): 3 clusters Score: Raw -2570533.197056 + Penalty 23849.716677 = -2546683.480379 nChanged 3 SP:Iteration 33Q (1745.516572 sec): 3 clusters Score: Raw -2570536.315778 + Penalty 23849.716677 = -2546686.599101 nChanged 3 SP:Iteration 34Q (1745.583879 sec): 3 clusters Score: Raw -2570539.113354 + Penalty 23849.716677 = -2546689.396676 nChanged 3 SP:Iteration 35Q (1745.648418 sec): 3 clusters Score: Raw -2570541.335477 + Penalty 23849.716677 = -2546691.618800 nChanged 0 SP:Iteration 36F (1745.721039 sec): 3 clusters Score: Raw -2570541.335477 + Penalty 23849.716677 = -2546691.618800 nChanged 0 Trying to split cluster 10 (26548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1745.833503 sec): 2 clusters Score: Raw -10383095.590657 + Penalty 13757.151442 = -10369338.439215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1746.022432 sec): 3 clusters Score: Raw -10370275.390275 + Penalty 27514.302884 = -10342761.087390 nChanged 10023 SP:Iteration 1F (1746.199870 sec): 3 clusters Score: Raw -10375927.244171 + Penalty 27514.302884 = -10348412.941287 nChanged 1847 SP:Iteration 2F (1746.388392 sec): 3 clusters Score: Raw -10377004.135157 + Penalty 27514.302884 = -10349489.832273 nChanged 1290 SP:Iteration 3Q (1746.576974 sec): 3 clusters Score: Raw -10377697.978412 + Penalty 27514.302884 = -10350183.675528 nChanged 921 SP:Iteration 4Q (1746.753566 sec): 3 clusters Score: Raw -10378142.471115 + Penalty 27514.302884 = -10350628.168231 nChanged 721 SP:Iteration 5Q (1746.936960 sec): 3 clusters Score: Raw -10378459.431085 + Penalty 27514.302884 = -10350945.128200 nChanged 539 SP:Iteration 6Q (1747.123269 sec): 3 clusters Score: Raw -10378674.533829 + Penalty 27514.302884 = -10351160.230945 nChanged 443 SP:Iteration 7Q (1747.293656 sec): 3 clusters Score: Raw -10378854.915887 + Penalty 27514.302884 = -10351340.613003 nChanged 379 SP:Iteration 8Q (1747.476092 sec): 3 clusters Score: Raw -10379002.764381 + Penalty 27514.302884 = -10351488.461497 nChanged 339 SP:Iteration 9Q (1747.652739 sec): 3 clusters Score: Raw -10379126.522769 + Penalty 27514.302884 = -10351612.219885 nChanged 305 SP:Iteration 10Q (1747.834044 sec): 3 clusters Score: Raw -10379235.877664 + Penalty 27514.302884 = -10351721.574779 nChanged 247 SP:Iteration 11Q (1748.015481 sec): 3 clusters Score: Raw -10379323.645878 + Penalty 27514.302884 = -10351809.342994 nChanged 221 SP:Iteration 12Q (1748.194136 sec): 3 clusters Score: Raw -10379397.968569 + Penalty 27514.302884 = -10351883.665685 nChanged 206 SP:Iteration 13Q (1748.375679 sec): 3 clusters Score: Raw -10379465.715114 + Penalty 27514.302884 = -10351951.412229 nChanged 178 SP:Iteration 14Q (1748.546933 sec): 3 clusters Score: Raw -10379521.090332 + Penalty 27514.302884 = -10352006.787448 nChanged 166 SP:Iteration 15Q (1748.715458 sec): 3 clusters Score: Raw -10379572.716391 + Penalty 27514.302884 = -10352058.413507 nChanged 157 SP:Iteration 16Q (1748.893596 sec): 3 clusters Score: Raw -10379620.520994 + Penalty 27514.302884 = -10352106.218110 nChanged 164 SP:Iteration 17Q (1749.067684 sec): 3 clusters Score: Raw -10379672.884779 + Penalty 27514.302884 = -10352158.581895 nChanged 159 SP:Iteration 18Q (1749.235988 sec): 3 clusters Score: Raw -10379722.197520 + Penalty 27514.302884 = -10352207.894636 nChanged 142 SP:Iteration 19Q (1749.392783 sec): 3 clusters Score: Raw -10379764.684868 + Penalty 27514.302884 = -10352250.381984 nChanged 107 SP:Iteration 20F (1749.553865 sec): 3 clusters Score: Raw -10379794.601967 + Penalty 27514.302884 = -10352280.299083 nChanged 85 SP:Iteration 21Q (1749.733662 sec): 3 clusters Score: Raw -10379818.124481 + Penalty 27514.302884 = -10352303.821597 nChanged 68 SP:Iteration 22Q (1749.908288 sec): 3 clusters Score: Raw -10379836.048117 + Penalty 27514.302884 = -10352321.745232 nChanged 62 SP:Iteration 23Q (1750.086370 sec): 3 clusters Score: Raw -10379854.466959 + Penalty 27514.302884 = -10352340.164075 nChanged 66 SP:Iteration 24Q (1750.243436 sec): 3 clusters Score: Raw -10379871.342296 + Penalty 27514.302884 = -10352357.039412 nChanged 62 SP:Iteration 25Q (1750.412264 sec): 3 clusters Score: Raw -10379885.589140 + Penalty 27514.302884 = -10352371.286256 nChanged 53 SP:Iteration 26Q (1750.568055 sec): 3 clusters Score: Raw -10379898.169917 + Penalty 27514.302884 = -10352383.867033 nChanged 49 SP:Iteration 27Q (1750.738311 sec): 3 clusters Score: Raw -10379911.835757 + Penalty 27514.302884 = -10352397.532873 nChanged 48 SP:Iteration 28Q (1750.912560 sec): 3 clusters Score: Raw -10379926.112123 + Penalty 27514.302884 = -10352411.809238 nChanged 58 SP:Iteration 29Q (1751.065596 sec): 3 clusters Score: Raw -10379942.879115 + Penalty 27514.302884 = -10352428.576231 nChanged 67 SP:Iteration 30Q (1751.235480 sec): 3 clusters Score: Raw -10379963.148765 + Penalty 27514.302884 = -10352448.845881 nChanged 79 SP:Iteration 31Q (1751.403133 sec): 3 clusters Score: Raw -10379984.252695 + Penalty 27514.302884 = -10352469.949811 nChanged 61 SP:Iteration 32Q (1751.568486 sec): 3 clusters Score: Raw -10380003.347573 + Penalty 27514.302884 = -10352489.044689 nChanged 80 SP:Iteration 33Q (1751.726925 sec): 3 clusters Score: Raw -10380025.045342 + Penalty 27514.302884 = -10352510.742458 nChanged 67 SP:Iteration 34Q (1751.890700 sec): 3 clusters Score: Raw -10380043.123331 + Penalty 27514.302884 = -10352528.820446 nChanged 63 SP:Iteration 35Q (1752.055828 sec): 3 clusters Score: Raw -10380061.224918 + Penalty 27514.302884 = -10352546.922034 nChanged 75 SP:Iteration 36Q (1752.230784 sec): 3 clusters Score: Raw -10380082.852126 + Penalty 27514.302884 = -10352568.549242 nChanged 98 SP:Iteration 37Q (1752.396671 sec): 3 clusters Score: Raw -10380110.834151 + Penalty 27514.302884 = -10352596.531267 nChanged 77 SP:Iteration 38Q (1752.566007 sec): 3 clusters Score: Raw -10380132.554987 + Penalty 27514.302884 = -10352618.252102 nChanged 76 SP:Iteration 39Q (1752.732860 sec): 3 clusters Score: Raw -10380153.363455 + Penalty 27514.302884 = -10352639.060571 nChanged 62 SP:Iteration 40F (1752.909896 sec): 3 clusters Score: Raw -10380171.300541 + Penalty 27514.302884 = -10352656.997656 nChanged 75 SP:Iteration 41Q (1753.089980 sec): 3 clusters Score: Raw -10380193.709919 + Penalty 27514.302884 = -10352679.407035 nChanged 70 SP:Iteration 42Q (1753.273322 sec): 3 clusters Score: Raw -10380213.110816 + Penalty 27514.302884 = -10352698.807932 nChanged 57 SP:Iteration 43Q (1753.448253 sec): 3 clusters Score: Raw -10380231.090537 + Penalty 27514.302884 = -10352716.787653 nChanged 74 SP:Iteration 44Q (1753.621914 sec): 3 clusters Score: Raw -10380251.102708 + Penalty 27514.302884 = -10352736.799824 nChanged 73 SP:Iteration 45Q (1753.775309 sec): 3 clusters Score: Raw -10380271.500132 + Penalty 27514.302884 = -10352757.197248 nChanged 70 SP:Iteration 46Q (1753.938848 sec): 3 clusters Score: Raw -10380289.830257 + Penalty 27514.302884 = -10352775.527373 nChanged 67 SP:Iteration 47Q (1754.096119 sec): 3 clusters Score: Raw -10380307.962869 + Penalty 27514.302884 = -10352793.659985 nChanged 58 SP:Iteration 48Q (1754.260716 sec): 3 clusters Score: Raw -10380324.569446 + Penalty 27514.302884 = -10352810.266562 nChanged 58 SP:Iteration 49Q (1754.429724 sec): 3 clusters Score: Raw -10380341.600177 + Penalty 27514.302884 = -10352827.297293 nChanged 67 SP:Iteration 50Q (1754.592961 sec): 3 clusters Score: Raw -10380360.602614 + Penalty 27514.302884 = -10352846.299730 nChanged 53 SP:Iteration 51Q (1754.744130 sec): 3 clusters Score: Raw -10380376.190223 + Penalty 27514.302884 = -10352861.887339 nChanged 58 SP:Iteration 52Q (1754.904401 sec): 3 clusters Score: Raw -10380392.939558 + Penalty 27514.302884 = -10352878.636674 nChanged 70 SP:Iteration 53Q (1755.078251 sec): 3 clusters Score: Raw -10380412.404094 + Penalty 27514.302884 = -10352898.101210 nChanged 72 SP:Iteration 54Q (1755.236447 sec): 3 clusters Score: Raw -10380433.621218 + Penalty 27514.302884 = -10352919.318333 nChanged 62 SP:Iteration 55Q (1755.399801 sec): 3 clusters Score: Raw -10380453.336092 + Penalty 27514.302884 = -10352939.033208 nChanged 71 SP:Iteration 56Q (1755.557883 sec): 3 clusters Score: Raw -10380475.587366 + Penalty 27514.302884 = -10352961.284482 nChanged 77 SP:Iteration 57Q (1755.714890 sec): 3 clusters Score: Raw -10380496.478712 + Penalty 27514.302884 = -10352982.175828 nChanged 67 SP:Iteration 58Q (1755.878684 sec): 3 clusters Score: Raw -10380516.172830 + Penalty 27514.302884 = -10353001.869946 nChanged 80 SP:Iteration 59Q (1756.056196 sec): 3 clusters Score: Raw -10380539.040547 + Penalty 27514.302884 = -10353024.737663 nChanged 80 SP:Iteration 60F (1756.218817 sec): 3 clusters Score: Raw -10380562.629708 + Penalty 27514.302884 = -10353048.326824 nChanged 72 SP:Iteration 61Q (1756.381718 sec): 3 clusters Score: Raw -10380583.686940 + Penalty 27514.302884 = -10353069.384056 nChanged 74 SP:Iteration 62Q (1756.549591 sec): 3 clusters Score: Raw -10380604.948212 + Penalty 27514.302884 = -10353090.645328 nChanged 86 SP:Iteration 63Q (1756.705841 sec): 3 clusters Score: Raw -10380628.463211 + Penalty 27514.302884 = -10353114.160327 nChanged 81 SP:Iteration 64Q (1756.864242 sec): 3 clusters Score: Raw -10380652.103015 + Penalty 27514.302884 = -10353137.800131 nChanged 74 SP:Iteration 65Q (1757.037223 sec): 3 clusters Score: Raw -10380672.194884 + Penalty 27514.302884 = -10353157.892000 nChanged 81 SP:Iteration 66Q (1757.192594 sec): 3 clusters Score: Raw -10380697.187635 + Penalty 27514.302884 = -10353182.884750 nChanged 75 SP:Iteration 67Q (1757.361075 sec): 3 clusters Score: Raw -10380717.648063 + Penalty 27514.302884 = -10353203.345179 nChanged 75 SP:Iteration 68Q (1757.517040 sec): 3 clusters Score: Raw -10380740.295525 + Penalty 27514.302884 = -10353225.992641 nChanged 72 SP:Iteration 69Q (1757.688341 sec): 3 clusters Score: Raw -10380761.889836 + Penalty 27514.302884 = -10353247.586952 nChanged 66 SP:Iteration 70Q (1757.848187 sec): 3 clusters Score: Raw -10380781.412807 + Penalty 27514.302884 = -10353267.109923 nChanged 79 SP:Iteration 71Q (1758.009119 sec): 3 clusters Score: Raw -10380804.739648 + Penalty 27514.302884 = -10353290.436764 nChanged 81 SP:Iteration 72Q (1758.176715 sec): 3 clusters Score: Raw -10380829.477313 + Penalty 27514.302884 = -10353315.174429 nChanged 80 SP:Iteration 73Q (1758.333599 sec): 3 clusters Score: Raw -10380854.445673 + Penalty 27514.302884 = -10353340.142789 nChanged 84 SP:Iteration 74Q (1758.497901 sec): 3 clusters Score: Raw -10380879.059274 + Penalty 27514.302884 = -10353364.756390 nChanged 65 SP:Iteration 75Q (1758.675231 sec): 3 clusters Score: Raw -10380895.966400 + Penalty 27514.302884 = -10353381.663516 nChanged 55 SP:Iteration 76Q (1758.836523 sec): 3 clusters Score: Raw -10380912.222122 + Penalty 27514.302884 = -10353397.919237 nChanged 56 SP:Iteration 77Q (1759.005140 sec): 3 clusters Score: Raw -10380927.934119 + Penalty 27514.302884 = -10353413.631235 nChanged 59 SP:Iteration 78Q (1759.183979 sec): 3 clusters Score: Raw -10380943.923477 + Penalty 27514.302884 = -10353429.620592 nChanged 45 SP:Iteration 79Q (1759.354126 sec): 3 clusters Score: Raw -10380957.413173 + Penalty 27514.302884 = -10353443.110289 nChanged 47 SP:Iteration 80F (1759.518006 sec): 3 clusters Score: Raw -10380969.523023 + Penalty 27514.302884 = -10353455.220139 nChanged 52 SP:Iteration 81Q (1759.702287 sec): 3 clusters Score: Raw -10380983.188392 + Penalty 27514.302884 = -10353468.885508 nChanged 59 SP:Iteration 82Q (1759.870976 sec): 3 clusters Score: Raw -10380998.501830 + Penalty 27514.302884 = -10353484.198946 nChanged 55 SP:Iteration 83Q (1760.039256 sec): 3 clusters Score: Raw -10381012.687931 + Penalty 27514.302884 = -10353498.385047 nChanged 49 SP:Iteration 84Q (1760.214588 sec): 3 clusters Score: Raw -10381025.094553 + Penalty 27514.302884 = -10353510.791669 nChanged 48 SP:Iteration 85Q (1760.403286 sec): 3 clusters Score: Raw -10381038.708140 + Penalty 27514.302884 = -10353524.405256 nChanged 50 SP:Iteration 86Q (1760.570677 sec): 3 clusters Score: Raw -10381049.862791 + Penalty 27514.302884 = -10353535.559906 nChanged 43 SP:Iteration 87Q (1760.741641 sec): 3 clusters Score: Raw -10381061.407834 + Penalty 27514.302884 = -10353547.104949 nChanged 45 SP:Iteration 88Q (1760.917833 sec): 3 clusters Score: Raw -10381073.779157 + Penalty 27514.302884 = -10353559.476272 nChanged 50 SP:Iteration 89Q (1761.092883 sec): 3 clusters Score: Raw -10381087.281763 + Penalty 27514.302884 = -10353572.978879 nChanged 49 SP:Iteration 90Q (1761.268840 sec): 3 clusters Score: Raw -10381100.247888 + Penalty 27514.302884 = -10353585.945004 nChanged 55 SP:Iteration 91Q (1761.416129 sec): 3 clusters Score: Raw -10381114.795909 + Penalty 27514.302884 = -10353600.493025 nChanged 70 SP:Iteration 92Q (1761.576527 sec): 3 clusters Score: Raw -10381135.573783 + Penalty 27514.302884 = -10353621.270899 nChanged 77 SP:Iteration 93Q (1761.732913 sec): 3 clusters Score: Raw -10381158.170875 + Penalty 27514.302884 = -10353643.867991 nChanged 79 SP:Iteration 94Q (1761.887174 sec): 3 clusters Score: Raw -10381179.971949 + Penalty 27514.302884 = -10353665.669065 nChanged 71 SP:Iteration 95Q (1762.044653 sec): 3 clusters Score: Raw -10381200.037848 + Penalty 27514.302884 = -10353685.734963 nChanged 71 SP:Iteration 96Q (1762.203974 sec): 3 clusters Score: Raw -10381221.814744 + Penalty 27514.302884 = -10353707.511860 nChanged 70 SP:Iteration 97Q (1762.354957 sec): 3 clusters Score: Raw -10381244.569872 + Penalty 27514.302884 = -10353730.266988 nChanged 69 SP:Iteration 98Q (1762.503413 sec): 3 clusters Score: Raw -10381265.898524 + Penalty 27514.302884 = -10353751.595640 nChanged 72 SP:Iteration 99Q (1762.659687 sec): 3 clusters Score: Raw -10381290.559530 + Penalty 27514.302884 = -10353776.256646 nChanged 86 SP:Iteration 100F (1762.816845 sec): 3 clusters Score: Raw -10381318.465181 + Penalty 27514.302884 = -10353804.162297 nChanged 86 SP:Iteration 101Q (1762.973304 sec): 3 clusters Score: Raw -10381344.855117 + Penalty 27514.302884 = -10353830.552232 nChanged 92 SP:Iteration 102Q (1763.139347 sec): 3 clusters Score: Raw -10381372.785623 + Penalty 27514.302884 = -10353858.482739 nChanged 97 SP:Iteration 103Q (1763.310630 sec): 3 clusters Score: Raw -10381402.795763 + Penalty 27514.302884 = -10353888.492879 nChanged 81 SP:Iteration 104Q (1763.471257 sec): 3 clusters Score: Raw -10381430.397171 + Penalty 27514.302884 = -10353916.094287 nChanged 102 SP:Iteration 105Q (1763.641745 sec): 3 clusters Score: Raw -10381464.424764 + Penalty 27514.302884 = -10353950.121880 nChanged 116 SP:Iteration 106Q (1763.805935 sec): 3 clusters Score: Raw -10381506.369531 + Penalty 27514.302884 = -10353992.066647 nChanged 123 SP:Iteration 107Q (1763.967333 sec): 3 clusters Score: Raw -10381551.923952 + Penalty 27514.302884 = -10354037.621068 nChanged 135 SP:Iteration 108Q (1764.131518 sec): 3 clusters Score: Raw -10381601.762482 + Penalty 27514.302884 = -10354087.459597 nChanged 147 SP:Iteration 109Q (1764.295699 sec): 3 clusters Score: Raw -10381655.635972 + Penalty 27514.302884 = -10354141.333088 nChanged 148 SP:Iteration 110Q (1764.453654 sec): 3 clusters Score: Raw -10381708.118310 + Penalty 27514.302884 = -10354193.815426 nChanged 145 SP:Iteration 111Q (1764.604790 sec): 3 clusters Score: Raw -10381761.020344 + Penalty 27514.302884 = -10354246.717460 nChanged 154 SP:Iteration 112Q (1764.773222 sec): 3 clusters Score: Raw -10381820.188262 + Penalty 27514.302884 = -10354305.885378 nChanged 153 SP:Iteration 113Q (1764.935368 sec): 3 clusters Score: Raw -10381881.465164 + Penalty 27514.302884 = -10354367.162280 nChanged 183 SP:Iteration 114Q (1765.093826 sec): 3 clusters Score: Raw -10381957.191885 + Penalty 27514.302884 = -10354442.889000 nChanged 181 SP:Iteration 115Q (1765.247167 sec): 3 clusters Score: Raw -10382034.661734 + Penalty 27514.302884 = -10354520.358849 nChanged 191 SP:Iteration 116Q (1765.405604 sec): 3 clusters Score: Raw -10382106.937192 + Penalty 27514.302884 = -10354592.634308 nChanged 151 SP:Iteration 117Q (1765.576127 sec): 3 clusters Score: Raw -10382168.517849 + Penalty 27514.302884 = -10354654.214965 nChanged 164 SP:Iteration 118Q (1765.739127 sec): 3 clusters Score: Raw -10382244.336147 + Penalty 27514.302884 = -10354730.033263 nChanged 201 SP:Iteration 119Q (1765.898669 sec): 3 clusters Score: Raw -10382330.397470 + Penalty 27514.302884 = -10354816.094586 nChanged 202 SP:Iteration 120F (1766.060304 sec): 3 clusters Score: Raw -10382419.776585 + Penalty 27514.302884 = -10354905.473701 nChanged 185 SP:Iteration 121Q (1766.231610 sec): 3 clusters Score: Raw -10382505.993767 + Penalty 27514.302884 = -10354991.690883 nChanged 192 SP:Iteration 122Q (1766.390803 sec): 3 clusters Score: Raw -10382595.735944 + Penalty 27514.302884 = -10355081.433060 nChanged 201 SP:Iteration 123Q (1766.553163 sec): 3 clusters Score: Raw -10382695.200455 + Penalty 27514.302884 = -10355180.897571 nChanged 214 SP:Iteration 124Q (1766.719176 sec): 3 clusters Score: Raw -10382797.177345 + Penalty 27514.302884 = -10355282.874461 nChanged 210 SP:Iteration 125Q (1766.879472 sec): 3 clusters Score: Raw -10382898.463700 + Penalty 27514.302884 = -10355384.160816 nChanged 184 SP:Iteration 126Q (1767.033835 sec): 3 clusters Score: Raw -10382989.055956 + Penalty 27514.302884 = -10355474.753071 nChanged 185 SP:Iteration 127Q (1767.208579 sec): 3 clusters Score: Raw -10383087.754161 + Penalty 27514.302884 = -10355573.451276 nChanged 159 SP:Iteration 128Q (1767.377778 sec): 3 clusters Score: Raw -10383179.096516 + Penalty 27514.302884 = -10355664.793632 nChanged 176 SP:Iteration 129Q (1767.553331 sec): 3 clusters Score: Raw -10383278.598633 + Penalty 27514.302884 = -10355764.295748 nChanged 167 SP:Iteration 130Q (1767.728855 sec): 3 clusters Score: Raw -10383369.649239 + Penalty 27514.302884 = -10355855.346355 nChanged 160 SP:Iteration 131Q (1767.909602 sec): 3 clusters Score: Raw -10383456.238239 + Penalty 27514.302884 = -10355941.935355 nChanged 153 SP:Iteration 132Q (1768.073641 sec): 3 clusters Score: Raw -10383536.864618 + Penalty 27514.302884 = -10356022.561734 nChanged 128 SP:Iteration 133Q (1768.245205 sec): 3 clusters Score: Raw -10383604.030938 + Penalty 27514.302884 = -10356089.728054 nChanged 123 SP:Iteration 134Q (1768.418204 sec): 3 clusters Score: Raw -10383667.768643 + Penalty 27514.302884 = -10356153.465759 nChanged 118 SP:Iteration 135Q (1768.583566 sec): 3 clusters Score: Raw -10383732.329659 + Penalty 27514.302884 = -10356218.026775 nChanged 111 SP:Iteration 136Q (1768.768128 sec): 3 clusters Score: Raw -10383787.145891 + Penalty 27514.302884 = -10356272.843006 nChanged 89 SP:Iteration 137Q (1768.927848 sec): 3 clusters Score: Raw -10383833.309703 + Penalty 27514.302884 = -10356319.006818 nChanged 94 SP:Iteration 138Q (1769.100229 sec): 3 clusters Score: Raw -10383883.435690 + Penalty 27514.302884 = -10356369.132806 nChanged 81 SP:Iteration 139Q (1769.272037 sec): 3 clusters Score: Raw -10383927.432612 + Penalty 27514.302884 = -10356413.129728 nChanged 77 SP:Iteration 140F (1769.451157 sec): 3 clusters Score: Raw -10383969.976720 + Penalty 27514.302884 = -10356455.673836 nChanged 50 SP:Iteration 141Q (1769.623369 sec): 3 clusters Score: Raw -10383998.181233 + Penalty 27514.302884 = -10356483.878349 nChanged 49 SP:Iteration 142Q (1769.788216 sec): 3 clusters Score: Raw -10384025.684763 + Penalty 27514.302884 = -10356511.381879 nChanged 53 SP:Iteration 143Q (1769.965631 sec): 3 clusters Score: Raw -10384054.352672 + Penalty 27514.302884 = -10356540.049788 nChanged 46 SP:Iteration 144Q (1770.143748 sec): 3 clusters Score: Raw -10384082.020153 + Penalty 27514.302884 = -10356567.717269 nChanged 46 SP:Iteration 145Q (1770.312976 sec): 3 clusters Score: Raw -10384108.415820 + Penalty 27514.302884 = -10356594.112936 nChanged 55 SP:Iteration 146Q (1770.485515 sec): 3 clusters Score: Raw -10384141.966206 + Penalty 27514.302884 = -10356627.663321 nChanged 45 SP:Iteration 147Q (1770.644891 sec): 3 clusters Score: Raw -10384165.117696 + Penalty 27514.302884 = -10356650.814811 nChanged 33 SP:Iteration 148Q (1770.808669 sec): 3 clusters Score: Raw -10384186.626857 + Penalty 27514.302884 = -10356672.323973 nChanged 36 SP:Iteration 149Q (1770.967908 sec): 3 clusters Score: Raw -10384206.383631 + Penalty 27514.302884 = -10356692.080746 nChanged 46 SP:Iteration 150Q (1771.137203 sec): 3 clusters Score: Raw -10384233.849664 + Penalty 27514.302884 = -10356719.546780 nChanged 41 SP:Iteration 151Q (1771.307119 sec): 3 clusters Score: Raw -10384257.876224 + Penalty 27514.302884 = -10356743.573339 nChanged 41 SP:Iteration 152Q (1771.478131 sec): 3 clusters Score: Raw -10384281.299031 + Penalty 27514.302884 = -10356766.996147 nChanged 40 SP:Iteration 153Q (1771.645036 sec): 3 clusters Score: Raw -10384306.160120 + Penalty 27514.302884 = -10356791.857236 nChanged 47 SP:Iteration 154Q (1771.813006 sec): 3 clusters Score: Raw -10384333.814041 + Penalty 27514.302884 = -10356819.511157 nChanged 41 SP:Iteration 155Q (1771.986394 sec): 3 clusters Score: Raw -10384357.660061 + Penalty 27514.302884 = -10356843.357177 nChanged 44 SP:Iteration 156Q (1772.149497 sec): 3 clusters Score: Raw -10384387.068926 + Penalty 27514.302884 = -10356872.766041 nChanged 44 SP:Iteration 157Q (1772.315989 sec): 3 clusters Score: Raw -10384412.644056 + Penalty 27514.302884 = -10356898.341172 nChanged 28 SP:Iteration 158Q (1772.482738 sec): 3 clusters Score: Raw -10384429.027985 + Penalty 27514.302884 = -10356914.725100 nChanged 26 SP:Iteration 159Q (1772.648246 sec): 3 clusters Score: Raw -10384445.435622 + Penalty 27514.302884 = -10356931.132738 nChanged 19 SP:Iteration 160F (1772.821046 sec): 3 clusters Score: Raw -10384456.958109 + Penalty 27514.302884 = -10356942.655224 nChanged 20 SP:Iteration 161Q (1772.994102 sec): 3 clusters Score: Raw -10384468.714922 + Penalty 27514.302884 = -10356954.412037 nChanged 15 SP:Iteration 162Q (1773.155988 sec): 3 clusters Score: Raw -10384477.275316 + Penalty 27514.302884 = -10356962.972432 nChanged 19 SP:Iteration 163Q (1773.316754 sec): 3 clusters Score: Raw -10384490.007320 + Penalty 27514.302884 = -10356975.704436 nChanged 20 SP:Iteration 164Q (1773.471027 sec): 3 clusters Score: Raw -10384501.864289 + Penalty 27514.302884 = -10356987.561405 nChanged 11 SP:Iteration 165Q (1773.638478 sec): 3 clusters Score: Raw -10384508.318775 + Penalty 27514.302884 = -10356994.015891 nChanged 4 SP:Iteration 166Q (1773.802765 sec): 3 clusters Score: Raw -10384510.587421 + Penalty 27514.302884 = -10356996.284536 nChanged 4 SP:Iteration 167Q (1773.956202 sec): 3 clusters Score: Raw -10384513.059958 + Penalty 27514.302884 = -10356998.757074 nChanged 6 SP:Iteration 168Q (1774.099773 sec): 3 clusters Score: Raw -10384516.110256 + Penalty 27514.302884 = -10357001.807371 nChanged 7 SP:Iteration 169Q (1774.260225 sec): 3 clusters Score: Raw -10384519.635389 + Penalty 27514.302884 = -10357005.332505 nChanged 6 SP:Iteration 170Q (1774.400124 sec): 3 clusters Score: Raw -10384524.371346 + Penalty 27514.302884 = -10357010.068462 nChanged 8 SP:Iteration 171Q (1774.558882 sec): 3 clusters Score: Raw -10384528.234826 + Penalty 27514.302884 = -10357013.931942 nChanged 7 SP:Iteration 172Q (1774.728359 sec): 3 clusters Score: Raw -10384531.964231 + Penalty 27514.302884 = -10357017.661346 nChanged 7 SP:Iteration 173Q (1774.879902 sec): 3 clusters Score: Raw -10384536.467318 + Penalty 27514.302884 = -10357022.164434 nChanged 4 SP:Iteration 174Q (1775.048122 sec): 3 clusters Score: Raw -10384538.698477 + Penalty 27514.302884 = -10357024.395592 nChanged 3 SP:Iteration 175Q (1775.210047 sec): 3 clusters Score: Raw -10384540.423384 + Penalty 27514.302884 = -10357026.120500 nChanged 4 SP:Iteration 176Q (1775.381481 sec): 3 clusters Score: Raw -10384542.625487 + Penalty 27514.302884 = -10357028.322603 nChanged 1 SP:Iteration 177Q (1775.547882 sec): 3 clusters Score: Raw -10384543.491369 + Penalty 27514.302884 = -10357029.188485 nChanged 1 SP:Iteration 178Q (1775.702502 sec): 3 clusters Score: Raw -10384544.228818 + Penalty 27514.302884 = -10357029.925934 nChanged 0 SP:Iteration 179F (1775.882438 sec): 3 clusters Score: Raw -10384544.228818 + Penalty 27514.302884 = -10357029.925934 nChanged 0 Trying to split cluster 11 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1775.912059 sec): 2 clusters Score: Raw -78427.741900 + Penalty 7227.684409 = -71200.057491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1775.946943 sec): 3 clusters Score: Raw -85550.757985 + Penalty 14455.368819 = -71095.389167 nChanged 27 SP:Iteration 1F (1776.003660 sec): 3 clusters Score: Raw -85911.563640 + Penalty 14455.368819 = -71456.194821 nChanged 0 Score: Raw -124101498.541779 + Penalty 257073.308107 = -123844425.233672 Splitting cluster 11 changes total score from -123853222.617932 to -123844425.233672 So it's not getting split. Trying to split cluster 12 (51768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1785.082125 sec): 2 clusters Score: Raw -19915320.780169 + Penalty 14659.039357 = -19900661.740811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1785.385871 sec): 3 clusters Score: Raw -19887674.329919 + Penalty 29318.078715 = -19858356.251205 nChanged 21362 SP:Iteration 1F (1785.696266 sec): 3 clusters Score: Raw -19898906.855187 + Penalty 29318.078715 = -19869588.776472 nChanged 3359 SP:Iteration 2F (1786.006697 sec): 3 clusters Score: Raw -19900463.865851 + Penalty 29318.078715 = -19871145.787136 nChanged 2615 SP:Iteration 3F (1786.286469 sec): 3 clusters Score: Raw -19901629.514117 + Penalty 29318.078715 = -19872311.435402 nChanged 2153 SP:Iteration 4Q (1786.600257 sec): 3 clusters Score: Raw -19902608.650305 + Penalty 29318.078715 = -19873290.571590 nChanged 2029 SP:Iteration 5Q (1786.903538 sec): 3 clusters Score: Raw -19903627.745937 + Penalty 29318.078715 = -19874309.667222 nChanged 2071 SP:Iteration 6Q (1787.188753 sec): 3 clusters Score: Raw -19904768.234292 + Penalty 29318.078715 = -19875450.155578 nChanged 2157 SP:Iteration 7Q (1787.476652 sec): 3 clusters Score: Raw -19906160.569260 + Penalty 29318.078715 = -19876842.490546 nChanged 2430 SP:Iteration 8Q (1787.758235 sec): 3 clusters Score: Raw -19907984.787624 + Penalty 29318.078715 = -19878666.708909 nChanged 2794 SP:Iteration 9F (1788.037041 sec): 3 clusters Score: Raw -19910229.728790 + Penalty 29318.078715 = -19880911.650076 nChanged 2967 SP:Iteration 10F (1788.341514 sec): 3 clusters Score: Raw -19912617.228226 + Penalty 29318.078715 = -19883299.149511 nChanged 2786 SP:Iteration 11F (1788.648264 sec): 3 clusters Score: Raw -19914680.519028 + Penalty 29318.078715 = -19885362.440313 nChanged 2324 SP:Iteration 12Q (1788.952299 sec): 3 clusters Score: Raw -19916159.120098 + Penalty 29318.078715 = -19886841.041383 nChanged 1836 SP:Iteration 13Q (1789.302744 sec): 3 clusters Score: Raw -19917094.198146 + Penalty 29318.078715 = -19887776.119431 nChanged 1273 SP:Iteration 14Q (1789.607502 sec): 3 clusters Score: Raw -19917618.839477 + Penalty 29318.078715 = -19888300.760763 nChanged 885 SP:Iteration 15Q (1789.908188 sec): 3 clusters Score: Raw -19917932.153714 + Penalty 29318.078715 = -19888614.074999 nChanged 621 SP:Iteration 16Q (1790.202887 sec): 3 clusters Score: Raw -19918114.027888 + Penalty 29318.078715 = -19888795.949173 nChanged 449 SP:Iteration 17Q (1790.515298 sec): 3 clusters Score: Raw -19918239.513264 + Penalty 29318.078715 = -19888921.434550 nChanged 394 SP:Iteration 18Q (1790.797146 sec): 3 clusters Score: Raw -19918345.765129 + Penalty 29318.078715 = -19889027.686414 nChanged 310 SP:Iteration 19Q (1791.089147 sec): 3 clusters Score: Raw -19918422.946855 + Penalty 29318.078715 = -19889104.868141 nChanged 264 SP:Iteration 20F (1791.371036 sec): 3 clusters Score: Raw -19918487.706055 + Penalty 29318.078715 = -19889169.627340 nChanged 223 SP:Iteration 21Q (1791.669611 sec): 3 clusters Score: Raw -19918538.578774 + Penalty 29318.078715 = -19889220.500060 nChanged 189 SP:Iteration 22Q (1791.946924 sec): 3 clusters Score: Raw -19918580.323694 + Penalty 29318.078715 = -19889262.244980 nChanged 142 SP:Iteration 23Q (1792.256345 sec): 3 clusters Score: Raw -19918609.984316 + Penalty 29318.078715 = -19889291.905602 nChanged 110 SP:Iteration 24Q (1792.581002 sec): 3 clusters Score: Raw -19918630.205853 + Penalty 29318.078715 = -19889312.127138 nChanged 88 SP:Iteration 25Q (1792.889341 sec): 3 clusters Score: Raw -19918645.812499 + Penalty 29318.078715 = -19889327.733784 nChanged 83 SP:Iteration 26Q (1793.164317 sec): 3 clusters Score: Raw -19918661.286375 + Penalty 29318.078715 = -19889343.207661 nChanged 81 SP:Iteration 27Q (1793.465796 sec): 3 clusters Score: Raw -19918677.077036 + Penalty 29318.078715 = -19889358.998321 nChanged 78 SP:Iteration 28Q (1793.750815 sec): 3 clusters Score: Raw -19918690.799843 + Penalty 29318.078715 = -19889372.721128 nChanged 75 SP:Iteration 29Q (1794.028050 sec): 3 clusters Score: Raw -19918703.803914 + Penalty 29318.078715 = -19889385.725200 nChanged 77 SP:Iteration 30Q (1794.320061 sec): 3 clusters Score: Raw -19918717.966481 + Penalty 29318.078715 = -19889399.887766 nChanged 97 SP:Iteration 31Q (1794.633730 sec): 3 clusters Score: Raw -19918735.843432 + Penalty 29318.078715 = -19889417.764717 nChanged 85 SP:Iteration 32Q (1794.937091 sec): 3 clusters Score: Raw -19918751.703106 + Penalty 29318.078715 = -19889433.624392 nChanged 63 SP:Iteration 33Q (1795.245926 sec): 3 clusters Score: Raw -19918762.738469 + Penalty 29318.078715 = -19889444.659754 nChanged 60 SP:Iteration 34Q (1795.554100 sec): 3 clusters Score: Raw -19918773.838894 + Penalty 29318.078715 = -19889455.760179 nChanged 49 SP:Iteration 35Q (1795.837337 sec): 3 clusters Score: Raw -19918783.353835 + Penalty 29318.078715 = -19889465.275120 nChanged 52 SP:Iteration 36Q (1796.117406 sec): 3 clusters Score: Raw -19918792.365645 + Penalty 29318.078715 = -19889474.286930 nChanged 60 SP:Iteration 37Q (1796.395296 sec): 3 clusters Score: Raw -19918802.439523 + Penalty 29318.078715 = -19889484.360809 nChanged 54 SP:Iteration 38Q (1796.691540 sec): 3 clusters Score: Raw -19918811.712376 + Penalty 29318.078715 = -19889493.633661 nChanged 47 SP:Iteration 39Q (1796.987696 sec): 3 clusters Score: Raw -19918820.563853 + Penalty 29318.078715 = -19889502.485139 nChanged 51 SP:Iteration 40F (1797.261499 sec): 3 clusters Score: Raw -19918828.906697 + Penalty 29318.078715 = -19889510.827982 nChanged 42 SP:Iteration 41Q (1797.553829 sec): 3 clusters Score: Raw -19918835.920829 + Penalty 29318.078715 = -19889517.842114 nChanged 36 SP:Iteration 42Q (1797.818005 sec): 3 clusters Score: Raw -19918842.319197 + Penalty 29318.078715 = -19889524.240482 nChanged 37 SP:Iteration 43Q (1798.091341 sec): 3 clusters Score: Raw -19918849.520308 + Penalty 29318.078715 = -19889531.441593 nChanged 46 SP:Iteration 44Q (1798.354366 sec): 3 clusters Score: Raw -19918857.321088 + Penalty 29318.078715 = -19889539.242373 nChanged 45 SP:Iteration 45Q (1798.619898 sec): 3 clusters Score: Raw -19918864.729744 + Penalty 29318.078715 = -19889546.651030 nChanged 40 SP:Iteration 46Q (1798.891289 sec): 3 clusters Score: Raw -19918871.108858 + Penalty 29318.078715 = -19889553.030144 nChanged 34 SP:Iteration 47Q (1799.166028 sec): 3 clusters Score: Raw -19918876.463916 + Penalty 29318.078715 = -19889558.385201 nChanged 36 SP:Iteration 48Q (1799.445289 sec): 3 clusters Score: Raw -19918881.817982 + Penalty 29318.078715 = -19889563.739267 nChanged 22 SP:Iteration 49Q (1799.717700 sec): 3 clusters Score: Raw -19918885.142625 + Penalty 29318.078715 = -19889567.063910 nChanged 23 SP:Iteration 50Q (1800.001340 sec): 3 clusters Score: Raw -19918888.543176 + Penalty 29318.078715 = -19889570.464461 nChanged 11 SP:Iteration 51Q (1800.292887 sec): 3 clusters Score: Raw -19918890.200421 + Penalty 29318.078715 = -19889572.121707 nChanged 11 SP:Iteration 52Q (1800.608017 sec): 3 clusters Score: Raw -19918891.815004 + Penalty 29318.078715 = -19889573.736289 nChanged 12 SP:Iteration 53Q (1800.921468 sec): 3 clusters Score: Raw -19918893.449719 + Penalty 29318.078715 = -19889575.371005 nChanged 16 SP:Iteration 54Q (1801.191442 sec): 3 clusters Score: Raw -19918895.736086 + Penalty 29318.078715 = -19889577.657371 nChanged 14 SP:Iteration 55Q (1801.503989 sec): 3 clusters Score: Raw -19918897.972846 + Penalty 29318.078715 = -19889579.894132 nChanged 16 SP:Iteration 56Q (1801.806612 sec): 3 clusters Score: Raw -19918900.138004 + Penalty 29318.078715 = -19889582.059289 nChanged 14 SP:Iteration 57Q (1802.087648 sec): 3 clusters Score: Raw -19918902.246619 + Penalty 29318.078715 = -19889584.167905 nChanged 9 SP:Iteration 58Q (1802.375276 sec): 3 clusters Score: Raw -19918903.272047 + Penalty 29318.078715 = -19889585.193332 nChanged 8 SP:Iteration 59Q (1802.659904 sec): 3 clusters Score: Raw -19918904.501927 + Penalty 29318.078715 = -19889586.423213 nChanged 13 SP:Iteration 60F (1802.939208 sec): 3 clusters Score: Raw -19918906.627589 + Penalty 29318.078715 = -19889588.548874 nChanged 14 SP:Iteration 61Q (1803.204976 sec): 3 clusters Score: Raw -19918908.766802 + Penalty 29318.078715 = -19889590.688087 nChanged 13 SP:Iteration 62Q (1803.458528 sec): 3 clusters Score: Raw -19918910.749554 + Penalty 29318.078715 = -19889592.670839 nChanged 21 SP:Iteration 63Q (1803.730967 sec): 3 clusters Score: Raw -19918913.657008 + Penalty 29318.078715 = -19889595.578293 nChanged 11 SP:Iteration 64Q (1804.001255 sec): 3 clusters Score: Raw -19918915.316133 + Penalty 29318.078715 = -19889597.237418 nChanged 10 SP:Iteration 65Q (1804.302936 sec): 3 clusters Score: Raw -19918916.729987 + Penalty 29318.078715 = -19889598.651272 nChanged 8 SP:Iteration 66Q (1804.593858 sec): 3 clusters Score: Raw -19918917.868595 + Penalty 29318.078715 = -19889599.789880 nChanged 11 SP:Iteration 67Q (1804.897961 sec): 3 clusters Score: Raw -19918919.258295 + Penalty 29318.078715 = -19889601.179580 nChanged 6 SP:Iteration 68Q (1805.197405 sec): 3 clusters Score: Raw -19918920.144760 + Penalty 29318.078715 = -19889602.066045 nChanged 3 SP:Iteration 69Q (1805.482209 sec): 3 clusters Score: Raw -19918920.476459 + Penalty 29318.078715 = -19889602.397745 nChanged 2 SP:Iteration 70Q (1805.784245 sec): 3 clusters Score: Raw -19918920.689654 + Penalty 29318.078715 = -19889602.610940 nChanged 1 SP:Iteration 71Q (1806.067895 sec): 3 clusters Score: Raw -19918920.852024 + Penalty 29318.078715 = -19889602.773309 nChanged 0 SP:Iteration 72F (1806.334255 sec): 3 clusters Score: Raw -19918920.852024 + Penalty 29318.078715 = -19889602.773309 nChanged 0 Trying to split cluster 14 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1806.354878 sec): 2 clusters Score: Raw -212577.020202 + Penalty 8562.655240 = -204014.364962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1806.398584 sec): 3 clusters Score: Raw -214509.173710 + Penalty 17125.310479 = -197383.863230 nChanged 44 SP:Iteration 1F (1806.431169 sec): 3 clusters Score: Raw -215067.059100 + Penalty 17125.310479 = -197941.748621 nChanged 2 SP:Iteration 2Q (1806.469945 sec): 3 clusters Score: Raw -215111.244802 + Penalty 17125.310479 = -197985.934322 nChanged 0 SP:Iteration 3F (1806.503195 sec): 3 clusters Score: Raw -215111.244802 + Penalty 17125.310479 = -197985.934322 nChanged 0 Trying to split cluster 15 (6135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1806.545878 sec): 2 clusters Score: Raw -2331656.181921 + Penalty 11778.744115 = -2319877.437806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1806.624309 sec): 3 clusters Score: Raw -2330019.980308 + Penalty 23557.488230 = -2306462.492078 nChanged 1678 SP:Iteration 1F (1806.697684 sec): 3 clusters Score: Raw -2331647.062060 + Penalty 23557.488230 = -2308089.573830 nChanged 373 SP:Iteration 2F (1806.769165 sec): 3 clusters Score: Raw -2332088.435206 + Penalty 23557.488230 = -2308530.946976 nChanged 206 SP:Iteration 3Q (1806.832293 sec): 3 clusters Score: Raw -2332339.419614 + Penalty 23557.488230 = -2308781.931384 nChanged 152 SP:Iteration 4Q (1806.896990 sec): 3 clusters Score: Raw -2332557.360684 + Penalty 23557.488230 = -2308999.872455 nChanged 145 SP:Iteration 5Q (1806.971153 sec): 3 clusters Score: Raw -2332797.124955 + Penalty 23557.488230 = -2309239.636725 nChanged 145 SP:Iteration 6Q (1807.049521 sec): 3 clusters Score: Raw -2333098.753488 + Penalty 23557.488230 = -2309541.265258 nChanged 194 SP:Iteration 7Q (1807.125873 sec): 3 clusters Score: Raw -2333593.038490 + Penalty 23557.488230 = -2310035.550260 nChanged 312 SP:Iteration 8F (1807.193925 sec): 3 clusters Score: Raw -2334503.817060 + Penalty 23557.488230 = -2310946.328830 nChanged 453 SP:Iteration 9F (1807.266995 sec): 3 clusters Score: Raw -2336001.307738 + Penalty 23557.488230 = -2312443.819509 nChanged 511 SP:Iteration 10F (1807.345959 sec): 3 clusters Score: Raw -2337496.339367 + Penalty 23557.488230 = -2313938.851138 nChanged 432 SP:Iteration 11F (1807.417503 sec): 3 clusters Score: Raw -2338507.153063 + Penalty 23557.488230 = -2314949.664833 nChanged 252 SP:Iteration 12Q (1807.480245 sec): 3 clusters Score: Raw -2338970.918911 + Penalty 23557.488230 = -2315413.430682 nChanged 144 SP:Iteration 13Q (1807.533325 sec): 3 clusters Score: Raw -2339199.133309 + Penalty 23557.488230 = -2315641.645080 nChanged 69 SP:Iteration 14Q (1807.603216 sec): 3 clusters Score: Raw -2339291.706755 + Penalty 23557.488230 = -2315734.218525 nChanged 33 SP:Iteration 15Q (1807.679344 sec): 3 clusters Score: Raw -2339337.399703 + Penalty 23557.488230 = -2315779.911473 nChanged 20 SP:Iteration 16Q (1807.749586 sec): 3 clusters Score: Raw -2339360.202006 + Penalty 23557.488230 = -2315802.713776 nChanged 7 SP:Iteration 17Q (1807.819978 sec): 3 clusters Score: Raw -2339366.859809 + Penalty 23557.488230 = -2315809.371580 nChanged 7 SP:Iteration 18Q (1807.893657 sec): 3 clusters Score: Raw -2339373.806211 + Penalty 23557.488230 = -2315816.317982 nChanged 4 SP:Iteration 19Q (1807.949539 sec): 3 clusters Score: Raw -2339378.541986 + Penalty 23557.488230 = -2315821.053756 nChanged 2 SP:Iteration 20F (1808.020578 sec): 3 clusters Score: Raw -2339380.596103 + Penalty 23557.488230 = -2315823.107873 nChanged 0 Trying to split cluster 16 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1808.044989 sec): 2 clusters Score: Raw -73962.048515 + Penalty 7114.242444 = -66847.806071 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (100 points): covariance matrix is singular SP:Iteration 0F (1808.073951 sec): 3 clusters Score: Raw -77023.488411 + Penalty 14228.484888 = -62795.003524 nChanged 33 SP:Iteration 1F (1808.090727 sec): 2 clusters Score: Raw 5032526.162973 + Penalty 7114.242444 = 5039640.405417 nChanged 69 SP:Iteration 2F (1808.105029 sec): 2 clusters Score: Raw -73962.048515 + Penalty 7114.242444 = -66847.806071 nChanged 0 Trying to split cluster 17 (61945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1808.372199 sec): 2 clusters Score: Raw -24012965.666264 + Penalty 14901.419935 = -23998064.246329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1808.726199 sec): 3 clusters Score: Raw -23980069.161457 + Penalty 29802.839871 = -23950266.321586 nChanged 25981 SP:Iteration 1F (1809.052976 sec): 3 clusters Score: Raw -23997114.813029 + Penalty 29802.839871 = -23967311.973158 nChanged 5076 SP:Iteration 2F (1809.372069 sec): 3 clusters Score: Raw -24000326.267945 + Penalty 29802.839871 = -23970523.428075 nChanged 4488 SP:Iteration 3F (1809.679688 sec): 3 clusters Score: Raw -24003472.085434 + Penalty 29802.839871 = -23973669.245564 nChanged 4327 SP:Iteration 4F (1810.004257 sec): 3 clusters Score: Raw -24006966.892341 + Penalty 29802.839871 = -23977164.052470 nChanged 4325 SP:Iteration 5F (1810.361868 sec): 3 clusters Score: Raw -24010832.360129 + Penalty 29802.839871 = -23981029.520258 nChanged 4137 SP:Iteration 6F (1810.702939 sec): 3 clusters Score: Raw -24014848.493703 + Penalty 29802.839871 = -23985045.653832 nChanged 3575 SP:Iteration 7F (1811.038110 sec): 3 clusters Score: Raw -24018591.108914 + Penalty 29802.839871 = -23988788.269043 nChanged 2588 SP:Iteration 8Q (1811.382345 sec): 3 clusters Score: Raw -24021437.394233 + Penalty 29802.839871 = -23991634.554363 nChanged 1634 SP:Iteration 9Q (1811.708569 sec): 3 clusters Score: Raw -24023342.469374 + Penalty 29802.839871 = -23993539.629503 nChanged 937 SP:Iteration 10Q (1811.998784 sec): 3 clusters Score: Raw -24024494.758712 + Penalty 29802.839871 = -23994691.918841 nChanged 469 SP:Iteration 11Q (1812.297296 sec): 3 clusters Score: Raw -24025147.261193 + Penalty 29802.839871 = -23995344.421322 nChanged 296 SP:Iteration 12Q (1812.593832 sec): 3 clusters Score: Raw -24025592.389574 + Penalty 29802.839871 = -23995789.549704 nChanged 167 SP:Iteration 13Q (1812.860965 sec): 3 clusters Score: Raw -24025881.637027 + Penalty 29802.839871 = -23996078.797157 nChanged 104 SP:Iteration 14Q (1813.138542 sec): 3 clusters Score: Raw -24026063.771527 + Penalty 29802.839871 = -23996260.931656 nChanged 70 SP:Iteration 15Q (1813.412611 sec): 3 clusters Score: Raw -24026183.440502 + Penalty 29802.839871 = -23996380.600631 nChanged 45 SP:Iteration 16Q (1813.705062 sec): 3 clusters Score: Raw -24026271.281385 + Penalty 29802.839871 = -23996468.441514 nChanged 30 SP:Iteration 17Q (1813.974428 sec): 3 clusters Score: Raw -24026323.729049 + Penalty 29802.839871 = -23996520.889178 nChanged 29 SP:Iteration 18Q (1814.227782 sec): 3 clusters Score: Raw -24026381.165751 + Penalty 29802.839871 = -23996578.325880 nChanged 22 SP:Iteration 19Q (1814.491313 sec): 3 clusters Score: Raw -24026426.839947 + Penalty 29802.839871 = -23996624.000077 nChanged 15 SP:Iteration 20F (1814.843994 sec): 3 clusters Score: Raw -24026456.231856 + Penalty 29802.839871 = -23996653.391985 nChanged 11 SP:Iteration 21Q (1815.114065 sec): 3 clusters Score: Raw -24026480.869365 + Penalty 29802.839871 = -23996678.029494 nChanged 4 SP:Iteration 22Q (1815.404560 sec): 3 clusters Score: Raw -24026488.921845 + Penalty 29802.839871 = -23996686.081974 nChanged 4 SP:Iteration 23Q (1815.674833 sec): 3 clusters Score: Raw -24026497.993452 + Penalty 29802.839871 = -23996695.153582 nChanged 4 SP:Iteration 24Q (1815.958840 sec): 3 clusters Score: Raw -24026505.690237 + Penalty 29802.839871 = -23996702.850366 nChanged 1 SP:Iteration 25Q (1816.230976 sec): 3 clusters Score: Raw -24026509.069038 + Penalty 29802.839871 = -23996706.229167 nChanged 2 SP:Iteration 26Q (1816.510828 sec): 3 clusters Score: Raw -24026510.689769 + Penalty 29802.839871 = -23996707.849898 nChanged 1 SP:Iteration 27Q (1816.782919 sec): 3 clusters Score: Raw -24026512.599936 + Penalty 29802.839871 = -23996709.760065 nChanged 1 SP:Iteration 28Q (1817.060588 sec): 3 clusters Score: Raw -24026514.914785 + Penalty 29802.839871 = -23996712.074915 nChanged 1 SP:Iteration 29Q (1817.343670 sec): 3 clusters Score: Raw -24026517.129243 + Penalty 29802.839871 = -23996714.289372 nChanged 3 SP:Iteration 30Q (1817.622244 sec): 3 clusters Score: Raw -24026521.678491 + Penalty 29802.839871 = -23996718.838620 nChanged 2 SP:Iteration 31Q (1817.898843 sec): 3 clusters Score: Raw -24026524.799499 + Penalty 29802.839871 = -23996721.959628 nChanged 0 SP:Iteration 32F (1818.260054 sec): 3 clusters Score: Raw -24026524.799499 + Penalty 29802.839871 = -23996721.959628 nChanged 0 Trying to split cluster 18 (13849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1818.333843 sec): 2 clusters Score: Raw -5227194.156770 + Penalty 12878.325198 = -5214315.831571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1818.439089 sec): 3 clusters Score: Raw -5221658.249687 + Penalty 25756.650397 = -5195901.599290 nChanged 4620 SP:Iteration 1F (1818.533864 sec): 3 clusters Score: Raw -5224746.633295 + Penalty 25756.650397 = -5198989.982898 nChanged 1050 SP:Iteration 2F (1818.646578 sec): 3 clusters Score: Raw -5225619.613762 + Penalty 25756.650397 = -5199862.963365 nChanged 661 SP:Iteration 3Q (1818.753895 sec): 3 clusters Score: Raw -5226142.299338 + Penalty 25756.650397 = -5200385.648942 nChanged 465 SP:Iteration 4Q (1818.872450 sec): 3 clusters Score: Raw -5226453.635702 + Penalty 25756.650397 = -5200696.985305 nChanged 322 SP:Iteration 5Q (1818.989751 sec): 3 clusters Score: Raw -5226674.768163 + Penalty 25756.650397 = -5200918.117766 nChanged 300 SP:Iteration 6Q (1819.105916 sec): 3 clusters Score: Raw -5226883.349928 + Penalty 25756.650397 = -5201126.699532 nChanged 245 SP:Iteration 7Q (1819.216540 sec): 3 clusters Score: Raw -5227043.448143 + Penalty 25756.650397 = -5201286.797746 nChanged 198 SP:Iteration 8Q (1819.324557 sec): 3 clusters Score: Raw -5227183.729517 + Penalty 25756.650397 = -5201427.079121 nChanged 202 SP:Iteration 9Q (1819.440957 sec): 3 clusters Score: Raw -5227323.463346 + Penalty 25756.650397 = -5201566.812949 nChanged 192 SP:Iteration 10Q (1819.550725 sec): 3 clusters Score: Raw -5227451.023395 + Penalty 25756.650397 = -5201694.372999 nChanged 172 SP:Iteration 11Q (1819.658597 sec): 3 clusters Score: Raw -5227552.405633 + Penalty 25756.650397 = -5201795.755236 nChanged 145 SP:Iteration 12Q (1819.758543 sec): 3 clusters Score: Raw -5227637.611709 + Penalty 25756.650397 = -5201880.961312 nChanged 133 SP:Iteration 13Q (1819.865906 sec): 3 clusters Score: Raw -5227726.268403 + Penalty 25756.650397 = -5201969.618006 nChanged 145 SP:Iteration 14Q (1819.966439 sec): 3 clusters Score: Raw -5227809.765341 + Penalty 25756.650397 = -5202053.114944 nChanged 122 SP:Iteration 15Q (1820.075134 sec): 3 clusters Score: Raw -5227879.815056 + Penalty 25756.650397 = -5202123.164659 nChanged 114 SP:Iteration 16Q (1820.184550 sec): 3 clusters Score: Raw -5227946.657283 + Penalty 25756.650397 = -5202190.006886 nChanged 112 SP:Iteration 17Q (1820.294624 sec): 3 clusters Score: Raw -5228016.741955 + Penalty 25756.650397 = -5202260.091558 nChanged 117 SP:Iteration 18Q (1820.387580 sec): 3 clusters Score: Raw -5228084.448045 + Penalty 25756.650397 = -5202327.797648 nChanged 92 SP:Iteration 19Q (1820.496084 sec): 3 clusters Score: Raw -5228139.773153 + Penalty 25756.650397 = -5202383.122757 nChanged 110 SP:Iteration 20F (1820.601874 sec): 3 clusters Score: Raw -5228201.646855 + Penalty 25756.650397 = -5202444.996458 nChanged 99 SP:Iteration 21Q (1820.705034 sec): 3 clusters Score: Raw -5228264.557856 + Penalty 25756.650397 = -5202507.907460 nChanged 107 SP:Iteration 22Q (1820.803529 sec): 3 clusters Score: Raw -5228325.654673 + Penalty 25756.650397 = -5202569.004276 nChanged 95 SP:Iteration 23Q (1820.921826 sec): 3 clusters Score: Raw -5228385.486578 + Penalty 25756.650397 = -5202628.836181 nChanged 126 SP:Iteration 24Q (1821.036416 sec): 3 clusters Score: Raw -5228465.745551 + Penalty 25756.650397 = -5202709.095154 nChanged 144 SP:Iteration 25Q (1821.133681 sec): 3 clusters Score: Raw -5228555.163557 + Penalty 25756.650397 = -5202798.513160 nChanged 132 SP:Iteration 26Q (1821.243406 sec): 3 clusters Score: Raw -5228640.416776 + Penalty 25756.650397 = -5202883.766379 nChanged 117 SP:Iteration 27Q (1821.352642 sec): 3 clusters Score: Raw -5228715.024283 + Penalty 25756.650397 = -5202958.373886 nChanged 109 SP:Iteration 28Q (1821.471663 sec): 3 clusters Score: Raw -5228787.685985 + Penalty 25756.650397 = -5203031.035589 nChanged 115 SP:Iteration 29Q (1821.583324 sec): 3 clusters Score: Raw -5228866.526507 + Penalty 25756.650397 = -5203109.876110 nChanged 125 SP:Iteration 30Q (1821.679937 sec): 3 clusters Score: Raw -5228948.934204 + Penalty 25756.650397 = -5203192.283807 nChanged 119 SP:Iteration 31Q (1821.795636 sec): 3 clusters Score: Raw -5229019.395847 + Penalty 25756.650397 = -5203262.745450 nChanged 97 SP:Iteration 32Q (1821.897010 sec): 3 clusters Score: Raw -5229071.811124 + Penalty 25756.650397 = -5203315.160728 nChanged 80 SP:Iteration 33Q (1822.001146 sec): 3 clusters Score: Raw -5229114.161998 + Penalty 25756.650397 = -5203357.511602 nChanged 63 SP:Iteration 34Q (1822.108530 sec): 3 clusters Score: Raw -5229148.145874 + Penalty 25756.650397 = -5203391.495477 nChanged 65 SP:Iteration 35Q (1822.209385 sec): 3 clusters Score: Raw -5229181.639110 + Penalty 25756.650397 = -5203424.988713 nChanged 59 SP:Iteration 36Q (1822.307753 sec): 3 clusters Score: Raw -5229212.202397 + Penalty 25756.650397 = -5203455.552000 nChanged 49 SP:Iteration 37Q (1822.421566 sec): 3 clusters Score: Raw -5229238.895305 + Penalty 25756.650397 = -5203482.244908 nChanged 43 SP:Iteration 38Q (1822.522064 sec): 3 clusters Score: Raw -5229260.511277 + Penalty 25756.650397 = -5203503.860880 nChanged 42 SP:Iteration 39Q (1822.622690 sec): 3 clusters Score: Raw -5229278.961480 + Penalty 25756.650397 = -5203522.311083 nChanged 28 SP:Iteration 40F (1822.729757 sec): 3 clusters Score: Raw -5229292.569234 + Penalty 25756.650397 = -5203535.918837 nChanged 35 SP:Iteration 41Q (1822.833685 sec): 3 clusters Score: Raw -5229308.387470 + Penalty 25756.650397 = -5203551.737073 nChanged 22 SP:Iteration 42Q (1822.936575 sec): 3 clusters Score: Raw -5229320.004254 + Penalty 25756.650397 = -5203563.353857 nChanged 31 SP:Iteration 43Q (1823.032969 sec): 3 clusters Score: Raw -5229335.885226 + Penalty 25756.650397 = -5203579.234829 nChanged 26 SP:Iteration 44Q (1823.148029 sec): 3 clusters Score: Raw -5229347.470505 + Penalty 25756.650397 = -5203590.820108 nChanged 24 SP:Iteration 45Q (1823.242414 sec): 3 clusters Score: Raw -5229358.796926 + Penalty 25756.650397 = -5203602.146530 nChanged 24 SP:Iteration 46Q (1823.350485 sec): 3 clusters Score: Raw -5229369.682899 + Penalty 25756.650397 = -5203613.032502 nChanged 16 SP:Iteration 47Q (1823.457537 sec): 3 clusters Score: Raw -5229377.106229 + Penalty 25756.650397 = -5203620.455833 nChanged 13 SP:Iteration 48Q (1823.565467 sec): 3 clusters Score: Raw -5229382.454157 + Penalty 25756.650397 = -5203625.803760 nChanged 14 SP:Iteration 49Q (1823.659018 sec): 3 clusters Score: Raw -5229389.329657 + Penalty 25756.650397 = -5203632.679260 nChanged 14 SP:Iteration 50Q (1823.776271 sec): 3 clusters Score: Raw -5229396.915721 + Penalty 25756.650397 = -5203640.265324 nChanged 13 SP:Iteration 51Q (1823.889767 sec): 3 clusters Score: Raw -5229403.258290 + Penalty 25756.650397 = -5203646.607894 nChanged 13 SP:Iteration 52Q (1824.006522 sec): 3 clusters Score: Raw -5229408.161668 + Penalty 25756.650397 = -5203651.511271 nChanged 15 SP:Iteration 53Q (1824.123507 sec): 3 clusters Score: Raw -5229414.053456 + Penalty 25756.650397 = -5203657.403059 nChanged 9 SP:Iteration 54Q (1824.241058 sec): 3 clusters Score: Raw -5229417.988133 + Penalty 25756.650397 = -5203661.337737 nChanged 2 SP:Iteration 55Q (1824.342857 sec): 3 clusters Score: Raw -5229418.786626 + Penalty 25756.650397 = -5203662.136230 nChanged 0 SP:Iteration 56F (1824.457419 sec): 3 clusters Score: Raw -5229418.786626 + Penalty 25756.650397 = -5203662.136230 nChanged 0 Trying to split cluster 19 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1824.481344 sec): 2 clusters Score: Raw -99990.961998 + Penalty 7555.657718 = -92435.304279 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (124 points): covariance matrix is singular SP:Iteration 0F (1824.505434 sec): 3 clusters Score: Raw -105166.111502 + Penalty 15111.315436 = -90054.796065 nChanged 70 SP:Iteration 1F (1824.528949 sec): 2 clusters Score: Raw 445811998.847887 + Penalty 7555.657718 = 445819554.505605 nChanged 64 SP:Iteration 2F (1824.553021 sec): 2 clusters Score: Raw -99990.961998 + Penalty 7555.657718 = -92435.304279 nChanged 0 Trying to split cluster 20 (17552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1824.652867 sec): 2 clusters Score: Raw -6548951.259494 + Penalty 13198.332758 = -6535752.926736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1824.789139 sec): 3 clusters Score: Raw -6541372.540468 + Penalty 26396.665516 = -6514975.874952 nChanged 6110 SP:Iteration 1F (1824.917422 sec): 3 clusters Score: Raw -6545139.205111 + Penalty 26396.665516 = -6518742.539595 nChanged 1339 SP:Iteration 2F (1825.061775 sec): 3 clusters Score: Raw -6546125.750345 + Penalty 26396.665516 = -6519729.084830 nChanged 870 SP:Iteration 3Q (1825.205114 sec): 3 clusters Score: Raw -6546800.957027 + Penalty 26396.665516 = -6520404.291511 nChanged 682 SP:Iteration 4Q (1825.335509 sec): 3 clusters Score: Raw -6547463.434529 + Penalty 26396.665516 = -6521066.769013 nChanged 751 SP:Iteration 5Q (1825.468431 sec): 3 clusters Score: Raw -6548278.404635 + Penalty 26396.665516 = -6521881.739119 nChanged 842 SP:Iteration 6Q (1825.612941 sec): 3 clusters Score: Raw -6549240.516270 + Penalty 26396.665516 = -6522843.850754 nChanged 953 SP:Iteration 7F (1825.748963 sec): 3 clusters Score: Raw -6550337.033985 + Penalty 26396.665516 = -6523940.368469 nChanged 951 SP:Iteration 8F (1825.885592 sec): 3 clusters Score: Raw -6551342.682034 + Penalty 26396.665516 = -6524946.016518 nChanged 873 SP:Iteration 9Q (1826.019027 sec): 3 clusters Score: Raw -6552209.182371 + Penalty 26396.665516 = -6525812.516856 nChanged 769 SP:Iteration 10Q (1826.150098 sec): 3 clusters Score: Raw -6552870.255524 + Penalty 26396.665516 = -6526473.590008 nChanged 590 SP:Iteration 11Q (1826.289720 sec): 3 clusters Score: Raw -6553322.304953 + Penalty 26396.665516 = -6526925.639437 nChanged 418 SP:Iteration 12Q (1826.414218 sec): 3 clusters Score: Raw -6553601.410339 + Penalty 26396.665516 = -6527204.744823 nChanged 273 SP:Iteration 13Q (1826.551912 sec): 3 clusters Score: Raw -6553764.155857 + Penalty 26396.665516 = -6527367.490341 nChanged 201 SP:Iteration 14Q (1826.680869 sec): 3 clusters Score: Raw -6553871.038861 + Penalty 26396.665516 = -6527474.373345 nChanged 157 SP:Iteration 15Q (1826.818407 sec): 3 clusters Score: Raw -6553949.291301 + Penalty 26396.665516 = -6527552.625785 nChanged 97 SP:Iteration 16Q (1826.963648 sec): 3 clusters Score: Raw -6553996.706686 + Penalty 26396.665516 = -6527600.041170 nChanged 76 SP:Iteration 17Q (1827.097787 sec): 3 clusters Score: Raw -6554029.040426 + Penalty 26396.665516 = -6527632.374910 nChanged 55 SP:Iteration 18Q (1827.227575 sec): 3 clusters Score: Raw -6554051.703909 + Penalty 26396.665516 = -6527655.038393 nChanged 50 SP:Iteration 19Q (1827.357742 sec): 3 clusters Score: Raw -6554072.291665 + Penalty 26396.665516 = -6527675.626149 nChanged 41 SP:Iteration 20F (1827.495071 sec): 3 clusters Score: Raw -6554089.401564 + Penalty 26396.665516 = -6527692.736048 nChanged 26 SP:Iteration 21Q (1827.635823 sec): 3 clusters Score: Raw -6554099.799849 + Penalty 26396.665516 = -6527703.134333 nChanged 21 SP:Iteration 22Q (1827.764094 sec): 3 clusters Score: Raw -6554108.218513 + Penalty 26396.665516 = -6527711.552997 nChanged 13 SP:Iteration 23Q (1827.897953 sec): 3 clusters Score: Raw -6554113.593154 + Penalty 26396.665516 = -6527716.927638 nChanged 11 SP:Iteration 24Q (1828.035127 sec): 3 clusters Score: Raw -6554117.937651 + Penalty 26396.665516 = -6527721.272135 nChanged 6 SP:Iteration 25Q (1828.160871 sec): 3 clusters Score: Raw -6554120.384645 + Penalty 26396.665516 = -6527723.719129 nChanged 4 SP:Iteration 26Q (1828.287079 sec): 3 clusters Score: Raw -6554122.113915 + Penalty 26396.665516 = -6527725.448399 nChanged 8 SP:Iteration 27Q (1828.423912 sec): 3 clusters Score: Raw -6554125.307281 + Penalty 26396.665516 = -6527728.641765 nChanged 6 SP:Iteration 28Q (1828.559656 sec): 3 clusters Score: Raw -6554127.355059 + Penalty 26396.665516 = -6527730.689543 nChanged 7 SP:Iteration 29Q (1828.699737 sec): 3 clusters Score: Raw -6554129.979786 + Penalty 26396.665516 = -6527733.314270 nChanged 4 SP:Iteration 30Q (1828.839927 sec): 3 clusters Score: Raw -6554131.294648 + Penalty 26396.665516 = -6527734.629132 nChanged 3 SP:Iteration 31Q (1828.977817 sec): 3 clusters Score: Raw -6554132.630702 + Penalty 26396.665516 = -6527735.965186 nChanged 3 SP:Iteration 32Q (1829.116709 sec): 3 clusters Score: Raw -6554133.775548 + Penalty 26396.665516 = -6527737.110032 nChanged 3 SP:Iteration 33Q (1829.246464 sec): 3 clusters Score: Raw -6554134.782711 + Penalty 26396.665516 = -6527738.117195 nChanged 2 SP:Iteration 34Q (1829.384314 sec): 3 clusters Score: Raw -6554135.793511 + Penalty 26396.665516 = -6527739.127995 nChanged 0 SP:Iteration 35F (1829.529715 sec): 3 clusters Score: Raw -6554135.793511 + Penalty 26396.665516 = -6527739.127995 nChanged 0 Iteration 20F (1837.973707 sec): 15 clusters Score: Raw -124094638.896191 + Penalty 239935.087566 = -123854703.808625 nChanged 5186 Iteration 21Q (1841.528237 sec): 15 clusters Score: Raw -124096259.564702 + Penalty 239935.087566 = -123856324.477136 nChanged 5453 Iteration 22Q (1845.148318 sec): 15 clusters Score: Raw -124098049.447743 + Penalty 239935.087566 = -123858114.360177 nChanged 5822 Iteration 23Q (1848.566191 sec): 15 clusters Score: Raw -124100063.721414 + Penalty 239935.087566 = -123860128.633848 nChanged 6304 Iteration 24Q (1852.141739 sec): 15 clusters Score: Raw -124102440.383655 + Penalty 239935.087566 = -123862505.296089 nChanged 7048 Iteration 25Q (1855.580550 sec): 15 clusters Score: Raw -124105340.233434 + Penalty 239935.087566 = -123865405.145868 nChanged 7676 Iteration 26Q (1859.072906 sec): 15 clusters Score: Raw -124108797.573614 + Penalty 239935.087566 = -123868862.486048 nChanged 8559 Iteration 27Q (1862.683967 sec): 15 clusters Score: Raw -124112981.310220 + Penalty 239935.087566 = -123873046.222654 nChanged 9100 Iteration 28Q (1866.320633 sec): 15 clusters Score: Raw -124117783.687236 + Penalty 239935.087566 = -123877848.599670 nChanged 9608 Iteration 29Q (1869.871696 sec): 15 clusters Score: Raw -124123368.337881 + Penalty 239935.087566 = -123883433.250315 nChanged 9918 Iteration 30Q (1873.494184 sec): 15 clusters Score: Raw -124130344.655542 + Penalty 239935.087566 = -123890409.567976 nChanged 9713 Iteration 31Q (1877.103272 sec): 15 clusters Score: Raw -124140695.892304 + Penalty 239935.087566 = -123900760.804738 nChanged 9553 Iteration 32Q (1880.376590 sec): 15 clusters Score: Raw -124152873.381917 + Penalty 239935.087566 = -123912938.294351 nChanged 10302 Iteration 33Q (1883.332084 sec): 15 clusters Score: Raw -124159988.065872 + Penalty 239935.087566 = -123920052.978305 nChanged 10429 Iteration 34Q (1886.296438 sec): 15 clusters Score: Raw -124165736.490855 + Penalty 239935.087566 = -123925801.403289 nChanged 10549 Iteration 35Q (1889.110809 sec): 15 clusters Score: Raw -124171516.889238 + Penalty 239935.087566 = -123931581.801672 nChanged 10843 Iteration 36Q (1891.998887 sec): 15 clusters Score: Raw -124177528.520300 + Penalty 239935.087566 = -123937593.432733 nChanged 10682 Iteration 37Q (1895.041185 sec): 15 clusters Score: Raw -124183366.812301 + Penalty 239935.087566 = -123943431.724735 nChanged 10341 Iteration 38Q (1898.054871 sec): 15 clusters Score: Raw -124188748.104840 + Penalty 239935.087566 = -123948813.017274 nChanged 9492 Iteration 39Q (1901.014737 sec): 15 clusters Score: Raw -124193209.492765 + Penalty 239935.087566 = -123953274.405199 nChanged 8116 Iteration 40F (1909.468815 sec): 15 clusters Score: Raw -124197575.461175 + Penalty 239935.087566 = -123957640.373609 nChanged 8114 Iteration 41Q (1912.436659 sec): 15 clusters Score: Raw -124201394.390120 + Penalty 239935.087566 = -123961459.302554 nChanged 6965 Iteration 42Q (1915.218207 sec): 15 clusters Score: Raw -124204316.915952 + Penalty 239935.087566 = -123964381.828385 nChanged 5795 Iteration 43Q (1918.150936 sec): 15 clusters Score: Raw -124206530.679601 + Penalty 239935.087566 = -123966595.592035 nChanged 4861 Iteration 44Q (1921.356482 sec): 15 clusters Score: Raw -124208201.214987 + Penalty 239935.087566 = -123968266.127421 nChanged 4078 Iteration 45Q (1924.377026 sec): 15 clusters Score: Raw -124209496.070361 + Penalty 239935.087566 = -123969560.982795 nChanged 3248 Iteration 46Q (1927.345242 sec): 15 clusters Score: Raw -124210461.549634 + Penalty 239935.087566 = -123970526.462068 nChanged 2716 Iteration 47Q (1929.987264 sec): 15 clusters Score: Raw -124211176.821727 + Penalty 239935.087566 = -123971241.734161 nChanged 2252 Iteration 48Q (1932.644527 sec): 15 clusters Score: Raw -124211729.435304 + Penalty 239935.087566 = -123971794.347738 nChanged 1927 Iteration 49Q (1935.329187 sec): 15 clusters Score: Raw -124212178.590430 + Penalty 239935.087566 = -123972243.502864 nChanged 1586 Iteration 50Q (1937.971911 sec): 15 clusters Score: Raw -124212525.657978 + Penalty 239935.087566 = -123972590.570412 nChanged 1355 Iteration 51Q (1940.587553 sec): 15 clusters Score: Raw -124212823.715951 + Penalty 239935.087566 = -123972888.628385 nChanged 1122 Iteration 52Q (1943.276430 sec): 15 clusters Score: Raw -124215733.680038 + Penalty 239935.087566 = -123975798.592472 nChanged 1376 Iteration 53Q (1946.176190 sec): 15 clusters Score: Raw -124216379.530104 + Penalty 239935.087566 = -123976444.442538 nChanged 1089 Iteration 54Q (1948.835278 sec): 15 clusters Score: Raw -124216607.438849 + Penalty 239935.087566 = -123976672.351283 nChanged 781 Iteration 55Q (1951.468229 sec): 15 clusters Score: Raw -124216751.497981 + Penalty 239935.087566 = -123976816.410415 nChanged 671 Iteration 56Q (1954.112461 sec): 15 clusters Score: Raw -124216878.690734 + Penalty 239935.087566 = -123976943.603167 nChanged 566 Iteration 57Q (1956.731239 sec): 15 clusters Score: Raw -124216979.216037 + Penalty 239935.087566 = -123977044.128471 nChanged 469 Iteration 58Q (1959.380247 sec): 15 clusters Score: Raw -124217066.612550 + Penalty 239935.087566 = -123977131.524984 nChanged 390 Writing temp clu file Because OldScore, -123977044.128471, is greater than current (better) Score,-123977131.524984 Compute initial score before splitting: Score: Raw -124217066.612550 + Penalty 239935.087566 = -123977131.524984 Trying to split cluster 2 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1959.514169 sec): 2 clusters Score: Raw -152637.834143 + Penalty 8157.363988 = -144480.470155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1959.554986 sec): 3 clusters Score: Raw -154668.391504 + Penalty 16314.727975 = -138353.663529 nChanged 14 SP:Iteration 1Q (1959.592636 sec): 3 clusters Score: Raw -154773.656400 + Penalty 16314.727975 = -138458.928425 nChanged 9 SP:Iteration 2Q (1959.636424 sec): 3 clusters Score: Raw -154881.128780 + Penalty 16314.727975 = -138566.400805 nChanged 3 SP:Iteration 3Q (1959.667580 sec): 3 clusters Score: Raw -154906.242100 + Penalty 16314.727975 = -138591.514125 nChanged 0 SP:Iteration 4F (1959.709608 sec): 3 clusters Score: Raw -154906.242100 + Penalty 16314.727975 = -138591.514125 nChanged 0 Trying to split cluster 4 (7082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1959.756814 sec): 2 clusters Score: Raw -2535526.675570 + Penalty 11972.603360 = -2523554.072210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1959.840558 sec): 3 clusters Score: Raw -2533954.964626 + Penalty 23945.206720 = -2510009.757906 nChanged 2049 SP:Iteration 1F (1959.913965 sec): 3 clusters Score: Raw -2536653.404709 + Penalty 23945.206720 = -2512708.197989 nChanged 773 SP:Iteration 2F (1959.981609 sec): 3 clusters Score: Raw -2538958.951459 + Penalty 23945.206720 = -2515013.744739 nChanged 857 SP:Iteration 3F (1960.047215 sec): 3 clusters Score: Raw -2542667.031352 + Penalty 23945.206720 = -2518721.824632 nChanged 789 SP:Iteration 4F (1960.128644 sec): 3 clusters Score: Raw -2545860.984067 + Penalty 23945.206720 = -2521915.777347 nChanged 446 SP:Iteration 5F (1960.199703 sec): 3 clusters Score: Raw -2547292.957576 + Penalty 23945.206720 = -2523347.750856 nChanged 173 SP:Iteration 6Q (1960.264520 sec): 3 clusters Score: Raw -2547709.691671 + Penalty 23945.206720 = -2523764.484951 nChanged 70 SP:Iteration 7Q (1960.320108 sec): 3 clusters Score: Raw -2547813.955663 + Penalty 23945.206720 = -2523868.748944 nChanged 29 SP:Iteration 8Q (1960.395372 sec): 3 clusters Score: Raw -2547849.966258 + Penalty 23945.206720 = -2523904.759538 nChanged 9 SP:Iteration 9Q (1960.449695 sec): 3 clusters Score: Raw -2547860.021845 + Penalty 23945.206720 = -2523914.815125 nChanged 3 SP:Iteration 10Q (1960.525769 sec): 3 clusters Score: Raw -2547862.596860 + Penalty 23945.206720 = -2523917.390140 nChanged 0 SP:Iteration 11F (1960.586872 sec): 3 clusters Score: Raw -2547871.374834 + Penalty 23945.206720 = -2523926.168114 nChanged 1 SP:Iteration 12Q (1960.658101 sec): 3 clusters Score: Raw -2547909.344081 + Penalty 23945.206720 = -2523964.137361 nChanged 5 SP:Iteration 13Q (1960.715811 sec): 3 clusters Score: Raw -2547914.319418 + Penalty 23945.206720 = -2523969.112699 nChanged 2 SP:Iteration 14Q (1960.781675 sec): 3 clusters Score: Raw -2547916.281727 + Penalty 23945.206720 = -2523971.075007 nChanged 2 SP:Iteration 15Q (1960.846788 sec): 3 clusters Score: Raw -2547919.095798 + Penalty 23945.206720 = -2523973.889079 nChanged 3 SP:Iteration 16Q (1960.921685 sec): 3 clusters Score: Raw -2547921.903756 + Penalty 23945.206720 = -2523976.697037 nChanged 1 SP:Iteration 17Q (1960.984486 sec): 3 clusters Score: Raw -2547923.411897 + Penalty 23945.206720 = -2523978.205177 nChanged 0 SP:Iteration 18F (1961.045986 sec): 3 clusters Score: Raw -2547923.411897 + Penalty 23945.206720 = -2523978.205177 nChanged 0 Score: Raw -124229519.179391 + Penalty 257073.308107 = -123972445.871284 Splitting cluster 4 changes total score from -123977131.524984 to -123972445.871284 So it's not getting split. Trying to split cluster 7 (21766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1969.859334 sec): 2 clusters Score: Raw -8333634.198198 + Penalty 13488.934990 = -8320145.263208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1970.007465 sec): 3 clusters Score: Raw -8323698.562164 + Penalty 26977.869980 = -8296720.692184 nChanged 7885 SP:Iteration 1F (1970.143170 sec): 3 clusters Score: Raw -8328415.639262 + Penalty 26977.869980 = -8301437.769283 nChanged 1620 SP:Iteration 2F (1970.283813 sec): 3 clusters Score: Raw -8329415.235705 + Penalty 26977.869980 = -8302437.365725 nChanged 1017 SP:Iteration 3Q (1970.425106 sec): 3 clusters Score: Raw -8329964.868314 + Penalty 26977.869980 = -8302986.998334 nChanged 663 SP:Iteration 4Q (1970.568116 sec): 3 clusters Score: Raw -8330314.976103 + Penalty 26977.869980 = -8303337.106124 nChanged 518 SP:Iteration 5Q (1970.702695 sec): 3 clusters Score: Raw -8330570.672112 + Penalty 26977.869980 = -8303592.802132 nChanged 448 SP:Iteration 6Q (1970.838105 sec): 3 clusters Score: Raw -8330799.326915 + Penalty 26977.869980 = -8303821.456936 nChanged 399 SP:Iteration 7Q (1970.986936 sec): 3 clusters Score: Raw -8330984.115424 + Penalty 26977.869980 = -8304006.245444 nChanged 361 SP:Iteration 8Q (1971.118596 sec): 3 clusters Score: Raw -8331146.246381 + Penalty 26977.869980 = -8304168.376401 nChanged 310 SP:Iteration 9Q (1971.258181 sec): 3 clusters Score: Raw -8331287.337316 + Penalty 26977.869980 = -8304309.467336 nChanged 260 SP:Iteration 10Q (1971.402245 sec): 3 clusters Score: Raw -8331405.342986 + Penalty 26977.869980 = -8304427.473006 nChanged 250 SP:Iteration 11Q (1971.533416 sec): 3 clusters Score: Raw -8331520.934804 + Penalty 26977.869980 = -8304543.064825 nChanged 237 SP:Iteration 12Q (1971.687210 sec): 3 clusters Score: Raw -8331625.663703 + Penalty 26977.869980 = -8304647.793723 nChanged 255 SP:Iteration 13Q (1971.846622 sec): 3 clusters Score: Raw -8331739.966527 + Penalty 26977.869980 = -8304762.096547 nChanged 240 SP:Iteration 14Q (1971.992099 sec): 3 clusters Score: Raw -8331854.947612 + Penalty 26977.869980 = -8304877.077632 nChanged 248 SP:Iteration 15Q (1972.154970 sec): 3 clusters Score: Raw -8331973.818393 + Penalty 26977.869980 = -8304995.948414 nChanged 265 SP:Iteration 16Q (1972.315416 sec): 3 clusters Score: Raw -8332111.599832 + Penalty 26977.869980 = -8305133.729853 nChanged 284 SP:Iteration 17Q (1972.464897 sec): 3 clusters Score: Raw -8332268.631998 + Penalty 26977.869980 = -8305290.762019 nChanged 304 SP:Iteration 18Q (1972.630496 sec): 3 clusters Score: Raw -8332439.771560 + Penalty 26977.869980 = -8305461.901580 nChanged 293 SP:Iteration 19Q (1972.783699 sec): 3 clusters Score: Raw -8332595.450424 + Penalty 26977.869980 = -8305617.580444 nChanged 289 SP:Iteration 20F (1972.938336 sec): 3 clusters Score: Raw -8332761.295960 + Penalty 26977.869980 = -8305783.425980 nChanged 322 SP:Iteration 21Q (1973.089458 sec): 3 clusters Score: Raw -8332952.175419 + Penalty 26977.869980 = -8305974.305439 nChanged 339 SP:Iteration 22Q (1973.245576 sec): 3 clusters Score: Raw -8333144.485434 + Penalty 26977.869980 = -8306166.615455 nChanged 332 SP:Iteration 23Q (1973.392160 sec): 3 clusters Score: Raw -8333351.479794 + Penalty 26977.869980 = -8306373.609814 nChanged 326 SP:Iteration 24Q (1973.540989 sec): 3 clusters Score: Raw -8333538.773608 + Penalty 26977.869980 = -8306560.903629 nChanged 331 SP:Iteration 25Q (1973.709087 sec): 3 clusters Score: Raw -8333737.153002 + Penalty 26977.869980 = -8306759.283022 nChanged 305 SP:Iteration 26Q (1973.854491 sec): 3 clusters Score: Raw -8333925.070154 + Penalty 26977.869980 = -8306947.200174 nChanged 292 SP:Iteration 27Q (1974.010398 sec): 3 clusters Score: Raw -8334110.302165 + Penalty 26977.869980 = -8307132.432185 nChanged 285 SP:Iteration 28Q (1974.165210 sec): 3 clusters Score: Raw -8334300.082413 + Penalty 26977.869980 = -8307322.212434 nChanged 298 SP:Iteration 29Q (1974.306345 sec): 3 clusters Score: Raw -8334505.701316 + Penalty 26977.869980 = -8307527.831336 nChanged 283 SP:Iteration 30Q (1974.464464 sec): 3 clusters Score: Raw -8334713.554810 + Penalty 26977.869980 = -8307735.684831 nChanged 279 SP:Iteration 31Q (1974.608832 sec): 3 clusters Score: Raw -8334922.266225 + Penalty 26977.869980 = -8307944.396245 nChanged 269 SP:Iteration 32Q (1974.758357 sec): 3 clusters Score: Raw -8335119.145525 + Penalty 26977.869980 = -8308141.275545 nChanged 231 SP:Iteration 33Q (1974.899696 sec): 3 clusters Score: Raw -8335287.312121 + Penalty 26977.869980 = -8308309.442141 nChanged 209 SP:Iteration 34Q (1975.046880 sec): 3 clusters Score: Raw -8335431.523529 + Penalty 26977.869980 = -8308453.653550 nChanged 182 SP:Iteration 35Q (1975.182553 sec): 3 clusters Score: Raw -8335570.398005 + Penalty 26977.869980 = -8308592.528025 nChanged 143 SP:Iteration 36Q (1975.331327 sec): 3 clusters Score: Raw -8335679.415636 + Penalty 26977.869980 = -8308701.545656 nChanged 133 SP:Iteration 37Q (1975.472895 sec): 3 clusters Score: Raw -8335773.385240 + Penalty 26977.869980 = -8308795.515260 nChanged 105 SP:Iteration 38Q (1975.608293 sec): 3 clusters Score: Raw -8335846.789321 + Penalty 26977.869980 = -8308868.919341 nChanged 87 SP:Iteration 39Q (1975.748809 sec): 3 clusters Score: Raw -8335910.950265 + Penalty 26977.869980 = -8308933.080286 nChanged 67 SP:Iteration 40F (1975.890678 sec): 3 clusters Score: Raw -8335957.789830 + Penalty 26977.869980 = -8308979.919850 nChanged 62 SP:Iteration 41Q (1976.033899 sec): 3 clusters Score: Raw -8335998.884016 + Penalty 26977.869980 = -8309021.014036 nChanged 54 SP:Iteration 42Q (1976.171854 sec): 3 clusters Score: Raw -8336036.608579 + Penalty 26977.869980 = -8309058.738599 nChanged 49 SP:Iteration 43Q (1976.322551 sec): 3 clusters Score: Raw -8336066.124654 + Penalty 26977.869980 = -8309088.254674 nChanged 26 SP:Iteration 44Q (1976.457371 sec): 3 clusters Score: Raw -8336081.774870 + Penalty 26977.869980 = -8309103.904890 nChanged 19 SP:Iteration 45Q (1976.603746 sec): 3 clusters Score: Raw -8336092.741950 + Penalty 26977.869980 = -8309114.871970 nChanged 14 SP:Iteration 46Q (1976.734464 sec): 3 clusters Score: Raw -8336102.404532 + Penalty 26977.869980 = -8309124.534552 nChanged 16 SP:Iteration 47Q (1976.879108 sec): 3 clusters Score: Raw -8336112.578907 + Penalty 26977.869980 = -8309134.708928 nChanged 11 SP:Iteration 48Q (1977.014403 sec): 3 clusters Score: Raw -8336119.150222 + Penalty 26977.869980 = -8309141.280242 nChanged 8 SP:Iteration 49Q (1977.152197 sec): 3 clusters Score: Raw -8336124.649407 + Penalty 26977.869980 = -8309146.779428 nChanged 16 SP:Iteration 50Q (1977.274800 sec): 3 clusters Score: Raw -8336133.423783 + Penalty 26977.869980 = -8309155.553803 nChanged 7 SP:Iteration 51Q (1977.396672 sec): 3 clusters Score: Raw -8336137.322598 + Penalty 26977.869980 = -8309159.452618 nChanged 8 SP:Iteration 52Q (1977.524365 sec): 3 clusters Score: Raw -8336142.772190 + Penalty 26977.869980 = -8309164.902210 nChanged 5 SP:Iteration 53Q (1977.651142 sec): 3 clusters Score: Raw -8336145.839592 + Penalty 26977.869980 = -8309167.969613 nChanged 7 SP:Iteration 54Q (1977.789489 sec): 3 clusters Score: Raw -8336150.265425 + Penalty 26977.869980 = -8309172.395445 nChanged 11 SP:Iteration 55Q (1977.911223 sec): 3 clusters Score: Raw -8336158.016326 + Penalty 26977.869980 = -8309180.146346 nChanged 9 SP:Iteration 56Q (1978.033169 sec): 3 clusters Score: Raw -8336164.481967 + Penalty 26977.869980 = -8309186.611987 nChanged 10 SP:Iteration 57Q (1978.163924 sec): 3 clusters Score: Raw -8336171.419832 + Penalty 26977.869980 = -8309193.549852 nChanged 11 SP:Iteration 58Q (1978.291468 sec): 3 clusters Score: Raw -8336178.334110 + Penalty 26977.869980 = -8309200.464131 nChanged 8 SP:Iteration 59Q (1978.422231 sec): 3 clusters Score: Raw -8336183.617584 + Penalty 26977.869980 = -8309205.747605 nChanged 5 SP:Iteration 60F (1978.555200 sec): 3 clusters Score: Raw -8336186.480346 + Penalty 26977.869980 = -8309208.610366 nChanged 6 SP:Iteration 61Q (1978.683016 sec): 3 clusters Score: Raw -8336190.093729 + Penalty 26977.869980 = -8309212.223750 nChanged 2 SP:Iteration 62Q (1978.815039 sec): 3 clusters Score: Raw -8336191.501529 + Penalty 26977.869980 = -8309213.631550 nChanged 5 SP:Iteration 63Q (1978.934023 sec): 3 clusters Score: Raw -8336194.407701 + Penalty 26977.869980 = -8309216.537721 nChanged 4 SP:Iteration 64Q (1979.062760 sec): 3 clusters Score: Raw -8336197.077305 + Penalty 26977.869980 = -8309219.207325 nChanged 4 SP:Iteration 65Q (1979.188928 sec): 3 clusters Score: Raw -8336199.491114 + Penalty 26977.869980 = -8309221.621134 nChanged 3 SP:Iteration 66Q (1979.314585 sec): 3 clusters Score: Raw -8336201.415247 + Penalty 26977.869980 = -8309223.545268 nChanged 1 SP:Iteration 67Q (1979.446288 sec): 3 clusters Score: Raw -8336201.809003 + Penalty 26977.869980 = -8309223.939023 nChanged 2 SP:Iteration 68Q (1979.567372 sec): 3 clusters Score: Raw -8336202.944933 + Penalty 26977.869980 = -8309225.074953 nChanged 0 SP:Iteration 69F (1979.696807 sec): 3 clusters Score: Raw -8336202.944933 + Penalty 26977.869980 = -8309225.074953 nChanged 0 Trying to split cluster 9 (7739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1979.742994 sec): 2 clusters Score: Raw -2924972.711426 + Penalty 12092.414489 = -2912880.296938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1979.828162 sec): 3 clusters Score: Raw -2922536.253269 + Penalty 24184.828978 = -2898351.424291 nChanged 2156 SP:Iteration 1F (1979.893470 sec): 3 clusters Score: Raw -2924375.367678 + Penalty 24184.828978 = -2900190.538700 nChanged 546 SP:Iteration 2F (1979.974753 sec): 3 clusters Score: Raw -2924936.580674 + Penalty 24184.828978 = -2900751.751696 nChanged 305 SP:Iteration 3Q (1980.043806 sec): 3 clusters Score: Raw -2925253.878283 + Penalty 24184.828978 = -2901069.049305 nChanged 215 SP:Iteration 4Q (1980.127106 sec): 3 clusters Score: Raw -2925497.050432 + Penalty 24184.828978 = -2901312.221454 nChanged 177 SP:Iteration 5Q (1980.194541 sec): 3 clusters Score: Raw -2925681.165287 + Penalty 24184.828978 = -2901496.336309 nChanged 139 SP:Iteration 6Q (1980.272044 sec): 3 clusters Score: Raw -2925817.947267 + Penalty 24184.828978 = -2901633.118289 nChanged 94 SP:Iteration 7Q (1980.353676 sec): 3 clusters Score: Raw -2925921.805642 + Penalty 24184.828978 = -2901736.976664 nChanged 98 SP:Iteration 8Q (1980.431430 sec): 3 clusters Score: Raw -2926022.703853 + Penalty 24184.828978 = -2901837.874875 nChanged 90 SP:Iteration 9Q (1980.496869 sec): 3 clusters Score: Raw -2926107.049589 + Penalty 24184.828978 = -2901922.220612 nChanged 71 SP:Iteration 10Q (1980.574929 sec): 3 clusters Score: Raw -2926167.502012 + Penalty 24184.828978 = -2901982.673034 nChanged 54 SP:Iteration 11Q (1980.657498 sec): 3 clusters Score: Raw -2926220.058711 + Penalty 24184.828978 = -2902035.229733 nChanged 55 SP:Iteration 12Q (1980.735993 sec): 3 clusters Score: Raw -2926277.504745 + Penalty 24184.828978 = -2902092.675767 nChanged 57 SP:Iteration 13Q (1980.806239 sec): 3 clusters Score: Raw -2926337.465625 + Penalty 24184.828978 = -2902152.636647 nChanged 59 SP:Iteration 14Q (1980.875797 sec): 3 clusters Score: Raw -2926391.854568 + Penalty 24184.828978 = -2902207.025590 nChanged 56 SP:Iteration 15Q (1980.952128 sec): 3 clusters Score: Raw -2926440.489669 + Penalty 24184.828978 = -2902255.660691 nChanged 49 SP:Iteration 16Q (1981.034660 sec): 3 clusters Score: Raw -2926486.420981 + Penalty 24184.828978 = -2902301.592003 nChanged 44 SP:Iteration 17Q (1981.111877 sec): 3 clusters Score: Raw -2926531.358296 + Penalty 24184.828978 = -2902346.529318 nChanged 48 SP:Iteration 18Q (1981.180645 sec): 3 clusters Score: Raw -2926578.643326 + Penalty 24184.828978 = -2902393.814349 nChanged 45 SP:Iteration 19Q (1981.254005 sec): 3 clusters Score: Raw -2926619.054741 + Penalty 24184.828978 = -2902434.225763 nChanged 41 SP:Iteration 20F (1981.331917 sec): 3 clusters Score: Raw -2926660.368778 + Penalty 24184.828978 = -2902475.539800 nChanged 38 SP:Iteration 21Q (1981.415372 sec): 3 clusters Score: Raw -2926693.626935 + Penalty 24184.828978 = -2902508.797957 nChanged 30 SP:Iteration 22Q (1981.493696 sec): 3 clusters Score: Raw -2926717.308447 + Penalty 24184.828978 = -2902532.479469 nChanged 33 SP:Iteration 23Q (1981.568287 sec): 3 clusters Score: Raw -2926746.589404 + Penalty 24184.828978 = -2902561.760426 nChanged 28 SP:Iteration 24Q (1981.630173 sec): 3 clusters Score: Raw -2926775.287368 + Penalty 24184.828978 = -2902590.458390 nChanged 30 SP:Iteration 25Q (1981.706508 sec): 3 clusters Score: Raw -2926799.417978 + Penalty 24184.828978 = -2902614.589000 nChanged 27 SP:Iteration 26Q (1981.780592 sec): 3 clusters Score: Raw -2926821.189104 + Penalty 24184.828978 = -2902636.360126 nChanged 22 SP:Iteration 27Q (1981.863956 sec): 3 clusters Score: Raw -2926839.612705 + Penalty 24184.828978 = -2902654.783727 nChanged 28 SP:Iteration 28Q (1981.938268 sec): 3 clusters Score: Raw -2926862.082200 + Penalty 24184.828978 = -2902677.253222 nChanged 25 SP:Iteration 29Q (1982.008256 sec): 3 clusters Score: Raw -2926882.186665 + Penalty 24184.828978 = -2902697.357687 nChanged 20 SP:Iteration 30Q (1982.086467 sec): 3 clusters Score: Raw -2926899.435383 + Penalty 24184.828978 = -2902714.606406 nChanged 20 SP:Iteration 31Q (1982.158075 sec): 3 clusters Score: Raw -2926914.631914 + Penalty 24184.828978 = -2902729.802936 nChanged 17 SP:Iteration 32Q (1982.226570 sec): 3 clusters Score: Raw -2926931.632853 + Penalty 24184.828978 = -2902746.803875 nChanged 17 SP:Iteration 33Q (1982.306630 sec): 3 clusters Score: Raw -2926945.434546 + Penalty 24184.828978 = -2902760.605568 nChanged 14 SP:Iteration 34Q (1982.379177 sec): 3 clusters Score: Raw -2926958.209264 + Penalty 24184.828978 = -2902773.380286 nChanged 11 SP:Iteration 35Q (1982.466530 sec): 3 clusters Score: Raw -2926968.980049 + Penalty 24184.828978 = -2902784.151071 nChanged 15 SP:Iteration 36Q (1982.542927 sec): 3 clusters Score: Raw -2926980.186797 + Penalty 24184.828978 = -2902795.357819 nChanged 10 SP:Iteration 37Q (1982.615885 sec): 3 clusters Score: Raw -2926987.593691 + Penalty 24184.828978 = -2902802.764714 nChanged 5 SP:Iteration 38Q (1982.688132 sec): 3 clusters Score: Raw -2926992.221452 + Penalty 24184.828978 = -2902807.392474 nChanged 6 SP:Iteration 39Q (1982.766921 sec): 3 clusters Score: Raw -2926996.038238 + Penalty 24184.828978 = -2902811.209260 nChanged 3 SP:Iteration 40F (1982.834997 sec): 3 clusters Score: Raw -2926997.938298 + Penalty 24184.828978 = -2902813.109321 nChanged 5 SP:Iteration 41Q (1982.906367 sec): 3 clusters Score: Raw -2927000.868860 + Penalty 24184.828978 = -2902816.039882 nChanged 4 SP:Iteration 42Q (1982.983973 sec): 3 clusters Score: Raw -2927003.372036 + Penalty 24184.828978 = -2902818.543058 nChanged 4 SP:Iteration 43Q (1983.068538 sec): 3 clusters Score: Raw -2927005.143865 + Penalty 24184.828978 = -2902820.314887 nChanged 0 SP:Iteration 44F (1983.137934 sec): 3 clusters Score: Raw -2927005.143865 + Penalty 24184.828978 = -2902820.314887 nChanged 0 Trying to split cluster 10 (20086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1983.224845 sec): 2 clusters Score: Raw -7857412.520548 + Penalty 13380.454640 = -7844032.065908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1983.357341 sec): 3 clusters Score: Raw -7848299.694945 + Penalty 26760.909280 = -7821538.785665 nChanged 7296 SP:Iteration 1F (1983.492134 sec): 3 clusters Score: Raw -7852468.626109 + Penalty 26760.909280 = -7825707.716829 nChanged 1492 SP:Iteration 2F (1983.617818 sec): 3 clusters Score: Raw -7853432.189510 + Penalty 26760.909280 = -7826671.280230 nChanged 958 SP:Iteration 3Q (1983.754747 sec): 3 clusters Score: Raw -7853989.186106 + Penalty 26760.909280 = -7827228.276826 nChanged 669 SP:Iteration 4Q (1983.885401 sec): 3 clusters Score: Raw -7854376.956729 + Penalty 26760.909280 = -7827616.047449 nChanged 524 SP:Iteration 5Q (1984.022582 sec): 3 clusters Score: Raw -7854634.051104 + Penalty 26760.909280 = -7827873.141824 nChanged 392 SP:Iteration 6Q (1984.147317 sec): 3 clusters Score: Raw -7854817.732703 + Penalty 26760.909280 = -7828056.823423 nChanged 336 SP:Iteration 7Q (1984.284751 sec): 3 clusters Score: Raw -7854984.762285 + Penalty 26760.909280 = -7828223.853005 nChanged 315 SP:Iteration 8Q (1984.417514 sec): 3 clusters Score: Raw -7855122.498747 + Penalty 26760.909280 = -7828361.589467 nChanged 228 SP:Iteration 9Q (1984.552338 sec): 3 clusters Score: Raw -7855235.317768 + Penalty 26760.909280 = -7828474.408488 nChanged 226 SP:Iteration 10Q (1984.688845 sec): 3 clusters Score: Raw -7855337.301904 + Penalty 26760.909280 = -7828576.392624 nChanged 231 SP:Iteration 11Q (1984.819282 sec): 3 clusters Score: Raw -7855451.399879 + Penalty 26760.909280 = -7828690.490599 nChanged 223 SP:Iteration 12Q (1984.954534 sec): 3 clusters Score: Raw -7855558.168670 + Penalty 26760.909280 = -7828797.259390 nChanged 200 SP:Iteration 13Q (1985.092706 sec): 3 clusters Score: Raw -7855643.615965 + Penalty 26760.909280 = -7828882.706685 nChanged 186 SP:Iteration 14Q (1985.224931 sec): 3 clusters Score: Raw -7855720.365857 + Penalty 26760.909280 = -7828959.456577 nChanged 157 SP:Iteration 15Q (1985.359534 sec): 3 clusters Score: Raw -7855784.878295 + Penalty 26760.909280 = -7829023.969015 nChanged 166 SP:Iteration 16Q (1985.488682 sec): 3 clusters Score: Raw -7855862.281647 + Penalty 26760.909280 = -7829101.372367 nChanged 168 SP:Iteration 17Q (1985.622001 sec): 3 clusters Score: Raw -7855936.446148 + Penalty 26760.909280 = -7829175.536868 nChanged 173 SP:Iteration 18Q (1985.758711 sec): 3 clusters Score: Raw -7856009.576446 + Penalty 26760.909280 = -7829248.667166 nChanged 147 SP:Iteration 19Q (1985.891944 sec): 3 clusters Score: Raw -7856072.923262 + Penalty 26760.909280 = -7829312.013982 nChanged 153 SP:Iteration 20F (1986.015421 sec): 3 clusters Score: Raw -7856138.021862 + Penalty 26760.909280 = -7829377.112582 nChanged 152 SP:Iteration 21Q (1986.153181 sec): 3 clusters Score: Raw -7856198.072166 + Penalty 26760.909280 = -7829437.162886 nChanged 138 SP:Iteration 22Q (1986.278768 sec): 3 clusters Score: Raw -7856260.864538 + Penalty 26760.909280 = -7829499.955258 nChanged 153 SP:Iteration 23Q (1986.408060 sec): 3 clusters Score: Raw -7856326.716321 + Penalty 26760.909280 = -7829565.807041 nChanged 144 SP:Iteration 24Q (1986.547433 sec): 3 clusters Score: Raw -7856387.166467 + Penalty 26760.909280 = -7829626.257187 nChanged 137 SP:Iteration 25Q (1986.677402 sec): 3 clusters Score: Raw -7856442.187939 + Penalty 26760.909280 = -7829681.278659 nChanged 106 SP:Iteration 26Q (1986.807858 sec): 3 clusters Score: Raw -7856485.606043 + Penalty 26760.909280 = -7829724.696763 nChanged 107 SP:Iteration 27Q (1986.940003 sec): 3 clusters Score: Raw -7856533.150098 + Penalty 26760.909280 = -7829772.240818 nChanged 119 SP:Iteration 28Q (1987.069077 sec): 3 clusters Score: Raw -7856579.102243 + Penalty 26760.909280 = -7829818.192963 nChanged 112 SP:Iteration 29Q (1987.200597 sec): 3 clusters Score: Raw -7856624.125786 + Penalty 26760.909280 = -7829863.216506 nChanged 123 SP:Iteration 30Q (1987.332855 sec): 3 clusters Score: Raw -7856677.531314 + Penalty 26760.909280 = -7829916.622034 nChanged 122 SP:Iteration 31Q (1987.467614 sec): 3 clusters Score: Raw -7856729.328376 + Penalty 26760.909280 = -7829968.419096 nChanged 129 SP:Iteration 32Q (1987.595160 sec): 3 clusters Score: Raw -7856780.061520 + Penalty 26760.909280 = -7830019.152240 nChanged 122 SP:Iteration 33Q (1987.734083 sec): 3 clusters Score: Raw -7856832.949936 + Penalty 26760.909280 = -7830072.040656 nChanged 129 SP:Iteration 34Q (1987.861881 sec): 3 clusters Score: Raw -7856888.273706 + Penalty 26760.909280 = -7830127.364426 nChanged 126 SP:Iteration 35Q (1987.999682 sec): 3 clusters Score: Raw -7856944.530971 + Penalty 26760.909280 = -7830183.621691 nChanged 136 SP:Iteration 36Q (1988.125416 sec): 3 clusters Score: Raw -7857003.540555 + Penalty 26760.909280 = -7830242.631275 nChanged 136 SP:Iteration 37Q (1988.263539 sec): 3 clusters Score: Raw -7857059.918916 + Penalty 26760.909280 = -7830299.009636 nChanged 124 SP:Iteration 38Q (1988.398010 sec): 3 clusters Score: Raw -7857113.111234 + Penalty 26760.909280 = -7830352.201954 nChanged 134 SP:Iteration 39Q (1988.532549 sec): 3 clusters Score: Raw -7857170.525726 + Penalty 26760.909280 = -7830409.616446 nChanged 143 SP:Iteration 40F (1988.663409 sec): 3 clusters Score: Raw -7857231.025382 + Penalty 26760.909280 = -7830470.116102 nChanged 130 SP:Iteration 41Q (1988.797693 sec): 3 clusters Score: Raw -7857289.827108 + Penalty 26760.909280 = -7830528.917828 nChanged 160 SP:Iteration 42Q (1988.930357 sec): 3 clusters Score: Raw -7857358.058685 + Penalty 26760.909280 = -7830597.149405 nChanged 144 SP:Iteration 43Q (1989.053909 sec): 3 clusters Score: Raw -7857422.172620 + Penalty 26760.909280 = -7830661.263340 nChanged 144 SP:Iteration 44Q (1989.192908 sec): 3 clusters Score: Raw -7857488.421164 + Penalty 26760.909280 = -7830727.511884 nChanged 161 SP:Iteration 45Q (1989.318139 sec): 3 clusters Score: Raw -7857564.297039 + Penalty 26760.909280 = -7830803.387759 nChanged 172 SP:Iteration 46Q (1989.452439 sec): 3 clusters Score: Raw -7857638.792138 + Penalty 26760.909280 = -7830877.882858 nChanged 158 SP:Iteration 47Q (1989.585210 sec): 3 clusters Score: Raw -7857712.520417 + Penalty 26760.909280 = -7830951.611137 nChanged 161 SP:Iteration 48Q (1989.723142 sec): 3 clusters Score: Raw -7857795.769073 + Penalty 26760.909280 = -7831034.859793 nChanged 190 SP:Iteration 49Q (1989.849079 sec): 3 clusters Score: Raw -7857891.805649 + Penalty 26760.909280 = -7831130.896369 nChanged 172 SP:Iteration 50Q (1989.987825 sec): 3 clusters Score: Raw -7857974.383517 + Penalty 26760.909280 = -7831213.474237 nChanged 184 SP:Iteration 51Q (1990.112999 sec): 3 clusters Score: Raw -7858059.619396 + Penalty 26760.909280 = -7831298.710116 nChanged 183 SP:Iteration 52Q (1990.250079 sec): 3 clusters Score: Raw -7858153.084736 + Penalty 26760.909280 = -7831392.175456 nChanged 227 SP:Iteration 53Q (1990.382690 sec): 3 clusters Score: Raw -7858273.589992 + Penalty 26760.909280 = -7831512.680712 nChanged 230 SP:Iteration 54Q (1990.525097 sec): 3 clusters Score: Raw -7858392.115664 + Penalty 26760.909280 = -7831631.206384 nChanged 213 SP:Iteration 55Q (1990.652501 sec): 3 clusters Score: Raw -7858495.390427 + Penalty 26760.909280 = -7831734.481147 nChanged 210 SP:Iteration 56Q (1990.780700 sec): 3 clusters Score: Raw -7858592.881244 + Penalty 26760.909280 = -7831831.971964 nChanged 198 SP:Iteration 57Q (1990.906529 sec): 3 clusters Score: Raw -7858689.382997 + Penalty 26760.909280 = -7831928.473717 nChanged 191 SP:Iteration 58Q (1991.040827 sec): 3 clusters Score: Raw -7858788.603445 + Penalty 26760.909280 = -7832027.694165 nChanged 204 SP:Iteration 59Q (1991.166170 sec): 3 clusters Score: Raw -7858898.611078 + Penalty 26760.909280 = -7832137.701798 nChanged 213 SP:Iteration 60F (1991.303148 sec): 3 clusters Score: Raw -7859011.532828 + Penalty 26760.909280 = -7832250.623548 nChanged 197 SP:Iteration 61Q (1991.427878 sec): 3 clusters Score: Raw -7859102.569036 + Penalty 26760.909280 = -7832341.659756 nChanged 177 SP:Iteration 62Q (1991.560110 sec): 3 clusters Score: Raw -7859196.046066 + Penalty 26760.909280 = -7832435.136786 nChanged 184 SP:Iteration 63Q (1991.690857 sec): 3 clusters Score: Raw -7859283.425708 + Penalty 26760.909280 = -7832522.516428 nChanged 174 SP:Iteration 64Q (1991.825728 sec): 3 clusters Score: Raw -7859375.043796 + Penalty 26760.909280 = -7832614.134516 nChanged 181 SP:Iteration 65Q (1991.947097 sec): 3 clusters Score: Raw -7859464.357000 + Penalty 26760.909280 = -7832703.447720 nChanged 156 SP:Iteration 66Q (1992.083361 sec): 3 clusters Score: Raw -7859542.099767 + Penalty 26760.909280 = -7832781.190487 nChanged 154 SP:Iteration 67Q (1992.208854 sec): 3 clusters Score: Raw -7859618.365239 + Penalty 26760.909280 = -7832857.455959 nChanged 145 SP:Iteration 68Q (1992.339779 sec): 3 clusters Score: Raw -7859685.202760 + Penalty 26760.909280 = -7832924.293480 nChanged 137 SP:Iteration 69Q (1992.467248 sec): 3 clusters Score: Raw -7859748.700190 + Penalty 26760.909280 = -7832987.790910 nChanged 133 SP:Iteration 70Q (1992.596852 sec): 3 clusters Score: Raw -7859809.922365 + Penalty 26760.909280 = -7833049.013085 nChanged 115 SP:Iteration 71Q (1992.729734 sec): 3 clusters Score: Raw -7859861.651509 + Penalty 26760.909280 = -7833100.742229 nChanged 107 SP:Iteration 72Q (1992.858382 sec): 3 clusters Score: Raw -7859910.934810 + Penalty 26760.909280 = -7833150.025530 nChanged 114 SP:Iteration 73Q (1992.986687 sec): 3 clusters Score: Raw -7859962.506496 + Penalty 26760.909280 = -7833201.597216 nChanged 102 SP:Iteration 74Q (1993.115658 sec): 3 clusters Score: Raw -7860006.834679 + Penalty 26760.909280 = -7833245.925399 nChanged 95 SP:Iteration 75Q (1993.252930 sec): 3 clusters Score: Raw -7860047.705279 + Penalty 26760.909280 = -7833286.795999 nChanged 83 SP:Iteration 76Q (1993.375432 sec): 3 clusters Score: Raw -7860085.785049 + Penalty 26760.909280 = -7833324.875769 nChanged 102 SP:Iteration 77Q (1993.504023 sec): 3 clusters Score: Raw -7860129.239669 + Penalty 26760.909280 = -7833368.330389 nChanged 98 SP:Iteration 78Q (1993.624987 sec): 3 clusters Score: Raw -7860166.280855 + Penalty 26760.909280 = -7833405.371575 nChanged 75 SP:Iteration 79Q (1993.752992 sec): 3 clusters Score: Raw -7860200.841153 + Penalty 26760.909280 = -7833439.931873 nChanged 90 SP:Iteration 80F (1993.879333 sec): 3 clusters Score: Raw -7860241.473636 + Penalty 26760.909280 = -7833480.564356 nChanged 76 SP:Iteration 81Q (1994.001592 sec): 3 clusters Score: Raw -7860276.647273 + Penalty 26760.909280 = -7833515.737993 nChanged 81 SP:Iteration 82Q (1994.128361 sec): 3 clusters Score: Raw -7860314.010202 + Penalty 26760.909280 = -7833553.100922 nChanged 78 SP:Iteration 83Q (1994.254206 sec): 3 clusters Score: Raw -7860349.929814 + Penalty 26760.909280 = -7833589.020534 nChanged 76 SP:Iteration 84Q (1994.379174 sec): 3 clusters Score: Raw -7860385.365831 + Penalty 26760.909280 = -7833624.456551 nChanged 80 SP:Iteration 85Q (1994.504951 sec): 3 clusters Score: Raw -7860417.995367 + Penalty 26760.909280 = -7833657.086087 nChanged 73 SP:Iteration 86Q (1994.631668 sec): 3 clusters Score: Raw -7860448.614430 + Penalty 26760.909280 = -7833687.705150 nChanged 66 SP:Iteration 87Q (1994.756986 sec): 3 clusters Score: Raw -7860475.909368 + Penalty 26760.909280 = -7833715.000088 nChanged 60 SP:Iteration 88Q (1994.884801 sec): 3 clusters Score: Raw -7860502.676295 + Penalty 26760.909280 = -7833741.767015 nChanged 61 SP:Iteration 89Q (1995.006906 sec): 3 clusters Score: Raw -7860527.535401 + Penalty 26760.909280 = -7833766.626121 nChanged 54 SP:Iteration 90Q (1995.125422 sec): 3 clusters Score: Raw -7860548.465343 + Penalty 26760.909280 = -7833787.556063 nChanged 52 SP:Iteration 91Q (1995.252419 sec): 3 clusters Score: Raw -7860568.499045 + Penalty 26760.909280 = -7833807.589765 nChanged 38 SP:Iteration 92Q (1995.387493 sec): 3 clusters Score: Raw -7860582.893143 + Penalty 26760.909280 = -7833821.983863 nChanged 44 SP:Iteration 93Q (1995.508523 sec): 3 clusters Score: Raw -7860599.447308 + Penalty 26760.909280 = -7833838.538028 nChanged 33 SP:Iteration 94Q (1995.629816 sec): 3 clusters Score: Raw -7860612.882630 + Penalty 26760.909280 = -7833851.973350 nChanged 38 SP:Iteration 95Q (1995.761442 sec): 3 clusters Score: Raw -7860627.325352 + Penalty 26760.909280 = -7833866.416072 nChanged 30 SP:Iteration 96Q (1995.886199 sec): 3 clusters Score: Raw -7860638.273267 + Penalty 26760.909280 = -7833877.363987 nChanged 26 SP:Iteration 97Q (1996.002697 sec): 3 clusters Score: Raw -7860646.875996 + Penalty 26760.909280 = -7833885.966716 nChanged 12 SP:Iteration 98Q (1996.124422 sec): 3 clusters Score: Raw -7860652.130289 + Penalty 26760.909280 = -7833891.221009 nChanged 18 SP:Iteration 99Q (1996.253535 sec): 3 clusters Score: Raw -7860660.169046 + Penalty 26760.909280 = -7833899.259766 nChanged 18 SP:Iteration 100F (1996.382099 sec): 3 clusters Score: Raw -7860666.064747 + Penalty 26760.909280 = -7833905.155467 nChanged 11 SP:Iteration 101Q (1996.506810 sec): 3 clusters Score: Raw -7860670.241952 + Penalty 26760.909280 = -7833909.332672 nChanged 9 SP:Iteration 102Q (1996.629566 sec): 3 clusters Score: Raw -7860673.514306 + Penalty 26760.909280 = -7833912.605026 nChanged 6 SP:Iteration 103Q (1996.758527 sec): 3 clusters Score: Raw -7860675.154309 + Penalty 26760.909280 = -7833914.245029 nChanged 3 SP:Iteration 104Q (1996.880174 sec): 3 clusters Score: Raw -7860676.048529 + Penalty 26760.909280 = -7833915.139249 nChanged 3 SP:Iteration 105Q (1997.007376 sec): 3 clusters Score: Raw -7860677.455906 + Penalty 26760.909280 = -7833916.546626 nChanged 3 SP:Iteration 106Q (1997.136506 sec): 3 clusters Score: Raw -7860678.718928 + Penalty 26760.909280 = -7833917.809648 nChanged 4 SP:Iteration 107Q (1997.263416 sec): 3 clusters Score: Raw -7860680.208363 + Penalty 26760.909280 = -7833919.299083 nChanged 6 SP:Iteration 108Q (1997.385239 sec): 3 clusters Score: Raw -7860682.022582 + Penalty 26760.909280 = -7833921.113302 nChanged 3 SP:Iteration 109Q (1997.534238 sec): 3 clusters Score: Raw -7860682.854176 + Penalty 26760.909280 = -7833921.944896 nChanged 5 SP:Iteration 110Q (1997.674720 sec): 3 clusters Score: Raw -7860684.098658 + Penalty 26760.909280 = -7833923.189378 nChanged 2 SP:Iteration 111Q (1997.808338 sec): 3 clusters Score: Raw -7860684.629868 + Penalty 26760.909280 = -7833923.720588 nChanged 3 SP:Iteration 112Q (1997.955668 sec): 3 clusters Score: Raw -7860685.656630 + Penalty 26760.909280 = -7833924.747350 nChanged 4 SP:Iteration 113Q (1998.093972 sec): 3 clusters Score: Raw -7860687.603211 + Penalty 26760.909280 = -7833926.693931 nChanged 6 SP:Iteration 114Q (1998.234861 sec): 3 clusters Score: Raw -7860689.612522 + Penalty 26760.909280 = -7833928.703242 nChanged 5 SP:Iteration 115Q (1998.376881 sec): 3 clusters Score: Raw -7860691.085657 + Penalty 26760.909280 = -7833930.176377 nChanged 7 SP:Iteration 116Q (1998.509601 sec): 3 clusters Score: Raw -7860693.831504 + Penalty 26760.909280 = -7833932.922224 nChanged 8 SP:Iteration 117Q (1998.657279 sec): 3 clusters Score: Raw -7860696.623794 + Penalty 26760.909280 = -7833935.714514 nChanged 6 SP:Iteration 118Q (1998.799151 sec): 3 clusters Score: Raw -7860698.452651 + Penalty 26760.909280 = -7833937.543371 nChanged 7 SP:Iteration 119Q (1998.942714 sec): 3 clusters Score: Raw -7860701.008455 + Penalty 26760.909280 = -7833940.099175 nChanged 4 SP:Iteration 120F (1999.085635 sec): 3 clusters Score: Raw -7860702.407034 + Penalty 26760.909280 = -7833941.497754 nChanged 5 SP:Iteration 121Q (1999.225797 sec): 3 clusters Score: Raw -7860703.802425 + Penalty 26760.909280 = -7833942.893145 nChanged 3 SP:Iteration 122Q (1999.367568 sec): 3 clusters Score: Raw -7860704.618509 + Penalty 26760.909280 = -7833943.709229 nChanged 2 SP:Iteration 123Q (1999.501899 sec): 3 clusters Score: Raw -7860705.226852 + Penalty 26760.909280 = -7833944.317572 nChanged 4 SP:Iteration 124Q (1999.648198 sec): 3 clusters Score: Raw -7860706.403779 + Penalty 26760.909280 = -7833945.494499 nChanged 6 SP:Iteration 125Q (1999.776246 sec): 3 clusters Score: Raw -7860708.293830 + Penalty 26760.909280 = -7833947.384550 nChanged 2 SP:Iteration 126Q (1999.914267 sec): 3 clusters Score: Raw -7860708.998602 + Penalty 26760.909280 = -7833948.089322 nChanged 3 SP:Iteration 127Q (2000.063981 sec): 3 clusters Score: Raw -7860709.931694 + Penalty 26760.909280 = -7833949.022414 nChanged 3 SP:Iteration 128Q (2000.207939 sec): 3 clusters Score: Raw -7860710.802573 + Penalty 26760.909280 = -7833949.893293 nChanged 5 SP:Iteration 129Q (2000.338471 sec): 3 clusters Score: Raw -7860712.130806 + Penalty 26760.909280 = -7833951.221526 nChanged 1 SP:Iteration 130Q (2000.482786 sec): 3 clusters Score: Raw -7860712.468935 + Penalty 26760.909280 = -7833951.559655 nChanged 3 SP:Iteration 131Q (2000.629743 sec): 3 clusters Score: Raw -7860713.069955 + Penalty 26760.909280 = -7833952.160675 nChanged 3 SP:Iteration 132Q (2000.773369 sec): 3 clusters Score: Raw -7860714.167036 + Penalty 26760.909280 = -7833953.257756 nChanged 3 SP:Iteration 133Q (2000.910180 sec): 3 clusters Score: Raw -7860715.380696 + Penalty 26760.909280 = -7833954.471416 nChanged 2 SP:Iteration 134Q (2001.044896 sec): 3 clusters Score: Raw -7860715.883315 + Penalty 26760.909280 = -7833954.974035 nChanged 1 SP:Iteration 135Q (2001.191996 sec): 3 clusters Score: Raw -7860716.335312 + Penalty 26760.909280 = -7833955.426032 nChanged 5 SP:Iteration 136Q (2001.334311 sec): 3 clusters Score: Raw -7860717.837983 + Penalty 26760.909280 = -7833956.928703 nChanged 6 SP:Iteration 137Q (2001.475381 sec): 3 clusters Score: Raw -7860719.905322 + Penalty 26760.909280 = -7833958.996042 nChanged 5 SP:Iteration 138Q (2001.616707 sec): 3 clusters Score: Raw -7860721.443265 + Penalty 26760.909280 = -7833960.533985 nChanged 0 SP:Iteration 139F (2001.755348 sec): 3 clusters Score: Raw -7860721.443265 + Penalty 26760.909280 = -7833960.533985 nChanged 0 Trying to split cluster 11 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2001.777869 sec): 2 clusters Score: Raw -78427.741900 + Penalty 7227.684409 = -71200.057491 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (94 points): covariance matrix is singular SP:Iteration 0F (2001.801085 sec): 3 clusters Score: Raw -80575.836351 + Penalty 14455.368819 = -66120.467532 nChanged 34 SP:Iteration 1F (2001.824499 sec): 2 clusters Score: Raw 2984.852982 + Penalty 7227.684409 = 10212.537391 nChanged 70 SP:Iteration 2F (2001.847741 sec): 2 clusters Score: Raw -78427.741900 + Penalty 7227.684409 = -71200.057491 nChanged 0 Trying to split cluster 12 (139141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2002.396879 sec): 2 clusters Score: Raw -53935767.466946 + Penalty 15994.299788 = -53919773.167158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2003.199978 sec): 3 clusters Score: Raw -53853464.245914 + Penalty 31988.599577 = -53821475.646337 nChanged 61926 SP:Iteration 1F (2003.972277 sec): 3 clusters Score: Raw -53887016.254851 + Penalty 31988.599577 = -53855027.655275 nChanged 6932 SP:Iteration 2Q (2004.744637 sec): 3 clusters Score: Raw -53889584.701338 + Penalty 31988.599577 = -53857596.101761 nChanged 6512 SP:Iteration 3Q (2005.529842 sec): 3 clusters Score: Raw -53892195.167143 + Penalty 31988.599577 = -53860206.567566 nChanged 6397 SP:Iteration 4Q (2006.343972 sec): 3 clusters Score: Raw -53895045.753123 + Penalty 31988.599577 = -53863057.153547 nChanged 6646 SP:Iteration 5Q (2007.106079 sec): 3 clusters Score: Raw -53898353.851719 + Penalty 31988.599577 = -53866365.252142 nChanged 7131 SP:Iteration 6F (2007.842357 sec): 3 clusters Score: Raw -53902368.244694 + Penalty 31988.599577 = -53870379.645118 nChanged 7778 SP:Iteration 7F (2008.569084 sec): 3 clusters Score: Raw -53907354.291599 + Penalty 31988.599577 = -53875365.692023 nChanged 8378 SP:Iteration 8F (2009.237573 sec): 3 clusters Score: Raw -53913152.460284 + Penalty 31988.599577 = -53881163.860708 nChanged 8395 SP:Iteration 9F (2009.905840 sec): 3 clusters Score: Raw -53918792.115720 + Penalty 31988.599577 = -53886803.516144 nChanged 7600 SP:Iteration 10F (2010.583307 sec): 3 clusters Score: Raw -53923279.019592 + Penalty 31988.599577 = -53891290.420015 nChanged 6217 SP:Iteration 11Q (2011.272660 sec): 3 clusters Score: Raw -53926328.973393 + Penalty 31988.599577 = -53894340.373816 nChanged 4731 SP:Iteration 12Q (2011.958506 sec): 3 clusters Score: Raw -53928141.051738 + Penalty 31988.599577 = -53896152.452162 nChanged 3393 SP:Iteration 13Q (2012.646089 sec): 3 clusters Score: Raw -53929169.987419 + Penalty 31988.599577 = -53897181.387842 nChanged 2446 SP:Iteration 14Q (2013.321494 sec): 3 clusters Score: Raw -53929757.023518 + Penalty 31988.599577 = -53897768.423942 nChanged 1866 SP:Iteration 15Q (2013.991446 sec): 3 clusters Score: Raw -53930146.716649 + Penalty 31988.599577 = -53898158.117073 nChanged 1426 SP:Iteration 16Q (2014.669979 sec): 3 clusters Score: Raw -53930402.198847 + Penalty 31988.599577 = -53898413.599271 nChanged 1113 SP:Iteration 17Q (2015.364786 sec): 3 clusters Score: Raw -53930576.564588 + Penalty 31988.599577 = -53898587.965012 nChanged 901 SP:Iteration 18Q (2016.110916 sec): 3 clusters Score: Raw -53930705.161423 + Penalty 31988.599577 = -53898716.561846 nChanged 742 SP:Iteration 19Q (2016.852358 sec): 3 clusters Score: Raw -53930806.387411 + Penalty 31988.599577 = -53898817.787835 nChanged 654 SP:Iteration 20F (2017.560232 sec): 3 clusters Score: Raw -53930893.248204 + Penalty 31988.599577 = -53898904.648628 nChanged 615 SP:Iteration 21Q (2018.279453 sec): 3 clusters Score: Raw -53930971.771099 + Penalty 31988.599577 = -53898983.171522 nChanged 535 SP:Iteration 22Q (2018.952900 sec): 3 clusters Score: Raw -53931031.736693 + Penalty 31988.599577 = -53899043.137116 nChanged 494 SP:Iteration 23Q (2019.628096 sec): 3 clusters Score: Raw -53931084.434747 + Penalty 31988.599577 = -53899095.835171 nChanged 399 SP:Iteration 24Q (2020.297198 sec): 3 clusters Score: Raw -53931125.596667 + Penalty 31988.599577 = -53899136.997090 nChanged 363 SP:Iteration 25Q (2020.984749 sec): 3 clusters Score: Raw -53931164.743917 + Penalty 31988.599577 = -53899176.144340 nChanged 354 SP:Iteration 26Q (2021.651737 sec): 3 clusters Score: Raw -53931200.099714 + Penalty 31988.599577 = -53899211.500138 nChanged 315 SP:Iteration 27Q (2022.333190 sec): 3 clusters Score: Raw -53931233.617709 + Penalty 31988.599577 = -53899245.018133 nChanged 325 SP:Iteration 28Q (2022.988586 sec): 3 clusters Score: Raw -53931268.221101 + Penalty 31988.599577 = -53899279.621525 nChanged 319 SP:Iteration 29Q (2023.660636 sec): 3 clusters Score: Raw -53931302.322279 + Penalty 31988.599577 = -53899313.722702 nChanged 331 SP:Iteration 30Q (2024.326295 sec): 3 clusters Score: Raw -53931337.994352 + Penalty 31988.599577 = -53899349.394776 nChanged 349 SP:Iteration 31Q (2024.991168 sec): 3 clusters Score: Raw -53931374.695784 + Penalty 31988.599577 = -53899386.096207 nChanged 347 SP:Iteration 32Q (2025.653465 sec): 3 clusters Score: Raw -53931408.567319 + Penalty 31988.599577 = -53899419.967743 nChanged 302 SP:Iteration 33Q (2026.320659 sec): 3 clusters Score: Raw -53931436.377640 + Penalty 31988.599577 = -53899447.778063 nChanged 285 SP:Iteration 34Q (2026.988888 sec): 3 clusters Score: Raw -53931462.149879 + Penalty 31988.599577 = -53899473.550303 nChanged 270 SP:Iteration 35Q (2027.675059 sec): 3 clusters Score: Raw -53931485.725099 + Penalty 31988.599577 = -53899497.125523 nChanged 273 SP:Iteration 36Q (2028.414352 sec): 3 clusters Score: Raw -53931509.617120 + Penalty 31988.599577 = -53899521.017543 nChanged 259 SP:Iteration 37Q (2029.182088 sec): 3 clusters Score: Raw -53931531.007979 + Penalty 31988.599577 = -53899542.408402 nChanged 222 SP:Iteration 38Q (2029.941155 sec): 3 clusters Score: Raw -53931550.124004 + Penalty 31988.599577 = -53899561.524427 nChanged 237 SP:Iteration 39Q (2030.707784 sec): 3 clusters Score: Raw -53931570.072938 + Penalty 31988.599577 = -53899581.473362 nChanged 224 SP:Iteration 40F (2031.481864 sec): 3 clusters Score: Raw -53931588.217231 + Penalty 31988.599577 = -53899599.617655 nChanged 228 SP:Iteration 41Q (2032.272792 sec): 3 clusters Score: Raw -53931607.652643 + Penalty 31988.599577 = -53899619.053066 nChanged 222 SP:Iteration 42Q (2033.057739 sec): 3 clusters Score: Raw -53931627.336091 + Penalty 31988.599577 = -53899638.736514 nChanged 234 SP:Iteration 43Q (2033.824621 sec): 3 clusters Score: Raw -53931650.519949 + Penalty 31988.599577 = -53899661.920372 nChanged 262 SP:Iteration 44Q (2034.565340 sec): 3 clusters Score: Raw -53931675.805963 + Penalty 31988.599577 = -53899687.206387 nChanged 270 SP:Iteration 45Q (2035.295763 sec): 3 clusters Score: Raw -53931704.013959 + Penalty 31988.599577 = -53899715.414382 nChanged 301 SP:Iteration 46Q (2035.933381 sec): 3 clusters Score: Raw -53931736.048102 + Penalty 31988.599577 = -53899747.448526 nChanged 309 SP:Iteration 47Q (2036.608266 sec): 3 clusters Score: Raw -53931770.760353 + Penalty 31988.599577 = -53899782.160777 nChanged 320 SP:Iteration 48Q (2037.306092 sec): 3 clusters Score: Raw -53931806.794954 + Penalty 31988.599577 = -53899818.195378 nChanged 333 SP:Iteration 49Q (2037.983153 sec): 3 clusters Score: Raw -53931843.136965 + Penalty 31988.599577 = -53899854.537388 nChanged 320 SP:Iteration 50Q (2038.667094 sec): 3 clusters Score: Raw -53931880.551003 + Penalty 31988.599577 = -53899891.951427 nChanged 335 SP:Iteration 51Q (2039.342698 sec): 3 clusters Score: Raw -53931925.856279 + Penalty 31988.599577 = -53899937.256702 nChanged 422 SP:Iteration 52Q (2040.007354 sec): 3 clusters Score: Raw -53931982.457636 + Penalty 31988.599577 = -53899993.858059 nChanged 436 SP:Iteration 53Q (2040.675166 sec): 3 clusters Score: Raw -53932040.465686 + Penalty 31988.599577 = -53900051.866109 nChanged 479 SP:Iteration 54Q (2041.340025 sec): 3 clusters Score: Raw -53932104.727750 + Penalty 31988.599577 = -53900116.128174 nChanged 496 SP:Iteration 55Q (2042.000145 sec): 3 clusters Score: Raw -53932173.415975 + Penalty 31988.599577 = -53900184.816398 nChanged 541 SP:Iteration 56Q (2042.685719 sec): 3 clusters Score: Raw -53932251.494723 + Penalty 31988.599577 = -53900262.895147 nChanged 549 SP:Iteration 57Q (2043.346725 sec): 3 clusters Score: Raw -53932337.668709 + Penalty 31988.599577 = -53900349.069133 nChanged 586 SP:Iteration 58Q (2044.007763 sec): 3 clusters Score: Raw -53932426.962048 + Penalty 31988.599577 = -53900438.362471 nChanged 571 SP:Iteration 59Q (2044.665361 sec): 3 clusters Score: Raw -53932513.367564 + Penalty 31988.599577 = -53900524.767987 nChanged 609 SP:Iteration 60F (2045.334646 sec): 3 clusters Score: Raw -53932612.913847 + Penalty 31988.599577 = -53900624.314270 nChanged 634 SP:Iteration 61Q (2045.994551 sec): 3 clusters Score: Raw -53932715.228234 + Penalty 31988.599577 = -53900726.628658 nChanged 641 SP:Iteration 62Q (2046.654590 sec): 3 clusters Score: Raw -53932822.198529 + Penalty 31988.599577 = -53900833.598953 nChanged 691 SP:Iteration 63Q (2047.351878 sec): 3 clusters Score: Raw -53932942.310622 + Penalty 31988.599577 = -53900953.711045 nChanged 708 SP:Iteration 64Q (2048.055815 sec): 3 clusters Score: Raw -53933065.127147 + Penalty 31988.599577 = -53901076.527570 nChanged 712 SP:Iteration 65Q (2048.762194 sec): 3 clusters Score: Raw -53933194.321228 + Penalty 31988.599577 = -53901205.721652 nChanged 729 SP:Iteration 66Q (2049.459068 sec): 3 clusters Score: Raw -53933328.499839 + Penalty 31988.599577 = -53901339.900263 nChanged 752 SP:Iteration 67Q (2050.166739 sec): 3 clusters Score: Raw -53933470.789353 + Penalty 31988.599577 = -53901482.189776 nChanged 799 SP:Iteration 68Q (2050.833383 sec): 3 clusters Score: Raw -53933614.116402 + Penalty 31988.599577 = -53901625.516825 nChanged 809 SP:Iteration 69Q (2051.498609 sec): 3 clusters Score: Raw -53933769.548188 + Penalty 31988.599577 = -53901780.948611 nChanged 853 SP:Iteration 70Q (2052.157838 sec): 3 clusters Score: Raw -53933934.450318 + Penalty 31988.599577 = -53901945.850741 nChanged 857 SP:Iteration 71Q (2052.835555 sec): 3 clusters Score: Raw -53934092.744183 + Penalty 31988.599577 = -53902104.144607 nChanged 816 SP:Iteration 72Q (2053.500428 sec): 3 clusters Score: Raw -53934239.106723 + Penalty 31988.599577 = -53902250.507146 nChanged 811 SP:Iteration 73Q (2054.150104 sec): 3 clusters Score: Raw -53934387.473347 + Penalty 31988.599577 = -53902398.873770 nChanged 859 SP:Iteration 74Q (2054.796954 sec): 3 clusters Score: Raw -53934556.558220 + Penalty 31988.599577 = -53902567.958644 nChanged 884 SP:Iteration 75Q (2055.558578 sec): 3 clusters Score: Raw -53934731.625147 + Penalty 31988.599577 = -53902743.025570 nChanged 890 SP:Iteration 76Q (2056.296975 sec): 3 clusters Score: Raw -53934908.210796 + Penalty 31988.599577 = -53902919.611220 nChanged 884 SP:Iteration 77Q (2056.999660 sec): 3 clusters Score: Raw -53935090.794290 + Penalty 31988.599577 = -53903102.194714 nChanged 890 SP:Iteration 78Q (2057.710547 sec): 3 clusters Score: Raw -53935272.458393 + Penalty 31988.599577 = -53903283.858817 nChanged 907 SP:Iteration 79Q (2058.466054 sec): 3 clusters Score: Raw -53935456.511194 + Penalty 31988.599577 = -53903467.911617 nChanged 946 SP:Iteration 80F (2059.249285 sec): 3 clusters Score: Raw -53935648.122649 + Penalty 31988.599577 = -53903659.523073 nChanged 982 SP:Iteration 81Q (2060.002729 sec): 3 clusters Score: Raw -53935851.035479 + Penalty 31988.599577 = -53903862.435903 nChanged 965 SP:Iteration 82Q (2060.770588 sec): 3 clusters Score: Raw -53936060.132452 + Penalty 31988.599577 = -53904071.532875 nChanged 1030 SP:Iteration 83Q (2061.457635 sec): 3 clusters Score: Raw -53936282.313007 + Penalty 31988.599577 = -53904293.713430 nChanged 1015 SP:Iteration 84Q (2062.091785 sec): 3 clusters Score: Raw -53936504.670079 + Penalty 31988.599577 = -53904516.070503 nChanged 1029 SP:Iteration 85Q (2062.721828 sec): 3 clusters Score: Raw -53936727.129453 + Penalty 31988.599577 = -53904738.529877 nChanged 979 SP:Iteration 86Q (2063.360041 sec): 3 clusters Score: Raw -53936933.394023 + Penalty 31988.599577 = -53904944.794446 nChanged 972 SP:Iteration 87Q (2064.021428 sec): 3 clusters Score: Raw -53937140.363777 + Penalty 31988.599577 = -53905151.764200 nChanged 946 SP:Iteration 88Q (2064.695265 sec): 3 clusters Score: Raw -53937344.014873 + Penalty 31988.599577 = -53905355.415296 nChanged 958 SP:Iteration 89Q (2065.382526 sec): 3 clusters Score: Raw -53937562.617614 + Penalty 31988.599577 = -53905574.018037 nChanged 908 SP:Iteration 90Q (2066.034508 sec): 3 clusters Score: Raw -53937768.015186 + Penalty 31988.599577 = -53905779.415609 nChanged 939 SP:Iteration 91Q (2066.671062 sec): 3 clusters Score: Raw -53937981.094546 + Penalty 31988.599577 = -53905992.494970 nChanged 937 SP:Iteration 92Q (2067.295017 sec): 3 clusters Score: Raw -53938193.225987 + Penalty 31988.599577 = -53906204.626410 nChanged 933 SP:Iteration 93Q (2067.930968 sec): 3 clusters Score: Raw -53938396.622192 + Penalty 31988.599577 = -53906408.022616 nChanged 860 SP:Iteration 94Q (2068.572528 sec): 3 clusters Score: Raw -53938575.795371 + Penalty 31988.599577 = -53906587.195794 nChanged 820 SP:Iteration 95Q (2069.250904 sec): 3 clusters Score: Raw -53938743.262837 + Penalty 31988.599577 = -53906754.663261 nChanged 751 SP:Iteration 96Q (2069.914365 sec): 3 clusters Score: Raw -53938910.406798 + Penalty 31988.599577 = -53906921.807221 nChanged 795 SP:Iteration 97Q (2070.554251 sec): 3 clusters Score: Raw -53939089.317474 + Penalty 31988.599577 = -53907100.717897 nChanged 742 SP:Iteration 98Q (2071.198109 sec): 3 clusters Score: Raw -53939253.666664 + Penalty 31988.599577 = -53907265.067088 nChanged 695 SP:Iteration 99Q (2071.838326 sec): 3 clusters Score: Raw -53939419.725061 + Penalty 31988.599577 = -53907431.125485 nChanged 715 SP:Iteration 100F (2072.577805 sec): 3 clusters Score: Raw -53939588.129002 + Penalty 31988.599577 = -53907599.529425 nChanged 701 SP:Iteration 101Q (2073.230861 sec): 3 clusters Score: Raw -53939754.511877 + Penalty 31988.599577 = -53907765.912300 nChanged 675 SP:Iteration 102Q (2073.838956 sec): 3 clusters Score: Raw -53939916.390102 + Penalty 31988.599577 = -53907927.790526 nChanged 637 SP:Iteration 103Q (2074.446009 sec): 3 clusters Score: Raw -53940060.093961 + Penalty 31988.599577 = -53908071.494384 nChanged 602 SP:Iteration 104Q (2075.020332 sec): 3 clusters Score: Raw -53940191.541474 + Penalty 31988.599577 = -53908202.941898 nChanged 544 SP:Iteration 105Q (2075.654065 sec): 3 clusters Score: Raw -53940315.479632 + Penalty 31988.599577 = -53908326.880055 nChanged 512 SP:Iteration 106Q (2076.281912 sec): 3 clusters Score: Raw -53940430.755988 + Penalty 31988.599577 = -53908442.156411 nChanged 460 SP:Iteration 107Q (2076.868956 sec): 3 clusters Score: Raw -53940530.286785 + Penalty 31988.599577 = -53908541.687209 nChanged 417 SP:Iteration 108Q (2077.448077 sec): 3 clusters Score: Raw -53940618.236258 + Penalty 31988.599577 = -53908629.636681 nChanged 380 SP:Iteration 109Q (2078.038042 sec): 3 clusters Score: Raw -53940702.154219 + Penalty 31988.599577 = -53908713.554643 nChanged 378 SP:Iteration 110Q (2078.620706 sec): 3 clusters Score: Raw -53940781.491774 + Penalty 31988.599577 = -53908792.892197 nChanged 366 SP:Iteration 111Q (2079.211528 sec): 3 clusters Score: Raw -53940848.536423 + Penalty 31988.599577 = -53908859.936847 nChanged 303 SP:Iteration 112Q (2079.795314 sec): 3 clusters Score: Raw -53940906.579308 + Penalty 31988.599577 = -53908917.979731 nChanged 268 SP:Iteration 113Q (2080.374147 sec): 3 clusters Score: Raw -53940957.660759 + Penalty 31988.599577 = -53908969.061182 nChanged 282 SP:Iteration 114Q (2080.963043 sec): 3 clusters Score: Raw -53941009.296539 + Penalty 31988.599577 = -53909020.696962 nChanged 234 SP:Iteration 115Q (2081.607304 sec): 3 clusters Score: Raw -53941051.445056 + Penalty 31988.599577 = -53909062.845479 nChanged 237 SP:Iteration 116Q (2082.191914 sec): 3 clusters Score: Raw -53941095.334156 + Penalty 31988.599577 = -53909106.734580 nChanged 214 SP:Iteration 117Q (2082.830062 sec): 3 clusters Score: Raw -53941134.680188 + Penalty 31988.599577 = -53909146.080612 nChanged 217 SP:Iteration 118Q (2083.511161 sec): 3 clusters Score: Raw -53941172.670250 + Penalty 31988.599577 = -53909184.070674 nChanged 210 SP:Iteration 119Q (2084.178725 sec): 3 clusters Score: Raw -53941212.716067 + Penalty 31988.599577 = -53909224.116490 nChanged 195 SP:Iteration 120F (2084.925549 sec): 3 clusters Score: Raw -53941248.648270 + Penalty 31988.599577 = -53909260.048693 nChanged 176 SP:Iteration 121Q (2085.564787 sec): 3 clusters Score: Raw -53941279.953630 + Penalty 31988.599577 = -53909291.354053 nChanged 151 SP:Iteration 122Q (2086.204768 sec): 3 clusters Score: Raw -53941306.755233 + Penalty 31988.599577 = -53909318.155657 nChanged 135 SP:Iteration 123Q (2086.848715 sec): 3 clusters Score: Raw -53941332.786812 + Penalty 31988.599577 = -53909344.187236 nChanged 151 SP:Iteration 124Q (2087.484199 sec): 3 clusters Score: Raw -53941360.760486 + Penalty 31988.599577 = -53909372.160909 nChanged 152 SP:Iteration 125Q (2088.130599 sec): 3 clusters Score: Raw -53941387.742344 + Penalty 31988.599577 = -53909399.142768 nChanged 142 SP:Iteration 126Q (2088.769470 sec): 3 clusters Score: Raw -53941409.965286 + Penalty 31988.599577 = -53909421.365710 nChanged 124 SP:Iteration 127Q (2089.416776 sec): 3 clusters Score: Raw -53941431.424655 + Penalty 31988.599577 = -53909442.825078 nChanged 126 SP:Iteration 128Q (2090.058764 sec): 3 clusters Score: Raw -53941453.529939 + Penalty 31988.599577 = -53909464.930363 nChanged 125 SP:Iteration 129Q (2090.696089 sec): 3 clusters Score: Raw -53941475.245754 + Penalty 31988.599577 = -53909486.646178 nChanged 126 SP:Iteration 130Q (2091.327160 sec): 3 clusters Score: Raw -53941497.386614 + Penalty 31988.599577 = -53909508.787038 nChanged 134 SP:Iteration 131Q (2091.985390 sec): 3 clusters Score: Raw -53941521.451252 + Penalty 31988.599577 = -53909532.851675 nChanged 132 SP:Iteration 132Q (2092.570573 sec): 3 clusters Score: Raw -53941543.886722 + Penalty 31988.599577 = -53909555.287145 nChanged 97 SP:Iteration 133Q (2093.174219 sec): 3 clusters Score: Raw -53941559.500602 + Penalty 31988.599577 = -53909570.901025 nChanged 91 SP:Iteration 134Q (2093.820896 sec): 3 clusters Score: Raw -53941574.627951 + Penalty 31988.599577 = -53909586.028374 nChanged 91 SP:Iteration 135Q (2094.436694 sec): 3 clusters Score: Raw -53941589.926258 + Penalty 31988.599577 = -53909601.326681 nChanged 82 SP:Iteration 136Q (2095.103893 sec): 3 clusters Score: Raw -53941603.624784 + Penalty 31988.599577 = -53909615.025208 nChanged 73 SP:Iteration 137Q (2095.714305 sec): 3 clusters Score: Raw -53941615.670444 + Penalty 31988.599577 = -53909627.070867 nChanged 72 SP:Iteration 138Q (2096.315996 sec): 3 clusters Score: Raw -53941627.410952 + Penalty 31988.599577 = -53909638.811375 nChanged 64 SP:Iteration 139Q (2096.883689 sec): 3 clusters Score: Raw -53941637.722736 + Penalty 31988.599577 = -53909649.123160 nChanged 69 SP:Iteration 140F (2097.562553 sec): 3 clusters Score: Raw -53941647.622816 + Penalty 31988.599577 = -53909659.023239 nChanged 56 SP:Iteration 141Q (2098.131412 sec): 3 clusters Score: Raw -53941656.260615 + Penalty 31988.599577 = -53909667.661038 nChanged 49 SP:Iteration 142Q (2098.758771 sec): 3 clusters Score: Raw -53941664.932341 + Penalty 31988.599577 = -53909676.332764 nChanged 58 SP:Iteration 143Q (2099.390148 sec): 3 clusters Score: Raw -53941673.414586 + Penalty 31988.599577 = -53909684.815010 nChanged 47 SP:Iteration 144Q (2100.006180 sec): 3 clusters Score: Raw -53941680.836258 + Penalty 31988.599577 = -53909692.236682 nChanged 44 SP:Iteration 145Q (2100.679267 sec): 3 clusters Score: Raw -53941687.023395 + Penalty 31988.599577 = -53909698.423819 nChanged 39 SP:Iteration 146Q (2101.288155 sec): 3 clusters Score: Raw -53941693.390590 + Penalty 31988.599577 = -53909704.791014 nChanged 39 SP:Iteration 147Q (2101.888197 sec): 3 clusters Score: Raw -53941699.783866 + Penalty 31988.599577 = -53909711.184289 nChanged 44 SP:Iteration 148Q (2102.460528 sec): 3 clusters Score: Raw -53941706.383896 + Penalty 31988.599577 = -53909717.784319 nChanged 41 SP:Iteration 149Q (2103.039320 sec): 3 clusters Score: Raw -53941713.458413 + Penalty 31988.599577 = -53909724.858837 nChanged 49 SP:Iteration 150Q (2103.632751 sec): 3 clusters Score: Raw -53941720.371215 + Penalty 31988.599577 = -53909731.771639 nChanged 40 SP:Iteration 151Q (2104.217173 sec): 3 clusters Score: Raw -53941727.410923 + Penalty 31988.599577 = -53909738.811347 nChanged 42 SP:Iteration 152Q (2104.827157 sec): 3 clusters Score: Raw -53941734.556718 + Penalty 31988.599577 = -53909745.957142 nChanged 44 SP:Iteration 153Q (2105.368051 sec): 3 clusters Score: Raw -53941742.006046 + Penalty 31988.599577 = -53909753.406469 nChanged 36 SP:Iteration 154Q (2105.892768 sec): 3 clusters Score: Raw -53941747.302231 + Penalty 31988.599577 = -53909758.702655 nChanged 33 SP:Iteration 155Q (2106.414971 sec): 3 clusters Score: Raw -53941752.571221 + Penalty 31988.599577 = -53909763.971645 nChanged 36 SP:Iteration 156Q (2106.970680 sec): 3 clusters Score: Raw -53941757.919302 + Penalty 31988.599577 = -53909769.319726 nChanged 27 SP:Iteration 157Q (2107.557819 sec): 3 clusters Score: Raw -53941761.653428 + Penalty 31988.599577 = -53909773.053851 nChanged 32 SP:Iteration 158Q (2108.163511 sec): 3 clusters Score: Raw -53941767.008787 + Penalty 31988.599577 = -53909778.409211 nChanged 39 SP:Iteration 159Q (2108.728415 sec): 3 clusters Score: Raw -53941772.829340 + Penalty 31988.599577 = -53909784.229764 nChanged 39 SP:Iteration 160F (2109.458730 sec): 3 clusters Score: Raw -53941779.202293 + Penalty 31988.599577 = -53909790.602716 nChanged 42 SP:Iteration 161Q (2110.057007 sec): 3 clusters Score: Raw -53941785.479319 + Penalty 31988.599577 = -53909796.879743 nChanged 41 SP:Iteration 162Q (2110.642541 sec): 3 clusters Score: Raw -53941791.608247 + Penalty 31988.599577 = -53909803.008671 nChanged 35 SP:Iteration 163Q (2111.170118 sec): 3 clusters Score: Raw -53941797.359832 + Penalty 31988.599577 = -53909808.760255 nChanged 34 SP:Iteration 164Q (2111.687657 sec): 3 clusters Score: Raw -53941802.924882 + Penalty 31988.599577 = -53909814.325306 nChanged 35 SP:Iteration 165Q (2112.273420 sec): 3 clusters Score: Raw -53941808.035236 + Penalty 31988.599577 = -53909819.435660 nChanged 30 SP:Iteration 166Q (2112.882103 sec): 3 clusters Score: Raw -53941812.860371 + Penalty 31988.599577 = -53909824.260794 nChanged 22 SP:Iteration 167Q (2113.479546 sec): 3 clusters Score: Raw -53941815.897025 + Penalty 31988.599577 = -53909827.297448 nChanged 24 SP:Iteration 168Q (2114.091399 sec): 3 clusters Score: Raw -53941819.917977 + Penalty 31988.599577 = -53909831.318400 nChanged 36 SP:Iteration 169Q (2114.712093 sec): 3 clusters Score: Raw -53941825.908475 + Penalty 31988.599577 = -53909837.308899 nChanged 32 SP:Iteration 170Q (2115.325112 sec): 3 clusters Score: Raw -53941831.529426 + Penalty 31988.599577 = -53909842.929849 nChanged 28 SP:Iteration 171Q (2115.936818 sec): 3 clusters Score: Raw -53941836.458083 + Penalty 31988.599577 = -53909847.858507 nChanged 23 SP:Iteration 172Q (2116.518834 sec): 3 clusters Score: Raw -53941839.972816 + Penalty 31988.599577 = -53909851.373240 nChanged 24 SP:Iteration 173Q (2117.157206 sec): 3 clusters Score: Raw -53941843.917641 + Penalty 31988.599577 = -53909855.318064 nChanged 27 SP:Iteration 174Q (2117.779019 sec): 3 clusters Score: Raw -53941848.632455 + Penalty 31988.599577 = -53909860.032879 nChanged 31 SP:Iteration 175Q (2118.382560 sec): 3 clusters Score: Raw -53941853.143054 + Penalty 31988.599577 = -53909864.543477 nChanged 32 SP:Iteration 176Q (2118.988415 sec): 3 clusters Score: Raw -53941858.137560 + Penalty 31988.599577 = -53909869.537984 nChanged 38 SP:Iteration 177Q (2119.590910 sec): 3 clusters Score: Raw -53941863.643089 + Penalty 31988.599577 = -53909875.043512 nChanged 31 SP:Iteration 178Q (2120.197503 sec): 3 clusters Score: Raw -53941868.716256 + Penalty 31988.599577 = -53909880.116679 nChanged 41 SP:Iteration 179Q (2120.839096 sec): 3 clusters Score: Raw -53941875.298754 + Penalty 31988.599577 = -53909886.699177 nChanged 32 SP:Iteration 180F (2121.603927 sec): 3 clusters Score: Raw -53941880.029463 + Penalty 31988.599577 = -53909891.429887 nChanged 30 SP:Iteration 181Q (2122.208955 sec): 3 clusters Score: Raw -53941884.670293 + Penalty 31988.599577 = -53909896.070717 nChanged 32 SP:Iteration 182Q (2122.798412 sec): 3 clusters Score: Raw -53941889.518023 + Penalty 31988.599577 = -53909900.918447 nChanged 22 SP:Iteration 183Q (2123.398945 sec): 3 clusters Score: Raw -53941893.047113 + Penalty 31988.599577 = -53909904.447536 nChanged 20 SP:Iteration 184Q (2123.992449 sec): 3 clusters Score: Raw -53941896.180934 + Penalty 31988.599577 = -53909907.581358 nChanged 22 SP:Iteration 185Q (2124.533785 sec): 3 clusters Score: Raw -53941899.593264 + Penalty 31988.599577 = -53909910.993688 nChanged 18 SP:Iteration 186Q (2125.145188 sec): 3 clusters Score: Raw -53941901.982589 + Penalty 31988.599577 = -53909913.383012 nChanged 15 SP:Iteration 187Q (2125.757837 sec): 3 clusters Score: Raw -53941904.332878 + Penalty 31988.599577 = -53909915.733301 nChanged 10 SP:Iteration 188Q (2126.390557 sec): 3 clusters Score: Raw -53941906.518180 + Penalty 31988.599577 = -53909917.918603 nChanged 18 SP:Iteration 189Q (2127.012897 sec): 3 clusters Score: Raw -53941909.394116 + Penalty 31988.599577 = -53909920.794539 nChanged 15 SP:Iteration 190Q (2127.603834 sec): 3 clusters Score: Raw -53941911.695881 + Penalty 31988.599577 = -53909923.096304 nChanged 13 SP:Iteration 191Q (2128.191022 sec): 3 clusters Score: Raw -53941913.603877 + Penalty 31988.599577 = -53909925.004301 nChanged 18 SP:Iteration 192Q (2128.740901 sec): 3 clusters Score: Raw -53941916.771774 + Penalty 31988.599577 = -53909928.172197 nChanged 16 SP:Iteration 193Q (2129.270018 sec): 3 clusters Score: Raw -53941919.012643 + Penalty 31988.599577 = -53909930.413067 nChanged 11 SP:Iteration 194Q (2129.830615 sec): 3 clusters Score: Raw -53941920.932670 + Penalty 31988.599577 = -53909932.333093 nChanged 17 SP:Iteration 195Q (2130.427619 sec): 3 clusters Score: Raw -53941923.439757 + Penalty 31988.599577 = -53909934.840181 nChanged 18 SP:Iteration 196Q (2130.972491 sec): 3 clusters Score: Raw -53941925.968596 + Penalty 31988.599577 = -53909937.369019 nChanged 9 SP:Iteration 197Q (2131.593938 sec): 3 clusters Score: Raw -53941927.308724 + Penalty 31988.599577 = -53909938.709148 nChanged 5 SP:Iteration 198Q (2132.179393 sec): 3 clusters Score: Raw -53941928.222740 + Penalty 31988.599577 = -53909939.623164 nChanged 5 SP:Iteration 199Q (2132.793408 sec): 3 clusters Score: Raw -53941929.449276 + Penalty 31988.599577 = -53909940.849700 nChanged 11 SP:Iteration 200F (2133.497716 sec): 3 clusters Score: Raw -53941931.232696 + Penalty 31988.599577 = -53909942.633119 nChanged 10 SP:Iteration 201Q (2134.103392 sec): 3 clusters Score: Raw -53941933.098287 + Penalty 31988.599577 = -53909944.498710 nChanged 8 SP:Iteration 202Q (2134.759371 sec): 3 clusters Score: Raw -53941934.383824 + Penalty 31988.599577 = -53909945.784247 nChanged 13 SP:Iteration 203Q (2135.399390 sec): 3 clusters Score: Raw -53941936.187041 + Penalty 31988.599577 = -53909947.587465 nChanged 15 SP:Iteration 204Q (2136.014414 sec): 3 clusters Score: Raw -53941938.756570 + Penalty 31988.599577 = -53909950.156993 nChanged 14 SP:Iteration 205Q (2136.628576 sec): 3 clusters Score: Raw -53941941.030573 + Penalty 31988.599577 = -53909952.430997 nChanged 18 SP:Iteration 206Q (2137.235563 sec): 3 clusters Score: Raw -53941943.840282 + Penalty 31988.599577 = -53909955.240705 nChanged 19 SP:Iteration 207Q (2137.840548 sec): 3 clusters Score: Raw -53941946.679191 + Penalty 31988.599577 = -53909958.079615 nChanged 19 SP:Iteration 208Q (2138.483569 sec): 3 clusters Score: Raw -53941949.497488 + Penalty 31988.599577 = -53909960.897911 nChanged 21 SP:Iteration 209Q (2139.104451 sec): 3 clusters Score: Raw -53941952.483308 + Penalty 31988.599577 = -53909963.883732 nChanged 20 SP:Iteration 210Q (2139.705275 sec): 3 clusters Score: Raw -53941956.050519 + Penalty 31988.599577 = -53909967.450942 nChanged 26 SP:Iteration 211Q (2140.313765 sec): 3 clusters Score: Raw -53941959.751763 + Penalty 31988.599577 = -53909971.152187 nChanged 20 SP:Iteration 212Q (2140.931048 sec): 3 clusters Score: Raw -53941962.983631 + Penalty 31988.599577 = -53909974.384055 nChanged 18 SP:Iteration 213Q (2141.538607 sec): 3 clusters Score: Raw -53941965.688252 + Penalty 31988.599577 = -53909977.088676 nChanged 16 SP:Iteration 214Q (2142.077954 sec): 3 clusters Score: Raw -53941967.747208 + Penalty 31988.599577 = -53909979.147632 nChanged 15 SP:Iteration 215Q (2142.649252 sec): 3 clusters Score: Raw -53941970.271239 + Penalty 31988.599577 = -53909981.671663 nChanged 8 SP:Iteration 216Q (2143.259006 sec): 3 clusters Score: Raw -53941971.378408 + Penalty 31988.599577 = -53909982.778832 nChanged 8 SP:Iteration 217Q (2143.851205 sec): 3 clusters Score: Raw -53941972.360950 + Penalty 31988.599577 = -53909983.761374 nChanged 8 SP:Iteration 218Q (2144.458284 sec): 3 clusters Score: Raw -53941973.580185 + Penalty 31988.599577 = -53909984.980608 nChanged 9 SP:Iteration 219Q (2144.982903 sec): 3 clusters Score: Raw -53941974.867692 + Penalty 31988.599577 = -53909986.268116 nChanged 2 SP:Iteration 220F (2145.633192 sec): 3 clusters Score: Raw -53941975.148682 + Penalty 31988.599577 = -53909986.549105 nChanged 2 SP:Iteration 221Q (2146.173042 sec): 3 clusters Score: Raw -53941975.351687 + Penalty 31988.599577 = -53909986.752111 nChanged 3 SP:Iteration 222Q (2146.713877 sec): 3 clusters Score: Raw -53941975.742429 + Penalty 31988.599577 = -53909987.142853 nChanged 2 SP:Iteration 223Q (2147.241474 sec): 3 clusters Score: Raw -53941975.982815 + Penalty 31988.599577 = -53909987.383238 nChanged 4 SP:Iteration 224Q (2147.770420 sec): 3 clusters Score: Raw -53941976.487262 + Penalty 31988.599577 = -53909987.887685 nChanged 5 SP:Iteration 225Q (2148.299721 sec): 3 clusters Score: Raw -53941977.198908 + Penalty 31988.599577 = -53909988.599331 nChanged 6 SP:Iteration 226Q (2148.910633 sec): 3 clusters Score: Raw -53941978.023479 + Penalty 31988.599577 = -53909989.423902 nChanged 4 SP:Iteration 227Q (2149.517988 sec): 3 clusters Score: Raw -53941978.713470 + Penalty 31988.599577 = -53909990.113894 nChanged 3 SP:Iteration 228Q (2150.161299 sec): 3 clusters Score: Raw -53941979.101275 + Penalty 31988.599577 = -53909990.501699 nChanged 2 SP:Iteration 229Q (2150.778815 sec): 3 clusters Score: Raw -53941979.401313 + Penalty 31988.599577 = -53909990.801736 nChanged 1 SP:Iteration 230Q (2151.398298 sec): 3 clusters Score: Raw -53941979.585622 + Penalty 31988.599577 = -53909990.986046 nChanged 0 SP:Iteration 231F (2152.091138 sec): 3 clusters Score: Raw -53941979.585622 + Penalty 31988.599577 = -53909990.986046 nChanged 0 Trying to split cluster 14 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2152.132345 sec): 2 clusters Score: Raw -237419.867950 + Penalty 8711.360305 = -228708.507645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2152.173658 sec): 3 clusters Score: Raw -239089.474997 + Penalty 17422.720610 = -221666.754387 nChanged 45 SP:Iteration 1F (2152.206455 sec): 3 clusters Score: Raw -239679.559987 + Penalty 17422.720610 = -222256.839377 nChanged 6 SP:Iteration 2Q (2152.240062 sec): 3 clusters Score: Raw -239806.584277 + Penalty 17422.720610 = -222383.863667 nChanged 2 SP:Iteration 3Q (2152.291322 sec): 3 clusters Score: Raw -239811.749529 + Penalty 17422.720610 = -222389.028919 nChanged 1 SP:Iteration 4Q (2152.328514 sec): 3 clusters Score: Raw -239827.839008 + Penalty 17422.720610 = -222405.118398 nChanged 1 SP:Iteration 5Q (2152.370344 sec): 3 clusters Score: Raw -239838.969580 + Penalty 17422.720610 = -222416.248970 nChanged 0 SP:Iteration 6F (2152.406067 sec): 3 clusters Score: Raw -239838.969580 + Penalty 17422.720610 = -222416.248970 nChanged 0 Trying to split cluster 15 (6090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2152.456941 sec): 2 clusters Score: Raw -2314147.490031 + Penalty 11768.801739 = -2302378.688292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2152.518036 sec): 3 clusters Score: Raw -2312636.348627 + Penalty 23537.603477 = -2289098.745150 nChanged 1605 SP:Iteration 1F (2152.589050 sec): 3 clusters Score: Raw -2314253.488353 + Penalty 23537.603477 = -2290715.884876 nChanged 400 SP:Iteration 2F (2152.672679 sec): 3 clusters Score: Raw -2314751.676312 + Penalty 23537.603477 = -2291214.072835 nChanged 232 SP:Iteration 3Q (2152.736397 sec): 3 clusters Score: Raw -2315061.579211 + Penalty 23537.603477 = -2291523.975734 nChanged 162 SP:Iteration 4Q (2152.819875 sec): 3 clusters Score: Raw -2315308.948298 + Penalty 23537.603477 = -2291771.344820 nChanged 160 SP:Iteration 5Q (2152.883930 sec): 3 clusters Score: Raw -2315580.151034 + Penalty 23537.603477 = -2292042.547556 nChanged 178 SP:Iteration 6Q (2152.955538 sec): 3 clusters Score: Raw -2315945.536173 + Penalty 23537.603477 = -2292407.932696 nChanged 251 SP:Iteration 7Q (2153.034265 sec): 3 clusters Score: Raw -2316632.340586 + Penalty 23537.603477 = -2293094.737108 nChanged 405 SP:Iteration 8F (2153.112885 sec): 3 clusters Score: Raw -2317806.696881 + Penalty 23537.603477 = -2294269.093404 nChanged 462 SP:Iteration 9F (2153.188656 sec): 3 clusters Score: Raw -2319225.105997 + Penalty 23537.603477 = -2295687.502520 nChanged 437 SP:Iteration 10F (2153.259455 sec): 3 clusters Score: Raw -2320435.458249 + Penalty 23537.603477 = -2296897.854771 nChanged 333 SP:Iteration 11F (2153.332528 sec): 3 clusters Score: Raw -2321199.500626 + Penalty 23537.603477 = -2297661.897149 nChanged 226 SP:Iteration 12Q (2153.402695 sec): 3 clusters Score: Raw -2321643.389055 + Penalty 23537.603477 = -2298105.785577 nChanged 149 SP:Iteration 13Q (2153.463027 sec): 3 clusters Score: Raw -2321894.168997 + Penalty 23537.603477 = -2298356.565520 nChanged 86 SP:Iteration 14Q (2153.531299 sec): 3 clusters Score: Raw -2322031.139112 + Penalty 23537.603477 = -2298493.535635 nChanged 47 SP:Iteration 15Q (2153.607476 sec): 3 clusters Score: Raw -2322116.015192 + Penalty 23537.603477 = -2298578.411715 nChanged 32 SP:Iteration 16Q (2153.676557 sec): 3 clusters Score: Raw -2322171.036378 + Penalty 23537.603477 = -2298633.432901 nChanged 22 SP:Iteration 17Q (2153.746900 sec): 3 clusters Score: Raw -2322198.635122 + Penalty 23537.603477 = -2298661.031645 nChanged 13 SP:Iteration 18Q (2153.816078 sec): 3 clusters Score: Raw -2322214.947137 + Penalty 23537.603477 = -2298677.343659 nChanged 13 SP:Iteration 19Q (2153.880871 sec): 3 clusters Score: Raw -2322232.129312 + Penalty 23537.603477 = -2298694.525834 nChanged 9 SP:Iteration 20F (2153.956482 sec): 3 clusters Score: Raw -2322243.354074 + Penalty 23537.603477 = -2298705.750596 nChanged 8 SP:Iteration 21Q (2154.028085 sec): 3 clusters Score: Raw -2322253.578113 + Penalty 23537.603477 = -2298715.974636 nChanged 5 SP:Iteration 22Q (2154.098495 sec): 3 clusters Score: Raw -2322260.557643 + Penalty 23537.603477 = -2298722.954166 nChanged 3 SP:Iteration 23Q (2154.168492 sec): 3 clusters Score: Raw -2322263.686109 + Penalty 23537.603477 = -2298726.082632 nChanged 2 SP:Iteration 24Q (2154.237746 sec): 3 clusters Score: Raw -2322265.415971 + Penalty 23537.603477 = -2298727.812493 nChanged 1 SP:Iteration 25Q (2154.307636 sec): 3 clusters Score: Raw -2322265.982234 + Penalty 23537.603477 = -2298728.378757 nChanged 0 SP:Iteration 26F (2154.382541 sec): 3 clusters Score: Raw -2322265.982234 + Penalty 23537.603477 = -2298728.378757 nChanged 0 Trying to split cluster 16 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.407901 sec): 2 clusters Score: Raw -73282.849318 + Penalty 7100.247500 = -66182.601818 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (90 points): covariance matrix is singular SP:Iteration 0F (2154.431675 sec): 3 clusters Score: Raw -77346.312246 + Penalty 14200.495000 = -63145.817246 nChanged 29 SP:Iteration 1F (2154.455197 sec): 2 clusters Score: Raw 9579816776.389429 + Penalty 7100.247500 = 9579823876.636929 nChanged 61 SP:Iteration 2F (2154.478642 sec): 2 clusters Score: Raw -73282.849318 + Penalty 7100.247500 = -66182.601818 nChanged 0 Trying to split cluster 17 (75765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.774602 sec): 2 clusters Score: Raw -29400218.277881 + Penalty 15173.396523 = -29385044.881358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2155.192456 sec): 3 clusters Score: Raw -29357857.117141 + Penalty 30346.793045 = -29327510.324096 nChanged 32394 SP:Iteration 1F (2155.618671 sec): 3 clusters Score: Raw -29374999.970583 + Penalty 30346.793045 = -29344653.177537 nChanged 4400 SP:Iteration 2F (2156.049177 sec): 3 clusters Score: Raw -29376806.758840 + Penalty 30346.793045 = -29346459.965795 nChanged 3698 SP:Iteration 3Q (2156.506723 sec): 3 clusters Score: Raw -29378439.231603 + Penalty 30346.793045 = -29348092.438558 nChanged 3501 SP:Iteration 4Q (2156.950945 sec): 3 clusters Score: Raw -29380271.170160 + Penalty 30346.793045 = -29349924.377115 nChanged 3716 SP:Iteration 5Q (2157.385799 sec): 3 clusters Score: Raw -29382722.475207 + Penalty 30346.793045 = -29352375.682162 nChanged 4365 SP:Iteration 6F (2157.815863 sec): 3 clusters Score: Raw -29386103.768127 + Penalty 30346.793045 = -29355756.975082 nChanged 4956 SP:Iteration 7F (2158.233875 sec): 3 clusters Score: Raw -29390278.937055 + Penalty 30346.793045 = -29359932.144010 nChanged 5046 SP:Iteration 8F (2158.659642 sec): 3 clusters Score: Raw -29394332.004558 + Penalty 30346.793045 = -29363985.211513 nChanged 4495 SP:Iteration 9F (2159.083443 sec): 3 clusters Score: Raw -29397334.069532 + Penalty 30346.793045 = -29366987.276486 nChanged 3595 SP:Iteration 10Q (2159.514106 sec): 3 clusters Score: Raw -29399309.155966 + Penalty 30346.793045 = -29368962.362920 nChanged 2714 SP:Iteration 11Q (2159.920495 sec): 3 clusters Score: Raw -29400591.222869 + Penalty 30346.793045 = -29370244.429823 nChanged 2010 SP:Iteration 12Q (2160.317453 sec): 3 clusters Score: Raw -29401457.383641 + Penalty 30346.793045 = -29371110.590596 nChanged 1573 SP:Iteration 13Q (2160.692736 sec): 3 clusters Score: Raw -29402090.520122 + Penalty 30346.793045 = -29371743.727077 nChanged 1340 SP:Iteration 14Q (2161.080840 sec): 3 clusters Score: Raw -29402625.659323 + Penalty 30346.793045 = -29372278.866277 nChanged 1132 SP:Iteration 15Q (2161.448511 sec): 3 clusters Score: Raw -29403049.161754 + Penalty 30346.793045 = -29372702.368708 nChanged 1016 SP:Iteration 16Q (2161.825397 sec): 3 clusters Score: Raw -29403408.106341 + Penalty 30346.793045 = -29373061.313296 nChanged 854 SP:Iteration 17Q (2162.224267 sec): 3 clusters Score: Raw -29403722.229292 + Penalty 30346.793045 = -29373375.436247 nChanged 822 SP:Iteration 18Q (2162.639385 sec): 3 clusters Score: Raw -29404041.651137 + Penalty 30346.793045 = -29373694.858092 nChanged 782 SP:Iteration 19Q (2163.048361 sec): 3 clusters Score: Raw -29404349.018181 + Penalty 30346.793045 = -29374002.225136 nChanged 713 SP:Iteration 20F (2163.461679 sec): 3 clusters Score: Raw -29404633.146467 + Penalty 30346.793045 = -29374286.353421 nChanged 677 SP:Iteration 21Q (2163.878856 sec): 3 clusters Score: Raw -29404900.661325 + Penalty 30346.793045 = -29374553.868279 nChanged 684 SP:Iteration 22Q (2164.242317 sec): 3 clusters Score: Raw -29405158.335178 + Penalty 30346.793045 = -29374811.542133 nChanged 622 SP:Iteration 23Q (2164.603286 sec): 3 clusters Score: Raw -29405355.474631 + Penalty 30346.793045 = -29375008.681586 nChanged 536 SP:Iteration 24Q (2164.956538 sec): 3 clusters Score: Raw -29405509.186878 + Penalty 30346.793045 = -29375162.393832 nChanged 464 SP:Iteration 25Q (2165.323875 sec): 3 clusters Score: Raw -29405644.651101 + Penalty 30346.793045 = -29375297.858055 nChanged 443 SP:Iteration 26Q (2165.671696 sec): 3 clusters Score: Raw -29405757.617672 + Penalty 30346.793045 = -29375410.824627 nChanged 403 SP:Iteration 27Q (2166.013719 sec): 3 clusters Score: Raw -29405850.186083 + Penalty 30346.793045 = -29375503.393037 nChanged 326 SP:Iteration 28Q (2166.352172 sec): 3 clusters Score: Raw -29405921.579511 + Penalty 30346.793045 = -29375574.786466 nChanged 310 SP:Iteration 29Q (2166.693651 sec): 3 clusters Score: Raw -29405990.631802 + Penalty 30346.793045 = -29375643.838757 nChanged 272 SP:Iteration 30Q (2167.054679 sec): 3 clusters Score: Raw -29406047.691700 + Penalty 30346.793045 = -29375700.898655 nChanged 252 SP:Iteration 31Q (2167.403926 sec): 3 clusters Score: Raw -29406099.989042 + Penalty 30346.793045 = -29375753.195997 nChanged 236 SP:Iteration 32Q (2167.765759 sec): 3 clusters Score: Raw -29406143.787489 + Penalty 30346.793045 = -29375796.994444 nChanged 207 SP:Iteration 33Q (2168.120397 sec): 3 clusters Score: Raw -29406183.429037 + Penalty 30346.793045 = -29375836.635991 nChanged 183 SP:Iteration 34Q (2168.486455 sec): 3 clusters Score: Raw -29406216.156112 + Penalty 30346.793045 = -29375869.363066 nChanged 159 SP:Iteration 35Q (2168.849478 sec): 3 clusters Score: Raw -29406243.206137 + Penalty 30346.793045 = -29375896.413091 nChanged 137 SP:Iteration 36Q (2169.209476 sec): 3 clusters Score: Raw -29406266.761323 + Penalty 30346.793045 = -29375919.968278 nChanged 125 SP:Iteration 37Q (2169.566744 sec): 3 clusters Score: Raw -29406286.038060 + Penalty 30346.793045 = -29375939.245015 nChanged 99 SP:Iteration 38Q (2169.922570 sec): 3 clusters Score: Raw -29406300.861415 + Penalty 30346.793045 = -29375954.068370 nChanged 107 SP:Iteration 39Q (2170.280442 sec): 3 clusters Score: Raw -29406316.876493 + Penalty 30346.793045 = -29375970.083448 nChanged 98 SP:Iteration 40F (2170.656556 sec): 3 clusters Score: Raw -29406332.064491 + Penalty 30346.793045 = -29375985.271445 nChanged 99 SP:Iteration 41Q (2171.011942 sec): 3 clusters Score: Raw -29406347.159467 + Penalty 30346.793045 = -29376000.366422 nChanged 99 SP:Iteration 42Q (2171.369552 sec): 3 clusters Score: Raw -29406362.134312 + Penalty 30346.793045 = -29376015.341267 nChanged 85 SP:Iteration 43Q (2171.725325 sec): 3 clusters Score: Raw -29406376.378934 + Penalty 30346.793045 = -29376029.585888 nChanged 88 SP:Iteration 44Q (2172.086228 sec): 3 clusters Score: Raw -29406390.480776 + Penalty 30346.793045 = -29376043.687731 nChanged 80 SP:Iteration 45Q (2172.441543 sec): 3 clusters Score: Raw -29406403.680905 + Penalty 30346.793045 = -29376056.887859 nChanged 70 SP:Iteration 46Q (2172.791938 sec): 3 clusters Score: Raw -29406414.918135 + Penalty 30346.793045 = -29376068.125089 nChanged 71 SP:Iteration 47Q (2173.145176 sec): 3 clusters Score: Raw -29406426.109869 + Penalty 30346.793045 = -29376079.316823 nChanged 66 SP:Iteration 48Q (2173.489327 sec): 3 clusters Score: Raw -29406435.952535 + Penalty 30346.793045 = -29376089.159490 nChanged 58 SP:Iteration 49Q (2173.850370 sec): 3 clusters Score: Raw -29406443.706273 + Penalty 30346.793045 = -29376096.913228 nChanged 47 SP:Iteration 50Q (2174.200313 sec): 3 clusters Score: Raw -29406449.754771 + Penalty 30346.793045 = -29376102.961725 nChanged 42 SP:Iteration 51Q (2174.557671 sec): 3 clusters Score: Raw -29406455.811000 + Penalty 30346.793045 = -29376109.017955 nChanged 42 SP:Iteration 52Q (2174.927871 sec): 3 clusters Score: Raw -29406461.100732 + Penalty 30346.793045 = -29376114.307687 nChanged 36 SP:Iteration 53Q (2175.315378 sec): 3 clusters Score: Raw -29406466.179197 + Penalty 30346.793045 = -29376119.386152 nChanged 32 SP:Iteration 54Q (2175.675575 sec): 3 clusters Score: Raw -29406470.170486 + Penalty 30346.793045 = -29376123.377441 nChanged 23 SP:Iteration 55Q (2176.041860 sec): 3 clusters Score: Raw -29406473.087905 + Penalty 30346.793045 = -29376126.294860 nChanged 18 SP:Iteration 56Q (2176.419929 sec): 3 clusters Score: Raw -29406475.083941 + Penalty 30346.793045 = -29376128.290896 nChanged 19 SP:Iteration 57Q (2176.796413 sec): 3 clusters Score: Raw -29406477.094114 + Penalty 30346.793045 = -29376130.301069 nChanged 19 SP:Iteration 58Q (2177.203634 sec): 3 clusters Score: Raw -29406479.271917 + Penalty 30346.793045 = -29376132.478872 nChanged 17 SP:Iteration 59Q (2177.607201 sec): 3 clusters Score: Raw -29406481.382784 + Penalty 30346.793045 = -29376134.589738 nChanged 14 SP:Iteration 60F (2178.016713 sec): 3 clusters Score: Raw -29406482.897070 + Penalty 30346.793045 = -29376136.104024 nChanged 10 SP:Iteration 61Q (2178.371780 sec): 3 clusters Score: Raw -29406483.848328 + Penalty 30346.793045 = -29376137.055283 nChanged 8 SP:Iteration 62Q (2178.726430 sec): 3 clusters Score: Raw -29406485.001744 + Penalty 30346.793045 = -29376138.208698 nChanged 10 SP:Iteration 63Q (2179.092664 sec): 3 clusters Score: Raw -29406486.218796 + Penalty 30346.793045 = -29376139.425751 nChanged 14 SP:Iteration 64Q (2179.487672 sec): 3 clusters Score: Raw -29406487.845821 + Penalty 30346.793045 = -29376141.052775 nChanged 15 SP:Iteration 65Q (2179.889466 sec): 3 clusters Score: Raw -29406489.652841 + Penalty 30346.793045 = -29376142.859796 nChanged 11 SP:Iteration 66Q (2180.297992 sec): 3 clusters Score: Raw -29406491.007341 + Penalty 30346.793045 = -29376144.214296 nChanged 9 SP:Iteration 67Q (2180.684603 sec): 3 clusters Score: Raw -29406492.093877 + Penalty 30346.793045 = -29376145.300831 nChanged 8 SP:Iteration 68Q (2181.088418 sec): 3 clusters Score: Raw -29406492.978741 + Penalty 30346.793045 = -29376146.185696 nChanged 6 SP:Iteration 69Q (2181.477123 sec): 3 clusters Score: Raw -29406493.748397 + Penalty 30346.793045 = -29376146.955352 nChanged 4 SP:Iteration 70Q (2181.872577 sec): 3 clusters Score: Raw -29406494.315671 + Penalty 30346.793045 = -29376147.522625 nChanged 3 SP:Iteration 71Q (2182.265841 sec): 3 clusters Score: Raw -29406494.640362 + Penalty 30346.793045 = -29376147.847317 nChanged 2 SP:Iteration 72Q (2182.654755 sec): 3 clusters Score: Raw -29406494.794327 + Penalty 30346.793045 = -29376148.001282 nChanged 2 SP:Iteration 73Q (2183.048799 sec): 3 clusters Score: Raw -29406494.912573 + Penalty 30346.793045 = -29376148.119528 nChanged 2 SP:Iteration 74Q (2183.452965 sec): 3 clusters Score: Raw -29406495.171241 + Penalty 30346.793045 = -29376148.378195 nChanged 3 SP:Iteration 75Q (2183.803226 sec): 3 clusters Score: Raw -29406495.458271 + Penalty 30346.793045 = -29376148.665226 nChanged 2 SP:Iteration 76Q (2184.151694 sec): 3 clusters Score: Raw -29406495.677595 + Penalty 30346.793045 = -29376148.884550 nChanged 1 SP:Iteration 77Q (2184.510177 sec): 3 clusters Score: Raw -29406495.776081 + Penalty 30346.793045 = -29376148.983035 nChanged 0 SP:Iteration 78F (2184.891733 sec): 3 clusters Score: Raw -29406495.776081 + Penalty 30346.793045 = -29376148.983035 nChanged 0 Trying to split cluster 18 (10491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2184.957367 sec): 2 clusters Score: Raw -3950941.071547 + Penalty 12503.297721 = -3938437.773826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2185.034308 sec): 3 clusters Score: Raw -3947064.807409 + Penalty 25006.595443 = -3922058.211966 nChanged 3215 SP:Iteration 1F (2185.131070 sec): 3 clusters Score: Raw -3949412.461906 + Penalty 25006.595443 = -3924405.866463 nChanged 793 SP:Iteration 2F (2185.212229 sec): 3 clusters Score: Raw -3950083.700192 + Penalty 25006.595443 = -3925077.104750 nChanged 413 SP:Iteration 3Q (2185.304978 sec): 3 clusters Score: Raw -3950402.334549 + Penalty 25006.595443 = -3925395.739106 nChanged 241 SP:Iteration 4Q (2185.403793 sec): 3 clusters Score: Raw -3950593.277242 + Penalty 25006.595443 = -3925586.681799 nChanged 195 SP:Iteration 5Q (2185.497531 sec): 3 clusters Score: Raw -3950734.485047 + Penalty 25006.595443 = -3925727.889604 nChanged 146 SP:Iteration 6Q (2185.583105 sec): 3 clusters Score: Raw -3950842.714178 + Penalty 25006.595443 = -3925836.118736 nChanged 104 SP:Iteration 7Q (2185.684968 sec): 3 clusters Score: Raw -3950921.725199 + Penalty 25006.595443 = -3925915.129756 nChanged 88 SP:Iteration 8Q (2185.774922 sec): 3 clusters Score: Raw -3950978.126721 + Penalty 25006.595443 = -3925971.531278 nChanged 66 SP:Iteration 9Q (2185.873589 sec): 3 clusters Score: Raw -3951025.014525 + Penalty 25006.595443 = -3926018.419082 nChanged 69 SP:Iteration 10Q (2185.971649 sec): 3 clusters Score: Raw -3951072.900596 + Penalty 25006.595443 = -3926066.305153 nChanged 56 SP:Iteration 11Q (2186.055611 sec): 3 clusters Score: Raw -3951111.550581 + Penalty 25006.595443 = -3926104.955139 nChanged 48 SP:Iteration 12Q (2186.155631 sec): 3 clusters Score: Raw -3951142.307079 + Penalty 25006.595443 = -3926135.711636 nChanged 45 SP:Iteration 13Q (2186.253618 sec): 3 clusters Score: Raw -3951171.340382 + Penalty 25006.595443 = -3926164.744939 nChanged 40 SP:Iteration 14Q (2186.353591 sec): 3 clusters Score: Raw -3951197.796634 + Penalty 25006.595443 = -3926191.201192 nChanged 34 SP:Iteration 15Q (2186.450269 sec): 3 clusters Score: Raw -3951220.521714 + Penalty 25006.595443 = -3926213.926271 nChanged 35 SP:Iteration 16Q (2186.545645 sec): 3 clusters Score: Raw -3951243.942960 + Penalty 25006.595443 = -3926237.347517 nChanged 24 SP:Iteration 17Q (2186.640801 sec): 3 clusters Score: Raw -3951259.362451 + Penalty 25006.595443 = -3926252.767009 nChanged 22 SP:Iteration 18Q (2186.729375 sec): 3 clusters Score: Raw -3951273.421916 + Penalty 25006.595443 = -3926266.826473 nChanged 28 SP:Iteration 19Q (2186.822678 sec): 3 clusters Score: Raw -3951294.114220 + Penalty 25006.595443 = -3926287.518778 nChanged 26 SP:Iteration 20F (2186.899869 sec): 3 clusters Score: Raw -3951309.993605 + Penalty 25006.595443 = -3926303.398163 nChanged 19 SP:Iteration 21Q (2186.997951 sec): 3 clusters Score: Raw -3951323.363853 + Penalty 25006.595443 = -3926316.768410 nChanged 22 SP:Iteration 22Q (2187.075820 sec): 3 clusters Score: Raw -3951337.434254 + Penalty 25006.595443 = -3926330.838811 nChanged 26 SP:Iteration 23Q (2187.171737 sec): 3 clusters Score: Raw -3951353.461544 + Penalty 25006.595443 = -3926346.866102 nChanged 24 SP:Iteration 24Q (2187.262526 sec): 3 clusters Score: Raw -3951369.601018 + Penalty 25006.595443 = -3926363.005575 nChanged 30 SP:Iteration 25Q (2187.340259 sec): 3 clusters Score: Raw -3951390.242379 + Penalty 25006.595443 = -3926383.646937 nChanged 34 SP:Iteration 26Q (2187.438025 sec): 3 clusters Score: Raw -3951411.877880 + Penalty 25006.595443 = -3926405.282438 nChanged 28 SP:Iteration 27Q (2187.526238 sec): 3 clusters Score: Raw -3951429.746641 + Penalty 25006.595443 = -3926423.151199 nChanged 21 SP:Iteration 28Q (2187.618140 sec): 3 clusters Score: Raw -3951442.326385 + Penalty 25006.595443 = -3926435.730942 nChanged 23 SP:Iteration 29Q (2187.705972 sec): 3 clusters Score: Raw -3951457.040624 + Penalty 25006.595443 = -3926450.445181 nChanged 19 SP:Iteration 30Q (2187.793975 sec): 3 clusters Score: Raw -3951469.878313 + Penalty 25006.595443 = -3926463.282870 nChanged 24 SP:Iteration 31Q (2187.882304 sec): 3 clusters Score: Raw -3951485.663199 + Penalty 25006.595443 = -3926479.067757 nChanged 21 SP:Iteration 32Q (2187.960156 sec): 3 clusters Score: Raw -3951497.098702 + Penalty 25006.595443 = -3926490.503259 nChanged 20 SP:Iteration 33Q (2188.055310 sec): 3 clusters Score: Raw -3951509.781361 + Penalty 25006.595443 = -3926503.185919 nChanged 16 SP:Iteration 34Q (2188.140518 sec): 3 clusters Score: Raw -3951521.035625 + Penalty 25006.595443 = -3926514.440183 nChanged 12 SP:Iteration 35Q (2188.229476 sec): 3 clusters Score: Raw -3951527.883445 + Penalty 25006.595443 = -3926521.288002 nChanged 10 SP:Iteration 36Q (2188.318775 sec): 3 clusters Score: Raw -3951533.875143 + Penalty 25006.595443 = -3926527.279700 nChanged 14 SP:Iteration 37Q (2188.404419 sec): 3 clusters Score: Raw -3951540.779243 + Penalty 25006.595443 = -3926534.183801 nChanged 4 SP:Iteration 38Q (2188.500620 sec): 3 clusters Score: Raw -3951542.717256 + Penalty 25006.595443 = -3926536.121814 nChanged 4 SP:Iteration 39Q (2188.579717 sec): 3 clusters Score: Raw -3951544.824913 + Penalty 25006.595443 = -3926538.229470 nChanged 6 SP:Iteration 40F (2188.672640 sec): 3 clusters Score: Raw -3951547.912531 + Penalty 25006.595443 = -3926541.317089 nChanged 3 SP:Iteration 41Q (2188.768347 sec): 3 clusters Score: Raw -3951549.358489 + Penalty 25006.595443 = -3926542.763047 nChanged 4 SP:Iteration 42Q (2188.845603 sec): 3 clusters Score: Raw -3951551.520812 + Penalty 25006.595443 = -3926544.925370 nChanged 2 SP:Iteration 43Q (2188.937549 sec): 3 clusters Score: Raw -3951552.598172 + Penalty 25006.595443 = -3926546.002729 nChanged 2 SP:Iteration 44Q (2189.031763 sec): 3 clusters Score: Raw -3951553.135668 + Penalty 25006.595443 = -3926546.540225 nChanged 1 SP:Iteration 45Q (2189.120351 sec): 3 clusters Score: Raw -3951553.502126 + Penalty 25006.595443 = -3926546.906683 nChanged 1 SP:Iteration 46Q (2189.212853 sec): 3 clusters Score: Raw -3951553.979410 + Penalty 25006.595443 = -3926547.383967 nChanged 0 SP:Iteration 47F (2189.303148 sec): 3 clusters Score: Raw -3951553.979410 + Penalty 25006.595443 = -3926547.383967 nChanged 0 Trying to split cluster 19 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2189.326506 sec): 2 clusters Score: Raw -98635.741924 + Penalty 7535.425130 = -91100.316794 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (127 points): covariance matrix is singular SP:Iteration 0F (2189.338118 sec): 3 clusters Score: Raw -105718.173674 + Penalty 15070.850260 = -90647.323414 nChanged 71 SP:Iteration 1F (2189.359646 sec): 2 clusters Score: Raw 20508619828.382137 + Penalty 7535.425130 = 20508627363.807266 nChanged 64 SP:Iteration 2F (2189.380813 sec): 2 clusters Score: Raw -98635.741924 + Penalty 7535.425130 = -91100.316794 nChanged 0 Trying to split cluster 20 (33963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2189.517870 sec): 2 clusters Score: Raw -12875828.952185 + Penalty 14089.802931 = -12861739.149254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2189.717820 sec): 3 clusters Score: Raw -12858787.595852 + Penalty 28179.605861 = -12830607.989990 nChanged 13206 SP:Iteration 1F (2189.902040 sec): 3 clusters Score: Raw -12865896.217847 + Penalty 28179.605861 = -12837716.611985 nChanged 2310 SP:Iteration 2F (2190.099999 sec): 3 clusters Score: Raw -12867092.740512 + Penalty 28179.605861 = -12838913.134651 nChanged 1691 SP:Iteration 3Q (2190.285218 sec): 3 clusters Score: Raw -12867945.133268 + Penalty 28179.605861 = -12839765.527407 nChanged 1330 SP:Iteration 4Q (2190.482559 sec): 3 clusters Score: Raw -12868617.874906 + Penalty 28179.605861 = -12840438.269045 nChanged 1192 SP:Iteration 5Q (2190.671379 sec): 3 clusters Score: Raw -12869253.380460 + Penalty 28179.605861 = -12841073.774598 nChanged 1121 SP:Iteration 6Q (2190.879105 sec): 3 clusters Score: Raw -12869940.387717 + Penalty 28179.605861 = -12841760.781856 nChanged 1146 SP:Iteration 7Q (2191.067094 sec): 3 clusters Score: Raw -12870688.968696 + Penalty 28179.605861 = -12842509.362834 nChanged 1182 SP:Iteration 8Q (2191.268441 sec): 3 clusters Score: Raw -12871514.745097 + Penalty 28179.605861 = -12843335.139236 nChanged 1291 SP:Iteration 9Q (2191.457707 sec): 3 clusters Score: Raw -12872470.153567 + Penalty 28179.605861 = -12844290.547706 nChanged 1500 SP:Iteration 10Q (2191.657915 sec): 3 clusters Score: Raw -12873610.495539 + Penalty 28179.605861 = -12845430.889678 nChanged 1620 SP:Iteration 11Q (2191.852583 sec): 3 clusters Score: Raw -12874894.243037 + Penalty 28179.605861 = -12846714.637176 nChanged 1681 SP:Iteration 12Q (2192.049594 sec): 3 clusters Score: Raw -12876289.994160 + Penalty 28179.605861 = -12848110.388299 nChanged 1766 SP:Iteration 13F (2192.238736 sec): 3 clusters Score: Raw -12877783.246196 + Penalty 28179.605861 = -12849603.640335 nChanged 1685 SP:Iteration 14Q (2192.434660 sec): 3 clusters Score: Raw -12879177.783647 + Penalty 28179.605861 = -12850998.177786 nChanged 1468 SP:Iteration 15Q (2192.630656 sec): 3 clusters Score: Raw -12880313.929356 + Penalty 28179.605861 = -12852134.323494 nChanged 1179 SP:Iteration 16Q (2192.820404 sec): 3 clusters Score: Raw -12881119.547155 + Penalty 28179.605861 = -12852939.941293 nChanged 819 SP:Iteration 17Q (2193.005086 sec): 3 clusters Score: Raw -12881644.990586 + Penalty 28179.605861 = -12853465.384724 nChanged 675 SP:Iteration 18Q (2193.205860 sec): 3 clusters Score: Raw -12882027.905877 + Penalty 28179.605861 = -12853848.300016 nChanged 489 SP:Iteration 19Q (2193.394354 sec): 3 clusters Score: Raw -12882276.537617 + Penalty 28179.605861 = -12854096.931755 nChanged 339 SP:Iteration 20F (2193.581333 sec): 3 clusters Score: Raw -12882428.232532 + Penalty 28179.605861 = -12854248.626670 nChanged 244 SP:Iteration 21Q (2193.772319 sec): 3 clusters Score: Raw -12882525.340166 + Penalty 28179.605861 = -12854345.734304 nChanged 164 SP:Iteration 22Q (2193.983051 sec): 3 clusters Score: Raw -12882581.407790 + Penalty 28179.605861 = -12854401.801929 nChanged 130 SP:Iteration 23Q (2194.201030 sec): 3 clusters Score: Raw -12882623.910856 + Penalty 28179.605861 = -12854444.304995 nChanged 99 SP:Iteration 24Q (2194.409094 sec): 3 clusters Score: Raw -12882655.733450 + Penalty 28179.605861 = -12854476.127589 nChanged 85 SP:Iteration 25Q (2194.627779 sec): 3 clusters Score: Raw -12882681.169093 + Penalty 28179.605861 = -12854501.563232 nChanged 62 SP:Iteration 26Q (2194.851332 sec): 3 clusters Score: Raw -12882699.362208 + Penalty 28179.605861 = -12854519.756346 nChanged 61 SP:Iteration 27Q (2195.062283 sec): 3 clusters Score: Raw -12882715.756682 + Penalty 28179.605861 = -12854536.150821 nChanged 44 SP:Iteration 28Q (2195.277709 sec): 3 clusters Score: Raw -12882726.767311 + Penalty 28179.605861 = -12854547.161450 nChanged 27 SP:Iteration 29Q (2195.507254 sec): 3 clusters Score: Raw -12882732.987495 + Penalty 28179.605861 = -12854553.381634 nChanged 21 SP:Iteration 30Q (2195.726085 sec): 3 clusters Score: Raw -12882737.888283 + Penalty 28179.605861 = -12854558.282422 nChanged 22 SP:Iteration 31Q (2195.941055 sec): 3 clusters Score: Raw -12882742.578164 + Penalty 28179.605861 = -12854562.972303 nChanged 14 SP:Iteration 32Q (2196.158405 sec): 3 clusters Score: Raw -12882745.920169 + Penalty 28179.605861 = -12854566.314307 nChanged 10 SP:Iteration 33Q (2196.370213 sec): 3 clusters Score: Raw -12882748.269172 + Penalty 28179.605861 = -12854568.663310 nChanged 13 SP:Iteration 34Q (2196.560892 sec): 3 clusters Score: Raw -12882750.641213 + Penalty 28179.605861 = -12854571.035352 nChanged 8 SP:Iteration 35Q (2196.753348 sec): 3 clusters Score: Raw -12882752.509975 + Penalty 28179.605861 = -12854572.904113 nChanged 3 SP:Iteration 36Q (2196.940447 sec): 3 clusters Score: Raw -12882753.266301 + Penalty 28179.605861 = -12854573.660440 nChanged 6 SP:Iteration 37Q (2197.138983 sec): 3 clusters Score: Raw -12882754.611364 + Penalty 28179.605861 = -12854575.005503 nChanged 11 SP:Iteration 38Q (2197.352101 sec): 3 clusters Score: Raw -12882756.901262 + Penalty 28179.605861 = -12854577.295401 nChanged 9 SP:Iteration 39Q (2197.554071 sec): 3 clusters Score: Raw -12882758.804062 + Penalty 28179.605861 = -12854579.198201 nChanged 4 SP:Iteration 40F (2197.767277 sec): 3 clusters Score: Raw -12882759.780525 + Penalty 28179.605861 = -12854580.174663 nChanged 5 SP:Iteration 41Q (2197.971865 sec): 3 clusters Score: Raw -12882760.986434 + Penalty 28179.605861 = -12854581.380572 nChanged 4 SP:Iteration 42Q (2198.190155 sec): 3 clusters Score: Raw -12882761.886571 + Penalty 28179.605861 = -12854582.280709 nChanged 5 SP:Iteration 43Q (2198.405075 sec): 3 clusters Score: Raw -12882762.895470 + Penalty 28179.605861 = -12854583.289609 nChanged 4 SP:Iteration 44Q (2198.615723 sec): 3 clusters Score: Raw -12882763.511715 + Penalty 28179.605861 = -12854583.905854 nChanged 6 SP:Iteration 45Q (2198.823383 sec): 3 clusters Score: Raw -12882765.166505 + Penalty 28179.605861 = -12854585.560644 nChanged 6 SP:Iteration 46Q (2199.035274 sec): 3 clusters Score: Raw -12882766.422812 + Penalty 28179.605861 = -12854586.816951 nChanged 5 SP:Iteration 47Q (2199.228333 sec): 3 clusters Score: Raw -12882767.618450 + Penalty 28179.605861 = -12854588.012588 nChanged 9 SP:Iteration 48Q (2199.419309 sec): 3 clusters Score: Raw -12882769.380298 + Penalty 28179.605861 = -12854589.774436 nChanged 3 SP:Iteration 49Q (2199.618156 sec): 3 clusters Score: Raw -12882769.893659 + Penalty 28179.605861 = -12854590.287797 nChanged 4 SP:Iteration 50Q (2199.820725 sec): 3 clusters Score: Raw -12882770.692459 + Penalty 28179.605861 = -12854591.086598 nChanged 3 SP:Iteration 51Q (2200.007465 sec): 3 clusters Score: Raw -12882771.611659 + Penalty 28179.605861 = -12854592.005797 nChanged 2 SP:Iteration 52Q (2200.193740 sec): 3 clusters Score: Raw -12882772.075601 + Penalty 28179.605861 = -12854592.469740 nChanged 4 SP:Iteration 53Q (2200.391283 sec): 3 clusters Score: Raw -12882772.813318 + Penalty 28179.605861 = -12854593.207457 nChanged 4 SP:Iteration 54Q (2200.599799 sec): 3 clusters Score: Raw -12882773.924648 + Penalty 28179.605861 = -12854594.318786 nChanged 4 SP:Iteration 55Q (2200.823513 sec): 3 clusters Score: Raw -12882775.064116 + Penalty 28179.605861 = -12854595.458254 nChanged 4 SP:Iteration 56Q (2201.037860 sec): 3 clusters Score: Raw -12882776.485632 + Penalty 28179.605861 = -12854596.879771 nChanged 7 SP:Iteration 57Q (2201.255483 sec): 3 clusters Score: Raw -12882778.151332 + Penalty 28179.605861 = -12854598.545470 nChanged 6 SP:Iteration 58Q (2201.470833 sec): 3 clusters Score: Raw -12882779.516112 + Penalty 28179.605861 = -12854599.910250 nChanged 4 SP:Iteration 59Q (2201.683538 sec): 3 clusters Score: Raw -12882780.404747 + Penalty 28179.605861 = -12854600.798886 nChanged 1 SP:Iteration 60F (2201.887120 sec): 3 clusters Score: Raw -12882780.526958 + Penalty 28179.605861 = -12854600.921096 nChanged 1 SP:Iteration 61Q (2202.094466 sec): 3 clusters Score: Raw -12882780.665645 + Penalty 28179.605861 = -12854601.059784 nChanged 0 SP:Iteration 62F (2202.308552 sec): 3 clusters Score: Raw -12882780.665645 + Penalty 28179.605861 = -12854601.059784 nChanged 0 Iteration 59Q (2205.147062 sec): 15 clusters Score: Raw -124217132.237644 + Penalty 239935.087566 = -123977197.150078 nChanged 352 Iteration 60F (2213.482414 sec): 15 clusters Score: Raw -124220321.179405 + Penalty 239935.087566 = -123980386.091839 nChanged 326 Iteration 61Q (2216.404375 sec): 15 clusters Score: Raw -124223857.628845 + Penalty 239935.087566 = -123983922.541279 nChanged 376 Iteration 62Q (2219.111323 sec): 15 clusters Score: Raw -124223932.303863 + Penalty 239935.087566 = -123983997.216296 nChanged 256 Iteration 63Q (2222.020261 sec): 15 clusters Score: Raw -124223974.665582 + Penalty 239935.087566 = -123984039.578016 nChanged 179 Iteration 64Q (2225.180575 sec): 15 clusters Score: Raw -124224002.747085 + Penalty 239935.087566 = -123984067.659518 nChanged 136 Iteration 65Q (2228.299632 sec): 15 clusters Score: Raw -124224025.765299 + Penalty 239935.087566 = -123984090.677733 nChanged 109 Iteration 66Q (2231.421641 sec): 15 clusters Score: Raw -124224041.417678 + Penalty 239935.087566 = -123984106.330112 nChanged 78 Iteration 67Q (2234.248370 sec): 15 clusters Score: Raw -124224050.617625 + Penalty 239935.087566 = -123984115.530059 nChanged 71 Iteration 68Q (2237.214125 sec): 15 clusters Score: Raw -124224059.846334 + Penalty 239935.087566 = -123984124.758768 nChanged 71 Iteration 69Q (2240.229218 sec): 15 clusters Score: Raw -124224070.214928 + Penalty 239935.087566 = -123984135.127362 nChanged 75 Iteration 70Q (2243.078928 sec): 15 clusters Score: Raw -124224079.594658 + Penalty 239935.087566 = -123984144.507092 nChanged 69 Iteration 71Q (2246.077459 sec): 15 clusters Score: Raw -124224088.457520 + Penalty 239935.087566 = -123984153.369954 nChanged 64 Iteration 72Q (2249.186523 sec): 15 clusters Score: Raw -124224096.195997 + Penalty 239935.087566 = -123984161.108431 nChanged 60 Iteration 73Q (2252.310753 sec): 15 clusters Score: Raw -124224103.188571 + Penalty 239935.087566 = -123984168.101004 nChanged 47 Iteration 74Q (2255.191439 sec): 15 clusters Score: Raw -124224109.011789 + Penalty 239935.087566 = -123984173.924223 nChanged 47 Iteration 75Q (2258.192440 sec): 15 clusters Score: Raw -124224114.555688 + Penalty 239935.087566 = -123984179.468122 nChanged 48 Iteration 76Q (2261.115545 sec): 15 clusters Score: Raw -124224120.381647 + Penalty 239935.087566 = -123984185.294080 nChanged 38 Iteration 77Q (2263.872543 sec): 15 clusters Score: Raw -124224124.999783 + Penalty 239935.087566 = -123984189.912217 nChanged 44 Iteration 78Q (2266.681992 sec): 15 clusters Score: Raw -124224129.495818 + Penalty 239935.087566 = -123984194.408252 nChanged 34 Iteration 79Q (2269.554350 sec): 15 clusters Score: Raw -124224133.359581 + Penalty 239935.087566 = -123984198.272014 nChanged 33 Iteration 80F (2277.954131 sec): 15 clusters Score: Raw -124224247.107307 + Penalty 239935.087566 = -123984312.019741 nChanged 22 Iteration 81Q (2280.832897 sec): 15 clusters Score: Raw -124224287.830217 + Penalty 239935.087566 = -123984352.742650 nChanged 32 Iteration 82Q (2284.037238 sec): 15 clusters Score: Raw -124224293.030968 + Penalty 239935.087566 = -123984357.943401 nChanged 27 Iteration 83Q (2286.859186 sec): 15 clusters Score: Raw -124224296.449681 + Penalty 239935.087566 = -123984361.362114 nChanged 19 Iteration 84Q (2289.900367 sec): 15 clusters Score: Raw -124224298.866849 + Penalty 239935.087566 = -123984363.779283 nChanged 19 Iteration 85Q (2293.047379 sec): 15 clusters Score: Raw -124224301.128499 + Penalty 239935.087566 = -123984366.040932 nChanged 26 Iteration 86Q (2296.137197 sec): 15 clusters Score: Raw -124224303.925218 + Penalty 239935.087566 = -123984368.837652 nChanged 24 Iteration 87Q (2299.051414 sec): 15 clusters Score: Raw -124224305.996193 + Penalty 239935.087566 = -123984370.908627 nChanged 19 Iteration 88Q (2301.863774 sec): 15 clusters Score: Raw -124224307.812792 + Penalty 239935.087566 = -123984372.725226 nChanged 19 Iteration 89Q (2304.658626 sec): 15 clusters Score: Raw -124224309.792730 + Penalty 239935.087566 = -123984374.705164 nChanged 18 Iteration 90Q (2307.589476 sec): 15 clusters Score: Raw -124224312.423596 + Penalty 239935.087566 = -123984377.336030 nChanged 19 Iteration 91Q (2310.628594 sec): 15 clusters Score: Raw -124224314.581311 + Penalty 239935.087566 = -123984379.493745 nChanged 18 Iteration 92Q (2313.351403 sec): 15 clusters Score: Raw -124224316.301851 + Penalty 239935.087566 = -123984381.214284 nChanged 14 Iteration 93Q (2316.065275 sec): 15 clusters Score: Raw -124224317.821510 + Penalty 239935.087566 = -123984382.733944 nChanged 17 Iteration 94Q (2318.883406 sec): 15 clusters Score: Raw -124224320.198520 + Penalty 239935.087566 = -123984385.110953 nChanged 21 Iteration 95Q (2321.460078 sec): 15 clusters Score: Raw -124224322.829810 + Penalty 239935.087566 = -123984387.742243 nChanged 15 Iteration 96Q (2323.958977 sec): 15 clusters Score: Raw -124224325.388588 + Penalty 239935.087566 = -123984390.301022 nChanged 15 Iteration 97Q (2326.490756 sec): 15 clusters Score: Raw -124224328.696528 + Penalty 239935.087566 = -123984393.608962 nChanged 18 Iteration 98Q (2329.026295 sec): 15 clusters Score: Raw -124224332.646249 + Penalty 239935.087566 = -123984397.558683 nChanged 15 Writing temp clu file Because OldScore, -123984393.608962, is greater than current (better) Score,-123984397.558683 Compute initial score before splitting: Score: Raw -124224332.646249 + Penalty 239935.087566 = -123984397.558683 Trying to split cluster 2 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2329.139282 sec): 2 clusters Score: Raw -152990.638252 + Penalty 8160.575642 = -144830.062610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2329.177262 sec): 3 clusters Score: Raw -155070.471549 + Penalty 16321.151284 = -138749.320265 nChanged 18 SP:Iteration 1Q (2329.218101 sec): 3 clusters Score: Raw -155424.661897 + Penalty 16321.151284 = -139103.510613 nChanged 2 SP:Iteration 2Q (2329.259233 sec): 3 clusters Score: Raw -155449.588586 + Penalty 16321.151284 = -139128.437303 nChanged 0 SP:Iteration 3F (2329.301637 sec): 3 clusters Score: Raw -155449.588586 + Penalty 16321.151284 = -139128.437303 nChanged 0 Trying to split cluster 4 (7092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2329.347162 sec): 2 clusters Score: Raw -2535945.490084 + Penalty 11974.508962 = -2523970.981122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2329.418005 sec): 3 clusters Score: Raw -2534232.383870 + Penalty 23949.017924 = -2510283.365946 nChanged 2030 SP:Iteration 1F (2329.491866 sec): 3 clusters Score: Raw -2538207.983235 + Penalty 23949.017924 = -2514258.965311 nChanged 692 SP:Iteration 2F (2329.565952 sec): 3 clusters Score: Raw -2539507.776755 + Penalty 23949.017924 = -2515558.758831 nChanged 515 SP:Iteration 3F (2329.649479 sec): 3 clusters Score: Raw -2540437.694654 + Penalty 23949.017924 = -2516488.676730 nChanged 457 SP:Iteration 4F (2329.710234 sec): 3 clusters Score: Raw -2541366.479995 + Penalty 23949.017924 = -2517417.462071 nChanged 511 SP:Iteration 5F (2329.783070 sec): 3 clusters Score: Raw -2542715.548041 + Penalty 23949.017924 = -2518766.530117 nChanged 530 SP:Iteration 6F (2329.863281 sec): 3 clusters Score: Raw -2544595.382114 + Penalty 23949.017924 = -2520646.364190 nChanged 546 SP:Iteration 7F (2329.928377 sec): 3 clusters Score: Raw -2547154.864482 + Penalty 23949.017924 = -2523205.846558 nChanged 465 SP:Iteration 8F (2329.996938 sec): 3 clusters Score: Raw -2549374.651151 + Penalty 23949.017924 = -2525425.633227 nChanged 249 SP:Iteration 9Q (2330.070135 sec): 3 clusters Score: Raw -2550199.260023 + Penalty 23949.017924 = -2526250.242099 nChanged 116 SP:Iteration 10Q (2330.128736 sec): 3 clusters Score: Raw -2550589.387186 + Penalty 23949.017924 = -2526640.369262 nChanged 64 SP:Iteration 11Q (2330.192833 sec): 3 clusters Score: Raw -2550709.950939 + Penalty 23949.017924 = -2526760.933015 nChanged 31 SP:Iteration 12Q (2330.250320 sec): 3 clusters Score: Raw -2550773.724830 + Penalty 23949.017924 = -2526824.706906 nChanged 22 SP:Iteration 13Q (2330.315520 sec): 3 clusters Score: Raw -2550840.334779 + Penalty 23949.017924 = -2526891.316855 nChanged 28 SP:Iteration 14Q (2330.382355 sec): 3 clusters Score: Raw -2550916.847578 + Penalty 23949.017924 = -2526967.829654 nChanged 23 SP:Iteration 15Q (2330.444358 sec): 3 clusters Score: Raw -2550998.965430 + Penalty 23949.017924 = -2527049.947506 nChanged 25 SP:Iteration 16Q (2330.515419 sec): 3 clusters Score: Raw -2551079.025182 + Penalty 23949.017924 = -2527130.007258 nChanged 14 SP:Iteration 17Q (2330.587398 sec): 3 clusters Score: Raw -2551128.661437 + Penalty 23949.017924 = -2527179.643513 nChanged 11 SP:Iteration 18Q (2330.647526 sec): 3 clusters Score: Raw -2551168.086101 + Penalty 23949.017924 = -2527219.068177 nChanged 9 SP:Iteration 19Q (2330.712695 sec): 3 clusters Score: Raw -2551191.671078 + Penalty 23949.017924 = -2527242.653154 nChanged 8 SP:Iteration 20F (2330.793315 sec): 3 clusters Score: Raw -2551203.939044 + Penalty 23949.017924 = -2527254.921120 nChanged 6 SP:Iteration 21Q (2330.865761 sec): 3 clusters Score: Raw -2551212.974829 + Penalty 23949.017924 = -2527263.956905 nChanged 3 SP:Iteration 22Q (2330.934538 sec): 3 clusters Score: Raw -2551216.244299 + Penalty 23949.017924 = -2527267.226375 nChanged 1 SP:Iteration 23Q (2330.985769 sec): 3 clusters Score: Raw -2551217.329449 + Penalty 23949.017924 = -2527268.311525 nChanged 0 SP:Iteration 24F (2331.071184 sec): 3 clusters Score: Raw -2551217.329449 + Penalty 23949.017924 = -2527268.311525 nChanged 0 Score: Raw -124239606.117170 + Penalty 257073.308107 = -123982532.809064 Splitting cluster 4 changes total score from -123984397.558683 to -123982532.809064 So it's not getting split. Trying to split cluster 7 (21002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2339.944115 sec): 2 clusters Score: Raw -8037970.124006 + Penalty 13440.679669 = -8024529.444337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2340.086234 sec): 3 clusters Score: Raw -8028328.912007 + Penalty 26881.359339 = -8001447.552668 nChanged 7644 SP:Iteration 1F (2340.210275 sec): 3 clusters Score: Raw -8032781.141124 + Penalty 26881.359339 = -8005899.781785 nChanged 1547 SP:Iteration 2F (2340.340038 sec): 3 clusters Score: Raw -8033700.209183 + Penalty 26881.359339 = -8006818.849844 nChanged 956 SP:Iteration 3Q (2340.466053 sec): 3 clusters Score: Raw -8034232.514632 + Penalty 26881.359339 = -8007351.155293 nChanged 673 SP:Iteration 4Q (2340.600337 sec): 3 clusters Score: Raw -8034584.839111 + Penalty 26881.359339 = -8007703.479772 nChanged 537 SP:Iteration 5Q (2340.743316 sec): 3 clusters Score: Raw -8034841.333210 + Penalty 26881.359339 = -8007959.973872 nChanged 384 SP:Iteration 6Q (2340.879223 sec): 3 clusters Score: Raw -8035024.932959 + Penalty 26881.359339 = -8008143.573620 nChanged 330 SP:Iteration 7Q (2341.029044 sec): 3 clusters Score: Raw -8035170.530555 + Penalty 26881.359339 = -8008289.171216 nChanged 272 SP:Iteration 8Q (2341.165111 sec): 3 clusters Score: Raw -8035284.360969 + Penalty 26881.359339 = -8008403.001631 nChanged 232 SP:Iteration 9Q (2341.295805 sec): 3 clusters Score: Raw -8035376.068538 + Penalty 26881.359339 = -8008494.709199 nChanged 183 SP:Iteration 10Q (2341.435253 sec): 3 clusters Score: Raw -8035450.039045 + Penalty 26881.359339 = -8008568.679706 nChanged 153 SP:Iteration 11Q (2341.574530 sec): 3 clusters Score: Raw -8035516.464396 + Penalty 26881.359339 = -8008635.105058 nChanged 151 SP:Iteration 12Q (2341.712789 sec): 3 clusters Score: Raw -8035572.391331 + Penalty 26881.359339 = -8008691.031993 nChanged 124 SP:Iteration 13Q (2341.858212 sec): 3 clusters Score: Raw -8035615.272432 + Penalty 26881.359339 = -8008733.913094 nChanged 121 SP:Iteration 14Q (2341.998543 sec): 3 clusters Score: Raw -8035661.332608 + Penalty 26881.359339 = -8008779.973269 nChanged 97 SP:Iteration 15Q (2342.124449 sec): 3 clusters Score: Raw -8035695.083202 + Penalty 26881.359339 = -8008813.723864 nChanged 81 SP:Iteration 16Q (2342.262373 sec): 3 clusters Score: Raw -8035722.982449 + Penalty 26881.359339 = -8008841.623111 nChanged 74 SP:Iteration 17Q (2342.397907 sec): 3 clusters Score: Raw -8035748.687071 + Penalty 26881.359339 = -8008867.327732 nChanged 72 SP:Iteration 18Q (2342.527700 sec): 3 clusters Score: Raw -8035773.628545 + Penalty 26881.359339 = -8008892.269206 nChanged 72 SP:Iteration 19Q (2342.663733 sec): 3 clusters Score: Raw -8035799.154704 + Penalty 26881.359339 = -8008917.795365 nChanged 65 SP:Iteration 20F (2342.790838 sec): 3 clusters Score: Raw -8035822.667529 + Penalty 26881.359339 = -8008941.308191 nChanged 57 SP:Iteration 21Q (2342.925232 sec): 3 clusters Score: Raw -8035840.794948 + Penalty 26881.359339 = -8008959.435609 nChanged 48 SP:Iteration 22Q (2343.056729 sec): 3 clusters Score: Raw -8035856.614775 + Penalty 26881.359339 = -8008975.255437 nChanged 45 SP:Iteration 23Q (2343.194102 sec): 3 clusters Score: Raw -8035870.711349 + Penalty 26881.359339 = -8008989.352010 nChanged 51 SP:Iteration 24Q (2343.328934 sec): 3 clusters Score: Raw -8035887.877082 + Penalty 26881.359339 = -8009006.517743 nChanged 43 SP:Iteration 25Q (2343.464417 sec): 3 clusters Score: Raw -8035899.915598 + Penalty 26881.359339 = -8009018.556259 nChanged 35 SP:Iteration 26Q (2343.601713 sec): 3 clusters Score: Raw -8035910.948681 + Penalty 26881.359339 = -8009029.589343 nChanged 34 SP:Iteration 27Q (2343.754607 sec): 3 clusters Score: Raw -8035921.662287 + Penalty 26881.359339 = -8009040.302949 nChanged 38 SP:Iteration 28Q (2343.894297 sec): 3 clusters Score: Raw -8035932.855243 + Penalty 26881.359339 = -8009051.495905 nChanged 28 SP:Iteration 29Q (2344.045942 sec): 3 clusters Score: Raw -8035941.508562 + Penalty 26881.359339 = -8009060.149223 nChanged 33 SP:Iteration 30Q (2344.199385 sec): 3 clusters Score: Raw -8035950.973732 + Penalty 26881.359339 = -8009069.614394 nChanged 36 SP:Iteration 31Q (2344.344736 sec): 3 clusters Score: Raw -8035962.062939 + Penalty 26881.359339 = -8009080.703600 nChanged 33 SP:Iteration 32Q (2344.490148 sec): 3 clusters Score: Raw -8035973.025043 + Penalty 26881.359339 = -8009091.665705 nChanged 28 SP:Iteration 33Q (2344.629622 sec): 3 clusters Score: Raw -8035982.483084 + Penalty 26881.359339 = -8009101.123745 nChanged 29 SP:Iteration 34Q (2344.785536 sec): 3 clusters Score: Raw -8035991.216055 + Penalty 26881.359339 = -8009109.856717 nChanged 25 SP:Iteration 35Q (2344.922767 sec): 3 clusters Score: Raw -8035999.187131 + Penalty 26881.359339 = -8009117.827793 nChanged 20 SP:Iteration 36Q (2345.076451 sec): 3 clusters Score: Raw -8036006.232684 + Penalty 26881.359339 = -8009124.873345 nChanged 27 SP:Iteration 37Q (2345.218585 sec): 3 clusters Score: Raw -8036014.642834 + Penalty 26881.359339 = -8009133.283496 nChanged 23 SP:Iteration 38Q (2345.361694 sec): 3 clusters Score: Raw -8036021.837093 + Penalty 26881.359339 = -8009140.477755 nChanged 19 SP:Iteration 39Q (2345.509465 sec): 3 clusters Score: Raw -8036027.550779 + Penalty 26881.359339 = -8009146.191440 nChanged 12 SP:Iteration 40F (2345.645598 sec): 3 clusters Score: Raw -8036031.371369 + Penalty 26881.359339 = -8009150.012030 nChanged 18 SP:Iteration 41Q (2345.786966 sec): 3 clusters Score: Raw -8036037.088142 + Penalty 26881.359339 = -8009155.728803 nChanged 23 SP:Iteration 42Q (2345.929930 sec): 3 clusters Score: Raw -8036045.071234 + Penalty 26881.359339 = -8009163.711896 nChanged 23 SP:Iteration 43Q (2346.079500 sec): 3 clusters Score: Raw -8036053.281024 + Penalty 26881.359339 = -8009171.921686 nChanged 33 SP:Iteration 44Q (2346.207240 sec): 3 clusters Score: Raw -8036063.704028 + Penalty 26881.359339 = -8009182.344689 nChanged 24 SP:Iteration 45Q (2346.346428 sec): 3 clusters Score: Raw -8036071.571861 + Penalty 26881.359339 = -8009190.212523 nChanged 25 SP:Iteration 46Q (2346.482721 sec): 3 clusters Score: Raw -8036078.903590 + Penalty 26881.359339 = -8009197.544251 nChanged 27 SP:Iteration 47Q (2346.625035 sec): 3 clusters Score: Raw -8036086.818923 + Penalty 26881.359339 = -8009205.459584 nChanged 33 SP:Iteration 48Q (2346.755099 sec): 3 clusters Score: Raw -8036097.489849 + Penalty 26881.359339 = -8009216.130510 nChanged 29 SP:Iteration 49Q (2346.881369 sec): 3 clusters Score: Raw -8036107.899144 + Penalty 26881.359339 = -8009226.539805 nChanged 27 SP:Iteration 50Q (2347.016749 sec): 3 clusters Score: Raw -8036116.113106 + Penalty 26881.359339 = -8009234.753768 nChanged 30 SP:Iteration 51Q (2347.143106 sec): 3 clusters Score: Raw -8036124.110619 + Penalty 26881.359339 = -8009242.751280 nChanged 25 SP:Iteration 52Q (2347.275718 sec): 3 clusters Score: Raw -8036133.949509 + Penalty 26881.359339 = -8009252.590171 nChanged 35 SP:Iteration 53Q (2347.397628 sec): 3 clusters Score: Raw -8036146.222180 + Penalty 26881.359339 = -8009264.862841 nChanged 35 SP:Iteration 54Q (2347.527117 sec): 3 clusters Score: Raw -8036157.660834 + Penalty 26881.359339 = -8009276.301496 nChanged 31 SP:Iteration 55Q (2347.660313 sec): 3 clusters Score: Raw -8036166.661747 + Penalty 26881.359339 = -8009285.302408 nChanged 23 SP:Iteration 56Q (2347.792003 sec): 3 clusters Score: Raw -8036173.727702 + Penalty 26881.359339 = -8009292.368364 nChanged 28 SP:Iteration 57Q (2347.941238 sec): 3 clusters Score: Raw -8036182.838678 + Penalty 26881.359339 = -8009301.479340 nChanged 27 SP:Iteration 58Q (2348.086520 sec): 3 clusters Score: Raw -8036192.124834 + Penalty 26881.359339 = -8009310.765495 nChanged 27 SP:Iteration 59Q (2348.228612 sec): 3 clusters Score: Raw -8036200.644417 + Penalty 26881.359339 = -8009319.285078 nChanged 19 SP:Iteration 60F (2348.367749 sec): 3 clusters Score: Raw -8036206.548660 + Penalty 26881.359339 = -8009325.189322 nChanged 23 SP:Iteration 61Q (2348.516802 sec): 3 clusters Score: Raw -8036213.591485 + Penalty 26881.359339 = -8009332.232146 nChanged 24 SP:Iteration 62Q (2348.642299 sec): 3 clusters Score: Raw -8036220.550438 + Penalty 26881.359339 = -8009339.191099 nChanged 23 SP:Iteration 63Q (2348.788048 sec): 3 clusters Score: Raw -8036227.956228 + Penalty 26881.359339 = -8009346.596890 nChanged 20 SP:Iteration 64Q (2348.925351 sec): 3 clusters Score: Raw -8036234.415211 + Penalty 26881.359339 = -8009353.055873 nChanged 21 SP:Iteration 65Q (2349.070284 sec): 3 clusters Score: Raw -8036240.823937 + Penalty 26881.359339 = -8009359.464598 nChanged 20 SP:Iteration 66Q (2349.206675 sec): 3 clusters Score: Raw -8036246.870231 + Penalty 26881.359339 = -8009365.510892 nChanged 15 SP:Iteration 67Q (2349.346747 sec): 3 clusters Score: Raw -8036250.781803 + Penalty 26881.359339 = -8009369.422464 nChanged 17 SP:Iteration 68Q (2349.489586 sec): 3 clusters Score: Raw -8036255.734911 + Penalty 26881.359339 = -8009374.375572 nChanged 19 SP:Iteration 69Q (2349.623265 sec): 3 clusters Score: Raw -8036261.095188 + Penalty 26881.359339 = -8009379.735849 nChanged 21 SP:Iteration 70Q (2349.761760 sec): 3 clusters Score: Raw -8036267.204406 + Penalty 26881.359339 = -8009385.845067 nChanged 23 SP:Iteration 71Q (2349.895890 sec): 3 clusters Score: Raw -8036274.151791 + Penalty 26881.359339 = -8009392.792453 nChanged 25 SP:Iteration 72Q (2350.035519 sec): 3 clusters Score: Raw -8036281.396541 + Penalty 26881.359339 = -8009400.037202 nChanged 21 SP:Iteration 73Q (2350.171399 sec): 3 clusters Score: Raw -8036288.811848 + Penalty 26881.359339 = -8009407.452509 nChanged 19 SP:Iteration 74Q (2350.298364 sec): 3 clusters Score: Raw -8036294.320418 + Penalty 26881.359339 = -8009412.961079 nChanged 15 SP:Iteration 75Q (2350.436146 sec): 3 clusters Score: Raw -8036299.250813 + Penalty 26881.359339 = -8009417.891474 nChanged 19 SP:Iteration 76Q (2350.580489 sec): 3 clusters Score: Raw -8036305.743487 + Penalty 26881.359339 = -8009424.384149 nChanged 19 SP:Iteration 77Q (2350.714712 sec): 3 clusters Score: Raw -8036311.530836 + Penalty 26881.359339 = -8009430.171497 nChanged 24 SP:Iteration 78Q (2350.852046 sec): 3 clusters Score: Raw -8036319.105448 + Penalty 26881.359339 = -8009437.746109 nChanged 19 SP:Iteration 79Q (2350.985184 sec): 3 clusters Score: Raw -8036325.326868 + Penalty 26881.359339 = -8009443.967529 nChanged 18 SP:Iteration 80F (2351.119103 sec): 3 clusters Score: Raw -8036329.670780 + Penalty 26881.359339 = -8009448.311442 nChanged 17 SP:Iteration 81Q (2351.261858 sec): 3 clusters Score: Raw -8036335.141515 + Penalty 26881.359339 = -8009453.782176 nChanged 18 SP:Iteration 82Q (2351.387004 sec): 3 clusters Score: Raw -8036340.488191 + Penalty 26881.359339 = -8009459.128852 nChanged 22 SP:Iteration 83Q (2351.535886 sec): 3 clusters Score: Raw -8036348.804816 + Penalty 26881.359339 = -8009467.445477 nChanged 29 SP:Iteration 84Q (2351.680653 sec): 3 clusters Score: Raw -8036357.717789 + Penalty 26881.359339 = -8009476.358450 nChanged 22 SP:Iteration 85Q (2351.829596 sec): 3 clusters Score: Raw -8036364.822675 + Penalty 26881.359339 = -8009483.463336 nChanged 26 SP:Iteration 86Q (2351.982569 sec): 3 clusters Score: Raw -8036373.189209 + Penalty 26881.359339 = -8009491.829870 nChanged 35 SP:Iteration 87Q (2352.135472 sec): 3 clusters Score: Raw -8036385.337055 + Penalty 26881.359339 = -8009503.977716 nChanged 33 SP:Iteration 88Q (2352.281595 sec): 3 clusters Score: Raw -8036395.747032 + Penalty 26881.359339 = -8009514.387694 nChanged 21 SP:Iteration 89Q (2352.417105 sec): 3 clusters Score: Raw -8036401.584084 + Penalty 26881.359339 = -8009520.224745 nChanged 16 SP:Iteration 90Q (2352.557905 sec): 3 clusters Score: Raw -8036406.431199 + Penalty 26881.359339 = -8009525.071861 nChanged 13 SP:Iteration 91Q (2352.699377 sec): 3 clusters Score: Raw -8036410.281717 + Penalty 26881.359339 = -8009528.922378 nChanged 15 SP:Iteration 92Q (2352.829276 sec): 3 clusters Score: Raw -8036414.503911 + Penalty 26881.359339 = -8009533.144572 nChanged 12 SP:Iteration 93Q (2352.976699 sec): 3 clusters Score: Raw -8036417.673279 + Penalty 26881.359339 = -8009536.313940 nChanged 10 SP:Iteration 94Q (2353.109420 sec): 3 clusters Score: Raw -8036420.636326 + Penalty 26881.359339 = -8009539.276987 nChanged 11 SP:Iteration 95Q (2353.250209 sec): 3 clusters Score: Raw -8036424.430280 + Penalty 26881.359339 = -8009543.070942 nChanged 8 SP:Iteration 96Q (2353.385261 sec): 3 clusters Score: Raw -8036427.096719 + Penalty 26881.359339 = -8009545.737380 nChanged 8 SP:Iteration 97Q (2353.511515 sec): 3 clusters Score: Raw -8036429.301558 + Penalty 26881.359339 = -8009547.942220 nChanged 8 SP:Iteration 98Q (2353.651893 sec): 3 clusters Score: Raw -8036431.632433 + Penalty 26881.359339 = -8009550.273094 nChanged 10 SP:Iteration 99Q (2353.789430 sec): 3 clusters Score: Raw -8036434.943683 + Penalty 26881.359339 = -8009553.584345 nChanged 11 SP:Iteration 100F (2353.926034 sec): 3 clusters Score: Raw -8036438.685270 + Penalty 26881.359339 = -8009557.325931 nChanged 14 SP:Iteration 101Q (2354.061772 sec): 3 clusters Score: Raw -8036443.532805 + Penalty 26881.359339 = -8009562.173466 nChanged 15 SP:Iteration 102Q (2354.192152 sec): 3 clusters Score: Raw -8036448.454966 + Penalty 26881.359339 = -8009567.095627 nChanged 15 SP:Iteration 103Q (2354.328660 sec): 3 clusters Score: Raw -8036452.946838 + Penalty 26881.359339 = -8009571.587500 nChanged 13 SP:Iteration 104Q (2354.477854 sec): 3 clusters Score: Raw -8036456.949889 + Penalty 26881.359339 = -8009575.590551 nChanged 13 SP:Iteration 105Q (2354.626590 sec): 3 clusters Score: Raw -8036461.145435 + Penalty 26881.359339 = -8009579.786096 nChanged 18 SP:Iteration 106Q (2354.761616 sec): 3 clusters Score: Raw -8036468.252850 + Penalty 26881.359339 = -8009586.893511 nChanged 27 SP:Iteration 107Q (2354.903838 sec): 3 clusters Score: Raw -8036476.280131 + Penalty 26881.359339 = -8009594.920793 nChanged 24 SP:Iteration 108Q (2355.062065 sec): 3 clusters Score: Raw -8036484.500259 + Penalty 26881.359339 = -8009603.140921 nChanged 26 SP:Iteration 109Q (2355.226689 sec): 3 clusters Score: Raw -8036493.621998 + Penalty 26881.359339 = -8009612.262659 nChanged 32 SP:Iteration 110Q (2355.368494 sec): 3 clusters Score: Raw -8036502.912899 + Penalty 26881.359339 = -8009621.553560 nChanged 20 SP:Iteration 111Q (2355.516683 sec): 3 clusters Score: Raw -8036509.835656 + Penalty 26881.359339 = -8009628.476317 nChanged 24 SP:Iteration 112Q (2355.664982 sec): 3 clusters Score: Raw -8036518.363314 + Penalty 26881.359339 = -8009637.003975 nChanged 31 SP:Iteration 113Q (2355.817199 sec): 3 clusters Score: Raw -8036528.391559 + Penalty 26881.359339 = -8009647.032220 nChanged 23 SP:Iteration 114Q (2355.965083 sec): 3 clusters Score: Raw -8036536.381332 + Penalty 26881.359339 = -8009655.021993 nChanged 23 SP:Iteration 115Q (2356.118829 sec): 3 clusters Score: Raw -8036543.383094 + Penalty 26881.359339 = -8009662.023756 nChanged 20 SP:Iteration 116Q (2356.266583 sec): 3 clusters Score: Raw -8036549.465551 + Penalty 26881.359339 = -8009668.106212 nChanged 21 SP:Iteration 117Q (2356.409158 sec): 3 clusters Score: Raw -8036555.606128 + Penalty 26881.359339 = -8009674.246789 nChanged 24 SP:Iteration 118Q (2356.551319 sec): 3 clusters Score: Raw -8036562.135642 + Penalty 26881.359339 = -8009680.776304 nChanged 15 SP:Iteration 119Q (2356.702024 sec): 3 clusters Score: Raw -8036567.801025 + Penalty 26881.359339 = -8009686.441686 nChanged 12 SP:Iteration 120F (2356.855048 sec): 3 clusters Score: Raw -8036570.987035 + Penalty 26881.359339 = -8009689.627697 nChanged 10 SP:Iteration 121Q (2357.003993 sec): 3 clusters Score: Raw -8036573.603090 + Penalty 26881.359339 = -8009692.243751 nChanged 9 SP:Iteration 122Q (2357.151479 sec): 3 clusters Score: Raw -8036576.357435 + Penalty 26881.359339 = -8009694.998097 nChanged 13 SP:Iteration 123Q (2357.288526 sec): 3 clusters Score: Raw -8036579.787422 + Penalty 26881.359339 = -8009698.428084 nChanged 10 SP:Iteration 124Q (2357.418702 sec): 3 clusters Score: Raw -8036582.972563 + Penalty 26881.359339 = -8009701.613224 nChanged 15 SP:Iteration 125Q (2357.553056 sec): 3 clusters Score: Raw -8036587.611237 + Penalty 26881.359339 = -8009706.251898 nChanged 16 SP:Iteration 126Q (2357.696083 sec): 3 clusters Score: Raw -8036591.944808 + Penalty 26881.359339 = -8009710.585469 nChanged 15 SP:Iteration 127Q (2357.838744 sec): 3 clusters Score: Raw -8036596.123844 + Penalty 26881.359339 = -8009714.764505 nChanged 19 SP:Iteration 128Q (2357.994589 sec): 3 clusters Score: Raw -8036602.996645 + Penalty 26881.359339 = -8009721.637306 nChanged 17 SP:Iteration 129Q (2358.142101 sec): 3 clusters Score: Raw -8036607.899548 + Penalty 26881.359339 = -8009726.540209 nChanged 22 SP:Iteration 130Q (2358.296796 sec): 3 clusters Score: Raw -8036613.881405 + Penalty 26881.359339 = -8009732.522066 nChanged 18 SP:Iteration 131Q (2358.426153 sec): 3 clusters Score: Raw -8036619.601977 + Penalty 26881.359339 = -8009738.242638 nChanged 20 SP:Iteration 132Q (2358.602065 sec): 3 clusters Score: Raw -8036624.727545 + Penalty 26881.359339 = -8009743.368206 nChanged 10 SP:Iteration 133Q (2358.742210 sec): 3 clusters Score: Raw -8036627.361905 + Penalty 26881.359339 = -8009746.002566 nChanged 8 SP:Iteration 134Q (2358.897322 sec): 3 clusters Score: Raw -8036629.667722 + Penalty 26881.359339 = -8009748.308384 nChanged 10 SP:Iteration 135Q (2359.043521 sec): 3 clusters Score: Raw -8036632.792533 + Penalty 26881.359339 = -8009751.433194 nChanged 8 SP:Iteration 136Q (2359.192672 sec): 3 clusters Score: Raw -8036635.014370 + Penalty 26881.359339 = -8009753.655031 nChanged 16 SP:Iteration 137Q (2359.341064 sec): 3 clusters Score: Raw -8036639.636408 + Penalty 26881.359339 = -8009758.277070 nChanged 18 SP:Iteration 138Q (2359.497260 sec): 3 clusters Score: Raw -8036644.378212 + Penalty 26881.359339 = -8009763.018873 nChanged 14 SP:Iteration 139Q (2359.645185 sec): 3 clusters Score: Raw -8036648.989795 + Penalty 26881.359339 = -8009767.630457 nChanged 18 SP:Iteration 140F (2359.790775 sec): 3 clusters Score: Raw -8036654.997765 + Penalty 26881.359339 = -8009773.638426 nChanged 22 SP:Iteration 141Q (2359.933179 sec): 3 clusters Score: Raw -8036662.240246 + Penalty 26881.359339 = -8009780.880907 nChanged 18 SP:Iteration 142Q (2360.080704 sec): 3 clusters Score: Raw -8036667.540014 + Penalty 26881.359339 = -8009786.180675 nChanged 20 SP:Iteration 143Q (2360.233151 sec): 3 clusters Score: Raw -8036673.138468 + Penalty 26881.359339 = -8009791.779129 nChanged 15 SP:Iteration 144Q (2360.372156 sec): 3 clusters Score: Raw -8036676.955805 + Penalty 26881.359339 = -8009795.596466 nChanged 15 SP:Iteration 145Q (2360.518928 sec): 3 clusters Score: Raw -8036681.517206 + Penalty 26881.359339 = -8009800.157867 nChanged 8 SP:Iteration 146Q (2360.670039 sec): 3 clusters Score: Raw -8036684.176516 + Penalty 26881.359339 = -8009802.817178 nChanged 13 SP:Iteration 147Q (2360.825363 sec): 3 clusters Score: Raw -8036689.000573 + Penalty 26881.359339 = -8009807.641234 nChanged 15 SP:Iteration 148Q (2360.968173 sec): 3 clusters Score: Raw -8036694.428810 + Penalty 26881.359339 = -8009813.069472 nChanged 21 SP:Iteration 149Q (2361.111419 sec): 3 clusters Score: Raw -8036700.611293 + Penalty 26881.359339 = -8009819.251955 nChanged 20 SP:Iteration 150Q (2361.252046 sec): 3 clusters Score: Raw -8036706.300774 + Penalty 26881.359339 = -8009824.941436 nChanged 15 SP:Iteration 151Q (2361.399894 sec): 3 clusters Score: Raw -8036711.018631 + Penalty 26881.359339 = -8009829.659293 nChanged 21 SP:Iteration 152Q (2361.545180 sec): 3 clusters Score: Raw -8036716.804631 + Penalty 26881.359339 = -8009835.445292 nChanged 18 SP:Iteration 153Q (2361.689659 sec): 3 clusters Score: Raw -8036722.348450 + Penalty 26881.359339 = -8009840.989112 nChanged 16 SP:Iteration 154Q (2361.831511 sec): 3 clusters Score: Raw -8036726.310470 + Penalty 26881.359339 = -8009844.951131 nChanged 15 SP:Iteration 155Q (2361.988792 sec): 3 clusters Score: Raw -8036731.053969 + Penalty 26881.359339 = -8009849.694630 nChanged 24 SP:Iteration 156Q (2362.131593 sec): 3 clusters Score: Raw -8036738.025782 + Penalty 26881.359339 = -8009856.666443 nChanged 24 SP:Iteration 157Q (2362.288308 sec): 3 clusters Score: Raw -8036745.687032 + Penalty 26881.359339 = -8009864.327694 nChanged 24 SP:Iteration 158Q (2362.438655 sec): 3 clusters Score: Raw -8036751.564897 + Penalty 26881.359339 = -8009870.205558 nChanged 23 SP:Iteration 159Q (2362.582727 sec): 3 clusters Score: Raw -8036758.798707 + Penalty 26881.359339 = -8009877.439369 nChanged 24 SP:Iteration 160F (2362.713105 sec): 3 clusters Score: Raw -8036766.195505 + Penalty 26881.359339 = -8009884.836166 nChanged 24 SP:Iteration 161Q (2362.855590 sec): 3 clusters Score: Raw -8036774.226127 + Penalty 26881.359339 = -8009892.866788 nChanged 21 SP:Iteration 162Q (2363.007215 sec): 3 clusters Score: Raw -8036781.171980 + Penalty 26881.359339 = -8009899.812642 nChanged 21 SP:Iteration 163Q (2363.141888 sec): 3 clusters Score: Raw -8036788.597957 + Penalty 26881.359339 = -8009907.238618 nChanged 30 SP:Iteration 164Q (2363.294033 sec): 3 clusters Score: Raw -8036799.435337 + Penalty 26881.359339 = -8009918.075999 nChanged 34 SP:Iteration 165Q (2363.434047 sec): 3 clusters Score: Raw -8036811.460887 + Penalty 26881.359339 = -8009930.101548 nChanged 31 SP:Iteration 166Q (2363.582008 sec): 3 clusters Score: Raw -8036821.376889 + Penalty 26881.359339 = -8009940.017551 nChanged 24 SP:Iteration 167Q (2363.731994 sec): 3 clusters Score: Raw -8036828.304135 + Penalty 26881.359339 = -8009946.944796 nChanged 24 SP:Iteration 168Q (2363.875210 sec): 3 clusters Score: Raw -8036836.767455 + Penalty 26881.359339 = -8009955.408116 nChanged 23 SP:Iteration 169Q (2364.026281 sec): 3 clusters Score: Raw -8036843.484925 + Penalty 26881.359339 = -8009962.125586 nChanged 16 SP:Iteration 170Q (2364.175445 sec): 3 clusters Score: Raw -8036848.664733 + Penalty 26881.359339 = -8009967.305394 nChanged 11 SP:Iteration 171Q (2364.325679 sec): 3 clusters Score: Raw -8036851.707848 + Penalty 26881.359339 = -8009970.348509 nChanged 10 SP:Iteration 172Q (2364.467643 sec): 3 clusters Score: Raw -8036854.222506 + Penalty 26881.359339 = -8009972.863168 nChanged 9 SP:Iteration 173Q (2364.617972 sec): 3 clusters Score: Raw -8036856.636549 + Penalty 26881.359339 = -8009975.277211 nChanged 14 SP:Iteration 174Q (2364.762410 sec): 3 clusters Score: Raw -8036862.142857 + Penalty 26881.359339 = -8009980.783519 nChanged 19 SP:Iteration 175Q (2364.906124 sec): 3 clusters Score: Raw -8036869.977347 + Penalty 26881.359339 = -8009988.618008 nChanged 33 SP:Iteration 176Q (2365.044105 sec): 3 clusters Score: Raw -8036881.404660 + Penalty 26881.359339 = -8010000.045321 nChanged 23 SP:Iteration 177Q (2365.190975 sec): 3 clusters Score: Raw -8036888.658296 + Penalty 26881.359339 = -8010007.298957 nChanged 26 SP:Iteration 178Q (2365.344245 sec): 3 clusters Score: Raw -8036897.594522 + Penalty 26881.359339 = -8010016.235183 nChanged 33 SP:Iteration 179Q (2365.496372 sec): 3 clusters Score: Raw -8036909.011029 + Penalty 26881.359339 = -8010027.651691 nChanged 45 SP:Iteration 180F (2365.635316 sec): 3 clusters Score: Raw -8036925.880088 + Penalty 26881.359339 = -8010044.520749 nChanged 43 SP:Iteration 181Q (2365.782467 sec): 3 clusters Score: Raw -8036943.561785 + Penalty 26881.359339 = -8010062.202446 nChanged 46 SP:Iteration 182Q (2365.938266 sec): 3 clusters Score: Raw -8036959.175667 + Penalty 26881.359339 = -8010077.816329 nChanged 43 SP:Iteration 183Q (2366.070420 sec): 3 clusters Score: Raw -8036973.483743 + Penalty 26881.359339 = -8010092.124405 nChanged 47 SP:Iteration 184Q (2366.218877 sec): 3 clusters Score: Raw -8036989.069154 + Penalty 26881.359339 = -8010107.709815 nChanged 37 SP:Iteration 185Q (2366.365521 sec): 3 clusters Score: Raw -8037000.880983 + Penalty 26881.359339 = -8010119.521644 nChanged 35 SP:Iteration 186Q (2366.515992 sec): 3 clusters Score: Raw -8037013.376802 + Penalty 26881.359339 = -8010132.017464 nChanged 43 SP:Iteration 187Q (2366.662459 sec): 3 clusters Score: Raw -8037030.304963 + Penalty 26881.359339 = -8010148.945624 nChanged 55 SP:Iteration 188Q (2366.807235 sec): 3 clusters Score: Raw -8037049.556584 + Penalty 26881.359339 = -8010168.197245 nChanged 46 SP:Iteration 189Q (2366.959620 sec): 3 clusters Score: Raw -8037063.810102 + Penalty 26881.359339 = -8010182.450763 nChanged 36 SP:Iteration 190Q (2367.104760 sec): 3 clusters Score: Raw -8037078.182040 + Penalty 26881.359339 = -8010196.822701 nChanged 51 SP:Iteration 191Q (2367.252370 sec): 3 clusters Score: Raw -8037095.865012 + Penalty 26881.359339 = -8010214.505673 nChanged 43 SP:Iteration 192Q (2367.396052 sec): 3 clusters Score: Raw -8037112.245566 + Penalty 26881.359339 = -8010230.886228 nChanged 59 SP:Iteration 193Q (2367.543314 sec): 3 clusters Score: Raw -8037135.925557 + Penalty 26881.359339 = -8010254.566218 nChanged 62 SP:Iteration 194Q (2367.688185 sec): 3 clusters Score: Raw -8037159.516836 + Penalty 26881.359339 = -8010278.157498 nChanged 59 SP:Iteration 195Q (2367.837889 sec): 3 clusters Score: Raw -8037181.618305 + Penalty 26881.359339 = -8010300.258966 nChanged 62 SP:Iteration 196Q (2367.988300 sec): 3 clusters Score: Raw -8037205.418773 + Penalty 26881.359339 = -8010324.059435 nChanged 67 SP:Iteration 197Q (2368.129918 sec): 3 clusters Score: Raw -8037230.051162 + Penalty 26881.359339 = -8010348.691824 nChanged 66 SP:Iteration 198Q (2368.287313 sec): 3 clusters Score: Raw -8037255.862336 + Penalty 26881.359339 = -8010374.502998 nChanged 73 SP:Iteration 199Q (2368.433414 sec): 3 clusters Score: Raw -8037283.272535 + Penalty 26881.359339 = -8010401.913197 nChanged 71 SP:Iteration 200F (2368.576530 sec): 3 clusters Score: Raw -8037310.798029 + Penalty 26881.359339 = -8010429.438690 nChanged 73 SP:Iteration 201Q (2368.734799 sec): 3 clusters Score: Raw -8037339.528175 + Penalty 26881.359339 = -8010458.168837 nChanged 71 SP:Iteration 202Q (2368.889341 sec): 3 clusters Score: Raw -8037368.482671 + Penalty 26881.359339 = -8010487.123333 nChanged 72 SP:Iteration 203Q (2369.036457 sec): 3 clusters Score: Raw -8037395.313024 + Penalty 26881.359339 = -8010513.953686 nChanged 69 SP:Iteration 204Q (2369.165027 sec): 3 clusters Score: Raw -8037420.445661 + Penalty 26881.359339 = -8010539.086323 nChanged 65 SP:Iteration 205Q (2369.306983 sec): 3 clusters Score: Raw -8037444.512885 + Penalty 26881.359339 = -8010563.153547 nChanged 55 SP:Iteration 206Q (2369.431005 sec): 3 clusters Score: Raw -8037465.758872 + Penalty 26881.359339 = -8010584.399534 nChanged 51 SP:Iteration 207Q (2369.551842 sec): 3 clusters Score: Raw -8037483.723942 + Penalty 26881.359339 = -8010602.364603 nChanged 53 SP:Iteration 208Q (2369.683933 sec): 3 clusters Score: Raw -8037502.950553 + Penalty 26881.359339 = -8010621.591214 nChanged 53 SP:Iteration 209Q (2369.810723 sec): 3 clusters Score: Raw -8037523.004024 + Penalty 26881.359339 = -8010641.644686 nChanged 65 SP:Iteration 210Q (2369.939803 sec): 3 clusters Score: Raw -8037548.212234 + Penalty 26881.359339 = -8010666.852895 nChanged 74 SP:Iteration 211Q (2370.077430 sec): 3 clusters Score: Raw -8037580.178295 + Penalty 26881.359339 = -8010698.818956 nChanged 75 SP:Iteration 212Q (2370.220965 sec): 3 clusters Score: Raw -8037611.915523 + Penalty 26881.359339 = -8010730.556184 nChanged 88 SP:Iteration 213Q (2370.364210 sec): 3 clusters Score: Raw -8037649.941519 + Penalty 26881.359339 = -8010768.582180 nChanged 113 SP:Iteration 214Q (2370.511740 sec): 3 clusters Score: Raw -8037698.421855 + Penalty 26881.359339 = -8010817.062516 nChanged 116 SP:Iteration 215Q (2370.651494 sec): 3 clusters Score: Raw -8037749.604274 + Penalty 26881.359339 = -8010868.244936 nChanged 104 SP:Iteration 216Q (2370.787343 sec): 3 clusters Score: Raw -8037797.486809 + Penalty 26881.359339 = -8010916.127470 nChanged 116 SP:Iteration 217Q (2370.937164 sec): 3 clusters Score: Raw -8037851.537586 + Penalty 26881.359339 = -8010970.178248 nChanged 111 SP:Iteration 218Q (2371.083254 sec): 3 clusters Score: Raw -8037906.581760 + Penalty 26881.359339 = -8011025.222422 nChanged 134 SP:Iteration 219Q (2371.232204 sec): 3 clusters Score: Raw -8037971.341344 + Penalty 26881.359339 = -8011089.982005 nChanged 138 SP:Iteration 220F (2371.382227 sec): 3 clusters Score: Raw -8038041.381217 + Penalty 26881.359339 = -8011160.021878 nChanged 169 SP:Iteration 221Q (2371.532531 sec): 3 clusters Score: Raw -8038126.079523 + Penalty 26881.359339 = -8011244.720185 nChanged 164 SP:Iteration 222Q (2371.674235 sec): 3 clusters Score: Raw -8038213.467420 + Penalty 26881.359339 = -8011332.108082 nChanged 165 SP:Iteration 223Q (2371.820631 sec): 3 clusters Score: Raw -8038297.798210 + Penalty 26881.359339 = -8011416.438871 nChanged 131 SP:Iteration 224Q (2371.979110 sec): 3 clusters Score: Raw -8038359.061620 + Penalty 26881.359339 = -8011477.702282 nChanged 112 SP:Iteration 225Q (2372.130863 sec): 3 clusters Score: Raw -8038408.652253 + Penalty 26881.359339 = -8011527.292914 nChanged 94 SP:Iteration 226Q (2372.280946 sec): 3 clusters Score: Raw -8038452.833273 + Penalty 26881.359339 = -8011571.473934 nChanged 98 SP:Iteration 227Q (2372.432362 sec): 3 clusters Score: Raw -8038499.968933 + Penalty 26881.359339 = -8011618.609594 nChanged 118 SP:Iteration 228Q (2372.572106 sec): 3 clusters Score: Raw -8038554.858914 + Penalty 26881.359339 = -8011673.499575 nChanged 110 SP:Iteration 229Q (2372.716737 sec): 3 clusters Score: Raw -8038607.472446 + Penalty 26881.359339 = -8011726.113108 nChanged 114 SP:Iteration 230Q (2372.891335 sec): 3 clusters Score: Raw -8038660.843313 + Penalty 26881.359339 = -8011779.483975 nChanged 112 SP:Iteration 231Q (2373.043113 sec): 3 clusters Score: Raw -8038719.028806 + Penalty 26881.359339 = -8011837.669468 nChanged 102 SP:Iteration 232Q (2373.188385 sec): 3 clusters Score: Raw -8038770.319143 + Penalty 26881.359339 = -8011888.959805 nChanged 113 SP:Iteration 233Q (2373.335413 sec): 3 clusters Score: Raw -8038827.104781 + Penalty 26881.359339 = -8011945.745442 nChanged 107 SP:Iteration 234Q (2373.482698 sec): 3 clusters Score: Raw -8038884.456248 + Penalty 26881.359339 = -8012003.096909 nChanged 119 SP:Iteration 235Q (2373.628339 sec): 3 clusters Score: Raw -8038948.393375 + Penalty 26881.359339 = -8012067.034036 nChanged 122 SP:Iteration 236Q (2373.770266 sec): 3 clusters Score: Raw -8039015.481656 + Penalty 26881.359339 = -8012134.122317 nChanged 114 SP:Iteration 237Q (2373.912137 sec): 3 clusters Score: Raw -8039073.847024 + Penalty 26881.359339 = -8012192.487686 nChanged 93 SP:Iteration 238Q (2374.061097 sec): 3 clusters Score: Raw -8039122.291943 + Penalty 26881.359339 = -8012240.932605 nChanged 91 SP:Iteration 239Q (2374.202325 sec): 3 clusters Score: Raw -8039172.585593 + Penalty 26881.359339 = -8012291.226254 nChanged 90 SP:Iteration 240F (2374.346985 sec): 3 clusters Score: Raw -8039220.342501 + Penalty 26881.359339 = -8012338.983162 nChanged 97 SP:Iteration 241Q (2374.479359 sec): 3 clusters Score: Raw -8039275.063877 + Penalty 26881.359339 = -8012393.704538 nChanged 101 SP:Iteration 242Q (2374.605604 sec): 3 clusters Score: Raw -8039323.194073 + Penalty 26881.359339 = -8012441.834734 nChanged 76 SP:Iteration 243Q (2374.739860 sec): 3 clusters Score: Raw -8039366.518490 + Penalty 26881.359339 = -8012485.159151 nChanged 75 SP:Iteration 244Q (2374.870514 sec): 3 clusters Score: Raw -8039407.185419 + Penalty 26881.359339 = -8012525.826080 nChanged 77 SP:Iteration 245Q (2375.007505 sec): 3 clusters Score: Raw -8039447.115583 + Penalty 26881.359339 = -8012565.756244 nChanged 80 SP:Iteration 246Q (2375.147041 sec): 3 clusters Score: Raw -8039488.015351 + Penalty 26881.359339 = -8012606.656012 nChanged 60 SP:Iteration 247Q (2375.274607 sec): 3 clusters Score: Raw -8039518.624041 + Penalty 26881.359339 = -8012637.264702 nChanged 62 SP:Iteration 248Q (2375.408583 sec): 3 clusters Score: Raw -8039549.066502 + Penalty 26881.359339 = -8012667.707163 nChanged 49 SP:Iteration 249Q (2375.541403 sec): 3 clusters Score: Raw -8039574.576918 + Penalty 26881.359339 = -8012693.217579 nChanged 47 SP:Iteration 250Q (2375.669937 sec): 3 clusters Score: Raw -8039601.945335 + Penalty 26881.359339 = -8012720.585996 nChanged 51 SP:Iteration 251Q (2375.822045 sec): 3 clusters Score: Raw -8039629.493797 + Penalty 26881.359339 = -8012748.134459 nChanged 35 SP:Iteration 252Q (2375.952624 sec): 3 clusters Score: Raw -8039645.668935 + Penalty 26881.359339 = -8012764.309596 nChanged 33 SP:Iteration 253Q (2376.104907 sec): 3 clusters Score: Raw -8039661.702024 + Penalty 26881.359339 = -8012780.342685 nChanged 24 SP:Iteration 254Q (2376.243932 sec): 3 clusters Score: Raw -8039672.699632 + Penalty 26881.359339 = -8012791.340294 nChanged 25 SP:Iteration 255Q (2376.384486 sec): 3 clusters Score: Raw -8039685.840963 + Penalty 26881.359339 = -8012804.481624 nChanged 28 SP:Iteration 256Q (2376.516162 sec): 3 clusters Score: Raw -8039697.257794 + Penalty 26881.359339 = -8012815.898455 nChanged 25 SP:Iteration 257Q (2376.668010 sec): 3 clusters Score: Raw -8039709.050753 + Penalty 26881.359339 = -8012827.691415 nChanged 25 SP:Iteration 258Q (2376.808500 sec): 3 clusters Score: Raw -8039720.607483 + Penalty 26881.359339 = -8012839.248144 nChanged 19 SP:Iteration 259Q (2376.943336 sec): 3 clusters Score: Raw -8039730.439101 + Penalty 26881.359339 = -8012849.079762 nChanged 18 SP:Iteration 260F (2377.095063 sec): 3 clusters Score: Raw -8039738.646065 + Penalty 26881.359339 = -8012857.286726 nChanged 21 SP:Iteration 261Q (2377.242586 sec): 3 clusters Score: Raw -8039747.627152 + Penalty 26881.359339 = -8012866.267813 nChanged 9 SP:Iteration 262Q (2377.373715 sec): 3 clusters Score: Raw -8039751.929836 + Penalty 26881.359339 = -8012870.570497 nChanged 10 SP:Iteration 263Q (2377.523373 sec): 3 clusters Score: Raw -8039756.196198 + Penalty 26881.359339 = -8012874.836859 nChanged 8 SP:Iteration 264Q (2377.664987 sec): 3 clusters Score: Raw -8039759.836459 + Penalty 26881.359339 = -8012878.477121 nChanged 9 SP:Iteration 265Q (2377.800553 sec): 3 clusters Score: Raw -8039764.856098 + Penalty 26881.359339 = -8012883.496759 nChanged 6 SP:Iteration 266Q (2377.942414 sec): 3 clusters Score: Raw -8039767.748345 + Penalty 26881.359339 = -8012886.389006 nChanged 9 SP:Iteration 267Q (2378.090063 sec): 3 clusters Score: Raw -8039771.785255 + Penalty 26881.359339 = -8012890.425916 nChanged 6 SP:Iteration 268Q (2378.245504 sec): 3 clusters Score: Raw -8039774.681123 + Penalty 26881.359339 = -8012893.321784 nChanged 4 SP:Iteration 269Q (2378.395562 sec): 3 clusters Score: Raw -8039776.523960 + Penalty 26881.359339 = -8012895.164622 nChanged 4 SP:Iteration 270Q (2378.534135 sec): 3 clusters Score: Raw -8039778.912499 + Penalty 26881.359339 = -8012897.553160 nChanged 5 SP:Iteration 271Q (2378.680747 sec): 3 clusters Score: Raw -8039781.634466 + Penalty 26881.359339 = -8012900.275127 nChanged 5 SP:Iteration 272Q (2378.824777 sec): 3 clusters Score: Raw -8039783.275834 + Penalty 26881.359339 = -8012901.916495 nChanged 3 SP:Iteration 273Q (2378.968267 sec): 3 clusters Score: Raw -8039784.460666 + Penalty 26881.359339 = -8012903.101328 nChanged 1 SP:Iteration 274Q (2379.114034 sec): 3 clusters Score: Raw -8039784.885219 + Penalty 26881.359339 = -8012903.525881 nChanged 2 SP:Iteration 275Q (2379.255501 sec): 3 clusters Score: Raw -8039785.922812 + Penalty 26881.359339 = -8012904.563474 nChanged 1 SP:Iteration 276Q (2379.403994 sec): 3 clusters Score: Raw -8039786.269029 + Penalty 26881.359339 = -8012904.909690 nChanged 2 SP:Iteration 277Q (2379.547319 sec): 3 clusters Score: Raw -8039786.811446 + Penalty 26881.359339 = -8012905.452108 nChanged 2 SP:Iteration 278Q (2379.690595 sec): 3 clusters Score: Raw -8039787.811866 + Penalty 26881.359339 = -8012906.452528 nChanged 3 SP:Iteration 279Q (2379.825642 sec): 3 clusters Score: Raw -8039788.652577 + Penalty 26881.359339 = -8012907.293238 nChanged 3 SP:Iteration 280F (2379.969850 sec): 3 clusters Score: Raw -8039790.373449 + Penalty 26881.359339 = -8012909.014110 nChanged 2 SP:Iteration 281Q (2380.104622 sec): 3 clusters Score: Raw -8039791.010100 + Penalty 26881.359339 = -8012909.650761 nChanged 1 SP:Iteration 282Q (2380.220214 sec): 3 clusters Score: Raw -8039791.356355 + Penalty 26881.359339 = -8012909.997016 nChanged 0 SP:Iteration 283F (2380.353191 sec): 3 clusters Score: Raw -8039791.356355 + Penalty 26881.359339 = -8012909.997016 nChanged 0 Trying to split cluster 9 (7842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2380.390344 sec): 2 clusters Score: Raw -2964758.918527 + Penalty 12110.270021 = -2952648.648506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2380.469939 sec): 3 clusters Score: Raw -2962294.463118 + Penalty 24220.540043 = -2938073.923075 nChanged 2235 SP:Iteration 1F (2380.544628 sec): 3 clusters Score: Raw -2964215.427280 + Penalty 24220.540043 = -2939994.887237 nChanged 533 SP:Iteration 2F (2380.626122 sec): 3 clusters Score: Raw -2964734.966978 + Penalty 24220.540043 = -2940514.426935 nChanged 271 SP:Iteration 3Q (2380.702074 sec): 3 clusters Score: Raw -2965009.312315 + Penalty 24220.540043 = -2940788.772272 nChanged 174 SP:Iteration 4Q (2380.771716 sec): 3 clusters Score: Raw -2965170.931969 + Penalty 24220.540043 = -2940950.391926 nChanged 111 SP:Iteration 5Q (2380.856830 sec): 3 clusters Score: Raw -2965271.270187 + Penalty 24220.540043 = -2941050.730144 nChanged 83 SP:Iteration 6Q (2380.922938 sec): 3 clusters Score: Raw -2965347.422731 + Penalty 24220.540043 = -2941126.882688 nChanged 61 SP:Iteration 7Q (2381.000362 sec): 3 clusters Score: Raw -2965401.312404 + Penalty 24220.540043 = -2941180.772361 nChanged 59 SP:Iteration 8Q (2381.084232 sec): 3 clusters Score: Raw -2965449.817376 + Penalty 24220.540043 = -2941229.277333 nChanged 42 SP:Iteration 9Q (2381.153451 sec): 3 clusters Score: Raw -2965485.990499 + Penalty 24220.540043 = -2941265.450456 nChanged 38 SP:Iteration 10Q (2381.235922 sec): 3 clusters Score: Raw -2965515.027207 + Penalty 24220.540043 = -2941294.487165 nChanged 28 SP:Iteration 11Q (2381.310206 sec): 3 clusters Score: Raw -2965538.461580 + Penalty 24220.540043 = -2941317.921537 nChanged 26 SP:Iteration 12Q (2381.385686 sec): 3 clusters Score: Raw -2965558.841067 + Penalty 24220.540043 = -2941338.301024 nChanged 16 SP:Iteration 13Q (2381.464213 sec): 3 clusters Score: Raw -2965571.518028 + Penalty 24220.540043 = -2941350.977985 nChanged 16 SP:Iteration 14Q (2381.539910 sec): 3 clusters Score: Raw -2965583.119376 + Penalty 24220.540043 = -2941362.579333 nChanged 13 SP:Iteration 15Q (2381.605454 sec): 3 clusters Score: Raw -2965590.995929 + Penalty 24220.540043 = -2941370.455886 nChanged 15 SP:Iteration 16Q (2381.683880 sec): 3 clusters Score: Raw -2965601.185538 + Penalty 24220.540043 = -2941380.645495 nChanged 18 SP:Iteration 17Q (2381.759427 sec): 3 clusters Score: Raw -2965619.027180 + Penalty 24220.540043 = -2941398.487137 nChanged 17 SP:Iteration 18Q (2381.840704 sec): 3 clusters Score: Raw -2965633.173198 + Penalty 24220.540043 = -2941412.633155 nChanged 11 SP:Iteration 19Q (2381.915186 sec): 3 clusters Score: Raw -2965640.563722 + Penalty 24220.540043 = -2941420.023679 nChanged 9 SP:Iteration 20F (2381.992743 sec): 3 clusters Score: Raw -2965648.559111 + Penalty 24220.540043 = -2941428.019068 nChanged 9 SP:Iteration 21Q (2382.077983 sec): 3 clusters Score: Raw -2965657.476420 + Penalty 24220.540043 = -2941436.936377 nChanged 10 SP:Iteration 22Q (2382.143371 sec): 3 clusters Score: Raw -2965665.472097 + Penalty 24220.540043 = -2941444.932054 nChanged 13 SP:Iteration 23Q (2382.230549 sec): 3 clusters Score: Raw -2965674.592313 + Penalty 24220.540043 = -2941454.052270 nChanged 9 SP:Iteration 24Q (2382.305962 sec): 3 clusters Score: Raw -2965680.617946 + Penalty 24220.540043 = -2941460.077903 nChanged 5 SP:Iteration 25Q (2382.371461 sec): 3 clusters Score: Raw -2965683.679006 + Penalty 24220.540043 = -2941463.138963 nChanged 5 SP:Iteration 26Q (2382.450128 sec): 3 clusters Score: Raw -2965687.929380 + Penalty 24220.540043 = -2941467.389337 nChanged 7 SP:Iteration 27Q (2382.539177 sec): 3 clusters Score: Raw -2965693.636691 + Penalty 24220.540043 = -2941473.096648 nChanged 7 SP:Iteration 28Q (2382.624862 sec): 3 clusters Score: Raw -2965698.900378 + Penalty 24220.540043 = -2941478.360336 nChanged 6 SP:Iteration 29Q (2382.708059 sec): 3 clusters Score: Raw -2965703.182203 + Penalty 24220.540043 = -2941482.642161 nChanged 8 SP:Iteration 30Q (2382.787592 sec): 3 clusters Score: Raw -2965709.104930 + Penalty 24220.540043 = -2941488.564887 nChanged 4 SP:Iteration 31Q (2382.870195 sec): 3 clusters Score: Raw -2965711.745074 + Penalty 24220.540043 = -2941491.205031 nChanged 5 SP:Iteration 32Q (2382.954864 sec): 3 clusters Score: Raw -2965715.172724 + Penalty 24220.540043 = -2941494.632681 nChanged 4 SP:Iteration 33Q (2383.042842 sec): 3 clusters Score: Raw -2965717.679314 + Penalty 24220.540043 = -2941497.139271 nChanged 7 SP:Iteration 34Q (2383.121504 sec): 3 clusters Score: Raw -2965724.646355 + Penalty 24220.540043 = -2941504.106312 nChanged 8 SP:Iteration 35Q (2383.203354 sec): 3 clusters Score: Raw -2965733.933973 + Penalty 24220.540043 = -2941513.393930 nChanged 7 SP:Iteration 36Q (2383.290623 sec): 3 clusters Score: Raw -2965739.714936 + Penalty 24220.540043 = -2941519.174893 nChanged 5 SP:Iteration 37Q (2383.375763 sec): 3 clusters Score: Raw -2965745.333091 + Penalty 24220.540043 = -2941524.793048 nChanged 9 SP:Iteration 38Q (2383.452043 sec): 3 clusters Score: Raw -2965753.188572 + Penalty 24220.540043 = -2941532.648529 nChanged 10 SP:Iteration 39Q (2383.531110 sec): 3 clusters Score: Raw -2965760.267388 + Penalty 24220.540043 = -2941539.727345 nChanged 4 SP:Iteration 40F (2383.601274 sec): 3 clusters Score: Raw -2965763.938552 + Penalty 24220.540043 = -2941543.398509 nChanged 6 SP:Iteration 41Q (2383.677319 sec): 3 clusters Score: Raw -2965767.693844 + Penalty 24220.540043 = -2941547.153801 nChanged 3 SP:Iteration 42Q (2383.761245 sec): 3 clusters Score: Raw -2965768.965846 + Penalty 24220.540043 = -2941548.425804 nChanged 1 SP:Iteration 43Q (2383.830954 sec): 3 clusters Score: Raw -2965769.860505 + Penalty 24220.540043 = -2941549.320463 nChanged 2 SP:Iteration 44Q (2383.910762 sec): 3 clusters Score: Raw -2965772.419268 + Penalty 24220.540043 = -2941551.879225 nChanged 4 SP:Iteration 45Q (2383.987765 sec): 3 clusters Score: Raw -2965776.943725 + Penalty 24220.540043 = -2941556.403682 nChanged 5 SP:Iteration 46Q (2384.062670 sec): 3 clusters Score: Raw -2965782.307659 + Penalty 24220.540043 = -2941561.767616 nChanged 5 SP:Iteration 47Q (2384.148310 sec): 3 clusters Score: Raw -2965786.023054 + Penalty 24220.540043 = -2941565.483011 nChanged 3 SP:Iteration 48Q (2384.211533 sec): 3 clusters Score: Raw -2965787.984266 + Penalty 24220.540043 = -2941567.444223 nChanged 5 SP:Iteration 49Q (2384.288294 sec): 3 clusters Score: Raw -2965791.341559 + Penalty 24220.540043 = -2941570.801516 nChanged 6 SP:Iteration 50Q (2384.358457 sec): 3 clusters Score: Raw -2965796.143801 + Penalty 24220.540043 = -2941575.603758 nChanged 5 SP:Iteration 51Q (2384.423783 sec): 3 clusters Score: Raw -2965798.695330 + Penalty 24220.540043 = -2941578.155287 nChanged 4 SP:Iteration 52Q (2384.499104 sec): 3 clusters Score: Raw -2965801.210511 + Penalty 24220.540043 = -2941580.670468 nChanged 6 SP:Iteration 53Q (2384.574684 sec): 3 clusters Score: Raw -2965805.776069 + Penalty 24220.540043 = -2941585.236026 nChanged 2 SP:Iteration 54Q (2384.660229 sec): 3 clusters Score: Raw -2965807.980761 + Penalty 24220.540043 = -2941587.440718 nChanged 2 SP:Iteration 55Q (2384.746614 sec): 3 clusters Score: Raw -2965808.834528 + Penalty 24220.540043 = -2941588.294485 nChanged 2 SP:Iteration 56Q (2384.821831 sec): 3 clusters Score: Raw -2965810.268636 + Penalty 24220.540043 = -2941589.728593 nChanged 2 SP:Iteration 57Q (2384.894444 sec): 3 clusters Score: Raw -2965812.243175 + Penalty 24220.540043 = -2941591.703132 nChanged 2 SP:Iteration 58Q (2384.960701 sec): 3 clusters Score: Raw -2965813.887357 + Penalty 24220.540043 = -2941593.347314 nChanged 2 SP:Iteration 59Q (2385.040755 sec): 3 clusters Score: Raw -2965814.960969 + Penalty 24220.540043 = -2941594.420926 nChanged 1 SP:Iteration 60F (2385.124267 sec): 3 clusters Score: Raw -2965815.631158 + Penalty 24220.540043 = -2941595.091115 nChanged 1 SP:Iteration 61Q (2385.203385 sec): 3 clusters Score: Raw -2965816.217044 + Penalty 24220.540043 = -2941595.677001 nChanged 0 SP:Iteration 62F (2385.269556 sec): 3 clusters Score: Raw -2965816.217044 + Penalty 24220.540043 = -2941595.677001 nChanged 0 Trying to split cluster 10 (19672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2385.376946 sec): 2 clusters Score: Raw -7696735.294385 + Penalty 13352.328114 = -7683382.966271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2385.522293 sec): 3 clusters Score: Raw -7687940.339970 + Penalty 26704.656228 = -7661235.683742 nChanged 7080 SP:Iteration 1F (2385.656804 sec): 3 clusters Score: Raw -7692197.165255 + Penalty 26704.656228 = -7665492.509027 nChanged 1466 SP:Iteration 2F (2385.808972 sec): 3 clusters Score: Raw -7693126.325606 + Penalty 26704.656228 = -7666421.669378 nChanged 938 SP:Iteration 3Q (2385.942620 sec): 3 clusters Score: Raw -7693669.725332 + Penalty 26704.656228 = -7666965.069103 nChanged 635 SP:Iteration 4Q (2386.088042 sec): 3 clusters Score: Raw -7694007.746138 + Penalty 26704.656228 = -7667303.089910 nChanged 501 SP:Iteration 5Q (2386.235395 sec): 3 clusters Score: Raw -7694260.475732 + Penalty 26704.656228 = -7667555.819504 nChanged 351 SP:Iteration 6Q (2386.369776 sec): 3 clusters Score: Raw -7694430.707486 + Penalty 26704.656228 = -7667726.051258 nChanged 294 SP:Iteration 7Q (2386.507899 sec): 3 clusters Score: Raw -7694569.095953 + Penalty 26704.656228 = -7667864.439725 nChanged 252 SP:Iteration 8Q (2386.669588 sec): 3 clusters Score: Raw -7694678.665308 + Penalty 26704.656228 = -7667974.009080 nChanged 200 SP:Iteration 9Q (2386.816489 sec): 3 clusters Score: Raw -7694765.543162 + Penalty 26704.656228 = -7668060.886934 nChanged 179 SP:Iteration 10Q (2386.960378 sec): 3 clusters Score: Raw -7694837.479793 + Penalty 26704.656228 = -7668132.823564 nChanged 158 SP:Iteration 11Q (2387.087784 sec): 3 clusters Score: Raw -7694902.816312 + Penalty 26704.656228 = -7668198.160084 nChanged 139 SP:Iteration 12Q (2387.234483 sec): 3 clusters Score: Raw -7694959.462973 + Penalty 26704.656228 = -7668254.806745 nChanged 125 SP:Iteration 13Q (2387.383365 sec): 3 clusters Score: Raw -7695008.487027 + Penalty 26704.656228 = -7668303.830798 nChanged 118 SP:Iteration 14Q (2387.529152 sec): 3 clusters Score: Raw -7695055.038979 + Penalty 26704.656228 = -7668350.382751 nChanged 111 SP:Iteration 15Q (2387.667222 sec): 3 clusters Score: Raw -7695100.826029 + Penalty 26704.656228 = -7668396.169801 nChanged 109 SP:Iteration 16Q (2387.801050 sec): 3 clusters Score: Raw -7695143.275830 + Penalty 26704.656228 = -7668438.619602 nChanged 97 SP:Iteration 17Q (2387.950760 sec): 3 clusters Score: Raw -7695183.377485 + Penalty 26704.656228 = -7668478.721257 nChanged 89 SP:Iteration 18Q (2388.082615 sec): 3 clusters Score: Raw -7695215.800900 + Penalty 26704.656228 = -7668511.144672 nChanged 72 SP:Iteration 19Q (2388.230435 sec): 3 clusters Score: Raw -7695243.293756 + Penalty 26704.656228 = -7668538.637527 nChanged 79 SP:Iteration 20F (2388.352036 sec): 3 clusters Score: Raw -7695273.969562 + Penalty 26704.656228 = -7668569.313334 nChanged 67 SP:Iteration 21Q (2388.494215 sec): 3 clusters Score: Raw -7695301.066648 + Penalty 26704.656228 = -7668596.410420 nChanged 81 SP:Iteration 22Q (2388.615748 sec): 3 clusters Score: Raw -7695332.656457 + Penalty 26704.656228 = -7668628.000229 nChanged 87 SP:Iteration 23Q (2388.746745 sec): 3 clusters Score: Raw -7695365.288427 + Penalty 26704.656228 = -7668660.632199 nChanged 81 SP:Iteration 24Q (2388.886827 sec): 3 clusters Score: Raw -7695395.576434 + Penalty 26704.656228 = -7668690.920206 nChanged 75 SP:Iteration 25Q (2389.020016 sec): 3 clusters Score: Raw -7695425.091118 + Penalty 26704.656228 = -7668720.434890 nChanged 75 SP:Iteration 26Q (2389.145810 sec): 3 clusters Score: Raw -7695454.181232 + Penalty 26704.656228 = -7668749.525004 nChanged 75 SP:Iteration 27Q (2389.278229 sec): 3 clusters Score: Raw -7695479.554145 + Penalty 26704.656228 = -7668774.897917 nChanged 58 SP:Iteration 28Q (2389.406205 sec): 3 clusters Score: Raw -7695502.436321 + Penalty 26704.656228 = -7668797.780093 nChanged 65 SP:Iteration 29Q (2389.533005 sec): 3 clusters Score: Raw -7695527.429067 + Penalty 26704.656228 = -7668822.772839 nChanged 54 SP:Iteration 30Q (2389.666749 sec): 3 clusters Score: Raw -7695548.573332 + Penalty 26704.656228 = -7668843.917104 nChanged 51 SP:Iteration 31Q (2389.811799 sec): 3 clusters Score: Raw -7695568.167927 + Penalty 26704.656228 = -7668863.511699 nChanged 53 SP:Iteration 32Q (2389.937240 sec): 3 clusters Score: Raw -7695589.489592 + Penalty 26704.656228 = -7668884.833364 nChanged 63 SP:Iteration 33Q (2390.078210 sec): 3 clusters Score: Raw -7695612.113280 + Penalty 26704.656228 = -7668907.457052 nChanged 58 SP:Iteration 34Q (2390.200817 sec): 3 clusters Score: Raw -7695633.820038 + Penalty 26704.656228 = -7668929.163810 nChanged 46 SP:Iteration 35Q (2390.332056 sec): 3 clusters Score: Raw -7695650.696398 + Penalty 26704.656228 = -7668946.040169 nChanged 43 SP:Iteration 36Q (2390.469544 sec): 3 clusters Score: Raw -7695665.943485 + Penalty 26704.656228 = -7668961.287257 nChanged 44 SP:Iteration 37Q (2390.588575 sec): 3 clusters Score: Raw -7695681.658828 + Penalty 26704.656228 = -7668977.002600 nChanged 41 SP:Iteration 38Q (2390.719262 sec): 3 clusters Score: Raw -7695696.287664 + Penalty 26704.656228 = -7668991.631436 nChanged 43 SP:Iteration 39Q (2390.851082 sec): 3 clusters Score: Raw -7695712.904277 + Penalty 26704.656228 = -7669008.248049 nChanged 48 SP:Iteration 40F (2390.989793 sec): 3 clusters Score: Raw -7695730.894072 + Penalty 26704.656228 = -7669026.237844 nChanged 46 SP:Iteration 41Q (2391.139376 sec): 3 clusters Score: Raw -7695746.859914 + Penalty 26704.656228 = -7669042.203686 nChanged 41 SP:Iteration 42Q (2391.285377 sec): 3 clusters Score: Raw -7695761.488671 + Penalty 26704.656228 = -7669056.832443 nChanged 50 SP:Iteration 43Q (2391.432141 sec): 3 clusters Score: Raw -7695780.472251 + Penalty 26704.656228 = -7669075.816023 nChanged 52 SP:Iteration 44Q (2391.562831 sec): 3 clusters Score: Raw -7695798.254659 + Penalty 26704.656228 = -7669093.598431 nChanged 61 SP:Iteration 45Q (2391.708440 sec): 3 clusters Score: Raw -7695823.218937 + Penalty 26704.656228 = -7669118.562709 nChanged 64 SP:Iteration 46Q (2391.843227 sec): 3 clusters Score: Raw -7695851.413443 + Penalty 26704.656228 = -7669146.757215 nChanged 73 SP:Iteration 47Q (2391.985452 sec): 3 clusters Score: Raw -7695879.528784 + Penalty 26704.656228 = -7669174.872556 nChanged 76 SP:Iteration 48Q (2392.122841 sec): 3 clusters Score: Raw -7695909.089626 + Penalty 26704.656228 = -7669204.433398 nChanged 93 SP:Iteration 49Q (2392.257214 sec): 3 clusters Score: Raw -7695947.148991 + Penalty 26704.656228 = -7669242.492763 nChanged 106 SP:Iteration 50Q (2392.396251 sec): 3 clusters Score: Raw -7695988.860435 + Penalty 26704.656228 = -7669284.204207 nChanged 115 SP:Iteration 51Q (2392.543487 sec): 3 clusters Score: Raw -7696034.986749 + Penalty 26704.656228 = -7669330.330521 nChanged 111 SP:Iteration 52Q (2392.686361 sec): 3 clusters Score: Raw -7696081.621317 + Penalty 26704.656228 = -7669376.965089 nChanged 109 SP:Iteration 53Q (2392.840041 sec): 3 clusters Score: Raw -7696124.688662 + Penalty 26704.656228 = -7669420.032434 nChanged 86 SP:Iteration 54Q (2392.982786 sec): 3 clusters Score: Raw -7696157.637733 + Penalty 26704.656228 = -7669452.981505 nChanged 82 SP:Iteration 55Q (2393.124355 sec): 3 clusters Score: Raw -7696189.888706 + Penalty 26704.656228 = -7669485.232478 nChanged 79 SP:Iteration 56Q (2393.267878 sec): 3 clusters Score: Raw -7696223.394652 + Penalty 26704.656228 = -7669518.738423 nChanged 78 SP:Iteration 57Q (2393.413719 sec): 3 clusters Score: Raw -7696256.142659 + Penalty 26704.656228 = -7669551.486431 nChanged 78 SP:Iteration 58Q (2393.568658 sec): 3 clusters Score: Raw -7696288.069901 + Penalty 26704.656228 = -7669583.413672 nChanged 73 SP:Iteration 59Q (2393.711001 sec): 3 clusters Score: Raw -7696320.182639 + Penalty 26704.656228 = -7669615.526411 nChanged 75 SP:Iteration 60F (2393.842447 sec): 3 clusters Score: Raw -7696349.819865 + Penalty 26704.656228 = -7669645.163637 nChanged 61 SP:Iteration 61Q (2393.993915 sec): 3 clusters Score: Raw -7696373.678809 + Penalty 26704.656228 = -7669669.022581 nChanged 73 SP:Iteration 62Q (2394.138464 sec): 3 clusters Score: Raw -7696403.149676 + Penalty 26704.656228 = -7669698.493448 nChanged 72 SP:Iteration 63Q (2394.275437 sec): 3 clusters Score: Raw -7696431.102125 + Penalty 26704.656228 = -7669726.445897 nChanged 68 SP:Iteration 64Q (2394.420726 sec): 3 clusters Score: Raw -7696456.718847 + Penalty 26704.656228 = -7669752.062619 nChanged 67 SP:Iteration 65Q (2394.575755 sec): 3 clusters Score: Raw -7696485.425760 + Penalty 26704.656228 = -7669780.769532 nChanged 78 SP:Iteration 66Q (2394.715344 sec): 3 clusters Score: Raw -7696514.404097 + Penalty 26704.656228 = -7669809.747869 nChanged 66 SP:Iteration 67Q (2394.861705 sec): 3 clusters Score: Raw -7696539.933352 + Penalty 26704.656228 = -7669835.277124 nChanged 75 SP:Iteration 68Q (2395.007565 sec): 3 clusters Score: Raw -7696570.327284 + Penalty 26704.656228 = -7669865.671056 nChanged 87 SP:Iteration 69Q (2395.139365 sec): 3 clusters Score: Raw -7696606.144924 + Penalty 26704.656228 = -7669901.488696 nChanged 77 SP:Iteration 70Q (2395.281141 sec): 3 clusters Score: Raw -7696638.452204 + Penalty 26704.656228 = -7669933.795976 nChanged 64 SP:Iteration 71Q (2395.406821 sec): 3 clusters Score: Raw -7696667.938033 + Penalty 26704.656228 = -7669963.281805 nChanged 84 SP:Iteration 72Q (2395.540809 sec): 3 clusters Score: Raw -7696702.060657 + Penalty 26704.656228 = -7669997.404429 nChanged 99 SP:Iteration 73Q (2395.670560 sec): 3 clusters Score: Raw -7696745.754837 + Penalty 26704.656228 = -7670041.098609 nChanged 98 SP:Iteration 74Q (2395.803848 sec): 3 clusters Score: Raw -7696788.086276 + Penalty 26704.656228 = -7670083.430048 nChanged 91 SP:Iteration 75Q (2395.936310 sec): 3 clusters Score: Raw -7696828.489717 + Penalty 26704.656228 = -7670123.833489 nChanged 90 SP:Iteration 76Q (2396.070481 sec): 3 clusters Score: Raw -7696868.232502 + Penalty 26704.656228 = -7670163.576274 nChanged 93 SP:Iteration 77Q (2396.197275 sec): 3 clusters Score: Raw -7696907.712964 + Penalty 26704.656228 = -7670203.056736 nChanged 88 SP:Iteration 78Q (2396.331446 sec): 3 clusters Score: Raw -7696947.113659 + Penalty 26704.656228 = -7670242.457431 nChanged 90 SP:Iteration 79Q (2396.454186 sec): 3 clusters Score: Raw -7696988.194590 + Penalty 26704.656228 = -7670283.538362 nChanged 91 SP:Iteration 80F (2396.586770 sec): 3 clusters Score: Raw -7697029.298908 + Penalty 26704.656228 = -7670324.642680 nChanged 112 SP:Iteration 81Q (2396.720493 sec): 3 clusters Score: Raw -7697079.334376 + Penalty 26704.656228 = -7670374.678148 nChanged 104 SP:Iteration 82Q (2396.851570 sec): 3 clusters Score: Raw -7697131.280714 + Penalty 26704.656228 = -7670426.624486 nChanged 110 SP:Iteration 83Q (2396.992615 sec): 3 clusters Score: Raw -7697185.109020 + Penalty 26704.656228 = -7670480.452792 nChanged 119 SP:Iteration 84Q (2397.122398 sec): 3 clusters Score: Raw -7697239.785370 + Penalty 26704.656228 = -7670535.129142 nChanged 113 SP:Iteration 85Q (2397.254072 sec): 3 clusters Score: Raw -7697289.851229 + Penalty 26704.656228 = -7670585.195000 nChanged 106 SP:Iteration 86Q (2397.385770 sec): 3 clusters Score: Raw -7697339.938991 + Penalty 26704.656228 = -7670635.282763 nChanged 110 SP:Iteration 87Q (2397.519257 sec): 3 clusters Score: Raw -7697390.141386 + Penalty 26704.656228 = -7670685.485158 nChanged 106 SP:Iteration 88Q (2397.654435 sec): 3 clusters Score: Raw -7697436.224900 + Penalty 26704.656228 = -7670731.568672 nChanged 96 SP:Iteration 89Q (2397.779347 sec): 3 clusters Score: Raw -7697477.123051 + Penalty 26704.656228 = -7670772.466823 nChanged 80 SP:Iteration 90Q (2397.915440 sec): 3 clusters Score: Raw -7697510.348539 + Penalty 26704.656228 = -7670805.692311 nChanged 81 SP:Iteration 91Q (2398.038406 sec): 3 clusters Score: Raw -7697546.435197 + Penalty 26704.656228 = -7670841.778969 nChanged 56 SP:Iteration 92Q (2398.168914 sec): 3 clusters Score: Raw -7697572.631322 + Penalty 26704.656228 = -7670867.975094 nChanged 77 SP:Iteration 93Q (2398.303841 sec): 3 clusters Score: Raw -7697610.255478 + Penalty 26704.656228 = -7670905.599250 nChanged 80 SP:Iteration 94Q (2398.428415 sec): 3 clusters Score: Raw -7697645.580865 + Penalty 26704.656228 = -7670940.924637 nChanged 88 SP:Iteration 95Q (2398.561932 sec): 3 clusters Score: Raw -7697683.041656 + Penalty 26704.656228 = -7670978.385428 nChanged 74 SP:Iteration 96Q (2398.709965 sec): 3 clusters Score: Raw -7697718.644279 + Penalty 26704.656228 = -7671013.988051 nChanged 87 SP:Iteration 97Q (2398.849920 sec): 3 clusters Score: Raw -7697761.926870 + Penalty 26704.656228 = -7671057.270642 nChanged 87 SP:Iteration 98Q (2398.982222 sec): 3 clusters Score: Raw -7697803.483787 + Penalty 26704.656228 = -7671098.827559 nChanged 86 SP:Iteration 99Q (2399.115501 sec): 3 clusters Score: Raw -7697843.500914 + Penalty 26704.656228 = -7671138.844686 nChanged 75 SP:Iteration 100F (2399.248903 sec): 3 clusters Score: Raw -7697873.358450 + Penalty 26704.656228 = -7671168.702222 nChanged 61 SP:Iteration 101Q (2399.386823 sec): 3 clusters Score: Raw -7697899.891950 + Penalty 26704.656228 = -7671195.235722 nChanged 63 SP:Iteration 102Q (2399.522832 sec): 3 clusters Score: Raw -7697926.149991 + Penalty 26704.656228 = -7671221.493763 nChanged 55 SP:Iteration 103Q (2399.663542 sec): 3 clusters Score: Raw -7697951.131459 + Penalty 26704.656228 = -7671246.475231 nChanged 51 SP:Iteration 104Q (2399.814734 sec): 3 clusters Score: Raw -7697972.472730 + Penalty 26704.656228 = -7671267.816502 nChanged 45 SP:Iteration 105Q (2399.959331 sec): 3 clusters Score: Raw -7697990.938410 + Penalty 26704.656228 = -7671286.282181 nChanged 41 SP:Iteration 106Q (2400.099716 sec): 3 clusters Score: Raw -7698007.071258 + Penalty 26704.656228 = -7671302.415030 nChanged 41 SP:Iteration 107Q (2400.247693 sec): 3 clusters Score: Raw -7698025.528582 + Penalty 26704.656228 = -7671320.872354 nChanged 32 SP:Iteration 108Q (2400.377696 sec): 3 clusters Score: Raw -7698042.745335 + Penalty 26704.656228 = -7671338.089107 nChanged 46 SP:Iteration 109Q (2400.524340 sec): 3 clusters Score: Raw -7698062.435822 + Penalty 26704.656228 = -7671357.779594 nChanged 41 SP:Iteration 110Q (2400.655497 sec): 3 clusters Score: Raw -7698079.975567 + Penalty 26704.656228 = -7671375.319339 nChanged 37 SP:Iteration 111Q (2400.805189 sec): 3 clusters Score: Raw -7698096.087552 + Penalty 26704.656228 = -7671391.431324 nChanged 42 SP:Iteration 112Q (2400.945621 sec): 3 clusters Score: Raw -7698112.787436 + Penalty 26704.656228 = -7671408.131208 nChanged 28 SP:Iteration 113Q (2401.081236 sec): 3 clusters Score: Raw -7698124.182971 + Penalty 26704.656228 = -7671419.526743 nChanged 27 SP:Iteration 114Q (2401.229456 sec): 3 clusters Score: Raw -7698135.849161 + Penalty 26704.656228 = -7671431.192933 nChanged 30 SP:Iteration 115Q (2401.368778 sec): 3 clusters Score: Raw -7698148.942272 + Penalty 26704.656228 = -7671444.286044 nChanged 37 SP:Iteration 116Q (2401.505953 sec): 3 clusters Score: Raw -7698165.090340 + Penalty 26704.656228 = -7671460.434112 nChanged 27 SP:Iteration 117Q (2401.632173 sec): 3 clusters Score: Raw -7698175.693194 + Penalty 26704.656228 = -7671471.036966 nChanged 27 SP:Iteration 118Q (2401.766334 sec): 3 clusters Score: Raw -7698185.826936 + Penalty 26704.656228 = -7671481.170708 nChanged 19 SP:Iteration 119Q (2401.912849 sec): 3 clusters Score: Raw -7698193.580112 + Penalty 26704.656228 = -7671488.923884 nChanged 21 SP:Iteration 120F (2402.036784 sec): 3 clusters Score: Raw -7698201.275975 + Penalty 26704.656228 = -7671496.619746 nChanged 17 SP:Iteration 121Q (2402.179174 sec): 3 clusters Score: Raw -7698207.551360 + Penalty 26704.656228 = -7671502.895132 nChanged 19 SP:Iteration 122Q (2402.298562 sec): 3 clusters Score: Raw -7698215.202696 + Penalty 26704.656228 = -7671510.546468 nChanged 19 SP:Iteration 123Q (2402.437185 sec): 3 clusters Score: Raw -7698221.690980 + Penalty 26704.656228 = -7671517.034752 nChanged 20 SP:Iteration 124Q (2402.566239 sec): 3 clusters Score: Raw -7698229.766478 + Penalty 26704.656228 = -7671525.110250 nChanged 16 SP:Iteration 125Q (2402.701789 sec): 3 clusters Score: Raw -7698236.020841 + Penalty 26704.656228 = -7671531.364613 nChanged 12 SP:Iteration 126Q (2402.823231 sec): 3 clusters Score: Raw -7698240.198176 + Penalty 26704.656228 = -7671535.541948 nChanged 9 SP:Iteration 127Q (2402.949559 sec): 3 clusters Score: Raw -7698243.562740 + Penalty 26704.656228 = -7671538.906512 nChanged 6 SP:Iteration 128Q (2403.079706 sec): 3 clusters Score: Raw -7698245.619749 + Penalty 26704.656228 = -7671540.963521 nChanged 4 SP:Iteration 129Q (2403.200253 sec): 3 clusters Score: Raw -7698247.145186 + Penalty 26704.656228 = -7671542.488958 nChanged 9 SP:Iteration 130Q (2403.335161 sec): 3 clusters Score: Raw -7698250.207972 + Penalty 26704.656228 = -7671545.551744 nChanged 10 SP:Iteration 131Q (2403.466275 sec): 3 clusters Score: Raw -7698253.996778 + Penalty 26704.656228 = -7671549.340550 nChanged 12 SP:Iteration 132Q (2403.597655 sec): 3 clusters Score: Raw -7698258.636048 + Penalty 26704.656228 = -7671553.979820 nChanged 12 SP:Iteration 133Q (2403.721429 sec): 3 clusters Score: Raw -7698263.488491 + Penalty 26704.656228 = -7671558.832263 nChanged 9 SP:Iteration 134Q (2403.839175 sec): 3 clusters Score: Raw -7698267.140870 + Penalty 26704.656228 = -7671562.484642 nChanged 9 SP:Iteration 135Q (2403.976784 sec): 3 clusters Score: Raw -7698271.191391 + Penalty 26704.656228 = -7671566.535163 nChanged 10 SP:Iteration 136Q (2404.096390 sec): 3 clusters Score: Raw -7698274.914707 + Penalty 26704.656228 = -7671570.258479 nChanged 9 SP:Iteration 137Q (2404.222251 sec): 3 clusters Score: Raw -7698278.158799 + Penalty 26704.656228 = -7671573.502571 nChanged 7 SP:Iteration 138Q (2404.350221 sec): 3 clusters Score: Raw -7698280.815853 + Penalty 26704.656228 = -7671576.159625 nChanged 9 SP:Iteration 139Q (2404.476678 sec): 3 clusters Score: Raw -7698285.248009 + Penalty 26704.656228 = -7671580.591781 nChanged 13 SP:Iteration 140F (2404.609225 sec): 3 clusters Score: Raw -7698290.886795 + Penalty 26704.656228 = -7671586.230567 nChanged 8 SP:Iteration 141Q (2404.731933 sec): 3 clusters Score: Raw -7698293.786101 + Penalty 26704.656228 = -7671589.129873 nChanged 2 SP:Iteration 142Q (2404.855030 sec): 3 clusters Score: Raw -7698294.355944 + Penalty 26704.656228 = -7671589.699716 nChanged 3 SP:Iteration 143Q (2404.987360 sec): 3 clusters Score: Raw -7698295.296645 + Penalty 26704.656228 = -7671590.640417 nChanged 3 SP:Iteration 144Q (2405.112431 sec): 3 clusters Score: Raw -7698296.503540 + Penalty 26704.656228 = -7671591.847312 nChanged 2 SP:Iteration 145Q (2405.235835 sec): 3 clusters Score: Raw -7698297.169758 + Penalty 26704.656228 = -7671592.513530 nChanged 2 SP:Iteration 146Q (2405.363169 sec): 3 clusters Score: Raw -7698297.954807 + Penalty 26704.656228 = -7671593.298579 nChanged 5 SP:Iteration 147Q (2405.490442 sec): 3 clusters Score: Raw -7698299.902370 + Penalty 26704.656228 = -7671595.246142 nChanged 5 SP:Iteration 148Q (2405.619031 sec): 3 clusters Score: Raw -7698301.914237 + Penalty 26704.656228 = -7671597.258009 nChanged 8 SP:Iteration 149Q (2405.749585 sec): 3 clusters Score: Raw -7698305.123772 + Penalty 26704.656228 = -7671600.467543 nChanged 7 SP:Iteration 150Q (2405.885616 sec): 3 clusters Score: Raw -7698308.872087 + Penalty 26704.656228 = -7671604.215859 nChanged 9 SP:Iteration 151Q (2406.011691 sec): 3 clusters Score: Raw -7698313.235869 + Penalty 26704.656228 = -7671608.579641 nChanged 15 SP:Iteration 152Q (2406.141686 sec): 3 clusters Score: Raw -7698320.069958 + Penalty 26704.656228 = -7671615.413730 nChanged 11 SP:Iteration 153Q (2406.268696 sec): 3 clusters Score: Raw -7698325.528204 + Penalty 26704.656228 = -7671620.871976 nChanged 14 SP:Iteration 154Q (2406.388394 sec): 3 clusters Score: Raw -7698331.916011 + Penalty 26704.656228 = -7671627.259783 nChanged 17 SP:Iteration 155Q (2406.516053 sec): 3 clusters Score: Raw -7698338.231544 + Penalty 26704.656228 = -7671633.575316 nChanged 19 SP:Iteration 156Q (2406.648879 sec): 3 clusters Score: Raw -7698346.519108 + Penalty 26704.656228 = -7671641.862880 nChanged 14 SP:Iteration 157Q (2406.767060 sec): 3 clusters Score: Raw -7698353.258320 + Penalty 26704.656228 = -7671648.602092 nChanged 14 SP:Iteration 158Q (2406.893753 sec): 3 clusters Score: Raw -7698359.673071 + Penalty 26704.656228 = -7671655.016843 nChanged 15 SP:Iteration 159Q (2407.027994 sec): 3 clusters Score: Raw -7698365.668282 + Penalty 26704.656228 = -7671661.012054 nChanged 9 SP:Iteration 160F (2407.148024 sec): 3 clusters Score: Raw -7698369.054708 + Penalty 26704.656228 = -7671664.398480 nChanged 12 SP:Iteration 161Q (2407.274137 sec): 3 clusters Score: Raw -7698373.403538 + Penalty 26704.656228 = -7671668.747310 nChanged 11 SP:Iteration 162Q (2407.400677 sec): 3 clusters Score: Raw -7698377.786020 + Penalty 26704.656228 = -7671673.129792 nChanged 9 SP:Iteration 163Q (2407.526217 sec): 3 clusters Score: Raw -7698381.873719 + Penalty 26704.656228 = -7671677.217491 nChanged 7 SP:Iteration 164Q (2407.653186 sec): 3 clusters Score: Raw -7698385.011785 + Penalty 26704.656228 = -7671680.355557 nChanged 7 SP:Iteration 165Q (2407.782862 sec): 3 clusters Score: Raw -7698387.861758 + Penalty 26704.656228 = -7671683.205530 nChanged 11 SP:Iteration 166Q (2407.904510 sec): 3 clusters Score: Raw -7698392.815777 + Penalty 26704.656228 = -7671688.159549 nChanged 10 SP:Iteration 167Q (2408.034020 sec): 3 clusters Score: Raw -7698397.322727 + Penalty 26704.656228 = -7671692.666499 nChanged 10 SP:Iteration 168Q (2408.169892 sec): 3 clusters Score: Raw -7698401.266574 + Penalty 26704.656228 = -7671696.610346 nChanged 8 SP:Iteration 169Q (2408.288607 sec): 3 clusters Score: Raw -7698404.813274 + Penalty 26704.656228 = -7671700.157045 nChanged 16 SP:Iteration 170Q (2408.433434 sec): 3 clusters Score: Raw -7698411.282570 + Penalty 26704.656228 = -7671706.626342 nChanged 18 SP:Iteration 171Q (2408.575840 sec): 3 clusters Score: Raw -7698418.287687 + Penalty 26704.656228 = -7671713.631458 nChanged 11 SP:Iteration 172Q (2408.726535 sec): 3 clusters Score: Raw -7698423.545274 + Penalty 26704.656228 = -7671718.889046 nChanged 8 SP:Iteration 173Q (2408.866683 sec): 3 clusters Score: Raw -7698427.104819 + Penalty 26704.656228 = -7671722.448591 nChanged 13 SP:Iteration 174Q (2409.018005 sec): 3 clusters Score: Raw -7698431.635655 + Penalty 26704.656228 = -7671726.979426 nChanged 13 SP:Iteration 175Q (2409.156287 sec): 3 clusters Score: Raw -7698436.330034 + Penalty 26704.656228 = -7671731.673806 nChanged 12 SP:Iteration 176Q (2409.286564 sec): 3 clusters Score: Raw -7698441.454194 + Penalty 26704.656228 = -7671736.797966 nChanged 14 SP:Iteration 177Q (2409.429634 sec): 3 clusters Score: Raw -7698446.226822 + Penalty 26704.656228 = -7671741.570594 nChanged 9 SP:Iteration 178Q (2409.579287 sec): 3 clusters Score: Raw -7698450.101080 + Penalty 26704.656228 = -7671745.444852 nChanged 12 SP:Iteration 179Q (2409.707590 sec): 3 clusters Score: Raw -7698454.932832 + Penalty 26704.656228 = -7671750.276604 nChanged 13 SP:Iteration 180F (2409.854489 sec): 3 clusters Score: Raw -7698460.144472 + Penalty 26704.656228 = -7671755.488244 nChanged 10 SP:Iteration 181Q (2409.997381 sec): 3 clusters Score: Raw -7698464.685763 + Penalty 26704.656228 = -7671760.029535 nChanged 10 SP:Iteration 182Q (2410.129998 sec): 3 clusters Score: Raw -7698468.730574 + Penalty 26704.656228 = -7671764.074346 nChanged 11 SP:Iteration 183Q (2410.273276 sec): 3 clusters Score: Raw -7698474.090132 + Penalty 26704.656228 = -7671769.433904 nChanged 16 SP:Iteration 184Q (2410.411751 sec): 3 clusters Score: Raw -7698481.779228 + Penalty 26704.656228 = -7671777.123000 nChanged 18 SP:Iteration 185Q (2410.554669 sec): 3 clusters Score: Raw -7698489.227902 + Penalty 26704.656228 = -7671784.571674 nChanged 10 SP:Iteration 186Q (2410.703253 sec): 3 clusters Score: Raw -7698492.647820 + Penalty 26704.656228 = -7671787.991592 nChanged 8 SP:Iteration 187Q (2410.845023 sec): 3 clusters Score: Raw -7698496.099869 + Penalty 26704.656228 = -7671791.443641 nChanged 7 SP:Iteration 188Q (2410.985961 sec): 3 clusters Score: Raw -7698498.874690 + Penalty 26704.656228 = -7671794.218461 nChanged 6 SP:Iteration 189Q (2411.120999 sec): 3 clusters Score: Raw -7698501.834548 + Penalty 26704.656228 = -7671797.178320 nChanged 11 SP:Iteration 190Q (2411.258439 sec): 3 clusters Score: Raw -7698506.213835 + Penalty 26704.656228 = -7671801.557607 nChanged 12 SP:Iteration 191Q (2411.401385 sec): 3 clusters Score: Raw -7698510.620780 + Penalty 26704.656228 = -7671805.964552 nChanged 8 SP:Iteration 192Q (2411.539815 sec): 3 clusters Score: Raw -7698514.085919 + Penalty 26704.656228 = -7671809.429691 nChanged 9 SP:Iteration 193Q (2411.676220 sec): 3 clusters Score: Raw -7698517.649975 + Penalty 26704.656228 = -7671812.993747 nChanged 7 SP:Iteration 194Q (2411.816351 sec): 3 clusters Score: Raw -7698520.926900 + Penalty 26704.656228 = -7671816.270672 nChanged 7 SP:Iteration 195Q (2411.956426 sec): 3 clusters Score: Raw -7698524.590190 + Penalty 26704.656228 = -7671819.933962 nChanged 11 SP:Iteration 196Q (2412.103372 sec): 3 clusters Score: Raw -7698529.083012 + Penalty 26704.656228 = -7671824.426784 nChanged 8 SP:Iteration 197Q (2412.240064 sec): 3 clusters Score: Raw -7698531.742241 + Penalty 26704.656228 = -7671827.086013 nChanged 4 SP:Iteration 198Q (2412.378668 sec): 3 clusters Score: Raw -7698533.422701 + Penalty 26704.656228 = -7671828.766473 nChanged 3 SP:Iteration 199Q (2412.525181 sec): 3 clusters Score: Raw -7698534.646733 + Penalty 26704.656228 = -7671829.990505 nChanged 4 SP:Iteration 200F (2412.670561 sec): 3 clusters Score: Raw -7698536.297024 + Penalty 26704.656228 = -7671831.640796 nChanged 5 SP:Iteration 201Q (2412.802030 sec): 3 clusters Score: Raw -7698537.872690 + Penalty 26704.656228 = -7671833.216462 nChanged 6 SP:Iteration 202Q (2412.947422 sec): 3 clusters Score: Raw -7698539.938017 + Penalty 26704.656228 = -7671835.281789 nChanged 4 SP:Iteration 203Q (2413.076260 sec): 3 clusters Score: Raw -7698542.090344 + Penalty 26704.656228 = -7671837.434116 nChanged 6 SP:Iteration 204Q (2413.214985 sec): 3 clusters Score: Raw -7698544.382426 + Penalty 26704.656228 = -7671839.726198 nChanged 5 SP:Iteration 205Q (2413.357334 sec): 3 clusters Score: Raw -7698546.016468 + Penalty 26704.656228 = -7671841.360240 nChanged 7 SP:Iteration 206Q (2413.495393 sec): 3 clusters Score: Raw -7698548.929059 + Penalty 26704.656228 = -7671844.272831 nChanged 5 SP:Iteration 207Q (2413.644695 sec): 3 clusters Score: Raw -7698551.100676 + Penalty 26704.656228 = -7671846.444448 nChanged 5 SP:Iteration 208Q (2413.777889 sec): 3 clusters Score: Raw -7698553.188032 + Penalty 26704.656228 = -7671848.531804 nChanged 3 SP:Iteration 209Q (2413.917846 sec): 3 clusters Score: Raw -7698554.376607 + Penalty 26704.656228 = -7671849.720379 nChanged 1 SP:Iteration 210Q (2414.058447 sec): 3 clusters Score: Raw -7698554.771150 + Penalty 26704.656228 = -7671850.114922 nChanged 5 SP:Iteration 211Q (2414.199586 sec): 3 clusters Score: Raw -7698556.610965 + Penalty 26704.656228 = -7671851.954737 nChanged 6 SP:Iteration 212Q (2414.341204 sec): 3 clusters Score: Raw -7698559.305596 + Penalty 26704.656228 = -7671854.649368 nChanged 8 SP:Iteration 213Q (2414.479175 sec): 3 clusters Score: Raw -7698562.098384 + Penalty 26704.656228 = -7671857.442156 nChanged 6 SP:Iteration 214Q (2414.610489 sec): 3 clusters Score: Raw -7698564.364536 + Penalty 26704.656228 = -7671859.708308 nChanged 7 SP:Iteration 215Q (2414.745798 sec): 3 clusters Score: Raw -7698566.726668 + Penalty 26704.656228 = -7671862.070440 nChanged 4 SP:Iteration 216Q (2414.876364 sec): 3 clusters Score: Raw -7698568.538970 + Penalty 26704.656228 = -7671863.882742 nChanged 6 SP:Iteration 217Q (2415.013628 sec): 3 clusters Score: Raw -7698571.819985 + Penalty 26704.656228 = -7671867.163756 nChanged 11 SP:Iteration 218Q (2415.163631 sec): 3 clusters Score: Raw -7698576.019165 + Penalty 26704.656228 = -7671871.362937 nChanged 7 SP:Iteration 219Q (2415.304359 sec): 3 clusters Score: Raw -7698579.544639 + Penalty 26704.656228 = -7671874.888411 nChanged 8 SP:Iteration 220F (2415.453420 sec): 3 clusters Score: Raw -7698582.509513 + Penalty 26704.656228 = -7671877.853285 nChanged 9 SP:Iteration 221Q (2415.595075 sec): 3 clusters Score: Raw -7698585.934462 + Penalty 26704.656228 = -7671881.278234 nChanged 7 SP:Iteration 222Q (2415.749989 sec): 3 clusters Score: Raw -7698588.959628 + Penalty 26704.656228 = -7671884.303400 nChanged 5 SP:Iteration 223Q (2415.881280 sec): 3 clusters Score: Raw -7698590.525234 + Penalty 26704.656228 = -7671885.869006 nChanged 5 SP:Iteration 224Q (2416.031740 sec): 3 clusters Score: Raw -7698592.570179 + Penalty 26704.656228 = -7671887.913951 nChanged 8 SP:Iteration 225Q (2416.168901 sec): 3 clusters Score: Raw -7698595.455995 + Penalty 26704.656228 = -7671890.799767 nChanged 4 SP:Iteration 226Q (2416.317877 sec): 3 clusters Score: Raw -7698596.921253 + Penalty 26704.656228 = -7671892.265025 nChanged 4 SP:Iteration 227Q (2416.454436 sec): 3 clusters Score: Raw -7698598.441927 + Penalty 26704.656228 = -7671893.785699 nChanged 1 SP:Iteration 228Q (2416.597525 sec): 3 clusters Score: Raw -7698598.721779 + Penalty 26704.656228 = -7671894.065551 nChanged 1 SP:Iteration 229Q (2416.742213 sec): 3 clusters Score: Raw -7698599.109669 + Penalty 26704.656228 = -7671894.453441 nChanged 2 SP:Iteration 230Q (2416.886061 sec): 3 clusters Score: Raw -7698600.091888 + Penalty 26704.656228 = -7671895.435660 nChanged 3 SP:Iteration 231Q (2417.032375 sec): 3 clusters Score: Raw -7698600.917212 + Penalty 26704.656228 = -7671896.260984 nChanged 0 SP:Iteration 232F (2417.171589 sec): 3 clusters Score: Raw -7698600.917212 + Penalty 26704.656228 = -7671896.260984 nChanged 0 Trying to split cluster 11 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2417.199783 sec): 2 clusters Score: Raw -78427.741900 + Penalty 7227.684409 = -71200.057491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2417.245744 sec): 3 clusters Score: Raw -83832.042181 + Penalty 14455.368819 = -69376.673362 nChanged 32 SP:Iteration 1F (2417.280618 sec): 3 clusters Score: Raw -84258.465868 + Penalty 14455.368819 = -69803.097050 nChanged 1 SP:Iteration 2Q (2417.331472 sec): 3 clusters Score: Raw -84433.348509 + Penalty 14455.368819 = -69977.979691 nChanged 0 SP:Iteration 3F (2417.377665 sec): 3 clusters Score: Raw -84433.348509 + Penalty 14455.368819 = -69977.979691 nChanged 0 Trying to split cluster 12 (139433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2417.924341 sec): 2 clusters Score: Raw -54049712.775230 + Penalty 15997.130965 = -54033715.644265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2418.724615 sec): 3 clusters Score: Raw -53967309.320281 + Penalty 31994.261930 = -53935315.058351 nChanged 62105 SP:Iteration 1F (2419.491840 sec): 3 clusters Score: Raw -54000934.855413 + Penalty 31994.261930 = -53968940.593482 nChanged 7227 SP:Iteration 2F (2420.239854 sec): 3 clusters Score: Raw -54003650.961572 + Penalty 31994.261930 = -53971656.699642 nChanged 6623 SP:Iteration 3Q (2420.969583 sec): 3 clusters Score: Raw -54006480.080736 + Penalty 31994.261930 = -53974485.818806 nChanged 6898 SP:Iteration 4Q (2421.666485 sec): 3 clusters Score: Raw -54009886.955054 + Penalty 31994.261930 = -53977892.693124 nChanged 7326 SP:Iteration 5F (2422.338061 sec): 3 clusters Score: Raw -54014040.930007 + Penalty 31994.261930 = -53982046.668076 nChanged 7981 SP:Iteration 6F (2423.033143 sec): 3 clusters Score: Raw -54019259.502493 + Penalty 31994.261930 = -53987265.240563 nChanged 8540 SP:Iteration 7F (2423.663162 sec): 3 clusters Score: Raw -54024976.124621 + Penalty 31994.261930 = -53992981.862691 nChanged 8286 SP:Iteration 8F (2424.300186 sec): 3 clusters Score: Raw -54030413.771766 + Penalty 31994.261930 = -53998419.509835 nChanged 7593 SP:Iteration 9F (2424.920924 sec): 3 clusters Score: Raw -54034958.666597 + Penalty 31994.261930 = -54002964.404666 nChanged 6466 SP:Iteration 10Q (2425.608037 sec): 3 clusters Score: Raw -54038228.103425 + Penalty 31994.261930 = -54006233.841494 nChanged 5002 SP:Iteration 11Q (2426.282476 sec): 3 clusters Score: Raw -54040220.315910 + Penalty 31994.261930 = -54008226.053980 nChanged 3786 SP:Iteration 12Q (2426.967572 sec): 3 clusters Score: Raw -54041442.927786 + Penalty 31994.261930 = -54009448.665855 nChanged 2720 SP:Iteration 13Q (2427.638145 sec): 3 clusters Score: Raw -54042194.797242 + Penalty 31994.261930 = -54010200.535311 nChanged 2133 SP:Iteration 14Q (2428.307979 sec): 3 clusters Score: Raw -54042681.971714 + Penalty 31994.261930 = -54010687.709783 nChanged 1577 SP:Iteration 15Q (2428.980843 sec): 3 clusters Score: Raw -54042975.530432 + Penalty 31994.261930 = -54010981.268501 nChanged 1228 SP:Iteration 16Q (2429.664258 sec): 3 clusters Score: Raw -54043184.232271 + Penalty 31994.261930 = -54011189.970341 nChanged 991 SP:Iteration 17Q (2430.319336 sec): 3 clusters Score: Raw -54043336.950662 + Penalty 31994.261930 = -54011342.688731 nChanged 855 SP:Iteration 18Q (2430.981999 sec): 3 clusters Score: Raw -54043468.547031 + Penalty 31994.261930 = -54011474.285100 nChanged 833 SP:Iteration 19Q (2431.661398 sec): 3 clusters Score: Raw -54043584.174310 + Penalty 31994.261930 = -54011589.912379 nChanged 720 SP:Iteration 20F (2432.322821 sec): 3 clusters Score: Raw -54043684.700620 + Penalty 31994.261930 = -54011690.438689 nChanged 667 SP:Iteration 21Q (2432.979530 sec): 3 clusters Score: Raw -54043786.272379 + Penalty 31994.261930 = -54011792.010449 nChanged 732 SP:Iteration 22Q (2433.640401 sec): 3 clusters Score: Raw -54043904.546081 + Penalty 31994.261930 = -54011910.284151 nChanged 767 SP:Iteration 23Q (2434.319992 sec): 3 clusters Score: Raw -54044027.927095 + Penalty 31994.261930 = -54012033.665165 nChanged 752 SP:Iteration 24Q (2435.071314 sec): 3 clusters Score: Raw -54044151.403993 + Penalty 31994.261930 = -54012157.142062 nChanged 796 SP:Iteration 25Q (2435.832445 sec): 3 clusters Score: Raw -54044288.895403 + Penalty 31994.261930 = -54012294.633472 nChanged 832 SP:Iteration 26Q (2436.594632 sec): 3 clusters Score: Raw -54044441.995499 + Penalty 31994.261930 = -54012447.733569 nChanged 885 SP:Iteration 27Q (2437.341481 sec): 3 clusters Score: Raw -54044604.135922 + Penalty 31994.261930 = -54012609.873991 nChanged 933 SP:Iteration 28Q (2438.048143 sec): 3 clusters Score: Raw -54044791.217718 + Penalty 31994.261930 = -54012796.955788 nChanged 1032 SP:Iteration 29Q (2438.758300 sec): 3 clusters Score: Raw -54045010.429440 + Penalty 31994.261930 = -54013016.167510 nChanged 1082 SP:Iteration 30Q (2439.457902 sec): 3 clusters Score: Raw -54045259.736962 + Penalty 31994.261930 = -54013265.475032 nChanged 1082 SP:Iteration 31Q (2440.124932 sec): 3 clusters Score: Raw -54045531.456731 + Penalty 31994.261930 = -54013537.194801 nChanged 1156 SP:Iteration 32Q (2440.833930 sec): 3 clusters Score: Raw -54045828.362775 + Penalty 31994.261930 = -54013834.100845 nChanged 1202 SP:Iteration 33Q (2441.496718 sec): 3 clusters Score: Raw -54046152.882308 + Penalty 31994.261930 = -54014158.620378 nChanged 1277 SP:Iteration 34Q (2442.141656 sec): 3 clusters Score: Raw -54046493.275337 + Penalty 31994.261930 = -54014499.013406 nChanged 1288 SP:Iteration 35Q (2442.809548 sec): 3 clusters Score: Raw -54046837.335093 + Penalty 31994.261930 = -54014843.073163 nChanged 1291 SP:Iteration 36Q (2443.470431 sec): 3 clusters Score: Raw -54047156.495145 + Penalty 31994.261930 = -54015162.233215 nChanged 1203 SP:Iteration 37Q (2444.117795 sec): 3 clusters Score: Raw -54047432.466343 + Penalty 31994.261930 = -54015438.204413 nChanged 1157 SP:Iteration 38Q (2444.763596 sec): 3 clusters Score: Raw -54047692.054586 + Penalty 31994.261930 = -54015697.792655 nChanged 1100 SP:Iteration 39Q (2445.409332 sec): 3 clusters Score: Raw -54047929.504215 + Penalty 31994.261930 = -54015935.242285 nChanged 1040 SP:Iteration 40F (2446.078786 sec): 3 clusters Score: Raw -54048152.424825 + Penalty 31994.261930 = -54016158.162895 nChanged 994 SP:Iteration 41Q (2446.731100 sec): 3 clusters Score: Raw -54048352.350329 + Penalty 31994.261930 = -54016358.088398 nChanged 956 SP:Iteration 42Q (2447.380134 sec): 3 clusters Score: Raw -54048537.312328 + Penalty 31994.261930 = -54016543.050397 nChanged 910 SP:Iteration 43Q (2448.045811 sec): 3 clusters Score: Raw -54048716.468174 + Penalty 31994.261930 = -54016722.206243 nChanged 888 SP:Iteration 44Q (2448.711156 sec): 3 clusters Score: Raw -54048888.510555 + Penalty 31994.261930 = -54016894.248625 nChanged 866 SP:Iteration 45Q (2449.374574 sec): 3 clusters Score: Raw -54049049.126128 + Penalty 31994.261930 = -54017054.864198 nChanged 795 SP:Iteration 46Q (2450.057725 sec): 3 clusters Score: Raw -54049189.977725 + Penalty 31994.261930 = -54017195.715795 nChanged 761 SP:Iteration 47Q (2450.778703 sec): 3 clusters Score: Raw -54049327.014167 + Penalty 31994.261930 = -54017332.752237 nChanged 721 SP:Iteration 48Q (2451.503248 sec): 3 clusters Score: Raw -54049448.985341 + Penalty 31994.261930 = -54017454.723411 nChanged 687 SP:Iteration 49Q (2452.231992 sec): 3 clusters Score: Raw -54049565.268099 + Penalty 31994.261930 = -54017571.006169 nChanged 660 SP:Iteration 50Q (2452.947585 sec): 3 clusters Score: Raw -54049669.895949 + Penalty 31994.261930 = -54017675.634018 nChanged 618 SP:Iteration 51Q (2453.636533 sec): 3 clusters Score: Raw -54049763.849626 + Penalty 31994.261930 = -54017769.587696 nChanged 626 SP:Iteration 52Q (2454.343373 sec): 3 clusters Score: Raw -54049867.119738 + Penalty 31994.261930 = -54017872.857807 nChanged 633 SP:Iteration 53Q (2455.049359 sec): 3 clusters Score: Raw -54049973.233897 + Penalty 31994.261930 = -54017978.971966 nChanged 618 SP:Iteration 54Q (2455.752423 sec): 3 clusters Score: Raw -54050074.514519 + Penalty 31994.261930 = -54018080.252589 nChanged 633 SP:Iteration 55Q (2456.493114 sec): 3 clusters Score: Raw -54050182.924726 + Penalty 31994.261930 = -54018188.662795 nChanged 630 SP:Iteration 56Q (2457.232298 sec): 3 clusters Score: Raw -54050290.211024 + Penalty 31994.261930 = -54018295.949093 nChanged 650 SP:Iteration 57Q (2457.984811 sec): 3 clusters Score: Raw -54050399.271835 + Penalty 31994.261930 = -54018405.009904 nChanged 610 SP:Iteration 58Q (2458.705087 sec): 3 clusters Score: Raw -54050496.905180 + Penalty 31994.261930 = -54018502.643250 nChanged 582 SP:Iteration 59Q (2459.429537 sec): 3 clusters Score: Raw -54050585.676598 + Penalty 31994.261930 = -54018591.414668 nChanged 506 SP:Iteration 60F (2460.100651 sec): 3 clusters Score: Raw -54050661.939708 + Penalty 31994.261930 = -54018667.677778 nChanged 475 SP:Iteration 61Q (2460.736422 sec): 3 clusters Score: Raw -54050729.686346 + Penalty 31994.261930 = -54018735.424416 nChanged 475 SP:Iteration 62Q (2461.390572 sec): 3 clusters Score: Raw -54050803.077730 + Penalty 31994.261930 = -54018808.815800 nChanged 451 SP:Iteration 63Q (2462.076330 sec): 3 clusters Score: Raw -54050865.847534 + Penalty 31994.261930 = -54018871.585604 nChanged 439 SP:Iteration 64Q (2462.762532 sec): 3 clusters Score: Raw -54050930.003741 + Penalty 31994.261930 = -54018935.741810 nChanged 474 SP:Iteration 65Q (2463.449501 sec): 3 clusters Score: Raw -54050997.894878 + Penalty 31994.261930 = -54019003.632948 nChanged 439 SP:Iteration 66Q (2464.126214 sec): 3 clusters Score: Raw -54051059.313359 + Penalty 31994.261930 = -54019065.051429 nChanged 402 SP:Iteration 67Q (2464.865305 sec): 3 clusters Score: Raw -54051114.007072 + Penalty 31994.261930 = -54019119.745141 nChanged 373 SP:Iteration 68Q (2465.602741 sec): 3 clusters Score: Raw -54051170.597966 + Penalty 31994.261930 = -54019176.336035 nChanged 398 SP:Iteration 69Q (2466.334133 sec): 3 clusters Score: Raw -54051228.445291 + Penalty 31994.261930 = -54019234.183361 nChanged 416 SP:Iteration 70Q (2467.075380 sec): 3 clusters Score: Raw -54051288.323651 + Penalty 31994.261930 = -54019294.061720 nChanged 406 SP:Iteration 71Q (2467.851281 sec): 3 clusters Score: Raw -54051345.073648 + Penalty 31994.261930 = -54019350.811718 nChanged 377 SP:Iteration 72Q (2468.574785 sec): 3 clusters Score: Raw -54051397.640606 + Penalty 31994.261930 = -54019403.378675 nChanged 346 SP:Iteration 73Q (2469.286773 sec): 3 clusters Score: Raw -54051444.390839 + Penalty 31994.261930 = -54019450.128909 nChanged 323 SP:Iteration 74Q (2470.001962 sec): 3 clusters Score: Raw -54051487.533548 + Penalty 31994.261930 = -54019493.271618 nChanged 321 SP:Iteration 75Q (2470.745441 sec): 3 clusters Score: Raw -54051529.554348 + Penalty 31994.261930 = -54019535.292417 nChanged 272 SP:Iteration 76Q (2471.470380 sec): 3 clusters Score: Raw -54051564.965662 + Penalty 31994.261930 = -54019570.703731 nChanged 304 SP:Iteration 77Q (2472.194081 sec): 3 clusters Score: Raw -54051602.947783 + Penalty 31994.261930 = -54019608.685852 nChanged 277 SP:Iteration 78Q (2472.924280 sec): 3 clusters Score: Raw -54051636.857264 + Penalty 31994.261930 = -54019642.595333 nChanged 255 SP:Iteration 79Q (2473.638753 sec): 3 clusters Score: Raw -54051668.146570 + Penalty 31994.261930 = -54019673.884639 nChanged 232 SP:Iteration 80F (2474.408991 sec): 3 clusters Score: Raw -54051694.048865 + Penalty 31994.261930 = -54019699.786935 nChanged 214 SP:Iteration 81Q (2475.093566 sec): 3 clusters Score: Raw -54051718.608012 + Penalty 31994.261930 = -54019724.346081 nChanged 191 SP:Iteration 82Q (2475.865405 sec): 3 clusters Score: Raw -54051740.994518 + Penalty 31994.261930 = -54019746.732588 nChanged 191 SP:Iteration 83Q (2476.618347 sec): 3 clusters Score: Raw -54051763.106675 + Penalty 31994.261930 = -54019768.844744 nChanged 210 SP:Iteration 84Q (2477.352095 sec): 3 clusters Score: Raw -54051788.219110 + Penalty 31994.261930 = -54019793.957180 nChanged 224 SP:Iteration 85Q (2478.063223 sec): 3 clusters Score: Raw -54051814.862079 + Penalty 31994.261930 = -54019820.600149 nChanged 240 SP:Iteration 86Q (2478.766976 sec): 3 clusters Score: Raw -54051842.138234 + Penalty 31994.261930 = -54019847.876304 nChanged 220 SP:Iteration 87Q (2479.477039 sec): 3 clusters Score: Raw -54051866.428249 + Penalty 31994.261930 = -54019872.166319 nChanged 208 SP:Iteration 88Q (2480.191708 sec): 3 clusters Score: Raw -54051890.008398 + Penalty 31994.261930 = -54019895.746468 nChanged 208 SP:Iteration 89Q (2480.898291 sec): 3 clusters Score: Raw -54051912.872088 + Penalty 31994.261930 = -54019918.610158 nChanged 177 SP:Iteration 90Q (2481.606465 sec): 3 clusters Score: Raw -54051932.614091 + Penalty 31994.261930 = -54019938.352160 nChanged 192 SP:Iteration 91Q (2482.304622 sec): 3 clusters Score: Raw -54051952.829965 + Penalty 31994.261930 = -54019958.568034 nChanged 169 SP:Iteration 92Q (2483.000753 sec): 3 clusters Score: Raw -54051969.692208 + Penalty 31994.261930 = -54019975.430278 nChanged 144 SP:Iteration 93Q (2483.619687 sec): 3 clusters Score: Raw -54051986.081487 + Penalty 31994.261930 = -54019991.819557 nChanged 174 SP:Iteration 94Q (2484.234549 sec): 3 clusters Score: Raw -54052005.578199 + Penalty 31994.261930 = -54020011.316269 nChanged 172 SP:Iteration 95Q (2484.853374 sec): 3 clusters Score: Raw -54052022.322617 + Penalty 31994.261930 = -54020028.060687 nChanged 152 SP:Iteration 96Q (2485.469175 sec): 3 clusters Score: Raw -54052037.531049 + Penalty 31994.261930 = -54020043.269119 nChanged 149 SP:Iteration 97Q (2486.086935 sec): 3 clusters Score: Raw -54052052.812927 + Penalty 31994.261930 = -54020058.550996 nChanged 138 SP:Iteration 98Q (2486.695513 sec): 3 clusters Score: Raw -54052066.185963 + Penalty 31994.261930 = -54020071.924033 nChanged 145 SP:Iteration 99Q (2487.310490 sec): 3 clusters Score: Raw -54052080.941158 + Penalty 31994.261930 = -54020086.679227 nChanged 134 SP:Iteration 100F (2487.982030 sec): 3 clusters Score: Raw -54052094.454864 + Penalty 31994.261930 = -54020100.192934 nChanged 117 SP:Iteration 101Q (2488.627623 sec): 3 clusters Score: Raw -54052106.300845 + Penalty 31994.261930 = -54020112.038914 nChanged 112 SP:Iteration 102Q (2489.255004 sec): 3 clusters Score: Raw -54052117.397983 + Penalty 31994.261930 = -54020123.136053 nChanged 128 SP:Iteration 103Q (2489.888824 sec): 3 clusters Score: Raw -54052129.993235 + Penalty 31994.261930 = -54020135.731305 nChanged 122 SP:Iteration 104Q (2490.591727 sec): 3 clusters Score: Raw -54052142.514447 + Penalty 31994.261930 = -54020148.252517 nChanged 115 SP:Iteration 105Q (2491.285407 sec): 3 clusters Score: Raw -54052154.133943 + Penalty 31994.261930 = -54020159.872013 nChanged 122 SP:Iteration 106Q (2491.952565 sec): 3 clusters Score: Raw -54052165.936843 + Penalty 31994.261930 = -54020171.674913 nChanged 105 SP:Iteration 107Q (2492.630330 sec): 3 clusters Score: Raw -54052176.612227 + Penalty 31994.261930 = -54020182.350297 nChanged 112 SP:Iteration 108Q (2493.315061 sec): 3 clusters Score: Raw -54052187.862352 + Penalty 31994.261930 = -54020193.600422 nChanged 101 SP:Iteration 109Q (2494.016623 sec): 3 clusters Score: Raw -54052196.941538 + Penalty 31994.261930 = -54020202.679608 nChanged 85 SP:Iteration 110Q (2494.713054 sec): 3 clusters Score: Raw -54052204.744079 + Penalty 31994.261930 = -54020210.482148 nChanged 76 SP:Iteration 111Q (2495.374777 sec): 3 clusters Score: Raw -54052211.468785 + Penalty 31994.261930 = -54020217.206854 nChanged 62 SP:Iteration 112Q (2496.103034 sec): 3 clusters Score: Raw -54052216.870164 + Penalty 31994.261930 = -54020222.608234 nChanged 69 SP:Iteration 113Q (2496.778988 sec): 3 clusters Score: Raw -54052222.545944 + Penalty 31994.261930 = -54020228.284013 nChanged 69 SP:Iteration 114Q (2497.489024 sec): 3 clusters Score: Raw -54052228.266208 + Penalty 31994.261930 = -54020234.004278 nChanged 68 SP:Iteration 115Q (2498.195918 sec): 3 clusters Score: Raw -54052234.064123 + Penalty 31994.261930 = -54020239.802193 nChanged 56 SP:Iteration 116Q (2498.912086 sec): 3 clusters Score: Raw -54052239.050296 + Penalty 31994.261930 = -54020244.788365 nChanged 44 SP:Iteration 117Q (2499.593672 sec): 3 clusters Score: Raw -54052242.789719 + Penalty 31994.261930 = -54020248.527789 nChanged 49 SP:Iteration 118Q (2500.280388 sec): 3 clusters Score: Raw -54052246.633681 + Penalty 31994.261930 = -54020252.371751 nChanged 48 SP:Iteration 119Q (2500.957767 sec): 3 clusters Score: Raw -54052250.777215 + Penalty 31994.261930 = -54020256.515285 nChanged 56 SP:Iteration 120F (2501.727953 sec): 3 clusters Score: Raw -54052255.529451 + Penalty 31994.261930 = -54020261.267521 nChanged 46 SP:Iteration 121Q (2502.420105 sec): 3 clusters Score: Raw -54052259.545581 + Penalty 31994.261930 = -54020265.283651 nChanged 49 SP:Iteration 122Q (2503.103239 sec): 3 clusters Score: Raw -54052263.680202 + Penalty 31994.261930 = -54020269.418271 nChanged 54 SP:Iteration 123Q (2503.810320 sec): 3 clusters Score: Raw -54052268.244596 + Penalty 31994.261930 = -54020273.982666 nChanged 43 SP:Iteration 124Q (2504.548008 sec): 3 clusters Score: Raw -54052271.521026 + Penalty 31994.261930 = -54020277.259095 nChanged 35 SP:Iteration 125Q (2505.270899 sec): 3 clusters Score: Raw -54052274.326291 + Penalty 31994.261930 = -54020280.064360 nChanged 35 SP:Iteration 126Q (2505.988701 sec): 3 clusters Score: Raw -54052277.229335 + Penalty 31994.261930 = -54020282.967405 nChanged 40 SP:Iteration 127Q (2506.700336 sec): 3 clusters Score: Raw -54052280.677699 + Penalty 31994.261930 = -54020286.415769 nChanged 38 SP:Iteration 128Q (2507.382482 sec): 3 clusters Score: Raw -54052283.787164 + Penalty 31994.261930 = -54020289.525233 nChanged 39 SP:Iteration 129Q (2508.065283 sec): 3 clusters Score: Raw -54052286.563520 + Penalty 31994.261930 = -54020292.301589 nChanged 33 SP:Iteration 130Q (2508.756843 sec): 3 clusters Score: Raw -54052289.075509 + Penalty 31994.261930 = -54020294.813578 nChanged 30 SP:Iteration 131Q (2509.432091 sec): 3 clusters Score: Raw -54052291.583985 + Penalty 31994.261930 = -54020297.322055 nChanged 30 SP:Iteration 132Q (2510.098379 sec): 3 clusters Score: Raw -54052293.670291 + Penalty 31994.261930 = -54020299.408360 nChanged 20 SP:Iteration 133Q (2510.751904 sec): 3 clusters Score: Raw -54052295.059619 + Penalty 31994.261930 = -54020300.797688 nChanged 9 SP:Iteration 134Q (2511.341846 sec): 3 clusters Score: Raw -54052295.728172 + Penalty 31994.261930 = -54020301.466242 nChanged 10 SP:Iteration 135Q (2511.912679 sec): 3 clusters Score: Raw -54052296.412649 + Penalty 31994.261930 = -54020302.150719 nChanged 9 SP:Iteration 136Q (2512.484841 sec): 3 clusters Score: Raw -54052296.900213 + Penalty 31994.261930 = -54020302.638283 nChanged 6 SP:Iteration 137Q (2513.054850 sec): 3 clusters Score: Raw -54052297.337846 + Penalty 31994.261930 = -54020303.075916 nChanged 3 SP:Iteration 138Q (2513.630043 sec): 3 clusters Score: Raw -54052297.541361 + Penalty 31994.261930 = -54020303.279430 nChanged 4 SP:Iteration 139Q (2514.199957 sec): 3 clusters Score: Raw -54052297.842720 + Penalty 31994.261930 = -54020303.580790 nChanged 6 SP:Iteration 140F (2514.855140 sec): 3 clusters Score: Raw -54052298.464610 + Penalty 31994.261930 = -54020304.202679 nChanged 4 SP:Iteration 141Q (2515.441967 sec): 3 clusters Score: Raw -54052298.742551 + Penalty 31994.261930 = -54020304.480621 nChanged 6 SP:Iteration 142Q (2516.012079 sec): 3 clusters Score: Raw -54052299.210445 + Penalty 31994.261930 = -54020304.948515 nChanged 5 SP:Iteration 143Q (2516.680456 sec): 3 clusters Score: Raw -54052299.517620 + Penalty 31994.261930 = -54020305.255689 nChanged 4 SP:Iteration 144Q (2517.298231 sec): 3 clusters Score: Raw -54052299.869575 + Penalty 31994.261930 = -54020305.607644 nChanged 3 SP:Iteration 145Q (2517.913305 sec): 3 clusters Score: Raw -54052300.073832 + Penalty 31994.261930 = -54020305.811902 nChanged 4 SP:Iteration 146Q (2518.518592 sec): 3 clusters Score: Raw -54052300.293633 + Penalty 31994.261930 = -54020306.031703 nChanged 1 SP:Iteration 147Q (2519.095614 sec): 3 clusters Score: Raw -54052300.345256 + Penalty 31994.261930 = -54020306.083325 nChanged 1 SP:Iteration 148Q (2519.669875 sec): 3 clusters Score: Raw -54052300.412567 + Penalty 31994.261930 = -54020306.150636 nChanged 0 SP:Iteration 149F (2520.325152 sec): 3 clusters Score: Raw -54052300.412567 + Penalty 31994.261930 = -54020306.150636 nChanged 0 Trying to split cluster 14 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2520.362286 sec): 2 clusters Score: Raw -237779.497055 + Penalty 8713.492113 = -229066.004942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2520.398395 sec): 3 clusters Score: Raw -239410.975409 + Penalty 17426.984226 = -221983.991183 nChanged 52 SP:Iteration 1F (2520.438264 sec): 3 clusters Score: Raw -240165.160891 + Penalty 17426.984226 = -222738.176665 nChanged 17 SP:Iteration 2Q (2520.486846 sec): 3 clusters Score: Raw -240393.623868 + Penalty 17426.984226 = -222966.639643 nChanged 8 SP:Iteration 3Q (2520.533459 sec): 3 clusters Score: Raw -240523.860602 + Penalty 17426.984226 = -223096.876376 nChanged 3 SP:Iteration 4Q (2520.565805 sec): 3 clusters Score: Raw -240557.347554 + Penalty 17426.984226 = -223130.363328 nChanged 2 SP:Iteration 5Q (2520.607456 sec): 3 clusters Score: Raw -240578.976717 + Penalty 17426.984226 = -223151.992491 nChanged 1 SP:Iteration 6Q (2520.657808 sec): 3 clusters Score: Raw -240602.214350 + Penalty 17426.984226 = -223175.230124 nChanged 0 SP:Iteration 7F (2520.694540 sec): 3 clusters Score: Raw -240602.214350 + Penalty 17426.984226 = -223175.230124 nChanged 0 Trying to split cluster 15 (6102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2520.729383 sec): 2 clusters Score: Raw -2318651.396416 + Penalty 11771.460204 = -2306879.936212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2520.805723 sec): 3 clusters Score: Raw -2317160.562866 + Penalty 23542.920408 = -2293617.642458 nChanged 1588 SP:Iteration 1F (2520.878430 sec): 3 clusters Score: Raw -2318756.219775 + Penalty 23542.920408 = -2295213.299367 nChanged 370 SP:Iteration 2F (2520.956665 sec): 3 clusters Score: Raw -2319224.017906 + Penalty 23542.920408 = -2295681.097498 nChanged 201 SP:Iteration 3Q (2521.014523 sec): 3 clusters Score: Raw -2319461.990606 + Penalty 23542.920408 = -2295919.070198 nChanged 129 SP:Iteration 4Q (2521.087292 sec): 3 clusters Score: Raw -2319606.315793 + Penalty 23542.920408 = -2296063.395385 nChanged 93 SP:Iteration 5Q (2521.156174 sec): 3 clusters Score: Raw -2319727.874952 + Penalty 23542.920408 = -2296184.954544 nChanged 83 SP:Iteration 6Q (2521.231740 sec): 3 clusters Score: Raw -2319837.083176 + Penalty 23542.920408 = -2296294.162768 nChanged 66 SP:Iteration 7Q (2521.295898 sec): 3 clusters Score: Raw -2319910.271984 + Penalty 23542.920408 = -2296367.351576 nChanged 50 SP:Iteration 8Q (2521.345860 sec): 3 clusters Score: Raw -2319973.193945 + Penalty 23542.920408 = -2296430.273537 nChanged 57 SP:Iteration 9Q (2521.427097 sec): 3 clusters Score: Raw -2320032.142675 + Penalty 23542.920408 = -2296489.222267 nChanged 47 SP:Iteration 10Q (2521.499400 sec): 3 clusters Score: Raw -2320113.928761 + Penalty 23542.920408 = -2296571.008353 nChanged 72 SP:Iteration 11Q (2521.572182 sec): 3 clusters Score: Raw -2320216.189540 + Penalty 23542.920408 = -2296673.269132 nChanged 97 SP:Iteration 12Q (2521.629910 sec): 3 clusters Score: Raw -2320373.648128 + Penalty 23542.920408 = -2296830.727720 nChanged 127 SP:Iteration 13Q (2521.692324 sec): 3 clusters Score: Raw -2320603.054256 + Penalty 23542.920408 = -2297060.133848 nChanged 185 SP:Iteration 14Q (2521.767237 sec): 3 clusters Score: Raw -2320981.331536 + Penalty 23542.920408 = -2297438.411128 nChanged 258 SP:Iteration 15Q (2521.831284 sec): 3 clusters Score: Raw -2321637.623298 + Penalty 23542.920408 = -2298094.702890 nChanged 369 SP:Iteration 16F (2521.910439 sec): 3 clusters Score: Raw -2322813.061182 + Penalty 23542.920408 = -2299270.140774 nChanged 446 SP:Iteration 17F (2521.979005 sec): 3 clusters Score: Raw -2324518.107024 + Penalty 23542.920408 = -2300975.186616 nChanged 458 SP:Iteration 18F (2522.051598 sec): 3 clusters Score: Raw -2325796.450947 + Penalty 23542.920408 = -2302253.530539 nChanged 268 SP:Iteration 19Q (2522.131943 sec): 3 clusters Score: Raw -2326398.673544 + Penalty 23542.920408 = -2302855.753136 nChanged 173 SP:Iteration 20F (2522.202932 sec): 3 clusters Score: Raw -2326684.935148 + Penalty 23542.920408 = -2303142.014740 nChanged 80 SP:Iteration 21Q (2522.274296 sec): 3 clusters Score: Raw -2326795.288677 + Penalty 23542.920408 = -2303252.368269 nChanged 35 SP:Iteration 22Q (2522.330575 sec): 3 clusters Score: Raw -2326838.431856 + Penalty 23542.920408 = -2303295.511448 nChanged 26 SP:Iteration 23Q (2522.407695 sec): 3 clusters Score: Raw -2326869.069501 + Penalty 23542.920408 = -2303326.149093 nChanged 15 SP:Iteration 24Q (2522.461056 sec): 3 clusters Score: Raw -2326888.091324 + Penalty 23542.920408 = -2303345.170916 nChanged 5 SP:Iteration 25Q (2522.536516 sec): 3 clusters Score: Raw -2326898.772228 + Penalty 23542.920408 = -2303355.851820 nChanged 9 SP:Iteration 26Q (2522.594428 sec): 3 clusters Score: Raw -2326911.373370 + Penalty 23542.920408 = -2303368.452962 nChanged 7 SP:Iteration 27Q (2522.661297 sec): 3 clusters Score: Raw -2326919.035233 + Penalty 23542.920408 = -2303376.114825 nChanged 3 SP:Iteration 28Q (2522.740969 sec): 3 clusters Score: Raw -2326922.233993 + Penalty 23542.920408 = -2303379.313584 nChanged 0 SP:Iteration 29F (2522.801892 sec): 3 clusters Score: Raw -2326922.233993 + Penalty 23542.920408 = -2303379.313584 nChanged 0 Trying to split cluster 16 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2522.826679 sec): 2 clusters Score: Raw -73282.849318 + Penalty 7100.247500 = -66182.601818 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (96 points): covariance matrix is singular SP:Iteration 0F (2522.844521 sec): 3 clusters Score: Raw -76023.091970 + Penalty 14200.495000 = -61822.596970 nChanged 39 SP:Iteration 1F (2522.872254 sec): 2 clusters Score: Raw 206997.694232 + Penalty 7100.247500 = 214097.941732 nChanged 57 SP:Iteration 2F (2522.887568 sec): 2 clusters Score: Raw -73282.849318 + Penalty 7100.247500 = -66182.601818 nChanged 0 Trying to split cluster 17 (76247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2523.170666 sec): 2 clusters Score: Raw -29585153.351209 + Penalty 15181.960888 = -29569971.390320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2523.588173 sec): 3 clusters Score: Raw -29542608.177073 + Penalty 30363.921777 = -29512244.255296 nChanged 32586 SP:Iteration 1F (2523.982280 sec): 3 clusters Score: Raw -29559950.853730 + Penalty 30363.921777 = -29529586.931954 nChanged 4548 SP:Iteration 2F (2524.384108 sec): 3 clusters Score: Raw -29561954.520235 + Penalty 30363.921777 = -29531590.598458 nChanged 3875 SP:Iteration 3F (2524.805508 sec): 3 clusters Score: Raw -29563763.607331 + Penalty 30363.921777 = -29533399.685554 nChanged 3540 SP:Iteration 4Q (2525.200133 sec): 3 clusters Score: Raw -29565569.123910 + Penalty 30363.921777 = -29535205.202133 nChanged 3538 SP:Iteration 5Q (2525.581750 sec): 3 clusters Score: Raw -29567610.412444 + Penalty 30363.921777 = -29537246.490667 nChanged 3788 SP:Iteration 6Q (2525.970016 sec): 3 clusters Score: Raw -29570025.982794 + Penalty 30363.921777 = -29539662.061017 nChanged 4115 SP:Iteration 7F (2526.350497 sec): 3 clusters Score: Raw -29572858.207202 + Penalty 30363.921777 = -29542494.285425 nChanged 4151 SP:Iteration 8F (2526.754532 sec): 3 clusters Score: Raw -29575785.530800 + Penalty 30363.921777 = -29545421.609023 nChanged 4140 SP:Iteration 9F (2527.171904 sec): 3 clusters Score: Raw -29578642.602831 + Penalty 30363.921777 = -29548278.681054 nChanged 3767 SP:Iteration 10Q (2527.610320 sec): 3 clusters Score: Raw -29580995.467811 + Penalty 30363.921777 = -29550631.546034 nChanged 3216 SP:Iteration 11Q (2528.050068 sec): 3 clusters Score: Raw -29582704.329484 + Penalty 30363.921777 = -29552340.407707 nChanged 2562 SP:Iteration 12Q (2528.482586 sec): 3 clusters Score: Raw -29583867.057854 + Penalty 30363.921777 = -29553503.136077 nChanged 1996 SP:Iteration 13Q (2528.878731 sec): 3 clusters Score: Raw -29584615.749189 + Penalty 30363.921777 = -29554251.827412 nChanged 1554 SP:Iteration 14Q (2529.310301 sec): 3 clusters Score: Raw -29585102.393915 + Penalty 30363.921777 = -29554738.472138 nChanged 1160 SP:Iteration 15Q (2529.721340 sec): 3 clusters Score: Raw -29585429.531654 + Penalty 30363.921777 = -29555065.609877 nChanged 931 SP:Iteration 16Q (2530.121877 sec): 3 clusters Score: Raw -29585666.153872 + Penalty 30363.921777 = -29555302.232095 nChanged 784 SP:Iteration 17Q (2530.536401 sec): 3 clusters Score: Raw -29585860.318661 + Penalty 30363.921777 = -29555496.396885 nChanged 685 SP:Iteration 18Q (2530.940566 sec): 3 clusters Score: Raw -29586028.810570 + Penalty 30363.921777 = -29555664.888793 nChanged 662 SP:Iteration 19Q (2531.342595 sec): 3 clusters Score: Raw -29586184.262110 + Penalty 30363.921777 = -29555820.340334 nChanged 639 SP:Iteration 20F (2531.777611 sec): 3 clusters Score: Raw -29586340.895607 + Penalty 30363.921777 = -29555976.973830 nChanged 637 SP:Iteration 21Q (2532.203473 sec): 3 clusters Score: Raw -29586490.862309 + Penalty 30363.921777 = -29556126.940532 nChanged 606 SP:Iteration 22Q (2532.611713 sec): 3 clusters Score: Raw -29586634.640534 + Penalty 30363.921777 = -29556270.718758 nChanged 592 SP:Iteration 23Q (2533.030206 sec): 3 clusters Score: Raw -29586774.325781 + Penalty 30363.921777 = -29556410.404004 nChanged 558 SP:Iteration 24Q (2533.441843 sec): 3 clusters Score: Raw -29586899.836279 + Penalty 30363.921777 = -29556535.914503 nChanged 496 SP:Iteration 25Q (2533.811216 sec): 3 clusters Score: Raw -29587007.411568 + Penalty 30363.921777 = -29556643.489791 nChanged 490 SP:Iteration 26Q (2534.185734 sec): 3 clusters Score: Raw -29587108.006645 + Penalty 30363.921777 = -29556744.084868 nChanged 465 SP:Iteration 27Q (2534.561530 sec): 3 clusters Score: Raw -29587203.289848 + Penalty 30363.921777 = -29556839.368071 nChanged 459 SP:Iteration 28Q (2534.953312 sec): 3 clusters Score: Raw -29587295.046575 + Penalty 30363.921777 = -29556931.124798 nChanged 459 SP:Iteration 29Q (2535.351699 sec): 3 clusters Score: Raw -29587387.821007 + Penalty 30363.921777 = -29557023.899230 nChanged 448 SP:Iteration 30Q (2535.767264 sec): 3 clusters Score: Raw -29587479.528576 + Penalty 30363.921777 = -29557115.606799 nChanged 435 SP:Iteration 31Q (2536.177507 sec): 3 clusters Score: Raw -29587562.167594 + Penalty 30363.921777 = -29557198.245817 nChanged 410 SP:Iteration 32Q (2536.564844 sec): 3 clusters Score: Raw -29587636.368895 + Penalty 30363.921777 = -29557272.447118 nChanged 357 SP:Iteration 33Q (2536.935808 sec): 3 clusters Score: Raw -29587700.038921 + Penalty 30363.921777 = -29557336.117145 nChanged 351 SP:Iteration 34Q (2537.306480 sec): 3 clusters Score: Raw -29587760.466930 + Penalty 30363.921777 = -29557396.545153 nChanged 324 SP:Iteration 35Q (2537.676629 sec): 3 clusters Score: Raw -29587814.997663 + Penalty 30363.921777 = -29557451.075886 nChanged 295 SP:Iteration 36Q (2538.038867 sec): 3 clusters Score: Raw -29587863.841443 + Penalty 30363.921777 = -29557499.919667 nChanged 273 SP:Iteration 37Q (2538.457692 sec): 3 clusters Score: Raw -29587910.815381 + Penalty 30363.921777 = -29557546.893604 nChanged 271 SP:Iteration 38Q (2538.884548 sec): 3 clusters Score: Raw -29587960.138991 + Penalty 30363.921777 = -29557596.217214 nChanged 296 SP:Iteration 39Q (2539.314873 sec): 3 clusters Score: Raw -29588013.812704 + Penalty 30363.921777 = -29557649.890927 nChanged 320 SP:Iteration 40F (2539.687519 sec): 3 clusters Score: Raw -29588073.165633 + Penalty 30363.921777 = -29557709.243857 nChanged 327 SP:Iteration 41Q (2540.106261 sec): 3 clusters Score: Raw -29588136.592968 + Penalty 30363.921777 = -29557772.671192 nChanged 351 SP:Iteration 42Q (2540.516773 sec): 3 clusters Score: Raw -29588206.509435 + Penalty 30363.921777 = -29557842.587658 nChanged 370 SP:Iteration 43Q (2540.917437 sec): 3 clusters Score: Raw -29588279.358252 + Penalty 30363.921777 = -29557915.436475 nChanged 365 SP:Iteration 44Q (2541.315922 sec): 3 clusters Score: Raw -29588346.853295 + Penalty 30363.921777 = -29557982.931518 nChanged 331 SP:Iteration 45Q (2541.711285 sec): 3 clusters Score: Raw -29588404.473513 + Penalty 30363.921777 = -29558040.551736 nChanged 313 SP:Iteration 46Q (2542.082548 sec): 3 clusters Score: Raw -29588460.064149 + Penalty 30363.921777 = -29558096.142372 nChanged 322 SP:Iteration 47Q (2542.505321 sec): 3 clusters Score: Raw -29588524.091935 + Penalty 30363.921777 = -29558160.170158 nChanged 354 SP:Iteration 48Q (2542.863800 sec): 3 clusters Score: Raw -29588597.917047 + Penalty 30363.921777 = -29558233.995270 nChanged 392 SP:Iteration 49Q (2543.302830 sec): 3 clusters Score: Raw -29588677.564847 + Penalty 30363.921777 = -29558313.643070 nChanged 374 SP:Iteration 50Q (2543.698167 sec): 3 clusters Score: Raw -29588753.128993 + Penalty 30363.921777 = -29558389.207216 nChanged 353 SP:Iteration 51Q (2544.104053 sec): 3 clusters Score: Raw -29588819.820909 + Penalty 30363.921777 = -29558455.899132 nChanged 334 SP:Iteration 52Q (2544.497428 sec): 3 clusters Score: Raw -29588878.526030 + Penalty 30363.921777 = -29558514.604253 nChanged 317 SP:Iteration 53Q (2544.918292 sec): 3 clusters Score: Raw -29588941.074289 + Penalty 30363.921777 = -29558577.152512 nChanged 344 SP:Iteration 54Q (2545.345243 sec): 3 clusters Score: Raw -29589008.066974 + Penalty 30363.921777 = -29558644.145197 nChanged 338 SP:Iteration 55Q (2545.767994 sec): 3 clusters Score: Raw -29589074.545863 + Penalty 30363.921777 = -29558710.624086 nChanged 297 SP:Iteration 56Q (2546.188784 sec): 3 clusters Score: Raw -29589130.487703 + Penalty 30363.921777 = -29558766.565926 nChanged 276 SP:Iteration 57Q (2546.610247 sec): 3 clusters Score: Raw -29589182.136749 + Penalty 30363.921777 = -29558818.214972 nChanged 299 SP:Iteration 58Q (2547.010220 sec): 3 clusters Score: Raw -29589232.641204 + Penalty 30363.921777 = -29558868.719427 nChanged 293 SP:Iteration 59Q (2547.430266 sec): 3 clusters Score: Raw -29589280.646084 + Penalty 30363.921777 = -29558916.724308 nChanged 264 SP:Iteration 60F (2547.857428 sec): 3 clusters Score: Raw -29589324.021460 + Penalty 30363.921777 = -29558960.099683 nChanged 262 SP:Iteration 61Q (2548.275638 sec): 3 clusters Score: Raw -29589363.066703 + Penalty 30363.921777 = -29558999.144926 nChanged 220 SP:Iteration 62Q (2548.701507 sec): 3 clusters Score: Raw -29589397.728504 + Penalty 30363.921777 = -29559033.806728 nChanged 240 SP:Iteration 63Q (2549.124371 sec): 3 clusters Score: Raw -29589432.749869 + Penalty 30363.921777 = -29559068.828093 nChanged 210 SP:Iteration 64Q (2549.544963 sec): 3 clusters Score: Raw -29589462.097716 + Penalty 30363.921777 = -29559098.175939 nChanged 196 SP:Iteration 65Q (2549.971080 sec): 3 clusters Score: Raw -29589489.158139 + Penalty 30363.921777 = -29559125.236363 nChanged 191 SP:Iteration 66Q (2550.395095 sec): 3 clusters Score: Raw -29589513.936637 + Penalty 30363.921777 = -29559150.014860 nChanged 164 SP:Iteration 67Q (2550.799735 sec): 3 clusters Score: Raw -29589534.326103 + Penalty 30363.921777 = -29559170.404326 nChanged 140 SP:Iteration 68Q (2551.176524 sec): 3 clusters Score: Raw -29589551.916825 + Penalty 30363.921777 = -29559187.995048 nChanged 142 SP:Iteration 69Q (2551.541780 sec): 3 clusters Score: Raw -29589568.412342 + Penalty 30363.921777 = -29559204.490565 nChanged 124 SP:Iteration 70Q (2551.917126 sec): 3 clusters Score: Raw -29589583.435435 + Penalty 30363.921777 = -29559219.513658 nChanged 122 SP:Iteration 71Q (2552.287601 sec): 3 clusters Score: Raw -29589597.149274 + Penalty 30363.921777 = -29559233.227497 nChanged 107 SP:Iteration 72Q (2552.660512 sec): 3 clusters Score: Raw -29589609.678672 + Penalty 30363.921777 = -29559245.756895 nChanged 96 SP:Iteration 73Q (2553.055524 sec): 3 clusters Score: Raw -29589620.454201 + Penalty 30363.921777 = -29559256.532424 nChanged 92 SP:Iteration 74Q (2553.470070 sec): 3 clusters Score: Raw -29589630.597717 + Penalty 30363.921777 = -29559266.675940 nChanged 85 SP:Iteration 75Q (2553.872589 sec): 3 clusters Score: Raw -29589640.131671 + Penalty 30363.921777 = -29559276.209894 nChanged 90 SP:Iteration 76Q (2554.274472 sec): 3 clusters Score: Raw -29589649.508051 + Penalty 30363.921777 = -29559285.586274 nChanged 87 SP:Iteration 77Q (2554.687122 sec): 3 clusters Score: Raw -29589658.602508 + Penalty 30363.921777 = -29559294.680732 nChanged 67 SP:Iteration 78Q (2555.098560 sec): 3 clusters Score: Raw -29589665.006007 + Penalty 30363.921777 = -29559301.084231 nChanged 66 SP:Iteration 79Q (2555.485087 sec): 3 clusters Score: Raw -29589672.283425 + Penalty 30363.921777 = -29559308.361648 nChanged 70 SP:Iteration 80F (2555.892389 sec): 3 clusters Score: Raw -29589679.383699 + Penalty 30363.921777 = -29559315.461922 nChanged 67 SP:Iteration 81Q (2556.290176 sec): 3 clusters Score: Raw -29589686.434705 + Penalty 30363.921777 = -29559322.512928 nChanged 69 SP:Iteration 82Q (2556.694985 sec): 3 clusters Score: Raw -29589693.672478 + Penalty 30363.921777 = -29559329.750701 nChanged 72 SP:Iteration 83Q (2557.095706 sec): 3 clusters Score: Raw -29589701.279291 + Penalty 30363.921777 = -29559337.357514 nChanged 68 SP:Iteration 84Q (2557.508442 sec): 3 clusters Score: Raw -29589708.278369 + Penalty 30363.921777 = -29559344.356592 nChanged 60 SP:Iteration 85Q (2557.900869 sec): 3 clusters Score: Raw -29589714.178792 + Penalty 30363.921777 = -29559350.257015 nChanged 57 SP:Iteration 86Q (2558.302233 sec): 3 clusters Score: Raw -29589719.593999 + Penalty 30363.921777 = -29559355.672222 nChanged 58 SP:Iteration 87Q (2558.686944 sec): 3 clusters Score: Raw -29589725.147838 + Penalty 30363.921777 = -29559361.226061 nChanged 58 SP:Iteration 88Q (2559.092635 sec): 3 clusters Score: Raw -29589731.108552 + Penalty 30363.921777 = -29559367.186775 nChanged 65 SP:Iteration 89Q (2559.493694 sec): 3 clusters Score: Raw -29589737.835922 + Penalty 30363.921777 = -29559373.914145 nChanged 48 SP:Iteration 90Q (2559.879669 sec): 3 clusters Score: Raw -29589742.661032 + Penalty 30363.921777 = -29559378.739255 nChanged 53 SP:Iteration 91Q (2560.274396 sec): 3 clusters Score: Raw -29589748.338643 + Penalty 30363.921777 = -29559384.416866 nChanged 62 SP:Iteration 92Q (2560.691953 sec): 3 clusters Score: Raw -29589753.678266 + Penalty 30363.921777 = -29559389.756489 nChanged 41 SP:Iteration 93Q (2561.103845 sec): 3 clusters Score: Raw -29589757.192209 + Penalty 30363.921777 = -29559393.270432 nChanged 35 SP:Iteration 94Q (2561.486974 sec): 3 clusters Score: Raw -29589760.382377 + Penalty 30363.921777 = -29559396.460600 nChanged 39 SP:Iteration 95Q (2561.869558 sec): 3 clusters Score: Raw -29589764.003231 + Penalty 30363.921777 = -29559400.081454 nChanged 40 SP:Iteration 96Q (2562.245449 sec): 3 clusters Score: Raw -29589767.922477 + Penalty 30363.921777 = -29559404.000700 nChanged 36 SP:Iteration 97Q (2562.620436 sec): 3 clusters Score: Raw -29589770.950168 + Penalty 30363.921777 = -29559407.028391 nChanged 31 SP:Iteration 98Q (2562.990463 sec): 3 clusters Score: Raw -29589773.622114 + Penalty 30363.921777 = -29559409.700337 nChanged 30 SP:Iteration 99Q (2563.370809 sec): 3 clusters Score: Raw -29589776.365966 + Penalty 30363.921777 = -29559412.444189 nChanged 23 SP:Iteration 100F (2563.751358 sec): 3 clusters Score: Raw -29589778.353782 + Penalty 30363.921777 = -29559414.432005 nChanged 19 SP:Iteration 101Q (2564.142474 sec): 3 clusters Score: Raw -29589780.273002 + Penalty 30363.921777 = -29559416.351225 nChanged 29 SP:Iteration 102Q (2564.521115 sec): 3 clusters Score: Raw -29589782.779948 + Penalty 30363.921777 = -29559418.858171 nChanged 25 SP:Iteration 103Q (2564.898262 sec): 3 clusters Score: Raw -29589785.122661 + Penalty 30363.921777 = -29559421.200884 nChanged 21 SP:Iteration 104Q (2565.310006 sec): 3 clusters Score: Raw -29589786.970570 + Penalty 30363.921777 = -29559423.048794 nChanged 15 SP:Iteration 105Q (2565.717348 sec): 3 clusters Score: Raw -29589788.244004 + Penalty 30363.921777 = -29559424.322227 nChanged 16 SP:Iteration 106Q (2566.134456 sec): 3 clusters Score: Raw -29589789.719705 + Penalty 30363.921777 = -29559425.797928 nChanged 24 SP:Iteration 107Q (2566.567344 sec): 3 clusters Score: Raw -29589791.589746 + Penalty 30363.921777 = -29559427.667969 nChanged 15 SP:Iteration 108Q (2566.961828 sec): 3 clusters Score: Raw -29589792.880164 + Penalty 30363.921777 = -29559428.958387 nChanged 18 SP:Iteration 109Q (2567.371278 sec): 3 clusters Score: Raw -29589794.235232 + Penalty 30363.921777 = -29559430.313455 nChanged 16 SP:Iteration 110Q (2567.802781 sec): 3 clusters Score: Raw -29589795.576534 + Penalty 30363.921777 = -29559431.654757 nChanged 22 SP:Iteration 111Q (2568.222592 sec): 3 clusters Score: Raw -29589797.402921 + Penalty 30363.921777 = -29559433.481144 nChanged 15 SP:Iteration 112Q (2568.608345 sec): 3 clusters Score: Raw -29589798.705244 + Penalty 30363.921777 = -29559434.783467 nChanged 19 SP:Iteration 113Q (2569.042043 sec): 3 clusters Score: Raw -29589800.285833 + Penalty 30363.921777 = -29559436.364057 nChanged 15 SP:Iteration 114Q (2569.456097 sec): 3 clusters Score: Raw -29589801.580002 + Penalty 30363.921777 = -29559437.658225 nChanged 14 SP:Iteration 115Q (2569.891716 sec): 3 clusters Score: Raw -29589802.707313 + Penalty 30363.921777 = -29559438.785536 nChanged 14 SP:Iteration 116Q (2570.324797 sec): 3 clusters Score: Raw -29589803.764443 + Penalty 30363.921777 = -29559439.842666 nChanged 10 SP:Iteration 117Q (2570.758071 sec): 3 clusters Score: Raw -29589804.542881 + Penalty 30363.921777 = -29559440.621104 nChanged 8 SP:Iteration 118Q (2571.190995 sec): 3 clusters Score: Raw -29589805.198764 + Penalty 30363.921777 = -29559441.276987 nChanged 7 SP:Iteration 119Q (2571.622476 sec): 3 clusters Score: Raw -29589805.676629 + Penalty 30363.921777 = -29559441.754853 nChanged 3 SP:Iteration 120F (2572.069842 sec): 3 clusters Score: Raw -29589805.908331 + Penalty 30363.921777 = -29559441.986555 nChanged 3 SP:Iteration 121Q (2572.457123 sec): 3 clusters Score: Raw -29589806.303755 + Penalty 30363.921777 = -29559442.381978 nChanged 7 SP:Iteration 122Q (2572.835483 sec): 3 clusters Score: Raw -29589806.979172 + Penalty 30363.921777 = -29559443.057395 nChanged 13 SP:Iteration 123Q (2573.208845 sec): 3 clusters Score: Raw -29589807.984106 + Penalty 30363.921777 = -29559444.062329 nChanged 6 SP:Iteration 124Q (2573.600953 sec): 3 clusters Score: Raw -29589808.448113 + Penalty 30363.921777 = -29559444.526337 nChanged 8 SP:Iteration 125Q (2573.978479 sec): 3 clusters Score: Raw -29589809.054663 + Penalty 30363.921777 = -29559445.132886 nChanged 9 SP:Iteration 126Q (2574.352754 sec): 3 clusters Score: Raw -29589809.690117 + Penalty 30363.921777 = -29559445.768341 nChanged 7 SP:Iteration 127Q (2574.738647 sec): 3 clusters Score: Raw -29589810.298551 + Penalty 30363.921777 = -29559446.376775 nChanged 4 SP:Iteration 128Q (2575.136570 sec): 3 clusters Score: Raw -29589810.582793 + Penalty 30363.921777 = -29559446.661016 nChanged 6 SP:Iteration 129Q (2575.567510 sec): 3 clusters Score: Raw -29589811.086028 + Penalty 30363.921777 = -29559447.164251 nChanged 6 SP:Iteration 130Q (2575.995329 sec): 3 clusters Score: Raw -29589811.560351 + Penalty 30363.921777 = -29559447.638574 nChanged 3 SP:Iteration 131Q (2576.393477 sec): 3 clusters Score: Raw -29589811.750763 + Penalty 30363.921777 = -29559447.828986 nChanged 1 SP:Iteration 132Q (2576.819947 sec): 3 clusters Score: Raw -29589811.884005 + Penalty 30363.921777 = -29559447.962228 nChanged 3 SP:Iteration 133Q (2577.218420 sec): 3 clusters Score: Raw -29589812.191400 + Penalty 30363.921777 = -29559448.269623 nChanged 3 SP:Iteration 134Q (2577.609892 sec): 3 clusters Score: Raw -29589812.414710 + Penalty 30363.921777 = -29559448.492933 nChanged 5 SP:Iteration 135Q (2578.005007 sec): 3 clusters Score: Raw -29589812.793905 + Penalty 30363.921777 = -29559448.872128 nChanged 3 SP:Iteration 136Q (2578.444608 sec): 3 clusters Score: Raw -29589813.111224 + Penalty 30363.921777 = -29559449.189447 nChanged 1 SP:Iteration 137Q (2578.888345 sec): 3 clusters Score: Raw -29589813.148871 + Penalty 30363.921777 = -29559449.227094 nChanged 0 SP:Iteration 138F (2579.334376 sec): 3 clusters Score: Raw -29589813.148871 + Penalty 30363.921777 = -29559449.227094 nChanged 0 Trying to split cluster 18 (10339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2579.403726 sec): 2 clusters Score: Raw -3891664.838461 + Penalty 12483.587722 = -3879181.250739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2579.488085 sec): 3 clusters Score: Raw -3887972.559037 + Penalty 24967.175444 = -3863005.383593 nChanged 3140 SP:Iteration 1F (2579.587128 sec): 3 clusters Score: Raw -3890302.370175 + Penalty 24967.175444 = -3865335.194731 nChanged 698 SP:Iteration 2F (2579.684711 sec): 3 clusters Score: Raw -3890890.026429 + Penalty 24967.175444 = -3865922.850985 nChanged 379 SP:Iteration 3Q (2579.783211 sec): 3 clusters Score: Raw -3891201.650861 + Penalty 24967.175444 = -3866234.475417 nChanged 240 SP:Iteration 4Q (2579.874275 sec): 3 clusters Score: Raw -3891380.909014 + Penalty 24967.175444 = -3866413.733571 nChanged 186 SP:Iteration 5Q (2579.975873 sec): 3 clusters Score: Raw -3891510.813032 + Penalty 24967.175444 = -3866543.637588 nChanged 134 SP:Iteration 6Q (2580.078279 sec): 3 clusters Score: Raw -3891611.877091 + Penalty 24967.175444 = -3866644.701647 nChanged 103 SP:Iteration 7Q (2580.182347 sec): 3 clusters Score: Raw -3891684.991386 + Penalty 24967.175444 = -3866717.815943 nChanged 91 SP:Iteration 8Q (2580.276854 sec): 3 clusters Score: Raw -3891749.453312 + Penalty 24967.175444 = -3866782.277868 nChanged 78 SP:Iteration 9Q (2580.368273 sec): 3 clusters Score: Raw -3891797.991015 + Penalty 24967.175444 = -3866830.815572 nChanged 63 SP:Iteration 10Q (2580.466423 sec): 3 clusters Score: Raw -3891839.654657 + Penalty 24967.175444 = -3866872.479214 nChanged 64 SP:Iteration 11Q (2580.558471 sec): 3 clusters Score: Raw -3891883.251755 + Penalty 24967.175444 = -3866916.076312 nChanged 55 SP:Iteration 12Q (2580.653348 sec): 3 clusters Score: Raw -3891926.810707 + Penalty 24967.175444 = -3866959.635263 nChanged 65 SP:Iteration 13Q (2580.757239 sec): 3 clusters Score: Raw -3891977.445053 + Penalty 24967.175444 = -3867010.269609 nChanged 76 SP:Iteration 14Q (2580.851953 sec): 3 clusters Score: Raw -3892033.024248 + Penalty 24967.175444 = -3867065.848804 nChanged 64 SP:Iteration 15Q (2580.939984 sec): 3 clusters Score: Raw -3892079.311089 + Penalty 24967.175444 = -3867112.135646 nChanged 59 SP:Iteration 16Q (2581.036223 sec): 3 clusters Score: Raw -3892123.255269 + Penalty 24967.175444 = -3867156.079825 nChanged 60 SP:Iteration 17Q (2581.132337 sec): 3 clusters Score: Raw -3892166.214233 + Penalty 24967.175444 = -3867199.038789 nChanged 52 SP:Iteration 18Q (2581.222888 sec): 3 clusters Score: Raw -3892197.987882 + Penalty 24967.175444 = -3867230.812439 nChanged 45 SP:Iteration 19Q (2581.318371 sec): 3 clusters Score: Raw -3892228.298664 + Penalty 24967.175444 = -3867261.123220 nChanged 40 SP:Iteration 20F (2581.421485 sec): 3 clusters Score: Raw -3892256.469547 + Penalty 24967.175444 = -3867289.294103 nChanged 38 SP:Iteration 21Q (2581.520285 sec): 3 clusters Score: Raw -3892282.446080 + Penalty 24967.175444 = -3867315.270636 nChanged 45 SP:Iteration 22Q (2581.621128 sec): 3 clusters Score: Raw -3892314.534418 + Penalty 24967.175444 = -3867347.358974 nChanged 48 SP:Iteration 23Q (2581.720097 sec): 3 clusters Score: Raw -3892349.335447 + Penalty 24967.175444 = -3867382.160003 nChanged 38 SP:Iteration 24Q (2581.811299 sec): 3 clusters Score: Raw -3892379.179506 + Penalty 24967.175444 = -3867412.004062 nChanged 52 SP:Iteration 25Q (2581.911250 sec): 3 clusters Score: Raw -3892414.843808 + Penalty 24967.175444 = -3867447.668364 nChanged 50 SP:Iteration 26Q (2582.006274 sec): 3 clusters Score: Raw -3892456.382283 + Penalty 24967.175444 = -3867489.206840 nChanged 52 SP:Iteration 27Q (2582.104167 sec): 3 clusters Score: Raw -3892497.722797 + Penalty 24967.175444 = -3867530.547354 nChanged 50 SP:Iteration 28Q (2582.194890 sec): 3 clusters Score: Raw -3892537.516210 + Penalty 24967.175444 = -3867570.340767 nChanged 48 SP:Iteration 29Q (2582.295260 sec): 3 clusters Score: Raw -3892573.032389 + Penalty 24967.175444 = -3867605.856945 nChanged 43 SP:Iteration 30Q (2582.394154 sec): 3 clusters Score: Raw -3892602.127959 + Penalty 24967.175444 = -3867634.952516 nChanged 43 SP:Iteration 31Q (2582.487513 sec): 3 clusters Score: Raw -3892633.497081 + Penalty 24967.175444 = -3867666.321637 nChanged 49 SP:Iteration 32Q (2582.589701 sec): 3 clusters Score: Raw -3892667.650714 + Penalty 24967.175444 = -3867700.475270 nChanged 42 SP:Iteration 33Q (2582.689416 sec): 3 clusters Score: Raw -3892698.814766 + Penalty 24967.175444 = -3867731.639322 nChanged 43 SP:Iteration 34Q (2582.782985 sec): 3 clusters Score: Raw -3892726.998417 + Penalty 24967.175444 = -3867759.822973 nChanged 45 SP:Iteration 35Q (2582.874293 sec): 3 clusters Score: Raw -3892755.184237 + Penalty 24967.175444 = -3867788.008794 nChanged 30 SP:Iteration 36Q (2582.968360 sec): 3 clusters Score: Raw -3892776.255404 + Penalty 24967.175444 = -3867809.079960 nChanged 28 SP:Iteration 37Q (2583.078148 sec): 3 clusters Score: Raw -3892792.540669 + Penalty 24967.175444 = -3867825.365225 nChanged 16 SP:Iteration 38Q (2583.161679 sec): 3 clusters Score: Raw -3892802.624446 + Penalty 24967.175444 = -3867835.449002 nChanged 17 SP:Iteration 39Q (2583.253343 sec): 3 clusters Score: Raw -3892814.831427 + Penalty 24967.175444 = -3867847.655983 nChanged 24 SP:Iteration 40F (2583.350087 sec): 3 clusters Score: Raw -3892830.582410 + Penalty 24967.175444 = -3867863.406966 nChanged 21 SP:Iteration 41Q (2583.448492 sec): 3 clusters Score: Raw -3892842.796652 + Penalty 24967.175444 = -3867875.621208 nChanged 21 SP:Iteration 42Q (2583.540881 sec): 3 clusters Score: Raw -3892854.391263 + Penalty 24967.175444 = -3867887.215819 nChanged 19 SP:Iteration 43Q (2583.642391 sec): 3 clusters Score: Raw -3892867.276644 + Penalty 24967.175444 = -3867900.101201 nChanged 27 SP:Iteration 44Q (2583.723981 sec): 3 clusters Score: Raw -3892884.219513 + Penalty 24967.175444 = -3867917.044070 nChanged 33 SP:Iteration 45Q (2583.820115 sec): 3 clusters Score: Raw -3892904.255880 + Penalty 24967.175444 = -3867937.080437 nChanged 32 SP:Iteration 46Q (2583.911671 sec): 3 clusters Score: Raw -3892926.832737 + Penalty 24967.175444 = -3867959.657293 nChanged 31 SP:Iteration 47Q (2584.005218 sec): 3 clusters Score: Raw -3892947.860686 + Penalty 24967.175444 = -3867980.685242 nChanged 33 SP:Iteration 48Q (2584.093994 sec): 3 clusters Score: Raw -3892972.218788 + Penalty 24967.175444 = -3868005.043344 nChanged 32 SP:Iteration 49Q (2584.176372 sec): 3 clusters Score: Raw -3892995.685107 + Penalty 24967.175444 = -3868028.509663 nChanged 34 SP:Iteration 50Q (2584.267134 sec): 3 clusters Score: Raw -3893018.583966 + Penalty 24967.175444 = -3868051.408522 nChanged 32 SP:Iteration 51Q (2584.355345 sec): 3 clusters Score: Raw -3893038.878506 + Penalty 24967.175444 = -3868071.703062 nChanged 30 SP:Iteration 52Q (2584.453872 sec): 3 clusters Score: Raw -3893059.667098 + Penalty 24967.175444 = -3868092.491655 nChanged 29 SP:Iteration 53Q (2584.540137 sec): 3 clusters Score: Raw -3893077.547713 + Penalty 24967.175444 = -3868110.372269 nChanged 25 SP:Iteration 54Q (2584.631858 sec): 3 clusters Score: Raw -3893093.712965 + Penalty 24967.175444 = -3868126.537522 nChanged 31 SP:Iteration 55Q (2584.712005 sec): 3 clusters Score: Raw -3893112.493390 + Penalty 24967.175444 = -3868145.317946 nChanged 33 SP:Iteration 56Q (2584.798542 sec): 3 clusters Score: Raw -3893134.848220 + Penalty 24967.175444 = -3868167.672776 nChanged 33 SP:Iteration 57Q (2584.893666 sec): 3 clusters Score: Raw -3893158.358256 + Penalty 24967.175444 = -3868191.182812 nChanged 46 SP:Iteration 58Q (2584.981811 sec): 3 clusters Score: Raw -3893188.263509 + Penalty 24967.175444 = -3868221.088066 nChanged 40 SP:Iteration 59Q (2585.084184 sec): 3 clusters Score: Raw -3893213.490330 + Penalty 24967.175444 = -3868246.314886 nChanged 27 SP:Iteration 60F (2585.171430 sec): 3 clusters Score: Raw -3893231.469066 + Penalty 24967.175444 = -3868264.293623 nChanged 26 SP:Iteration 61Q (2585.262699 sec): 3 clusters Score: Raw -3893246.784332 + Penalty 24967.175444 = -3868279.608888 nChanged 17 SP:Iteration 62Q (2585.356056 sec): 3 clusters Score: Raw -3893256.060506 + Penalty 24967.175444 = -3868288.885062 nChanged 9 SP:Iteration 63Q (2585.449536 sec): 3 clusters Score: Raw -3893261.517262 + Penalty 24967.175444 = -3868294.341818 nChanged 9 SP:Iteration 64Q (2585.542573 sec): 3 clusters Score: Raw -3893266.846950 + Penalty 24967.175444 = -3868299.671507 nChanged 12 SP:Iteration 65Q (2585.647673 sec): 3 clusters Score: Raw -3893275.115953 + Penalty 24967.175444 = -3868307.940510 nChanged 17 SP:Iteration 66Q (2585.746599 sec): 3 clusters Score: Raw -3893285.014821 + Penalty 24967.175444 = -3868317.839377 nChanged 15 SP:Iteration 67Q (2585.845848 sec): 3 clusters Score: Raw -3893294.820329 + Penalty 24967.175444 = -3868327.644885 nChanged 16 SP:Iteration 68Q (2585.942538 sec): 3 clusters Score: Raw -3893304.263364 + Penalty 24967.175444 = -3868337.087921 nChanged 16 SP:Iteration 69Q (2586.038832 sec): 3 clusters Score: Raw -3893313.335760 + Penalty 24967.175444 = -3868346.160317 nChanged 11 SP:Iteration 70Q (2586.137812 sec): 3 clusters Score: Raw -3893318.902116 + Penalty 24967.175444 = -3868351.726673 nChanged 17 SP:Iteration 71Q (2586.235762 sec): 3 clusters Score: Raw -3893331.457309 + Penalty 24967.175444 = -3868364.281866 nChanged 16 SP:Iteration 72Q (2586.334436 sec): 3 clusters Score: Raw -3893340.805663 + Penalty 24967.175444 = -3868373.630219 nChanged 21 SP:Iteration 73Q (2586.430493 sec): 3 clusters Score: Raw -3893356.116252 + Penalty 24967.175444 = -3868388.940809 nChanged 26 SP:Iteration 74Q (2586.530471 sec): 3 clusters Score: Raw -3893373.205442 + Penalty 24967.175444 = -3868406.029998 nChanged 29 SP:Iteration 75Q (2586.628798 sec): 3 clusters Score: Raw -3893391.148814 + Penalty 24967.175444 = -3868423.973370 nChanged 15 SP:Iteration 76Q (2586.727261 sec): 3 clusters Score: Raw -3893400.824087 + Penalty 24967.175444 = -3868433.648643 nChanged 22 SP:Iteration 77Q (2586.826527 sec): 3 clusters Score: Raw -3893416.134650 + Penalty 24967.175444 = -3868448.959206 nChanged 22 SP:Iteration 78Q (2586.929167 sec): 3 clusters Score: Raw -3893431.345995 + Penalty 24967.175444 = -3868464.170551 nChanged 25 SP:Iteration 79Q (2587.026504 sec): 3 clusters Score: Raw -3893448.055488 + Penalty 24967.175444 = -3868480.880045 nChanged 28 SP:Iteration 80F (2587.125450 sec): 3 clusters Score: Raw -3893463.490725 + Penalty 24967.175444 = -3868496.315282 nChanged 30 SP:Iteration 81Q (2587.225202 sec): 3 clusters Score: Raw -3893481.228906 + Penalty 24967.175444 = -3868514.053463 nChanged 16 SP:Iteration 82Q (2587.325726 sec): 3 clusters Score: Raw -3893491.996083 + Penalty 24967.175444 = -3868524.820640 nChanged 14 SP:Iteration 83Q (2587.425381 sec): 3 clusters Score: Raw -3893500.604979 + Penalty 24967.175444 = -3868533.429535 nChanged 14 SP:Iteration 84Q (2587.523905 sec): 3 clusters Score: Raw -3893508.588662 + Penalty 24967.175444 = -3868541.413218 nChanged 11 SP:Iteration 85Q (2587.623681 sec): 3 clusters Score: Raw -3893515.270977 + Penalty 24967.175444 = -3868548.095533 nChanged 16 SP:Iteration 86Q (2587.721881 sec): 3 clusters Score: Raw -3893524.729703 + Penalty 24967.175444 = -3868557.554259 nChanged 16 SP:Iteration 87Q (2587.823436 sec): 3 clusters Score: Raw -3893534.683981 + Penalty 24967.175444 = -3868567.508537 nChanged 14 SP:Iteration 88Q (2587.912144 sec): 3 clusters Score: Raw -3893543.892462 + Penalty 24967.175444 = -3868576.717018 nChanged 13 SP:Iteration 89Q (2588.011725 sec): 3 clusters Score: Raw -3893551.992718 + Penalty 24967.175444 = -3868584.817274 nChanged 13 SP:Iteration 90Q (2588.107095 sec): 3 clusters Score: Raw -3893560.610477 + Penalty 24967.175444 = -3868593.435033 nChanged 12 SP:Iteration 91Q (2588.210461 sec): 3 clusters Score: Raw -3893569.642207 + Penalty 24967.175444 = -3868602.466763 nChanged 14 SP:Iteration 92Q (2588.309827 sec): 3 clusters Score: Raw -3893580.026995 + Penalty 24967.175444 = -3868612.851552 nChanged 21 SP:Iteration 93Q (2588.408865 sec): 3 clusters Score: Raw -3893592.594416 + Penalty 24967.175444 = -3868625.418972 nChanged 25 SP:Iteration 94Q (2588.505368 sec): 3 clusters Score: Raw -3893606.408841 + Penalty 24967.175444 = -3868639.233397 nChanged 12 SP:Iteration 95Q (2588.590965 sec): 3 clusters Score: Raw -3893613.552377 + Penalty 24967.175444 = -3868646.376933 nChanged 10 SP:Iteration 96Q (2588.679541 sec): 3 clusters Score: Raw -3893619.535336 + Penalty 24967.175444 = -3868652.359892 nChanged 12 SP:Iteration 97Q (2588.785421 sec): 3 clusters Score: Raw -3893627.900960 + Penalty 24967.175444 = -3868660.725517 nChanged 9 SP:Iteration 98Q (2588.874297 sec): 3 clusters Score: Raw -3893633.026152 + Penalty 24967.175444 = -3868665.850709 nChanged 12 SP:Iteration 99Q (2588.978253 sec): 3 clusters Score: Raw -3893640.217518 + Penalty 24967.175444 = -3868673.042074 nChanged 12 SP:Iteration 100F (2589.075456 sec): 3 clusters Score: Raw -3893647.480121 + Penalty 24967.175444 = -3868680.304678 nChanged 9 SP:Iteration 101Q (2589.174487 sec): 3 clusters Score: Raw -3893652.498856 + Penalty 24967.175444 = -3868685.323412 nChanged 8 SP:Iteration 102Q (2589.260867 sec): 3 clusters Score: Raw -3893656.813804 + Penalty 24967.175444 = -3868689.638360 nChanged 9 SP:Iteration 103Q (2589.366102 sec): 3 clusters Score: Raw -3893663.325474 + Penalty 24967.175444 = -3868696.150030 nChanged 6 SP:Iteration 104Q (2589.462726 sec): 3 clusters Score: Raw -3893666.830761 + Penalty 24967.175444 = -3868699.655318 nChanged 11 SP:Iteration 105Q (2589.560980 sec): 3 clusters Score: Raw -3893673.982793 + Penalty 24967.175444 = -3868706.807349 nChanged 14 SP:Iteration 106Q (2589.657615 sec): 3 clusters Score: Raw -3893681.898729 + Penalty 24967.175444 = -3868714.723286 nChanged 12 SP:Iteration 107Q (2589.756139 sec): 3 clusters Score: Raw -3893688.770965 + Penalty 24967.175444 = -3868721.595522 nChanged 13 SP:Iteration 108Q (2589.854413 sec): 3 clusters Score: Raw -3893695.864271 + Penalty 24967.175444 = -3868728.688827 nChanged 11 SP:Iteration 109Q (2589.954978 sec): 3 clusters Score: Raw -3893702.915503 + Penalty 24967.175444 = -3868735.740059 nChanged 17 SP:Iteration 110Q (2590.051354 sec): 3 clusters Score: Raw -3893714.071311 + Penalty 24967.175444 = -3868746.895867 nChanged 24 SP:Iteration 111Q (2590.151029 sec): 3 clusters Score: Raw -3893731.248193 + Penalty 24967.175444 = -3868764.072749 nChanged 25 SP:Iteration 112Q (2590.249846 sec): 3 clusters Score: Raw -3893747.053937 + Penalty 24967.175444 = -3868779.878493 nChanged 17 SP:Iteration 113Q (2590.350438 sec): 3 clusters Score: Raw -3893757.987912 + Penalty 24967.175444 = -3868790.812468 nChanged 16 SP:Iteration 114Q (2590.450036 sec): 3 clusters Score: Raw -3893767.611313 + Penalty 24967.175444 = -3868800.435869 nChanged 18 SP:Iteration 115Q (2590.547427 sec): 3 clusters Score: Raw -3893781.013692 + Penalty 24967.175444 = -3868813.838248 nChanged 17 SP:Iteration 116Q (2590.646477 sec): 3 clusters Score: Raw -3893792.612038 + Penalty 24967.175444 = -3868825.436594 nChanged 13 SP:Iteration 117Q (2590.745913 sec): 3 clusters Score: Raw -3893800.734123 + Penalty 24967.175444 = -3868833.558679 nChanged 11 SP:Iteration 118Q (2590.844395 sec): 3 clusters Score: Raw -3893806.961320 + Penalty 24967.175444 = -3868839.785876 nChanged 12 SP:Iteration 119Q (2590.942181 sec): 3 clusters Score: Raw -3893813.876467 + Penalty 24967.175444 = -3868846.701023 nChanged 13 SP:Iteration 120F (2591.042794 sec): 3 clusters Score: Raw -3893822.096637 + Penalty 24967.175444 = -3868854.921194 nChanged 10 SP:Iteration 121Q (2591.141090 sec): 3 clusters Score: Raw -3893826.936523 + Penalty 24967.175444 = -3868859.761079 nChanged 11 SP:Iteration 122Q (2591.239356 sec): 3 clusters Score: Raw -3893833.227830 + Penalty 24967.175444 = -3868866.052386 nChanged 14 SP:Iteration 123Q (2591.338747 sec): 3 clusters Score: Raw -3893842.954606 + Penalty 24967.175444 = -3868875.779163 nChanged 15 SP:Iteration 124Q (2591.436647 sec): 3 clusters Score: Raw -3893852.088334 + Penalty 24967.175444 = -3868884.912891 nChanged 14 SP:Iteration 125Q (2591.532945 sec): 3 clusters Score: Raw -3893861.128457 + Penalty 24967.175444 = -3868893.953013 nChanged 16 SP:Iteration 126Q (2591.634941 sec): 3 clusters Score: Raw -3893871.216243 + Penalty 24967.175444 = -3868904.040799 nChanged 14 SP:Iteration 127Q (2591.729413 sec): 3 clusters Score: Raw -3893881.326826 + Penalty 24967.175444 = -3868914.151382 nChanged 12 SP:Iteration 128Q (2591.824859 sec): 3 clusters Score: Raw -3893887.905065 + Penalty 24967.175444 = -3868920.729622 nChanged 8 SP:Iteration 129Q (2591.918722 sec): 3 clusters Score: Raw -3893892.507634 + Penalty 24967.175444 = -3868925.332190 nChanged 10 SP:Iteration 130Q (2592.019055 sec): 3 clusters Score: Raw -3893898.390213 + Penalty 24967.175444 = -3868931.214770 nChanged 9 SP:Iteration 131Q (2592.111714 sec): 3 clusters Score: Raw -3893905.439607 + Penalty 24967.175444 = -3868938.264163 nChanged 10 SP:Iteration 132Q (2592.211142 sec): 3 clusters Score: Raw -3893912.761348 + Penalty 24967.175444 = -3868945.585904 nChanged 9 SP:Iteration 133Q (2592.308600 sec): 3 clusters Score: Raw -3893920.862161 + Penalty 24967.175444 = -3868953.686718 nChanged 11 SP:Iteration 134Q (2592.405361 sec): 3 clusters Score: Raw -3893928.122344 + Penalty 24967.175444 = -3868960.946900 nChanged 11 SP:Iteration 135Q (2592.502568 sec): 3 clusters Score: Raw -3893935.260148 + Penalty 24967.175444 = -3868968.084704 nChanged 14 SP:Iteration 136Q (2592.599768 sec): 3 clusters Score: Raw -3893944.845400 + Penalty 24967.175444 = -3868977.669956 nChanged 12 SP:Iteration 137Q (2592.695963 sec): 3 clusters Score: Raw -3893952.608853 + Penalty 24967.175444 = -3868985.433410 nChanged 14 SP:Iteration 138Q (2592.789363 sec): 3 clusters Score: Raw -3893958.582083 + Penalty 24967.175444 = -3868991.406639 nChanged 8 SP:Iteration 139Q (2592.889735 sec): 3 clusters Score: Raw -3893963.813416 + Penalty 24967.175444 = -3868996.637972 nChanged 15 SP:Iteration 140F (2592.988885 sec): 3 clusters Score: Raw -3893973.316892 + Penalty 24967.175444 = -3869006.141448 nChanged 16 SP:Iteration 141Q (2593.087927 sec): 3 clusters Score: Raw -3893984.636039 + Penalty 24967.175444 = -3869017.460596 nChanged 18 SP:Iteration 142Q (2593.185707 sec): 3 clusters Score: Raw -3893996.879036 + Penalty 24967.175444 = -3869029.703592 nChanged 16 SP:Iteration 143Q (2593.277198 sec): 3 clusters Score: Raw -3894006.831217 + Penalty 24967.175444 = -3869039.655774 nChanged 15 SP:Iteration 144Q (2593.363372 sec): 3 clusters Score: Raw -3894015.093704 + Penalty 24967.175444 = -3869047.918261 nChanged 12 SP:Iteration 145Q (2593.447803 sec): 3 clusters Score: Raw -3894022.819439 + Penalty 24967.175444 = -3869055.643995 nChanged 14 SP:Iteration 146Q (2593.540777 sec): 3 clusters Score: Raw -3894030.206217 + Penalty 24967.175444 = -3869063.030773 nChanged 12 SP:Iteration 147Q (2593.626531 sec): 3 clusters Score: Raw -3894037.579742 + Penalty 24967.175444 = -3869070.404299 nChanged 10 SP:Iteration 148Q (2593.729663 sec): 3 clusters Score: Raw -3894044.145064 + Penalty 24967.175444 = -3869076.969620 nChanged 12 SP:Iteration 149Q (2593.825807 sec): 3 clusters Score: Raw -3894050.593498 + Penalty 24967.175444 = -3869083.418054 nChanged 7 SP:Iteration 150Q (2593.922058 sec): 3 clusters Score: Raw -3894054.992837 + Penalty 24967.175444 = -3869087.817393 nChanged 9 SP:Iteration 151Q (2594.018685 sec): 3 clusters Score: Raw -3894060.958284 + Penalty 24967.175444 = -3869093.782841 nChanged 13 SP:Iteration 152Q (2594.108895 sec): 3 clusters Score: Raw -3894069.261021 + Penalty 24967.175444 = -3869102.085577 nChanged 14 SP:Iteration 153Q (2594.192250 sec): 3 clusters Score: Raw -3894078.924050 + Penalty 24967.175444 = -3869111.748606 nChanged 17 SP:Iteration 154Q (2594.274325 sec): 3 clusters Score: Raw -3894087.738789 + Penalty 24967.175444 = -3869120.563345 nChanged 17 SP:Iteration 155Q (2594.358867 sec): 3 clusters Score: Raw -3894098.262676 + Penalty 24967.175444 = -3869131.087233 nChanged 17 SP:Iteration 156Q (2594.436946 sec): 3 clusters Score: Raw -3894108.355361 + Penalty 24967.175444 = -3869141.179917 nChanged 12 SP:Iteration 157Q (2594.526647 sec): 3 clusters Score: Raw -3894116.892203 + Penalty 24967.175444 = -3869149.716759 nChanged 16 SP:Iteration 158Q (2594.604879 sec): 3 clusters Score: Raw -3894126.018539 + Penalty 24967.175444 = -3869158.843095 nChanged 13 SP:Iteration 159Q (2594.688043 sec): 3 clusters Score: Raw -3894133.055193 + Penalty 24967.175444 = -3869165.879750 nChanged 12 SP:Iteration 160F (2594.775645 sec): 3 clusters Score: Raw -3894138.918687 + Penalty 24967.175444 = -3869171.743243 nChanged 6 SP:Iteration 161Q (2594.860684 sec): 3 clusters Score: Raw -3894142.051656 + Penalty 24967.175444 = -3869174.876212 nChanged 6 SP:Iteration 162Q (2594.949704 sec): 3 clusters Score: Raw -3894146.255214 + Penalty 24967.175444 = -3869179.079770 nChanged 7 SP:Iteration 163Q (2595.028044 sec): 3 clusters Score: Raw -3894150.485417 + Penalty 24967.175444 = -3869183.309974 nChanged 13 SP:Iteration 164Q (2595.105643 sec): 3 clusters Score: Raw -3894158.814060 + Penalty 24967.175444 = -3869191.638616 nChanged 7 SP:Iteration 165Q (2595.179380 sec): 3 clusters Score: Raw -3894163.376180 + Penalty 24967.175444 = -3869196.200736 nChanged 6 SP:Iteration 166Q (2595.268927 sec): 3 clusters Score: Raw -3894166.363918 + Penalty 24967.175444 = -3869199.188474 nChanged 5 SP:Iteration 167Q (2595.370281 sec): 3 clusters Score: Raw -3894169.881611 + Penalty 24967.175444 = -3869202.706167 nChanged 3 SP:Iteration 168Q (2595.462660 sec): 3 clusters Score: Raw -3894171.848395 + Penalty 24967.175444 = -3869204.672951 nChanged 4 SP:Iteration 169Q (2595.554912 sec): 3 clusters Score: Raw -3894174.572453 + Penalty 24967.175444 = -3869207.397009 nChanged 7 SP:Iteration 170Q (2595.646269 sec): 3 clusters Score: Raw -3894178.416461 + Penalty 24967.175444 = -3869211.241017 nChanged 9 SP:Iteration 171Q (2595.741637 sec): 3 clusters Score: Raw -3894184.299314 + Penalty 24967.175444 = -3869217.123870 nChanged 7 SP:Iteration 172Q (2595.832326 sec): 3 clusters Score: Raw -3894187.621465 + Penalty 24967.175444 = -3869220.446021 nChanged 4 SP:Iteration 173Q (2595.924710 sec): 3 clusters Score: Raw -3894190.127476 + Penalty 24967.175444 = -3869222.952032 nChanged 8 SP:Iteration 174Q (2596.013915 sec): 3 clusters Score: Raw -3894195.375512 + Penalty 24967.175444 = -3869228.200069 nChanged 14 SP:Iteration 175Q (2596.097326 sec): 3 clusters Score: Raw -3894203.772987 + Penalty 24967.175444 = -3869236.597543 nChanged 8 SP:Iteration 176Q (2596.196624 sec): 3 clusters Score: Raw -3894208.545259 + Penalty 24967.175444 = -3869241.369815 nChanged 9 SP:Iteration 177Q (2596.283043 sec): 3 clusters Score: Raw -3894213.594297 + Penalty 24967.175444 = -3869246.418854 nChanged 6 SP:Iteration 178Q (2596.383418 sec): 3 clusters Score: Raw -3894216.529645 + Penalty 24967.175444 = -3869249.354201 nChanged 3 SP:Iteration 179Q (2596.475507 sec): 3 clusters Score: Raw -3894218.236887 + Penalty 24967.175444 = -3869251.061443 nChanged 4 SP:Iteration 180F (2596.569920 sec): 3 clusters Score: Raw -3894220.446113 + Penalty 24967.175444 = -3869253.270669 nChanged 3 SP:Iteration 181Q (2596.667289 sec): 3 clusters Score: Raw -3894223.462746 + Penalty 24967.175444 = -3869256.287302 nChanged 4 SP:Iteration 182Q (2596.772604 sec): 3 clusters Score: Raw -3894226.100849 + Penalty 24967.175444 = -3869258.925405 nChanged 6 SP:Iteration 183Q (2596.861572 sec): 3 clusters Score: Raw -3894230.605063 + Penalty 24967.175444 = -3869263.429619 nChanged 4 SP:Iteration 184Q (2596.965910 sec): 3 clusters Score: Raw -3894233.464935 + Penalty 24967.175444 = -3869266.289491 nChanged 3 SP:Iteration 185Q (2597.060756 sec): 3 clusters Score: Raw -3894234.643037 + Penalty 24967.175444 = -3869267.467593 nChanged 1 SP:Iteration 186Q (2597.149356 sec): 3 clusters Score: Raw -3894234.980962 + Penalty 24967.175444 = -3869267.805518 nChanged 1 SP:Iteration 187Q (2597.253903 sec): 3 clusters Score: Raw -3894236.050154 + Penalty 24967.175444 = -3869268.874710 nChanged 1 SP:Iteration 188Q (2597.348395 sec): 3 clusters Score: Raw -3894236.633712 + Penalty 24967.175444 = -3869269.458268 nChanged 0 SP:Iteration 189F (2597.445159 sec): 3 clusters Score: Raw -3894236.633712 + Penalty 24967.175444 = -3869269.458268 nChanged 0 Trying to split cluster 19 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2597.471924 sec): 2 clusters Score: Raw -98635.741924 + Penalty 7535.425130 = -91100.316794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2597.517312 sec): 3 clusters Score: Raw -115287.267764 + Penalty 15070.850260 = -100216.417504 nChanged 69 Unmasked E-step: Deleting class 1 (197 points): covariance matrix is singular SP:Iteration 1F (2597.518348 sec): 2 clusters Score: Raw 34917191170901.863281 + Penalty 7535.425130 = 34917191178437.289062 nChanged 68 SP:Iteration 2F (2597.518951 sec): 1 clusters Score: Raw 1479.626465 + Penalty 0.000000 = 1479.626465 nChanged 265 SP:Iteration 3F (2597.519518 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Trying to split cluster 20 (34421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2597.667885 sec): 2 clusters Score: Raw -13052882.724773 + Penalty 14107.893076 = -13038774.831697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2597.881992 sec): 3 clusters Score: Raw -13035768.603916 + Penalty 28215.786152 = -13007552.817764 nChanged 13438 SP:Iteration 1F (2598.097970 sec): 3 clusters Score: Raw -13043074.914080 + Penalty 28215.786152 = -13014859.127927 nChanged 2389 SP:Iteration 2F (2598.319325 sec): 3 clusters Score: Raw -13044549.885350 + Penalty 28215.786152 = -13016334.099198 nChanged 1893 SP:Iteration 3F (2598.547896 sec): 3 clusters Score: Raw -13045871.608084 + Penalty 28215.786152 = -13017655.821932 nChanged 1832 SP:Iteration 4F (2598.764332 sec): 3 clusters Score: Raw -13047516.763661 + Penalty 28215.786152 = -13019300.977509 nChanged 2163 SP:Iteration 5F (2598.990580 sec): 3 clusters Score: Raw -13049692.087706 + Penalty 28215.786152 = -13021476.301554 nChanged 2469 SP:Iteration 6F (2599.215218 sec): 3 clusters Score: Raw -13052291.060526 + Penalty 28215.786152 = -13024075.274374 nChanged 2526 SP:Iteration 7F (2599.437114 sec): 3 clusters Score: Raw -13054858.828241 + Penalty 28215.786152 = -13026643.042089 nChanged 2214 SP:Iteration 8F (2599.646908 sec): 3 clusters Score: Raw -13056968.458137 + Penalty 28215.786152 = -13028752.671985 nChanged 1719 SP:Iteration 9Q (2599.886809 sec): 3 clusters Score: Raw -13058352.506435 + Penalty 28215.786152 = -13030136.720283 nChanged 1062 SP:Iteration 10Q (2600.098034 sec): 3 clusters Score: Raw -13059056.821361 + Penalty 28215.786152 = -13030841.035209 nChanged 688 SP:Iteration 11Q (2600.305977 sec): 3 clusters Score: Raw -13059473.635493 + Penalty 28215.786152 = -13031257.849341 nChanged 457 SP:Iteration 12Q (2600.530986 sec): 3 clusters Score: Raw -13059713.605096 + Penalty 28215.786152 = -13031497.818944 nChanged 301 SP:Iteration 13Q (2600.754097 sec): 3 clusters Score: Raw -13059852.967783 + Penalty 28215.786152 = -13031637.181631 nChanged 200 SP:Iteration 14Q (2600.975354 sec): 3 clusters Score: Raw -13059939.261514 + Penalty 28215.786152 = -13031723.475362 nChanged 141 SP:Iteration 15Q (2601.179660 sec): 3 clusters Score: Raw -13059991.449123 + Penalty 28215.786152 = -13031775.662971 nChanged 95 SP:Iteration 16Q (2601.401024 sec): 3 clusters Score: Raw -13060022.937339 + Penalty 28215.786152 = -13031807.151187 nChanged 70 SP:Iteration 17Q (2601.613809 sec): 3 clusters Score: Raw -13060044.888951 + Penalty 28215.786152 = -13031829.102799 nChanged 43 SP:Iteration 18Q (2601.802658 sec): 3 clusters Score: Raw -13060056.515035 + Penalty 28215.786152 = -13031840.728883 nChanged 26 SP:Iteration 19Q (2601.998300 sec): 3 clusters Score: Raw -13060063.720396 + Penalty 28215.786152 = -13031847.934244 nChanged 18 SP:Iteration 20F (2602.214242 sec): 3 clusters Score: Raw -13060068.785647 + Penalty 28215.786152 = -13031852.999494 nChanged 12 SP:Iteration 21Q (2602.418528 sec): 3 clusters Score: Raw -13060071.348624 + Penalty 28215.786152 = -13031855.562471 nChanged 9 SP:Iteration 22Q (2602.612844 sec): 3 clusters Score: Raw -13060073.773788 + Penalty 28215.786152 = -13031857.987636 nChanged 12 SP:Iteration 23Q (2602.799221 sec): 3 clusters Score: Raw -13060077.059636 + Penalty 28215.786152 = -13031861.273484 nChanged 9 SP:Iteration 24Q (2603.000549 sec): 3 clusters Score: Raw -13060079.367406 + Penalty 28215.786152 = -13031863.581254 nChanged 3 SP:Iteration 25Q (2603.202643 sec): 3 clusters Score: Raw -13060079.924908 + Penalty 28215.786152 = -13031864.138756 nChanged 0 SP:Iteration 26F (2603.392564 sec): 3 clusters Score: Raw -13060079.924908 + Penalty 28215.786152 = -13031864.138756 nChanged 0 Iteration 99Q (2606.063163 sec): 15 clusters Score: Raw -124224334.438973 + Penalty 239935.087566 = -123984399.351407 nChanged 19 Iteration 100F (2614.299937 sec): 15 clusters Score: Raw -124224337.453265 + Penalty 239935.087566 = -123984402.365699 nChanged 13 Iteration 101Q (2617.342008 sec): 15 clusters Score: Raw -124224340.037622 + Penalty 239935.087566 = -123984404.950055 nChanged 13 Iteration 102Q (2620.077995 sec): 15 clusters Score: Raw -124224342.167404 + Penalty 239935.087566 = -123984407.079838 nChanged 10 Iteration 103Q (2623.136445 sec): 15 clusters Score: Raw -124224344.411232 + Penalty 239935.087566 = -123984409.323666 nChanged 8 Iteration 104Q (2626.206419 sec): 15 clusters Score: Raw -124224346.718262 + Penalty 239935.087566 = -123984411.630696 nChanged 14 Iteration 105Q (2629.045379 sec): 15 clusters Score: Raw -124224349.522367 + Penalty 239935.087566 = -123984414.434800 nChanged 11 Iteration 106Q (2631.976017 sec): 15 clusters Score: Raw -124224352.042436 + Penalty 239935.087566 = -123984416.954870 nChanged 7 Iteration 107Q (2635.143353 sec): 15 clusters Score: Raw -124224352.660894 + Penalty 239935.087566 = -123984417.573328 nChanged 5 Iteration 108Q (2637.946565 sec): 15 clusters Score: Raw -124224353.050261 + Penalty 239935.087566 = -123984417.962694 nChanged 3 Iteration 109Q (2640.774909 sec): 15 clusters Score: Raw -124224353.771749 + Penalty 239935.087566 = -123984418.684182 nChanged 6 Iteration 110Q (2644.032742 sec): 15 clusters Score: Raw -124224354.556139 + Penalty 239935.087566 = -123984419.468573 nChanged 6 Iteration 111Q (2647.149825 sec): 15 clusters Score: Raw -124224355.179356 + Penalty 239935.087566 = -123984420.091790 nChanged 5 Iteration 112Q (2650.184834 sec): 15 clusters Score: Raw -124224355.599863 + Penalty 239935.087566 = -123984420.512296 nChanged 7 Iteration 113Q (2653.291282 sec): 15 clusters Score: Raw -124224356.533818 + Penalty 239935.087566 = -123984421.446252 nChanged 10 Iteration 114Q (2656.316130 sec): 15 clusters Score: Raw -124224357.851484 + Penalty 239935.087566 = -123984422.763917 nChanged 9 Iteration 115Q (2659.249406 sec): 15 clusters Score: Raw -124224359.061176 + Penalty 239935.087566 = -123984423.973609 nChanged 11 Iteration 116Q (2661.916473 sec): 15 clusters Score: Raw -124224361.203522 + Penalty 239935.087566 = -123984426.115955 nChanged 9 Iteration 117Q (2664.923930 sec): 15 clusters Score: Raw -124224362.324430 + Penalty 239935.087566 = -123984427.236864 nChanged 6 Iteration 118Q (2667.778725 sec): 15 clusters Score: Raw -124224362.942694 + Penalty 239935.087566 = -123984427.855128 nChanged 5 Iteration 119Q (2670.520978 sec): 15 clusters Score: Raw -124224363.290853 + Penalty 239935.087566 = -123984428.203287 nChanged 4 Iteration 120F (2678.990035 sec): 15 clusters Score: Raw -124224363.641064 + Penalty 239935.087566 = -123984428.553498 nChanged 7 Iteration 121Q (2681.913709 sec): 15 clusters Score: Raw -124224364.323181 + Penalty 239935.087566 = -123984429.235615 nChanged 4 Iteration 122Q (2684.578445 sec): 15 clusters Score: Raw -124224364.681534 + Penalty 239935.087566 = -123984429.593968 nChanged 4 Iteration 123Q (2687.244839 sec): 15 clusters Score: Raw -124224365.379808 + Penalty 239935.087566 = -123984430.292242 nChanged 4 Iteration 124Q (2689.887201 sec): 15 clusters Score: Raw -124224365.710258 + Penalty 239935.087566 = -123984430.622692 nChanged 8 Iteration 125Q (2692.591115 sec): 15 clusters Score: Raw -124224366.553942 + Penalty 239935.087566 = -123984431.466376 nChanged 7 Iteration 126Q (2695.242915 sec): 15 clusters Score: Raw -124224367.398269 + Penalty 239935.087566 = -123984432.310703 nChanged 5 Iteration 127Q (2697.908213 sec): 15 clusters Score: Raw -124224367.998610 + Penalty 239935.087566 = -123984432.911043 nChanged 12 Iteration 128Q (2700.837331 sec): 15 clusters Score: Raw -124224369.541382 + Penalty 239935.087566 = -123984434.453815 nChanged 10 Iteration 129Q (2703.747071 sec): 15 clusters Score: Raw -124224370.512061 + Penalty 239935.087566 = -123984435.424495 nChanged 11 Iteration 130Q (2706.540116 sec): 15 clusters Score: Raw -124224371.553551 + Penalty 239935.087566 = -123984436.465985 nChanged 11 Iteration 131Q (2709.418611 sec): 15 clusters Score: Raw -124224372.456485 + Penalty 239935.087566 = -123984437.368919 nChanged 11 Iteration 132Q (2712.449824 sec): 15 clusters Score: Raw -124224373.289788 + Penalty 239935.087566 = -123984438.202222 nChanged 7 Iteration 133Q (2715.380876 sec): 15 clusters Score: Raw -124224373.981940 + Penalty 239935.087566 = -123984438.894374 nChanged 12 Iteration 134Q (2718.581098 sec): 15 clusters Score: Raw -124224375.125757 + Penalty 239935.087566 = -123984440.038191 nChanged 2 Iteration 135Q (2721.613534 sec): 15 clusters Score: Raw -124224375.580708 + Penalty 239935.087566 = -123984440.493141 nChanged 1 Iteration 136Q (2724.616238 sec): 15 clusters Score: Raw -124224375.690779 + Penalty 239935.087566 = -123984440.603213 nChanged 2 Iteration 137Q (2727.680960 sec): 15 clusters Score: Raw -124224375.794628 + Penalty 239935.087566 = -123984440.707062 nChanged 0 Iteration 138F (2736.293460 sec): 15 clusters Score: Raw -124224375.794628 + Penalty 239935.087566 = -123984440.707062 nChanged 0 Compute initial score before splitting: Score: Raw -124224375.794628 + Penalty 239935.087566 = -123984440.707062 Trying to split cluster 2 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2736.417144 sec): 2 clusters Score: Raw -152990.638252 + Penalty 8160.575642 = -144830.062610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2736.461363 sec): 3 clusters Score: Raw -155197.370440 + Penalty 16321.151284 = -138876.219156 nChanged 21 SP:Iteration 1Q (2736.508163 sec): 3 clusters Score: Raw -155416.896555 + Penalty 16321.151284 = -139095.745272 nChanged 3 SP:Iteration 2Q (2736.555776 sec): 3 clusters Score: Raw -155436.279511 + Penalty 16321.151284 = -139115.128227 nChanged 0 SP:Iteration 3F (2736.591858 sec): 3 clusters Score: Raw -155436.279511 + Penalty 16321.151284 = -139115.128227 nChanged 0 Trying to split cluster 4 (7077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2736.642371 sec): 2 clusters Score: Raw -2530525.065197 + Penalty 11971.649550 = -2518553.415648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2736.727192 sec): 3 clusters Score: Raw -2528940.134782 + Penalty 23943.299099 = -2504996.835683 nChanged 2048 SP:Iteration 1F (2736.792797 sec): 3 clusters Score: Raw -2533190.647317 + Penalty 23943.299099 = -2509247.348218 nChanged 844 SP:Iteration 2F (2736.873201 sec): 3 clusters Score: Raw -2535274.704254 + Penalty 23943.299099 = -2511331.405155 nChanged 737 SP:Iteration 3F (2736.953962 sec): 3 clusters Score: Raw -2537738.114613 + Penalty 23943.299099 = -2513794.815514 nChanged 776 SP:Iteration 4F (2737.030652 sec): 3 clusters Score: Raw -2541209.381207 + Penalty 23943.299099 = -2517266.082108 nChanged 669 SP:Iteration 5F (2737.098085 sec): 3 clusters Score: Raw -2544363.916126 + Penalty 23943.299099 = -2520420.617027 nChanged 331 SP:Iteration 6Q (2737.168362 sec): 3 clusters Score: Raw -2545494.466613 + Penalty 23943.299099 = -2521551.167514 nChanged 108 SP:Iteration 7Q (2737.250274 sec): 3 clusters Score: Raw -2545754.996388 + Penalty 23943.299099 = -2521811.697289 nChanged 26 SP:Iteration 8Q (2737.322225 sec): 3 clusters Score: Raw -2545802.715450 + Penalty 23943.299099 = -2521859.416351 nChanged 9 SP:Iteration 9Q (2737.391973 sec): 3 clusters Score: Raw -2545825.928260 + Penalty 23943.299099 = -2521882.629160 nChanged 5 SP:Iteration 10Q (2737.463888 sec): 3 clusters Score: Raw -2545834.921625 + Penalty 23943.299099 = -2521891.622525 nChanged 1 SP:Iteration 11Q (2737.534635 sec): 3 clusters Score: Raw -2545835.873082 + Penalty 23943.299099 = -2521892.573983 nChanged 0 SP:Iteration 12F (2737.616135 sec): 3 clusters Score: Raw -2545835.873082 + Penalty 23943.299099 = -2521892.573983 nChanged 0 Score: Raw -124239686.602513 + Penalty 257073.308107 = -123982613.294406 Splitting cluster 4 changes total score from -123984440.707062 to -123982613.294406 So it's not getting split. Trying to split cluster 7 (20896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2746.571486 sec): 2 clusters Score: Raw -7997139.924249 + Penalty 13433.846250 = -7983706.077999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2746.722288 sec): 3 clusters Score: Raw -7987736.164883 + Penalty 26867.692500 = -7960868.472384 nChanged 7563 SP:Iteration 1F (2746.865196 sec): 3 clusters Score: Raw -7992087.442040 + Penalty 26867.692500 = -7965219.749540 nChanged 1542 SP:Iteration 2F (2747.010053 sec): 3 clusters Score: Raw -7993044.145990 + Penalty 26867.692500 = -7966176.453490 nChanged 990 SP:Iteration 3Q (2747.143583 sec): 3 clusters Score: Raw -7993580.894179 + Penalty 26867.692500 = -7966713.201679 nChanged 666 SP:Iteration 4Q (2747.292183 sec): 3 clusters Score: Raw -7993955.454456 + Penalty 26867.692500 = -7967087.761956 nChanged 539 SP:Iteration 5Q (2747.440978 sec): 3 clusters Score: Raw -7994227.713884 + Penalty 26867.692500 = -7967360.021385 nChanged 433 SP:Iteration 6Q (2747.580266 sec): 3 clusters Score: Raw -7994447.441359 + Penalty 26867.692500 = -7967579.748860 nChanged 373 SP:Iteration 7Q (2747.714679 sec): 3 clusters Score: Raw -7994633.680709 + Penalty 26867.692500 = -7967765.988209 nChanged 339 SP:Iteration 8Q (2747.872039 sec): 3 clusters Score: Raw -7994797.736712 + Penalty 26867.692500 = -7967930.044213 nChanged 290 SP:Iteration 9Q (2748.017717 sec): 3 clusters Score: Raw -7994925.621476 + Penalty 26867.692500 = -7968057.928977 nChanged 256 SP:Iteration 10Q (2748.161687 sec): 3 clusters Score: Raw -7995042.498468 + Penalty 26867.692500 = -7968174.805969 nChanged 224 SP:Iteration 11Q (2748.308899 sec): 3 clusters Score: Raw -7995152.378720 + Penalty 26867.692500 = -7968284.686220 nChanged 230 SP:Iteration 12Q (2748.440240 sec): 3 clusters Score: Raw -7995252.814926 + Penalty 26867.692500 = -7968385.122426 nChanged 213 SP:Iteration 13Q (2748.594835 sec): 3 clusters Score: Raw -7995349.469779 + Penalty 26867.692500 = -7968481.777279 nChanged 199 SP:Iteration 14Q (2748.736632 sec): 3 clusters Score: Raw -7995440.493977 + Penalty 26867.692500 = -7968572.801478 nChanged 205 SP:Iteration 15Q (2748.866146 sec): 3 clusters Score: Raw -7995521.920356 + Penalty 26867.692500 = -7968654.227856 nChanged 183 SP:Iteration 16Q (2749.005182 sec): 3 clusters Score: Raw -7995598.238017 + Penalty 26867.692500 = -7968730.545517 nChanged 184 SP:Iteration 17Q (2749.139557 sec): 3 clusters Score: Raw -7995682.254278 + Penalty 26867.692500 = -7968814.561779 nChanged 190 SP:Iteration 18Q (2749.269943 sec): 3 clusters Score: Raw -7995762.679367 + Penalty 26867.692500 = -7968894.986868 nChanged 159 SP:Iteration 19Q (2749.403694 sec): 3 clusters Score: Raw -7995830.528039 + Penalty 26867.692500 = -7968962.835540 nChanged 162 SP:Iteration 20F (2749.536090 sec): 3 clusters Score: Raw -7995901.120881 + Penalty 26867.692500 = -7969033.428382 nChanged 160 SP:Iteration 21Q (2749.671532 sec): 3 clusters Score: Raw -7995972.480032 + Penalty 26867.692500 = -7969104.787532 nChanged 178 SP:Iteration 22Q (2749.809499 sec): 3 clusters Score: Raw -7996053.726380 + Penalty 26867.692500 = -7969186.033880 nChanged 180 SP:Iteration 23Q (2749.947694 sec): 3 clusters Score: Raw -7996134.836120 + Penalty 26867.692500 = -7969267.143620 nChanged 191 SP:Iteration 24Q (2750.078746 sec): 3 clusters Score: Raw -7996216.160977 + Penalty 26867.692500 = -7969348.468477 nChanged 180 SP:Iteration 25Q (2750.219664 sec): 3 clusters Score: Raw -7996297.090380 + Penalty 26867.692500 = -7969429.397880 nChanged 170 SP:Iteration 26Q (2750.349490 sec): 3 clusters Score: Raw -7996376.632534 + Penalty 26867.692500 = -7969508.940035 nChanged 156 SP:Iteration 27Q (2750.485790 sec): 3 clusters Score: Raw -7996439.265745 + Penalty 26867.692500 = -7969571.573246 nChanged 135 SP:Iteration 28Q (2750.622139 sec): 3 clusters Score: Raw -7996495.389408 + Penalty 26867.692500 = -7969627.696908 nChanged 148 SP:Iteration 29Q (2750.749555 sec): 3 clusters Score: Raw -7996556.693743 + Penalty 26867.692500 = -7969689.001243 nChanged 148 SP:Iteration 30Q (2750.887842 sec): 3 clusters Score: Raw -7996625.061108 + Penalty 26867.692500 = -7969757.368609 nChanged 179 SP:Iteration 31Q (2751.010593 sec): 3 clusters Score: Raw -7996705.006088 + Penalty 26867.692500 = -7969837.313588 nChanged 167 SP:Iteration 32Q (2751.160035 sec): 3 clusters Score: Raw -7996779.941613 + Penalty 26867.692500 = -7969912.249114 nChanged 166 SP:Iteration 33Q (2751.298808 sec): 3 clusters Score: Raw -7996858.742363 + Penalty 26867.692500 = -7969991.049864 nChanged 164 SP:Iteration 34Q (2751.433205 sec): 3 clusters Score: Raw -7996933.724267 + Penalty 26867.692500 = -7970066.031768 nChanged 157 SP:Iteration 35Q (2751.559033 sec): 3 clusters Score: Raw -7997010.570803 + Penalty 26867.692500 = -7970142.878304 nChanged 201 SP:Iteration 36Q (2751.689184 sec): 3 clusters Score: Raw -7997100.675968 + Penalty 26867.692500 = -7970232.983469 nChanged 175 SP:Iteration 37Q (2751.833910 sec): 3 clusters Score: Raw -7997180.855232 + Penalty 26867.692500 = -7970313.162733 nChanged 170 SP:Iteration 38Q (2751.966470 sec): 3 clusters Score: Raw -7997260.773249 + Penalty 26867.692500 = -7970393.080750 nChanged 196 SP:Iteration 39Q (2752.092507 sec): 3 clusters Score: Raw -7997353.939496 + Penalty 26867.692500 = -7970486.246996 nChanged 190 SP:Iteration 40F (2752.231972 sec): 3 clusters Score: Raw -7997442.904785 + Penalty 26867.692500 = -7970575.212285 nChanged 179 SP:Iteration 41Q (2752.359933 sec): 3 clusters Score: Raw -7997519.632796 + Penalty 26867.692500 = -7970651.940296 nChanged 150 SP:Iteration 42Q (2752.492898 sec): 3 clusters Score: Raw -7997580.364500 + Penalty 26867.692500 = -7970712.672000 nChanged 142 SP:Iteration 43Q (2752.622142 sec): 3 clusters Score: Raw -7997641.560259 + Penalty 26867.692500 = -7970773.867760 nChanged 136 SP:Iteration 44Q (2752.758553 sec): 3 clusters Score: Raw -7997701.786302 + Penalty 26867.692500 = -7970834.093803 nChanged 133 SP:Iteration 45Q (2752.898594 sec): 3 clusters Score: Raw -7997758.870738 + Penalty 26867.692500 = -7970891.178239 nChanged 141 SP:Iteration 46Q (2753.047762 sec): 3 clusters Score: Raw -7997817.645815 + Penalty 26867.692500 = -7970949.953316 nChanged 147 SP:Iteration 47Q (2753.191539 sec): 3 clusters Score: Raw -7997874.828977 + Penalty 26867.692500 = -7971007.136477 nChanged 122 SP:Iteration 48Q (2753.342493 sec): 3 clusters Score: Raw -7997929.929885 + Penalty 26867.692500 = -7971062.237385 nChanged 130 SP:Iteration 49Q (2753.476752 sec): 3 clusters Score: Raw -7997987.136777 + Penalty 26867.692500 = -7971119.444278 nChanged 117 SP:Iteration 50Q (2753.620347 sec): 3 clusters Score: Raw -7998037.999998 + Penalty 26867.692500 = -7971170.307498 nChanged 108 SP:Iteration 51Q (2753.770810 sec): 3 clusters Score: Raw -7998084.188622 + Penalty 26867.692500 = -7971216.496122 nChanged 113 SP:Iteration 52Q (2753.913174 sec): 3 clusters Score: Raw -7998128.365287 + Penalty 26867.692500 = -7971260.672787 nChanged 99 SP:Iteration 53Q (2754.052340 sec): 3 clusters Score: Raw -7998170.427261 + Penalty 26867.692500 = -7971302.734762 nChanged 98 SP:Iteration 54Q (2754.195857 sec): 3 clusters Score: Raw -7998210.920246 + Penalty 26867.692500 = -7971343.227746 nChanged 94 SP:Iteration 55Q (2754.341278 sec): 3 clusters Score: Raw -7998248.473370 + Penalty 26867.692500 = -7971380.780870 nChanged 77 SP:Iteration 56Q (2754.497185 sec): 3 clusters Score: Raw -7998280.127908 + Penalty 26867.692500 = -7971412.435408 nChanged 68 SP:Iteration 57Q (2754.637641 sec): 3 clusters Score: Raw -7998308.379940 + Penalty 26867.692500 = -7971440.687440 nChanged 77 SP:Iteration 58Q (2754.777803 sec): 3 clusters Score: Raw -7998335.461064 + Penalty 26867.692500 = -7971467.768564 nChanged 61 SP:Iteration 59Q (2754.939548 sec): 3 clusters Score: Raw -7998358.370149 + Penalty 26867.692500 = -7971490.677649 nChanged 63 SP:Iteration 60F (2755.095285 sec): 3 clusters Score: Raw -7998382.376617 + Penalty 26867.692500 = -7971514.684117 nChanged 55 SP:Iteration 61Q (2755.247835 sec): 3 clusters Score: Raw -7998401.110314 + Penalty 26867.692500 = -7971533.417814 nChanged 47 SP:Iteration 62Q (2755.385013 sec): 3 clusters Score: Raw -7998416.955497 + Penalty 26867.692500 = -7971549.262997 nChanged 30 SP:Iteration 63Q (2755.540419 sec): 3 clusters Score: Raw -7998429.150738 + Penalty 26867.692500 = -7971561.458238 nChanged 47 SP:Iteration 64Q (2755.677526 sec): 3 clusters Score: Raw -7998445.227156 + Penalty 26867.692500 = -7971577.534656 nChanged 38 SP:Iteration 65Q (2755.819816 sec): 3 clusters Score: Raw -7998457.503619 + Penalty 26867.692500 = -7971589.811120 nChanged 34 SP:Iteration 66Q (2755.964275 sec): 3 clusters Score: Raw -7998469.066504 + Penalty 26867.692500 = -7971601.374004 nChanged 26 SP:Iteration 67Q (2756.100213 sec): 3 clusters Score: Raw -7998477.014430 + Penalty 26867.692500 = -7971609.321930 nChanged 21 SP:Iteration 68Q (2756.242371 sec): 3 clusters Score: Raw -7998484.892258 + Penalty 26867.692500 = -7971617.199759 nChanged 20 SP:Iteration 69Q (2756.387772 sec): 3 clusters Score: Raw -7998492.634350 + Penalty 26867.692500 = -7971624.941850 nChanged 32 SP:Iteration 70Q (2756.543083 sec): 3 clusters Score: Raw -7998502.827475 + Penalty 26867.692500 = -7971635.134976 nChanged 25 SP:Iteration 71Q (2756.692215 sec): 3 clusters Score: Raw -7998511.716931 + Penalty 26867.692500 = -7971644.024432 nChanged 28 SP:Iteration 72Q (2756.834316 sec): 3 clusters Score: Raw -7998522.262538 + Penalty 26867.692500 = -7971654.570038 nChanged 22 SP:Iteration 73Q (2756.979201 sec): 3 clusters Score: Raw -7998529.708283 + Penalty 26867.692500 = -7971662.015784 nChanged 21 SP:Iteration 74Q (2757.140258 sec): 3 clusters Score: Raw -7998536.766633 + Penalty 26867.692500 = -7971669.074133 nChanged 20 SP:Iteration 75Q (2757.304241 sec): 3 clusters Score: Raw -7998543.694790 + Penalty 26867.692500 = -7971676.002290 nChanged 21 SP:Iteration 76Q (2757.445133 sec): 3 clusters Score: Raw -7998550.596193 + Penalty 26867.692500 = -7971682.903693 nChanged 21 SP:Iteration 77Q (2757.595269 sec): 3 clusters Score: Raw -7998559.219826 + Penalty 26867.692500 = -7971691.527326 nChanged 19 SP:Iteration 78Q (2757.738412 sec): 3 clusters Score: Raw -7998565.917932 + Penalty 26867.692500 = -7971698.225433 nChanged 19 SP:Iteration 79Q (2757.884084 sec): 3 clusters Score: Raw -7998572.413584 + Penalty 26867.692500 = -7971704.721084 nChanged 21 SP:Iteration 80F (2758.024653 sec): 3 clusters Score: Raw -7998579.987479 + Penalty 26867.692500 = -7971712.294979 nChanged 25 SP:Iteration 81Q (2758.168266 sec): 3 clusters Score: Raw -7998588.264213 + Penalty 26867.692500 = -7971720.571713 nChanged 22 SP:Iteration 82Q (2758.310187 sec): 3 clusters Score: Raw -7998595.170108 + Penalty 26867.692500 = -7971727.477608 nChanged 21 SP:Iteration 83Q (2758.456533 sec): 3 clusters Score: Raw -7998601.654955 + Penalty 26867.692500 = -7971733.962455 nChanged 21 SP:Iteration 84Q (2758.596578 sec): 3 clusters Score: Raw -7998608.569225 + Penalty 26867.692500 = -7971740.876725 nChanged 12 SP:Iteration 85Q (2758.726815 sec): 3 clusters Score: Raw -7998612.423844 + Penalty 26867.692500 = -7971744.731344 nChanged 9 SP:Iteration 86Q (2758.869458 sec): 3 clusters Score: Raw -7998615.464996 + Penalty 26867.692500 = -7971747.772496 nChanged 8 SP:Iteration 87Q (2759.014608 sec): 3 clusters Score: Raw -7998617.634987 + Penalty 26867.692500 = -7971749.942487 nChanged 9 SP:Iteration 88Q (2759.149760 sec): 3 clusters Score: Raw -7998621.029376 + Penalty 26867.692500 = -7971753.336876 nChanged 8 SP:Iteration 89Q (2759.269128 sec): 3 clusters Score: Raw -7998623.303030 + Penalty 26867.692500 = -7971755.610531 nChanged 7 SP:Iteration 90Q (2759.406966 sec): 3 clusters Score: Raw -7998625.523701 + Penalty 26867.692500 = -7971757.831202 nChanged 7 SP:Iteration 91Q (2759.535801 sec): 3 clusters Score: Raw -7998627.875231 + Penalty 26867.692500 = -7971760.182731 nChanged 8 SP:Iteration 92Q (2759.666757 sec): 3 clusters Score: Raw -7998630.337917 + Penalty 26867.692500 = -7971762.645417 nChanged 5 SP:Iteration 93Q (2759.795637 sec): 3 clusters Score: Raw -7998631.799002 + Penalty 26867.692500 = -7971764.106502 nChanged 8 SP:Iteration 94Q (2759.940533 sec): 3 clusters Score: Raw -7998634.900399 + Penalty 26867.692500 = -7971767.207900 nChanged 13 SP:Iteration 95Q (2760.076390 sec): 3 clusters Score: Raw -7998638.574256 + Penalty 26867.692500 = -7971770.881756 nChanged 7 SP:Iteration 96Q (2760.208493 sec): 3 clusters Score: Raw -7998640.677894 + Penalty 26867.692500 = -7971772.985394 nChanged 4 SP:Iteration 97Q (2760.340286 sec): 3 clusters Score: Raw -7998641.623221 + Penalty 26867.692500 = -7971773.930721 nChanged 3 SP:Iteration 98Q (2760.477428 sec): 3 clusters Score: Raw -7998642.538394 + Penalty 26867.692500 = -7971774.845894 nChanged 4 SP:Iteration 99Q (2760.611586 sec): 3 clusters Score: Raw -7998643.483717 + Penalty 26867.692500 = -7971775.791218 nChanged 3 SP:Iteration 100F (2760.738254 sec): 3 clusters Score: Raw -7998644.368618 + Penalty 26867.692500 = -7971776.676119 nChanged 4 SP:Iteration 101Q (2760.870993 sec): 3 clusters Score: Raw -7998645.344964 + Penalty 26867.692500 = -7971777.652464 nChanged 6 SP:Iteration 102Q (2761.003845 sec): 3 clusters Score: Raw -7998647.302040 + Penalty 26867.692500 = -7971779.609540 nChanged 2 SP:Iteration 103Q (2761.137009 sec): 3 clusters Score: Raw -7998648.288843 + Penalty 26867.692500 = -7971780.596343 nChanged 3 SP:Iteration 104Q (2761.271612 sec): 3 clusters Score: Raw -7998649.062159 + Penalty 26867.692500 = -7971781.369659 nChanged 2 SP:Iteration 105Q (2761.406721 sec): 3 clusters Score: Raw -7998649.976383 + Penalty 26867.692500 = -7971782.283884 nChanged 3 SP:Iteration 106Q (2761.540255 sec): 3 clusters Score: Raw -7998651.211852 + Penalty 26867.692500 = -7971783.519353 nChanged 3 SP:Iteration 107Q (2761.681281 sec): 3 clusters Score: Raw -7998651.875344 + Penalty 26867.692500 = -7971784.182844 nChanged 4 SP:Iteration 108Q (2761.806045 sec): 3 clusters Score: Raw -7998652.863157 + Penalty 26867.692500 = -7971785.170657 nChanged 2 SP:Iteration 109Q (2761.946214 sec): 3 clusters Score: Raw -7998653.230544 + Penalty 26867.692500 = -7971785.538045 nChanged 0 SP:Iteration 110F (2762.076724 sec): 3 clusters Score: Raw -7998653.230544 + Penalty 26867.692500 = -7971785.538045 nChanged 0 Trying to split cluster 9 (7851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2762.127596 sec): 2 clusters Score: Raw -2968225.929400 + Penalty 12111.819056 = -2956114.110344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2762.197944 sec): 3 clusters Score: Raw -2965689.038467 + Penalty 24223.638112 = -2941465.400355 nChanged 2175 SP:Iteration 1F (2762.271533 sec): 3 clusters Score: Raw -2967618.870181 + Penalty 24223.638112 = -2943395.232068 nChanged 576 SP:Iteration 2F (2762.335062 sec): 3 clusters Score: Raw -2968196.446453 + Penalty 24223.638112 = -2943972.808341 nChanged 289 SP:Iteration 3Q (2762.411913 sec): 3 clusters Score: Raw -2968489.165881 + Penalty 24223.638112 = -2944265.527768 nChanged 176 SP:Iteration 4Q (2762.489235 sec): 3 clusters Score: Raw -2968669.981312 + Penalty 24223.638112 = -2944446.343200 nChanged 147 SP:Iteration 5Q (2762.567643 sec): 3 clusters Score: Raw -2968801.551644 + Penalty 24223.638112 = -2944577.913532 nChanged 100 SP:Iteration 6Q (2762.643354 sec): 3 clusters Score: Raw -2968894.408758 + Penalty 24223.638112 = -2944670.770645 nChanged 61 SP:Iteration 7Q (2762.730234 sec): 3 clusters Score: Raw -2968943.144581 + Penalty 24223.638112 = -2944719.506469 nChanged 52 SP:Iteration 8Q (2762.804418 sec): 3 clusters Score: Raw -2968988.515222 + Penalty 24223.638112 = -2944764.877109 nChanged 35 SP:Iteration 9Q (2762.875909 sec): 3 clusters Score: Raw -2969018.221492 + Penalty 24223.638112 = -2944794.583380 nChanged 29 SP:Iteration 10Q (2762.954197 sec): 3 clusters Score: Raw -2969043.199250 + Penalty 24223.638112 = -2944819.561137 nChanged 25 SP:Iteration 11Q (2763.018300 sec): 3 clusters Score: Raw -2969065.046884 + Penalty 24223.638112 = -2944841.408771 nChanged 24 SP:Iteration 12Q (2763.102620 sec): 3 clusters Score: Raw -2969083.519207 + Penalty 24223.638112 = -2944859.881094 nChanged 20 SP:Iteration 13Q (2763.171538 sec): 3 clusters Score: Raw -2969099.362293 + Penalty 24223.638112 = -2944875.724180 nChanged 20 SP:Iteration 14Q (2763.246707 sec): 3 clusters Score: Raw -2969111.973245 + Penalty 24223.638112 = -2944888.335132 nChanged 10 SP:Iteration 15Q (2763.324709 sec): 3 clusters Score: Raw -2969118.481618 + Penalty 24223.638112 = -2944894.843506 nChanged 6 SP:Iteration 16Q (2763.401789 sec): 3 clusters Score: Raw -2969124.390984 + Penalty 24223.638112 = -2944900.752871 nChanged 3 SP:Iteration 17Q (2763.478405 sec): 3 clusters Score: Raw -2969126.443362 + Penalty 24223.638112 = -2944902.805250 nChanged 4 SP:Iteration 18Q (2763.556058 sec): 3 clusters Score: Raw -2969130.476150 + Penalty 24223.638112 = -2944906.838038 nChanged 5 SP:Iteration 19Q (2763.641432 sec): 3 clusters Score: Raw -2969133.785183 + Penalty 24223.638112 = -2944910.147071 nChanged 4 SP:Iteration 20F (2763.710179 sec): 3 clusters Score: Raw -2969136.978239 + Penalty 24223.638112 = -2944913.340126 nChanged 6 SP:Iteration 21Q (2763.780164 sec): 3 clusters Score: Raw -2969141.581830 + Penalty 24223.638112 = -2944917.943718 nChanged 5 SP:Iteration 22Q (2763.864155 sec): 3 clusters Score: Raw -2969146.595156 + Penalty 24223.638112 = -2944922.957044 nChanged 7 SP:Iteration 23Q (2763.939412 sec): 3 clusters Score: Raw -2969154.074357 + Penalty 24223.638112 = -2944930.436245 nChanged 8 SP:Iteration 24Q (2764.013791 sec): 3 clusters Score: Raw -2969162.266130 + Penalty 24223.638112 = -2944938.628018 nChanged 4 SP:Iteration 25Q (2764.082040 sec): 3 clusters Score: Raw -2969165.930503 + Penalty 24223.638112 = -2944942.292391 nChanged 6 SP:Iteration 26Q (2764.155437 sec): 3 clusters Score: Raw -2969171.646125 + Penalty 24223.638112 = -2944948.008013 nChanged 8 SP:Iteration 27Q (2764.233501 sec): 3 clusters Score: Raw -2969178.634696 + Penalty 24223.638112 = -2944954.996583 nChanged 9 SP:Iteration 28Q (2764.314775 sec): 3 clusters Score: Raw -2969184.521185 + Penalty 24223.638112 = -2944960.883073 nChanged 7 SP:Iteration 29Q (2764.388734 sec): 3 clusters Score: Raw -2969191.110416 + Penalty 24223.638112 = -2944967.472304 nChanged 10 SP:Iteration 30Q (2764.476102 sec): 3 clusters Score: Raw -2969199.952381 + Penalty 24223.638112 = -2944976.314269 nChanged 12 SP:Iteration 31Q (2764.547024 sec): 3 clusters Score: Raw -2969209.062992 + Penalty 24223.638112 = -2944985.424879 nChanged 12 SP:Iteration 32Q (2764.622567 sec): 3 clusters Score: Raw -2969219.454767 + Penalty 24223.638112 = -2944995.816654 nChanged 12 SP:Iteration 33Q (2764.691087 sec): 3 clusters Score: Raw -2969228.396807 + Penalty 24223.638112 = -2945004.758695 nChanged 17 SP:Iteration 34Q (2764.777711 sec): 3 clusters Score: Raw -2969242.091003 + Penalty 24223.638112 = -2945018.452891 nChanged 16 SP:Iteration 35Q (2764.852411 sec): 3 clusters Score: Raw -2969254.103307 + Penalty 24223.638112 = -2945030.465195 nChanged 16 SP:Iteration 36Q (2764.918042 sec): 3 clusters Score: Raw -2969269.607686 + Penalty 24223.638112 = -2945045.969574 nChanged 20 SP:Iteration 37Q (2765.002554 sec): 3 clusters Score: Raw -2969289.363794 + Penalty 24223.638112 = -2945065.725682 nChanged 22 SP:Iteration 38Q (2765.073903 sec): 3 clusters Score: Raw -2969306.923797 + Penalty 24223.638112 = -2945083.285684 nChanged 16 SP:Iteration 39Q (2765.152030 sec): 3 clusters Score: Raw -2969318.888435 + Penalty 24223.638112 = -2945095.250322 nChanged 18 SP:Iteration 40F (2765.226378 sec): 3 clusters Score: Raw -2969334.144828 + Penalty 24223.638112 = -2945110.506716 nChanged 19 SP:Iteration 41Q (2765.291491 sec): 3 clusters Score: Raw -2969352.401912 + Penalty 24223.638112 = -2945128.763800 nChanged 19 SP:Iteration 42Q (2765.371857 sec): 3 clusters Score: Raw -2969364.756633 + Penalty 24223.638112 = -2945141.118521 nChanged 10 SP:Iteration 43Q (2765.457427 sec): 3 clusters Score: Raw -2969372.856955 + Penalty 24223.638112 = -2945149.218843 nChanged 9 SP:Iteration 44Q (2765.531727 sec): 3 clusters Score: Raw -2969381.534131 + Penalty 24223.638112 = -2945157.896019 nChanged 14 SP:Iteration 45Q (2765.603397 sec): 3 clusters Score: Raw -2969394.157139 + Penalty 24223.638112 = -2945170.519027 nChanged 20 SP:Iteration 46Q (2765.685463 sec): 3 clusters Score: Raw -2969409.922704 + Penalty 24223.638112 = -2945186.284591 nChanged 18 SP:Iteration 47Q (2765.760703 sec): 3 clusters Score: Raw -2969425.458116 + Penalty 24223.638112 = -2945201.820004 nChanged 15 SP:Iteration 48Q (2765.833920 sec): 3 clusters Score: Raw -2969439.380698 + Penalty 24223.638112 = -2945215.742585 nChanged 9 SP:Iteration 49Q (2765.914760 sec): 3 clusters Score: Raw -2969448.988128 + Penalty 24223.638112 = -2945225.350016 nChanged 10 SP:Iteration 50Q (2765.979688 sec): 3 clusters Score: Raw -2969458.361563 + Penalty 24223.638112 = -2945234.723451 nChanged 13 SP:Iteration 51Q (2766.058505 sec): 3 clusters Score: Raw -2969470.363862 + Penalty 24223.638112 = -2945246.725749 nChanged 12 SP:Iteration 52Q (2766.123690 sec): 3 clusters Score: Raw -2969479.379311 + Penalty 24223.638112 = -2945255.741199 nChanged 9 SP:Iteration 53Q (2766.200902 sec): 3 clusters Score: Raw -2969487.575877 + Penalty 24223.638112 = -2945263.937765 nChanged 10 SP:Iteration 54Q (2766.265748 sec): 3 clusters Score: Raw -2969493.052955 + Penalty 24223.638112 = -2945269.414843 nChanged 8 SP:Iteration 55Q (2766.344230 sec): 3 clusters Score: Raw -2969498.093438 + Penalty 24223.638112 = -2945274.455326 nChanged 6 SP:Iteration 56Q (2766.409423 sec): 3 clusters Score: Raw -2969502.381262 + Penalty 24223.638112 = -2945278.743150 nChanged 5 SP:Iteration 57Q (2766.485378 sec): 3 clusters Score: Raw -2969506.204353 + Penalty 24223.638112 = -2945282.566241 nChanged 7 SP:Iteration 58Q (2766.559776 sec): 3 clusters Score: Raw -2969511.978463 + Penalty 24223.638112 = -2945288.340350 nChanged 4 SP:Iteration 59Q (2766.636014 sec): 3 clusters Score: Raw -2969514.237109 + Penalty 24223.638112 = -2945290.598997 nChanged 2 SP:Iteration 60F (2766.709521 sec): 3 clusters Score: Raw -2969515.509131 + Penalty 24223.638112 = -2945291.871018 nChanged 0 Trying to split cluster 10 (19635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2766.806693 sec): 2 clusters Score: Raw -7682438.111944 + Penalty 13349.785640 = -7669088.326304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2766.942074 sec): 3 clusters Score: Raw -7673627.973446 + Penalty 26699.571280 = -7646928.402166 nChanged 7016 SP:Iteration 1F (2767.079054 sec): 3 clusters Score: Raw -7677692.709740 + Penalty 26699.571280 = -7650993.138461 nChanged 1415 SP:Iteration 2F (2767.217827 sec): 3 clusters Score: Raw -7678613.863402 + Penalty 26699.571280 = -7651914.292122 nChanged 960 SP:Iteration 3Q (2767.368877 sec): 3 clusters Score: Raw -7679195.593137 + Penalty 26699.571280 = -7652496.021857 nChanged 696 SP:Iteration 4Q (2767.510849 sec): 3 clusters Score: Raw -7679597.007362 + Penalty 26699.571280 = -7652897.436082 nChanged 522 SP:Iteration 5Q (2767.639119 sec): 3 clusters Score: Raw -7679886.644966 + Penalty 26699.571280 = -7653187.073686 nChanged 458 SP:Iteration 6Q (2767.787715 sec): 3 clusters Score: Raw -7680123.563824 + Penalty 26699.571280 = -7653423.992544 nChanged 347 SP:Iteration 7Q (2767.922711 sec): 3 clusters Score: Raw -7680302.871018 + Penalty 26699.571280 = -7653603.299739 nChanged 299 SP:Iteration 8Q (2768.069593 sec): 3 clusters Score: Raw -7680447.062504 + Penalty 26699.571280 = -7653747.491224 nChanged 267 SP:Iteration 9Q (2768.206658 sec): 3 clusters Score: Raw -7680571.510579 + Penalty 26699.571280 = -7653871.939299 nChanged 235 SP:Iteration 10Q (2768.347531 sec): 3 clusters Score: Raw -7680680.213598 + Penalty 26699.571280 = -7653980.642318 nChanged 199 SP:Iteration 11Q (2768.499571 sec): 3 clusters Score: Raw -7680775.627419 + Penalty 26699.571280 = -7654076.056139 nChanged 194 SP:Iteration 12Q (2768.625480 sec): 3 clusters Score: Raw -7680866.223260 + Penalty 26699.571280 = -7654166.651980 nChanged 171 SP:Iteration 13Q (2768.768816 sec): 3 clusters Score: Raw -7680947.696532 + Penalty 26699.571280 = -7654248.125252 nChanged 160 SP:Iteration 14Q (2768.903793 sec): 3 clusters Score: Raw -7681023.430408 + Penalty 26699.571280 = -7654323.859128 nChanged 176 SP:Iteration 15Q (2769.040110 sec): 3 clusters Score: Raw -7681110.949112 + Penalty 26699.571280 = -7654411.377832 nChanged 197 SP:Iteration 16Q (2769.170131 sec): 3 clusters Score: Raw -7681201.339258 + Penalty 26699.571280 = -7654501.767978 nChanged 179 SP:Iteration 17Q (2769.308850 sec): 3 clusters Score: Raw -7681290.685723 + Penalty 26699.571280 = -7654591.114443 nChanged 174 SP:Iteration 18Q (2769.431958 sec): 3 clusters Score: Raw -7681372.391564 + Penalty 26699.571280 = -7654672.820285 nChanged 152 SP:Iteration 19Q (2769.573742 sec): 3 clusters Score: Raw -7681438.936672 + Penalty 26699.571280 = -7654739.365392 nChanged 142 SP:Iteration 20F (2769.722966 sec): 3 clusters Score: Raw -7681505.049027 + Penalty 26699.571280 = -7654805.477747 nChanged 152 SP:Iteration 21Q (2769.858221 sec): 3 clusters Score: Raw -7681575.165703 + Penalty 26699.571280 = -7654875.594423 nChanged 128 SP:Iteration 22Q (2770.006603 sec): 3 clusters Score: Raw -7681633.768866 + Penalty 26699.571280 = -7654934.197586 nChanged 143 SP:Iteration 23Q (2770.150018 sec): 3 clusters Score: Raw -7681702.079789 + Penalty 26699.571280 = -7655002.508509 nChanged 136 SP:Iteration 24Q (2770.297521 sec): 3 clusters Score: Raw -7681760.474597 + Penalty 26699.571280 = -7655060.903317 nChanged 129 SP:Iteration 25Q (2770.443951 sec): 3 clusters Score: Raw -7681819.263081 + Penalty 26699.571280 = -7655119.691801 nChanged 140 SP:Iteration 26Q (2770.588375 sec): 3 clusters Score: Raw -7681882.930408 + Penalty 26699.571280 = -7655183.359128 nChanged 132 SP:Iteration 27Q (2770.736424 sec): 3 clusters Score: Raw -7681940.465488 + Penalty 26699.571280 = -7655240.894208 nChanged 134 SP:Iteration 28Q (2770.888106 sec): 3 clusters Score: Raw -7681999.096266 + Penalty 26699.571280 = -7655299.524986 nChanged 113 SP:Iteration 29Q (2771.029323 sec): 3 clusters Score: Raw -7682049.745586 + Penalty 26699.571280 = -7655350.174306 nChanged 133 SP:Iteration 30Q (2771.186336 sec): 3 clusters Score: Raw -7682110.874535 + Penalty 26699.571280 = -7655411.303255 nChanged 120 SP:Iteration 31Q (2771.317337 sec): 3 clusters Score: Raw -7682166.742599 + Penalty 26699.571280 = -7655467.171319 nChanged 116 SP:Iteration 32Q (2771.463317 sec): 3 clusters Score: Raw -7682217.769501 + Penalty 26699.571280 = -7655518.198221 nChanged 122 SP:Iteration 33Q (2771.600326 sec): 3 clusters Score: Raw -7682271.990044 + Penalty 26699.571280 = -7655572.418765 nChanged 116 SP:Iteration 34Q (2771.733438 sec): 3 clusters Score: Raw -7682328.668628 + Penalty 26699.571280 = -7655629.097348 nChanged 110 SP:Iteration 35Q (2771.876938 sec): 3 clusters Score: Raw -7682377.290050 + Penalty 26699.571280 = -7655677.718770 nChanged 92 SP:Iteration 36Q (2772.003990 sec): 3 clusters Score: Raw -7682417.869383 + Penalty 26699.571280 = -7655718.298103 nChanged 93 SP:Iteration 37Q (2772.136571 sec): 3 clusters Score: Raw -7682455.198393 + Penalty 26699.571280 = -7655755.627113 nChanged 81 SP:Iteration 38Q (2772.277340 sec): 3 clusters Score: Raw -7682492.753482 + Penalty 26699.571280 = -7655793.182202 nChanged 94 SP:Iteration 39Q (2772.411863 sec): 3 clusters Score: Raw -7682539.182018 + Penalty 26699.571280 = -7655839.610738 nChanged 105 SP:Iteration 40F (2772.548498 sec): 3 clusters Score: Raw -7682585.418486 + Penalty 26699.571280 = -7655885.847206 nChanged 97 SP:Iteration 41Q (2772.696561 sec): 3 clusters Score: Raw -7682635.057501 + Penalty 26699.571280 = -7655935.486221 nChanged 118 SP:Iteration 42Q (2772.837831 sec): 3 clusters Score: Raw -7682694.200378 + Penalty 26699.571280 = -7655994.629098 nChanged 117 SP:Iteration 43Q (2772.975046 sec): 3 clusters Score: Raw -7682753.267416 + Penalty 26699.571280 = -7656053.696136 nChanged 124 SP:Iteration 44Q (2773.108741 sec): 3 clusters Score: Raw -7682813.107825 + Penalty 26699.571280 = -7656113.536546 nChanged 121 SP:Iteration 45Q (2773.245389 sec): 3 clusters Score: Raw -7682874.776314 + Penalty 26699.571280 = -7656175.205034 nChanged 123 SP:Iteration 46Q (2773.377765 sec): 3 clusters Score: Raw -7682930.398643 + Penalty 26699.571280 = -7656230.827363 nChanged 123 SP:Iteration 47Q (2773.517641 sec): 3 clusters Score: Raw -7682993.661556 + Penalty 26699.571280 = -7656294.090276 nChanged 133 SP:Iteration 48Q (2773.648460 sec): 3 clusters Score: Raw -7683061.762730 + Penalty 26699.571280 = -7656362.191450 nChanged 115 SP:Iteration 49Q (2773.768987 sec): 3 clusters Score: Raw -7683121.445400 + Penalty 26699.571280 = -7656421.874120 nChanged 115 SP:Iteration 50Q (2773.895148 sec): 3 clusters Score: Raw -7683185.211032 + Penalty 26699.571280 = -7656485.639752 nChanged 133 SP:Iteration 51Q (2774.036853 sec): 3 clusters Score: Raw -7683265.562783 + Penalty 26699.571280 = -7656565.991503 nChanged 162 SP:Iteration 52Q (2774.178490 sec): 3 clusters Score: Raw -7683360.188293 + Penalty 26699.571280 = -7656660.617013 nChanged 153 SP:Iteration 53Q (2774.312931 sec): 3 clusters Score: Raw -7683449.760733 + Penalty 26699.571280 = -7656750.189453 nChanged 157 SP:Iteration 54Q (2774.444914 sec): 3 clusters Score: Raw -7683542.966031 + Penalty 26699.571280 = -7656843.394751 nChanged 151 SP:Iteration 55Q (2774.573437 sec): 3 clusters Score: Raw -7683635.061860 + Penalty 26699.571280 = -7656935.490580 nChanged 159 SP:Iteration 56Q (2774.695427 sec): 3 clusters Score: Raw -7683721.256101 + Penalty 26699.571280 = -7657021.684822 nChanged 142 SP:Iteration 57Q (2774.812277 sec): 3 clusters Score: Raw -7683816.568187 + Penalty 26699.571280 = -7657116.996907 nChanged 162 SP:Iteration 58Q (2774.943476 sec): 3 clusters Score: Raw -7683921.470436 + Penalty 26699.571280 = -7657221.899156 nChanged 175 SP:Iteration 59Q (2775.070664 sec): 3 clusters Score: Raw -7684038.463117 + Penalty 26699.571280 = -7657338.891837 nChanged 188 SP:Iteration 60F (2775.208364 sec): 3 clusters Score: Raw -7684168.748674 + Penalty 26699.571280 = -7657469.177394 nChanged 182 SP:Iteration 61Q (2775.345627 sec): 3 clusters Score: Raw -7684318.458597 + Penalty 26699.571280 = -7657618.887317 nChanged 195 SP:Iteration 62Q (2775.479927 sec): 3 clusters Score: Raw -7684475.348749 + Penalty 26699.571280 = -7657775.777470 nChanged 194 SP:Iteration 63Q (2775.615037 sec): 3 clusters Score: Raw -7684653.630687 + Penalty 26699.571280 = -7657954.059407 nChanged 218 SP:Iteration 64Q (2775.744692 sec): 3 clusters Score: Raw -7684905.870384 + Penalty 26699.571280 = -7658206.299104 nChanged 209 SP:Iteration 65Q (2775.876427 sec): 3 clusters Score: Raw -7685216.644522 + Penalty 26699.571280 = -7658517.073242 nChanged 207 SP:Iteration 66Q (2776.007306 sec): 3 clusters Score: Raw -7685614.832635 + Penalty 26699.571280 = -7658915.261355 nChanged 210 SP:Iteration 67Q (2776.131009 sec): 3 clusters Score: Raw -7685960.254553 + Penalty 26699.571280 = -7659260.683274 nChanged 211 SP:Iteration 68Q (2776.254073 sec): 3 clusters Score: Raw -7686238.333285 + Penalty 26699.571280 = -7659538.762005 nChanged 205 SP:Iteration 69Q (2776.366813 sec): 3 clusters Score: Raw -7686448.313951 + Penalty 26699.571280 = -7659748.742671 nChanged 212 SP:Iteration 70Q (2776.500148 sec): 3 clusters Score: Raw -7686671.602455 + Penalty 26699.571280 = -7659972.031176 nChanged 194 SP:Iteration 71Q (2776.631838 sec): 3 clusters Score: Raw -7686808.374950 + Penalty 26699.571280 = -7660108.803670 nChanged 138 SP:Iteration 72Q (2776.750772 sec): 3 clusters Score: Raw -7686894.982364 + Penalty 26699.571280 = -7660195.411084 nChanged 112 SP:Iteration 73Q (2776.877971 sec): 3 clusters Score: Raw -7686963.621596 + Penalty 26699.571280 = -7660264.050316 nChanged 83 SP:Iteration 74Q (2776.992464 sec): 3 clusters Score: Raw -7687013.723926 + Penalty 26699.571280 = -7660314.152647 nChanged 82 SP:Iteration 75Q (2777.112150 sec): 3 clusters Score: Raw -7687062.939524 + Penalty 26699.571280 = -7660363.368244 nChanged 76 SP:Iteration 76Q (2777.230852 sec): 3 clusters Score: Raw -7687106.348620 + Penalty 26699.571280 = -7660406.777341 nChanged 65 SP:Iteration 77Q (2777.357087 sec): 3 clusters Score: Raw -7687143.457640 + Penalty 26699.571280 = -7660443.886360 nChanged 53 SP:Iteration 78Q (2777.470881 sec): 3 clusters Score: Raw -7687169.657384 + Penalty 26699.571280 = -7660470.086104 nChanged 58 SP:Iteration 79Q (2777.575098 sec): 3 clusters Score: Raw -7687199.750345 + Penalty 26699.571280 = -7660500.179065 nChanged 51 SP:Iteration 80F (2777.701661 sec): 3 clusters Score: Raw -7687227.093867 + Penalty 26699.571280 = -7660527.522587 nChanged 43 SP:Iteration 81Q (2777.817414 sec): 3 clusters Score: Raw -7687248.889370 + Penalty 26699.571280 = -7660549.318090 nChanged 35 SP:Iteration 82Q (2777.928945 sec): 3 clusters Score: Raw -7687267.447969 + Penalty 26699.571280 = -7660567.876689 nChanged 37 SP:Iteration 83Q (2778.049821 sec): 3 clusters Score: Raw -7687284.530531 + Penalty 26699.571280 = -7660584.959251 nChanged 31 SP:Iteration 84Q (2778.164989 sec): 3 clusters Score: Raw -7687299.905981 + Penalty 26699.571280 = -7660600.334701 nChanged 32 SP:Iteration 85Q (2778.274473 sec): 3 clusters Score: Raw -7687314.705462 + Penalty 26699.571280 = -7660615.134182 nChanged 26 SP:Iteration 86Q (2778.378885 sec): 3 clusters Score: Raw -7687328.473036 + Penalty 26699.571280 = -7660628.901756 nChanged 22 SP:Iteration 87Q (2778.487727 sec): 3 clusters Score: Raw -7687337.240723 + Penalty 26699.571280 = -7660637.669443 nChanged 15 SP:Iteration 88Q (2778.613681 sec): 3 clusters Score: Raw -7687344.915654 + Penalty 26699.571280 = -7660645.344374 nChanged 15 SP:Iteration 89Q (2778.732952 sec): 3 clusters Score: Raw -7687350.826303 + Penalty 26699.571280 = -7660651.255023 nChanged 16 SP:Iteration 90Q (2778.871389 sec): 3 clusters Score: Raw -7687358.101675 + Penalty 26699.571280 = -7660658.530395 nChanged 9 SP:Iteration 91Q (2778.998337 sec): 3 clusters Score: Raw -7687363.324786 + Penalty 26699.571280 = -7660663.753506 nChanged 16 SP:Iteration 92Q (2779.119392 sec): 3 clusters Score: Raw -7687370.915644 + Penalty 26699.571280 = -7660671.344364 nChanged 21 SP:Iteration 93Q (2779.246024 sec): 3 clusters Score: Raw -7687380.896467 + Penalty 26699.571280 = -7660681.325187 nChanged 23 SP:Iteration 94Q (2779.384281 sec): 3 clusters Score: Raw -7687391.781897 + Penalty 26699.571280 = -7660692.210618 nChanged 19 SP:Iteration 95Q (2779.490372 sec): 3 clusters Score: Raw -7687401.055044 + Penalty 26699.571280 = -7660701.483764 nChanged 16 SP:Iteration 96Q (2779.624192 sec): 3 clusters Score: Raw -7687406.744703 + Penalty 26699.571280 = -7660707.173423 nChanged 7 SP:Iteration 97Q (2779.752745 sec): 3 clusters Score: Raw -7687410.306281 + Penalty 26699.571280 = -7660710.735002 nChanged 11 SP:Iteration 98Q (2779.879850 sec): 3 clusters Score: Raw -7687415.227478 + Penalty 26699.571280 = -7660715.656198 nChanged 13 SP:Iteration 99Q (2780.009640 sec): 3 clusters Score: Raw -7687420.733860 + Penalty 26699.571280 = -7660721.162580 nChanged 14 SP:Iteration 100F (2780.144425 sec): 3 clusters Score: Raw -7687428.875327 + Penalty 26699.571280 = -7660729.304047 nChanged 16 SP:Iteration 101Q (2780.270581 sec): 3 clusters Score: Raw -7687435.360756 + Penalty 26699.571280 = -7660735.789476 nChanged 14 SP:Iteration 102Q (2780.400470 sec): 3 clusters Score: Raw -7687442.093096 + Penalty 26699.571280 = -7660742.521816 nChanged 12 SP:Iteration 103Q (2780.517807 sec): 3 clusters Score: Raw -7687448.736573 + Penalty 26699.571280 = -7660749.165293 nChanged 14 SP:Iteration 104Q (2780.640148 sec): 3 clusters Score: Raw -7687454.679940 + Penalty 26699.571280 = -7660755.108660 nChanged 11 SP:Iteration 105Q (2780.764964 sec): 3 clusters Score: Raw -7687459.970506 + Penalty 26699.571280 = -7660760.399226 nChanged 9 SP:Iteration 106Q (2780.895460 sec): 3 clusters Score: Raw -7687464.058744 + Penalty 26699.571280 = -7660764.487464 nChanged 8 SP:Iteration 107Q (2781.017767 sec): 3 clusters Score: Raw -7687467.579233 + Penalty 26699.571280 = -7660768.007953 nChanged 8 SP:Iteration 108Q (2781.130432 sec): 3 clusters Score: Raw -7687470.067361 + Penalty 26699.571280 = -7660770.496081 nChanged 6 SP:Iteration 109Q (2781.260411 sec): 3 clusters Score: Raw -7687472.309497 + Penalty 26699.571280 = -7660772.738217 nChanged 1 SP:Iteration 110Q (2781.390221 sec): 3 clusters Score: Raw -7687472.595919 + Penalty 26699.571280 = -7660773.024639 nChanged 2 SP:Iteration 111Q (2781.518965 sec): 3 clusters Score: Raw -7687473.479456 + Penalty 26699.571280 = -7660773.908176 nChanged 1 SP:Iteration 112Q (2781.642461 sec): 3 clusters Score: Raw -7687474.016653 + Penalty 26699.571280 = -7660774.445373 nChanged 1 SP:Iteration 113Q (2781.764563 sec): 3 clusters Score: Raw -7687474.378546 + Penalty 26699.571280 = -7660774.807266 nChanged 1 SP:Iteration 114Q (2781.892943 sec): 3 clusters Score: Raw -7687474.765980 + Penalty 26699.571280 = -7660775.194700 nChanged 1 SP:Iteration 115Q (2782.024015 sec): 3 clusters Score: Raw -7687475.028160 + Penalty 26699.571280 = -7660775.456881 nChanged 1 SP:Iteration 116Q (2782.145236 sec): 3 clusters Score: Raw -7687475.585338 + Penalty 26699.571280 = -7660776.014058 nChanged 3 SP:Iteration 117Q (2782.287474 sec): 3 clusters Score: Raw -7687476.841071 + Penalty 26699.571280 = -7660777.269791 nChanged 4 SP:Iteration 118Q (2782.406568 sec): 3 clusters Score: Raw -7687478.068978 + Penalty 26699.571280 = -7660778.497698 nChanged 2 SP:Iteration 119Q (2782.544530 sec): 3 clusters Score: Raw -7687478.705999 + Penalty 26699.571280 = -7660779.134719 nChanged 1 SP:Iteration 120F (2782.685809 sec): 3 clusters Score: Raw -7687479.022828 + Penalty 26699.571280 = -7660779.451548 nChanged 4 SP:Iteration 121Q (2782.809056 sec): 3 clusters Score: Raw -7687480.404160 + Penalty 26699.571280 = -7660780.832880 nChanged 2 SP:Iteration 122Q (2782.929930 sec): 3 clusters Score: Raw -7687481.314855 + Penalty 26699.571280 = -7660781.743575 nChanged 2 SP:Iteration 123Q (2783.070664 sec): 3 clusters Score: Raw -7687482.500646 + Penalty 26699.571280 = -7660782.929367 nChanged 3 SP:Iteration 124Q (2783.185382 sec): 3 clusters Score: Raw -7687483.377750 + Penalty 26699.571280 = -7660783.806470 nChanged 4 SP:Iteration 125Q (2783.310870 sec): 3 clusters Score: Raw -7687485.257725 + Penalty 26699.571280 = -7660785.686445 nChanged 3 SP:Iteration 126Q (2783.427163 sec): 3 clusters Score: Raw -7687486.542918 + Penalty 26699.571280 = -7660786.971638 nChanged 1 SP:Iteration 127Q (2783.556865 sec): 3 clusters Score: Raw -7687487.358442 + Penalty 26699.571280 = -7660787.787162 nChanged 4 SP:Iteration 128Q (2783.681875 sec): 3 clusters Score: Raw -7687488.582159 + Penalty 26699.571280 = -7660789.010879 nChanged 4 SP:Iteration 129Q (2783.807392 sec): 3 clusters Score: Raw -7687490.467731 + Penalty 26699.571280 = -7660790.896451 nChanged 6 SP:Iteration 130Q (2783.943716 sec): 3 clusters Score: Raw -7687492.528763 + Penalty 26699.571280 = -7660792.957483 nChanged 6 SP:Iteration 131Q (2784.069701 sec): 3 clusters Score: Raw -7687495.040255 + Penalty 26699.571280 = -7660795.468976 nChanged 8 SP:Iteration 132Q (2784.189464 sec): 3 clusters Score: Raw -7687498.288740 + Penalty 26699.571280 = -7660798.717460 nChanged 4 SP:Iteration 133Q (2784.323791 sec): 3 clusters Score: Raw -7687499.605825 + Penalty 26699.571280 = -7660800.034545 nChanged 0 SP:Iteration 134F (2784.452926 sec): 3 clusters Score: Raw -7687499.605825 + Penalty 26699.571280 = -7660800.034545 nChanged 0 Trying to split cluster 11 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2784.484208 sec): 2 clusters Score: Raw -78427.741900 + Penalty 7227.684409 = -71200.057491 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (95 points): covariance matrix is singular SP:Iteration 0F (2784.505594 sec): 3 clusters Score: Raw -80726.540768 + Penalty 14455.368819 = -66271.171949 nChanged 32 SP:Iteration 1F (2784.523274 sec): 2 clusters Score: Raw -13079.229779 + Penalty 7227.684409 = -5851.545370 nChanged 73 SP:Iteration 2F (2784.539257 sec): 2 clusters Score: Raw -78427.741900 + Penalty 7227.684409 = -71200.057491 nChanged 0 Trying to split cluster 12 (139500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2785.090307 sec): 2 clusters Score: Raw -54075519.717107 + Penalty 15997.779748 = -54059521.937359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2785.871275 sec): 3 clusters Score: Raw -53992856.452673 + Penalty 31995.559497 = -53960860.893176 nChanged 62343 SP:Iteration 1F (2786.637007 sec): 3 clusters Score: Raw -54026662.764714 + Penalty 31995.559497 = -53994667.205217 nChanged 6737 SP:Iteration 2Q (2787.425450 sec): 3 clusters Score: Raw -54028862.773719 + Penalty 31995.559497 = -53996867.214223 nChanged 5905 SP:Iteration 3Q (2788.203023 sec): 3 clusters Score: Raw -54030839.522930 + Penalty 31995.559497 = -53998843.963433 nChanged 5514 SP:Iteration 4Q (2788.975883 sec): 3 clusters Score: Raw -54032874.973277 + Penalty 31995.559497 = -54000879.413781 nChanged 5558 SP:Iteration 5Q (2789.769463 sec): 3 clusters Score: Raw -54035152.842910 + Penalty 31995.559497 = -54003157.283413 nChanged 5944 SP:Iteration 6Q (2790.547217 sec): 3 clusters Score: Raw -54037858.265225 + Penalty 31995.559497 = -54005862.705729 nChanged 6420 SP:Iteration 7Q (2791.233548 sec): 3 clusters Score: Raw -54041140.525248 + Penalty 31995.559497 = -54009144.965751 nChanged 6951 SP:Iteration 8Q (2791.960042 sec): 3 clusters Score: Raw -54045027.591298 + Penalty 31995.559497 = -54013032.031801 nChanged 7386 SP:Iteration 9F (2792.729110 sec): 3 clusters Score: Raw -54049388.867504 + Penalty 31995.559497 = -54017393.308007 nChanged 7471 SP:Iteration 10F (2793.460726 sec): 3 clusters Score: Raw -54053983.797739 + Penalty 31995.559497 = -54021988.238242 nChanged 7205 SP:Iteration 11F (2794.169115 sec): 3 clusters Score: Raw -54058349.616401 + Penalty 31995.559497 = -54026354.056904 nChanged 6475 SP:Iteration 12Q (2794.883715 sec): 3 clusters Score: Raw -54062025.985454 + Penalty 31995.559497 = -54030030.425958 nChanged 5480 SP:Iteration 13Q (2795.581996 sec): 3 clusters Score: Raw -54064791.584672 + Penalty 31995.559497 = -54032796.025176 nChanged 4411 SP:Iteration 14Q (2796.313484 sec): 3 clusters Score: Raw -54066666.834076 + Penalty 31995.559497 = -54034671.274580 nChanged 3487 SP:Iteration 15Q (2797.070785 sec): 3 clusters Score: Raw -54067962.716887 + Penalty 31995.559497 = -54035967.157391 nChanged 2633 SP:Iteration 16Q (2797.782181 sec): 3 clusters Score: Raw -54068822.293878 + Penalty 31995.559497 = -54036826.734381 nChanged 2106 SP:Iteration 17Q (2798.487955 sec): 3 clusters Score: Raw -54069426.440093 + Penalty 31995.559497 = -54037430.880596 nChanged 1708 SP:Iteration 18Q (2799.210188 sec): 3 clusters Score: Raw -54069874.984411 + Penalty 31995.559497 = -54037879.424914 nChanged 1474 SP:Iteration 19Q (2799.924642 sec): 3 clusters Score: Raw -54070265.890854 + Penalty 31995.559497 = -54038270.331357 nChanged 1332 SP:Iteration 20F (2800.640642 sec): 3 clusters Score: Raw -54070631.223761 + Penalty 31995.559497 = -54038635.664264 nChanged 1305 SP:Iteration 21Q (2801.372025 sec): 3 clusters Score: Raw -54070983.689116 + Penalty 31995.559497 = -54038988.129620 nChanged 1286 SP:Iteration 22Q (2802.097401 sec): 3 clusters Score: Raw -54071319.530239 + Penalty 31995.559497 = -54039323.970743 nChanged 1208 SP:Iteration 23Q (2802.758855 sec): 3 clusters Score: Raw -54071622.639197 + Penalty 31995.559497 = -54039627.079701 nChanged 1189 SP:Iteration 24Q (2803.437488 sec): 3 clusters Score: Raw -54071906.872567 + Penalty 31995.559497 = -54039911.313071 nChanged 1152 SP:Iteration 25Q (2804.142457 sec): 3 clusters Score: Raw -54072182.085659 + Penalty 31995.559497 = -54040186.526163 nChanged 1115 SP:Iteration 26Q (2804.839647 sec): 3 clusters Score: Raw -54072436.470921 + Penalty 31995.559497 = -54040440.911425 nChanged 1065 SP:Iteration 27Q (2805.516115 sec): 3 clusters Score: Raw -54072685.047400 + Penalty 31995.559497 = -54040689.487904 nChanged 1123 SP:Iteration 28Q (2806.202999 sec): 3 clusters Score: Raw -54072951.852641 + Penalty 31995.559497 = -54040956.293145 nChanged 1117 SP:Iteration 29Q (2806.889269 sec): 3 clusters Score: Raw -54073200.375825 + Penalty 31995.559497 = -54041204.816329 nChanged 1125 SP:Iteration 30Q (2807.594628 sec): 3 clusters Score: Raw -54073441.689347 + Penalty 31995.559497 = -54041446.129851 nChanged 1079 SP:Iteration 31Q (2808.327784 sec): 3 clusters Score: Raw -54073674.034485 + Penalty 31995.559497 = -54041678.474988 nChanged 1004 SP:Iteration 32Q (2809.054260 sec): 3 clusters Score: Raw -54073889.542875 + Penalty 31995.559497 = -54041893.983378 nChanged 1036 SP:Iteration 33Q (2809.691909 sec): 3 clusters Score: Raw -54074103.859876 + Penalty 31995.559497 = -54042108.300379 nChanged 1005 SP:Iteration 34Q (2810.404673 sec): 3 clusters Score: Raw -54074310.326738 + Penalty 31995.559497 = -54042314.767241 nChanged 970 SP:Iteration 35Q (2811.080608 sec): 3 clusters Score: Raw -54074508.756178 + Penalty 31995.559497 = -54042513.196681 nChanged 1002 SP:Iteration 36Q (2811.742351 sec): 3 clusters Score: Raw -54074713.392095 + Penalty 31995.559497 = -54042717.832599 nChanged 986 SP:Iteration 37Q (2812.433163 sec): 3 clusters Score: Raw -54074926.864490 + Penalty 31995.559497 = -54042931.304993 nChanged 971 SP:Iteration 38Q (2813.113367 sec): 3 clusters Score: Raw -54075132.657655 + Penalty 31995.559497 = -54043137.098159 nChanged 958 SP:Iteration 39Q (2813.824564 sec): 3 clusters Score: Raw -54075342.432585 + Penalty 31995.559497 = -54043346.873089 nChanged 961 SP:Iteration 40F (2814.551370 sec): 3 clusters Score: Raw -54075561.577194 + Penalty 31995.559497 = -54043566.017698 nChanged 968 SP:Iteration 41Q (2815.250850 sec): 3 clusters Score: Raw -54075785.948894 + Penalty 31995.559497 = -54043790.389397 nChanged 984 SP:Iteration 42Q (2815.924290 sec): 3 clusters Score: Raw -54076026.805510 + Penalty 31995.559497 = -54044031.246014 nChanged 1015 SP:Iteration 43Q (2816.587996 sec): 3 clusters Score: Raw -54076287.432205 + Penalty 31995.559497 = -54044291.872708 nChanged 1054 SP:Iteration 44Q (2817.251087 sec): 3 clusters Score: Raw -54076572.217624 + Penalty 31995.559497 = -54044576.658128 nChanged 1044 SP:Iteration 45Q (2817.909157 sec): 3 clusters Score: Raw -54076864.778989 + Penalty 31995.559497 = -54044869.219492 nChanged 1013 SP:Iteration 46Q (2818.576633 sec): 3 clusters Score: Raw -54077172.000923 + Penalty 31995.559497 = -54045176.441426 nChanged 1027 SP:Iteration 47Q (2819.244961 sec): 3 clusters Score: Raw -54077494.676352 + Penalty 31995.559497 = -54045499.116855 nChanged 975 SP:Iteration 48Q (2819.926696 sec): 3 clusters Score: Raw -54077812.281446 + Penalty 31995.559497 = -54045816.721950 nChanged 976 SP:Iteration 49Q (2820.592733 sec): 3 clusters Score: Raw -54078137.533752 + Penalty 31995.559497 = -54046141.974255 nChanged 920 SP:Iteration 50Q (2821.242312 sec): 3 clusters Score: Raw -54078439.884588 + Penalty 31995.559497 = -54046444.325092 nChanged 901 SP:Iteration 51Q (2821.899005 sec): 3 clusters Score: Raw -54078712.725565 + Penalty 31995.559497 = -54046717.166068 nChanged 780 SP:Iteration 52Q (2822.564655 sec): 3 clusters Score: Raw -54078927.958360 + Penalty 31995.559497 = -54046932.398864 nChanged 706 SP:Iteration 53Q (2823.247711 sec): 3 clusters Score: Raw -54079114.936950 + Penalty 31995.559497 = -54047119.377453 nChanged 653 SP:Iteration 54Q (2823.914064 sec): 3 clusters Score: Raw -54079278.947539 + Penalty 31995.559497 = -54047283.388043 nChanged 605 SP:Iteration 55Q (2824.586758 sec): 3 clusters Score: Raw -54079422.510340 + Penalty 31995.559497 = -54047426.950843 nChanged 553 SP:Iteration 56Q (2825.250306 sec): 3 clusters Score: Raw -54079548.559009 + Penalty 31995.559497 = -54047552.999512 nChanged 502 SP:Iteration 57Q (2825.910066 sec): 3 clusters Score: Raw -54079667.550355 + Penalty 31995.559497 = -54047671.990858 nChanged 475 SP:Iteration 58Q (2826.588786 sec): 3 clusters Score: Raw -54079776.015192 + Penalty 31995.559497 = -54047780.455696 nChanged 454 SP:Iteration 59Q (2827.255072 sec): 3 clusters Score: Raw -54079877.293544 + Penalty 31995.559497 = -54047881.734047 nChanged 451 SP:Iteration 60F (2828.019163 sec): 3 clusters Score: Raw -54079973.893953 + Penalty 31995.559497 = -54047978.334456 nChanged 396 SP:Iteration 61Q (2828.662780 sec): 3 clusters Score: Raw -54080058.425838 + Penalty 31995.559497 = -54048062.866341 nChanged 400 SP:Iteration 62Q (2829.306748 sec): 3 clusters Score: Raw -54080142.160708 + Penalty 31995.559497 = -54048146.601211 nChanged 371 SP:Iteration 63Q (2829.959295 sec): 3 clusters Score: Raw -54080223.075699 + Penalty 31995.559497 = -54048227.516202 nChanged 345 SP:Iteration 64Q (2830.596960 sec): 3 clusters Score: Raw -54080297.348087 + Penalty 31995.559497 = -54048301.788590 nChanged 329 SP:Iteration 65Q (2831.230708 sec): 3 clusters Score: Raw -54080365.467294 + Penalty 31995.559497 = -54048369.907798 nChanged 291 SP:Iteration 66Q (2831.797292 sec): 3 clusters Score: Raw -54080425.528186 + Penalty 31995.559497 = -54048429.968690 nChanged 271 SP:Iteration 67Q (2832.361995 sec): 3 clusters Score: Raw -54080480.084825 + Penalty 31995.559497 = -54048484.525329 nChanged 266 SP:Iteration 68Q (2832.920560 sec): 3 clusters Score: Raw -54080533.192721 + Penalty 31995.559497 = -54048537.633224 nChanged 263 SP:Iteration 69Q (2833.477410 sec): 3 clusters Score: Raw -54080588.453675 + Penalty 31995.559497 = -54048592.894179 nChanged 263 SP:Iteration 70Q (2834.038232 sec): 3 clusters Score: Raw -54080642.164363 + Penalty 31995.559497 = -54048646.604866 nChanged 249 SP:Iteration 71Q (2834.631773 sec): 3 clusters Score: Raw -54080696.437098 + Penalty 31995.559497 = -54048700.877601 nChanged 245 SP:Iteration 72Q (2835.271799 sec): 3 clusters Score: Raw -54080746.453554 + Penalty 31995.559497 = -54048750.894058 nChanged 227 SP:Iteration 73Q (2835.925301 sec): 3 clusters Score: Raw -54080793.024312 + Penalty 31995.559497 = -54048797.464815 nChanged 191 SP:Iteration 74Q (2836.512728 sec): 3 clusters Score: Raw -54080830.557789 + Penalty 31995.559497 = -54048834.998292 nChanged 170 SP:Iteration 75Q (2837.098014 sec): 3 clusters Score: Raw -54080862.014376 + Penalty 31995.559497 = -54048866.454879 nChanged 152 SP:Iteration 76Q (2837.730732 sec): 3 clusters Score: Raw -54080891.250444 + Penalty 31995.559497 = -54048895.690948 nChanged 160 SP:Iteration 77Q (2838.353198 sec): 3 clusters Score: Raw -54080919.415737 + Penalty 31995.559497 = -54048923.856240 nChanged 145 SP:Iteration 78Q (2838.953161 sec): 3 clusters Score: Raw -54080944.396987 + Penalty 31995.559497 = -54048948.837491 nChanged 125 SP:Iteration 79Q (2839.487367 sec): 3 clusters Score: Raw -54080965.955515 + Penalty 31995.559497 = -54048970.396018 nChanged 90 SP:Iteration 80F (2840.146245 sec): 3 clusters Score: Raw -54080980.982659 + Penalty 31995.559497 = -54048985.423163 nChanged 84 SP:Iteration 81Q (2840.745774 sec): 3 clusters Score: Raw -54080994.914737 + Penalty 31995.559497 = -54048999.355240 nChanged 79 SP:Iteration 82Q (2841.348369 sec): 3 clusters Score: Raw -54081007.900683 + Penalty 31995.559497 = -54049012.341187 nChanged 72 SP:Iteration 83Q (2841.968746 sec): 3 clusters Score: Raw -54081020.714726 + Penalty 31995.559497 = -54049025.155230 nChanged 80 SP:Iteration 84Q (2842.619185 sec): 3 clusters Score: Raw -54081034.291440 + Penalty 31995.559497 = -54049038.731943 nChanged 80 SP:Iteration 85Q (2843.261111 sec): 3 clusters Score: Raw -54081048.378658 + Penalty 31995.559497 = -54049052.819161 nChanged 77 SP:Iteration 86Q (2843.876408 sec): 3 clusters Score: Raw -54081062.585806 + Penalty 31995.559497 = -54049067.026309 nChanged 74 SP:Iteration 87Q (2844.518524 sec): 3 clusters Score: Raw -54081075.901744 + Penalty 31995.559497 = -54049080.342247 nChanged 79 SP:Iteration 88Q (2845.154099 sec): 3 clusters Score: Raw -54081089.080680 + Penalty 31995.559497 = -54049093.521183 nChanged 69 SP:Iteration 89Q (2845.807942 sec): 3 clusters Score: Raw -54081100.574256 + Penalty 31995.559497 = -54049105.014759 nChanged 69 SP:Iteration 90Q (2846.404365 sec): 3 clusters Score: Raw -54081111.648548 + Penalty 31995.559497 = -54049116.089051 nChanged 52 SP:Iteration 91Q (2846.947065 sec): 3 clusters Score: Raw -54081120.013392 + Penalty 31995.559497 = -54049124.453896 nChanged 58 SP:Iteration 92Q (2847.506071 sec): 3 clusters Score: Raw -54081128.741704 + Penalty 31995.559497 = -54049133.182208 nChanged 48 SP:Iteration 93Q (2848.157229 sec): 3 clusters Score: Raw -54081136.735176 + Penalty 31995.559497 = -54049141.175679 nChanged 40 SP:Iteration 94Q (2848.757510 sec): 3 clusters Score: Raw -54081143.303836 + Penalty 31995.559497 = -54049147.744340 nChanged 48 SP:Iteration 95Q (2849.402974 sec): 3 clusters Score: Raw -54081151.585183 + Penalty 31995.559497 = -54049156.025687 nChanged 70 SP:Iteration 96Q (2850.046167 sec): 3 clusters Score: Raw -54081164.502308 + Penalty 31995.559497 = -54049168.942812 nChanged 50 SP:Iteration 97Q (2850.613303 sec): 3 clusters Score: Raw -54081173.563900 + Penalty 31995.559497 = -54049178.004404 nChanged 61 SP:Iteration 98Q (2851.153495 sec): 3 clusters Score: Raw -54081185.103875 + Penalty 31995.559497 = -54049189.544379 nChanged 68 SP:Iteration 99Q (2851.680893 sec): 3 clusters Score: Raw -54081197.810713 + Penalty 31995.559497 = -54049202.251217 nChanged 72 SP:Iteration 100F (2852.312071 sec): 3 clusters Score: Raw -54081211.463333 + Penalty 31995.559497 = -54049215.903837 nChanged 60 SP:Iteration 101Q (2852.856200 sec): 3 clusters Score: Raw -54081221.945727 + Penalty 31995.559497 = -54049226.386230 nChanged 54 SP:Iteration 102Q (2853.402171 sec): 3 clusters Score: Raw -54081232.055896 + Penalty 31995.559497 = -54049236.496399 nChanged 56 SP:Iteration 103Q (2853.973031 sec): 3 clusters Score: Raw -54081242.494306 + Penalty 31995.559497 = -54049246.934809 nChanged 61 SP:Iteration 104Q (2854.523694 sec): 3 clusters Score: Raw -54081254.009733 + Penalty 31995.559497 = -54049258.450237 nChanged 60 SP:Iteration 105Q (2855.184653 sec): 3 clusters Score: Raw -54081264.280889 + Penalty 31995.559497 = -54049268.721392 nChanged 55 SP:Iteration 106Q (2855.761944 sec): 3 clusters Score: Raw -54081273.597578 + Penalty 31995.559497 = -54049278.038081 nChanged 52 SP:Iteration 107Q (2856.312316 sec): 3 clusters Score: Raw -54081283.594788 + Penalty 31995.559497 = -54049288.035291 nChanged 59 SP:Iteration 108Q (2856.854188 sec): 3 clusters Score: Raw -54081294.200630 + Penalty 31995.559497 = -54049298.641133 nChanged 50 SP:Iteration 109Q (2857.401991 sec): 3 clusters Score: Raw -54081302.749020 + Penalty 31995.559497 = -54049307.189524 nChanged 47 SP:Iteration 110Q (2857.944076 sec): 3 clusters Score: Raw -54081311.335302 + Penalty 31995.559497 = -54049315.775805 nChanged 46 SP:Iteration 111Q (2858.475616 sec): 3 clusters Score: Raw -54081320.214679 + Penalty 31995.559497 = -54049324.655182 nChanged 53 SP:Iteration 112Q (2859.015233 sec): 3 clusters Score: Raw -54081330.790194 + Penalty 31995.559497 = -54049335.230698 nChanged 62 SP:Iteration 113Q (2859.564908 sec): 3 clusters Score: Raw -54081343.727595 + Penalty 31995.559497 = -54049348.168098 nChanged 59 SP:Iteration 114Q (2860.105431 sec): 3 clusters Score: Raw -54081354.148752 + Penalty 31995.559497 = -54049358.589255 nChanged 57 SP:Iteration 115Q (2860.646400 sec): 3 clusters Score: Raw -54081364.550285 + Penalty 31995.559497 = -54049368.990788 nChanged 34 SP:Iteration 116Q (2861.199367 sec): 3 clusters Score: Raw -54081370.545576 + Penalty 31995.559497 = -54049374.986079 nChanged 42 SP:Iteration 117Q (2861.734330 sec): 3 clusters Score: Raw -54081376.801289 + Penalty 31995.559497 = -54049381.241792 nChanged 36 SP:Iteration 118Q (2862.265337 sec): 3 clusters Score: Raw -54081382.710659 + Penalty 31995.559497 = -54049387.151163 nChanged 28 SP:Iteration 119Q (2862.802757 sec): 3 clusters Score: Raw -54081387.084245 + Penalty 31995.559497 = -54049391.524748 nChanged 27 SP:Iteration 120F (2863.461983 sec): 3 clusters Score: Raw -54081391.680097 + Penalty 31995.559497 = -54049396.120601 nChanged 24 SP:Iteration 121Q (2863.991095 sec): 3 clusters Score: Raw -54081395.918406 + Penalty 31995.559497 = -54049400.358909 nChanged 26 SP:Iteration 122Q (2864.528284 sec): 3 clusters Score: Raw -54081400.626507 + Penalty 31995.559497 = -54049405.067011 nChanged 33 SP:Iteration 123Q (2865.058086 sec): 3 clusters Score: Raw -54081406.557982 + Penalty 31995.559497 = -54049410.998486 nChanged 39 SP:Iteration 124Q (2865.596192 sec): 3 clusters Score: Raw -54081413.314846 + Penalty 31995.559497 = -54049417.755350 nChanged 23 SP:Iteration 125Q (2866.126360 sec): 3 clusters Score: Raw -54081417.643488 + Penalty 31995.559497 = -54049422.083992 nChanged 21 SP:Iteration 126Q (2866.671721 sec): 3 clusters Score: Raw -54081421.555312 + Penalty 31995.559497 = -54049425.995816 nChanged 22 SP:Iteration 127Q (2867.223520 sec): 3 clusters Score: Raw -54081424.999947 + Penalty 31995.559497 = -54049429.440450 nChanged 20 SP:Iteration 128Q (2867.769246 sec): 3 clusters Score: Raw -54081427.944028 + Penalty 31995.559497 = -54049432.384531 nChanged 14 SP:Iteration 129Q (2868.352523 sec): 3 clusters Score: Raw -54081429.983452 + Penalty 31995.559497 = -54049434.423955 nChanged 10 SP:Iteration 130Q (2868.961682 sec): 3 clusters Score: Raw -54081431.552188 + Penalty 31995.559497 = -54049435.992692 nChanged 10 SP:Iteration 131Q (2869.583168 sec): 3 clusters Score: Raw -54081433.340581 + Penalty 31995.559497 = -54049437.781084 nChanged 10 SP:Iteration 132Q (2870.229017 sec): 3 clusters Score: Raw -54081435.214479 + Penalty 31995.559497 = -54049439.654983 nChanged 13 SP:Iteration 133Q (2870.839401 sec): 3 clusters Score: Raw -54081437.695585 + Penalty 31995.559497 = -54049442.136089 nChanged 19 SP:Iteration 134Q (2871.456081 sec): 3 clusters Score: Raw -54081440.935892 + Penalty 31995.559497 = -54049445.376395 nChanged 21 SP:Iteration 135Q (2872.052163 sec): 3 clusters Score: Raw -54081444.872113 + Penalty 31995.559497 = -54049449.312616 nChanged 17 SP:Iteration 136Q (2872.683963 sec): 3 clusters Score: Raw -54081447.705417 + Penalty 31995.559497 = -54049452.145921 nChanged 17 SP:Iteration 137Q (2873.284849 sec): 3 clusters Score: Raw -54081450.475109 + Penalty 31995.559497 = -54049454.915612 nChanged 9 SP:Iteration 138Q (2873.934146 sec): 3 clusters Score: Raw -54081451.825835 + Penalty 31995.559497 = -54049456.266338 nChanged 9 SP:Iteration 139Q (2874.579438 sec): 3 clusters Score: Raw -54081453.179516 + Penalty 31995.559497 = -54049457.620020 nChanged 7 SP:Iteration 140F (2875.327688 sec): 3 clusters Score: Raw -54081454.068098 + Penalty 31995.559497 = -54049458.508601 nChanged 3 SP:Iteration 141Q (2875.968936 sec): 3 clusters Score: Raw -54081454.351811 + Penalty 31995.559497 = -54049458.792314 nChanged 2 SP:Iteration 142Q (2876.552224 sec): 3 clusters Score: Raw -54081454.594987 + Penalty 31995.559497 = -54049459.035490 nChanged 0 SP:Iteration 143F (2877.278836 sec): 3 clusters Score: Raw -54081454.594987 + Penalty 31995.559497 = -54049459.035490 nChanged 0 Trying to split cluster 14 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2877.326127 sec): 2 clusters Score: Raw -237779.497055 + Penalty 8713.492113 = -229066.004942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2877.373934 sec): 3 clusters Score: Raw -239182.700663 + Penalty 17426.984226 = -221755.716437 nChanged 50 SP:Iteration 1F (2877.417650 sec): 3 clusters Score: Raw -239843.812549 + Penalty 17426.984226 = -222416.828323 nChanged 5 SP:Iteration 2Q (2877.454214 sec): 3 clusters Score: Raw -239895.756086 + Penalty 17426.984226 = -222468.771860 nChanged 2 SP:Iteration 3Q (2877.498495 sec): 3 clusters Score: Raw -239997.227867 + Penalty 17426.984226 = -222570.243641 nChanged 12 SP:Iteration 4Q (2877.536924 sec): 3 clusters Score: Raw -240084.237848 + Penalty 17426.984226 = -222657.253622 nChanged 27 SP:Iteration 5Q (2877.581320 sec): 3 clusters Score: Raw -240320.926932 + Penalty 17426.984226 = -222893.942706 nChanged 17 SP:Iteration 6Q (2877.616930 sec): 3 clusters Score: Raw -240433.028081 + Penalty 17426.984226 = -223006.043855 nChanged 1 SP:Iteration 7Q (2877.649411 sec): 3 clusters Score: Raw -240446.675295 + Penalty 17426.984226 = -223019.691069 nChanged 1 SP:Iteration 8Q (2877.694683 sec): 3 clusters Score: Raw -240458.751510 + Penalty 17426.984226 = -223031.767284 nChanged 0 SP:Iteration 9F (2877.737580 sec): 3 clusters Score: Raw -240458.751510 + Penalty 17426.984226 = -223031.767284 nChanged 0 Trying to split cluster 15 (6102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2877.781843 sec): 2 clusters Score: Raw -2318651.765521 + Penalty 11771.460204 = -2306880.305317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2877.856083 sec): 3 clusters Score: Raw -2317181.370455 + Penalty 23542.920408 = -2293638.450047 nChanged 1593 SP:Iteration 1F (2877.932419 sec): 3 clusters Score: Raw -2319022.095479 + Penalty 23542.920408 = -2295479.175071 nChanged 447 SP:Iteration 2F (2878.015911 sec): 3 clusters Score: Raw -2319790.466276 + Penalty 23542.920408 = -2296247.545867 nChanged 354 SP:Iteration 3F (2878.079973 sec): 3 clusters Score: Raw -2320638.987587 + Penalty 23542.920408 = -2297096.067179 nChanged 429 SP:Iteration 4F (2878.139102 sec): 3 clusters Score: Raw -2322059.855715 + Penalty 23542.920408 = -2298516.935307 nChanged 511 SP:Iteration 5F (2878.208946 sec): 3 clusters Score: Raw -2323813.494094 + Penalty 23542.920408 = -2300270.573686 nChanged 487 SP:Iteration 6F (2878.286913 sec): 3 clusters Score: Raw -2325274.391853 + Penalty 23542.920408 = -2301731.471445 nChanged 352 SP:Iteration 7F (2878.351697 sec): 3 clusters Score: Raw -2326104.933034 + Penalty 23542.920408 = -2302562.012626 nChanged 200 SP:Iteration 8Q (2878.401826 sec): 3 clusters Score: Raw -2326480.512661 + Penalty 23542.920408 = -2302937.592253 nChanged 116 SP:Iteration 9Q (2878.471143 sec): 3 clusters Score: Raw -2326669.037195 + Penalty 23542.920408 = -2303126.116787 nChanged 69 SP:Iteration 10Q (2878.538320 sec): 3 clusters Score: Raw -2326768.267484 + Penalty 23542.920408 = -2303225.347076 nChanged 38 SP:Iteration 11Q (2878.612358 sec): 3 clusters Score: Raw -2326814.812959 + Penalty 23542.920408 = -2303271.892551 nChanged 15 SP:Iteration 12Q (2878.680997 sec): 3 clusters Score: Raw -2326830.186897 + Penalty 23542.920408 = -2303287.266489 nChanged 5 SP:Iteration 13Q (2878.746249 sec): 3 clusters Score: Raw -2326836.263108 + Penalty 23542.920408 = -2303293.342700 nChanged 1 SP:Iteration 14Q (2878.814501 sec): 3 clusters Score: Raw -2326836.997162 + Penalty 23542.920408 = -2303294.076753 nChanged 2 SP:Iteration 15Q (2878.866491 sec): 3 clusters Score: Raw -2326838.712477 + Penalty 23542.920408 = -2303295.792069 nChanged 0 SP:Iteration 16F (2878.928232 sec): 3 clusters Score: Raw -2326838.712477 + Penalty 23542.920408 = -2303295.792069 nChanged 0 Trying to split cluster 16 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2878.962555 sec): 2 clusters Score: Raw -73282.849318 + Penalty 7100.247500 = -66182.601818 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (82 points): covariance matrix is singular SP:Iteration 0F (2878.982052 sec): 3 clusters Score: Raw -75752.060508 + Penalty 14200.495000 = -61551.565508 nChanged 29 SP:Iteration 1F (2879.006300 sec): 2 clusters Score: Raw 69874.645046 + Penalty 7100.247500 = 76974.892546 nChanged 55 SP:Iteration 2F (2879.029990 sec): 2 clusters Score: Raw -73282.849318 + Penalty 7100.247500 = -66182.601818 nChanged 0 Trying to split cluster 17 (76290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2879.374015 sec): 2 clusters Score: Raw -29601632.151823 + Penalty 15182.722297 = -29586449.429525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2879.785479 sec): 3 clusters Score: Raw -29558956.977792 + Penalty 30365.444594 = -29528591.533198 nChanged 32436 SP:Iteration 1F (2880.172422 sec): 3 clusters Score: Raw -29576263.799038 + Penalty 30365.444594 = -29545898.354444 nChanged 4493 SP:Iteration 2F (2880.554123 sec): 3 clusters Score: Raw -29578189.736640 + Penalty 30365.444594 = -29547824.292046 nChanged 3801 SP:Iteration 3Q (2880.964176 sec): 3 clusters Score: Raw -29579863.898321 + Penalty 30365.444594 = -29549498.453726 nChanged 3420 SP:Iteration 4Q (2881.371083 sec): 3 clusters Score: Raw -29581430.820043 + Penalty 30365.444594 = -29551065.375449 nChanged 3343 SP:Iteration 5Q (2881.829411 sec): 3 clusters Score: Raw -29583108.996390 + Penalty 30365.444594 = -29552743.551796 nChanged 3422 SP:Iteration 6Q (2882.265392 sec): 3 clusters Score: Raw -29584961.445431 + Penalty 30365.444594 = -29554596.000837 nChanged 3581 SP:Iteration 7Q (2882.698312 sec): 3 clusters Score: Raw -29586951.201369 + Penalty 30365.444594 = -29556585.756775 nChanged 3616 SP:Iteration 8Q (2883.141950 sec): 3 clusters Score: Raw -29589042.784371 + Penalty 30365.444594 = -29558677.339777 nChanged 3616 SP:Iteration 9Q (2883.587468 sec): 3 clusters Score: Raw -29591288.326561 + Penalty 30365.444594 = -29560922.881967 nChanged 3605 SP:Iteration 10Q (2884.022121 sec): 3 clusters Score: Raw -29593771.738765 + Penalty 30365.444594 = -29563406.294171 nChanged 3573 SP:Iteration 11Q (2884.422816 sec): 3 clusters Score: Raw -29596262.018029 + Penalty 30365.444594 = -29565896.573434 nChanged 3361 SP:Iteration 12Q (2884.828928 sec): 3 clusters Score: Raw -29598393.306781 + Penalty 30365.444594 = -29568027.862187 nChanged 2749 SP:Iteration 13Q (2885.234990 sec): 3 clusters Score: Raw -29599815.132701 + Penalty 30365.444594 = -29569449.688107 nChanged 2149 SP:Iteration 14Q (2885.644701 sec): 3 clusters Score: Raw -29600702.126907 + Penalty 30365.444594 = -29570336.682313 nChanged 1523 SP:Iteration 15Q (2886.053012 sec): 3 clusters Score: Raw -29601215.058610 + Penalty 30365.444594 = -29570849.614016 nChanged 1179 SP:Iteration 16Q (2886.497537 sec): 3 clusters Score: Raw -29601548.335378 + Penalty 30365.444594 = -29571182.890784 nChanged 846 SP:Iteration 17Q (2886.944737 sec): 3 clusters Score: Raw -29601746.736594 + Penalty 30365.444594 = -29571381.291999 nChanged 686 SP:Iteration 18Q (2887.387412 sec): 3 clusters Score: Raw -29601898.128604 + Penalty 30365.444594 = -29571532.684010 nChanged 563 SP:Iteration 19Q (2887.808603 sec): 3 clusters Score: Raw -29602005.145502 + Penalty 30365.444594 = -29571639.700907 nChanged 440 SP:Iteration 20F (2888.202485 sec): 3 clusters Score: Raw -29602082.882094 + Penalty 30365.444594 = -29571717.437500 nChanged 379 SP:Iteration 21Q (2888.624259 sec): 3 clusters Score: Raw -29602145.809916 + Penalty 30365.444594 = -29571780.365322 nChanged 312 SP:Iteration 22Q (2889.057516 sec): 3 clusters Score: Raw -29602193.703928 + Penalty 30365.444594 = -29571828.259333 nChanged 264 SP:Iteration 23Q (2889.443432 sec): 3 clusters Score: Raw -29602231.927395 + Penalty 30365.444594 = -29571866.482801 nChanged 228 SP:Iteration 24Q (2889.847433 sec): 3 clusters Score: Raw -29602265.700014 + Penalty 30365.444594 = -29571900.255420 nChanged 201 SP:Iteration 25Q (2890.226374 sec): 3 clusters Score: Raw -29602294.262322 + Penalty 30365.444594 = -29571928.817727 nChanged 202 SP:Iteration 26Q (2890.636521 sec): 3 clusters Score: Raw -29602323.669791 + Penalty 30365.444594 = -29571958.225196 nChanged 200 SP:Iteration 27Q (2891.025780 sec): 3 clusters Score: Raw -29602351.990523 + Penalty 30365.444594 = -29571986.545929 nChanged 178 SP:Iteration 28Q (2891.414850 sec): 3 clusters Score: Raw -29602374.481040 + Penalty 30365.444594 = -29572009.036445 nChanged 184 SP:Iteration 29Q (2891.793269 sec): 3 clusters Score: Raw -29602399.372832 + Penalty 30365.444594 = -29572033.928237 nChanged 181 SP:Iteration 30Q (2892.187825 sec): 3 clusters Score: Raw -29602423.650752 + Penalty 30365.444594 = -29572058.206158 nChanged 167 SP:Iteration 31Q (2892.572356 sec): 3 clusters Score: Raw -29602446.155794 + Penalty 30365.444594 = -29572080.711200 nChanged 142 SP:Iteration 32Q (2892.958178 sec): 3 clusters Score: Raw -29602463.803921 + Penalty 30365.444594 = -29572098.359326 nChanged 142 SP:Iteration 33Q (2893.343833 sec): 3 clusters Score: Raw -29602482.678880 + Penalty 30365.444594 = -29572117.234286 nChanged 153 SP:Iteration 34Q (2893.764009 sec): 3 clusters Score: Raw -29602502.677430 + Penalty 30365.444594 = -29572137.232836 nChanged 140 SP:Iteration 35Q (2894.177511 sec): 3 clusters Score: Raw -29602521.500426 + Penalty 30365.444594 = -29572156.055832 nChanged 125 SP:Iteration 36Q (2894.599010 sec): 3 clusters Score: Raw -29602537.847195 + Penalty 30365.444594 = -29572172.402600 nChanged 131 SP:Iteration 37Q (2895.033098 sec): 3 clusters Score: Raw -29602554.010810 + Penalty 30365.444594 = -29572188.566216 nChanged 114 SP:Iteration 38Q (2895.433204 sec): 3 clusters Score: Raw -29602567.608183 + Penalty 30365.444594 = -29572202.163589 nChanged 110 SP:Iteration 39Q (2895.822574 sec): 3 clusters Score: Raw -29602580.444999 + Penalty 30365.444594 = -29572215.000405 nChanged 123 SP:Iteration 40F (2896.226356 sec): 3 clusters Score: Raw -29602596.420612 + Penalty 30365.444594 = -29572230.976018 nChanged 134 SP:Iteration 41Q (2896.632848 sec): 3 clusters Score: Raw -29602614.175292 + Penalty 30365.444594 = -29572248.730698 nChanged 144 SP:Iteration 42Q (2897.027572 sec): 3 clusters Score: Raw -29602632.676424 + Penalty 30365.444594 = -29572267.231829 nChanged 155 SP:Iteration 43Q (2897.461624 sec): 3 clusters Score: Raw -29602653.080771 + Penalty 30365.444594 = -29572287.636177 nChanged 152 SP:Iteration 44Q (2897.868679 sec): 3 clusters Score: Raw -29602671.341923 + Penalty 30365.444594 = -29572305.897329 nChanged 140 SP:Iteration 45Q (2898.305725 sec): 3 clusters Score: Raw -29602689.554538 + Penalty 30365.444594 = -29572324.109944 nChanged 133 SP:Iteration 46Q (2898.739358 sec): 3 clusters Score: Raw -29602707.571965 + Penalty 30365.444594 = -29572342.127371 nChanged 155 SP:Iteration 47Q (2899.162652 sec): 3 clusters Score: Raw -29602727.663458 + Penalty 30365.444594 = -29572362.218863 nChanged 135 SP:Iteration 48Q (2899.580687 sec): 3 clusters Score: Raw -29602744.856912 + Penalty 30365.444594 = -29572379.412317 nChanged 143 SP:Iteration 49Q (2899.983876 sec): 3 clusters Score: Raw -29602763.127167 + Penalty 30365.444594 = -29572397.682573 nChanged 140 SP:Iteration 50Q (2900.411849 sec): 3 clusters Score: Raw -29602780.855808 + Penalty 30365.444594 = -29572415.411213 nChanged 143 SP:Iteration 51Q (2900.825859 sec): 3 clusters Score: Raw -29602802.137533 + Penalty 30365.444594 = -29572436.692938 nChanged 147 SP:Iteration 52Q (2901.214167 sec): 3 clusters Score: Raw -29602819.293424 + Penalty 30365.444594 = -29572453.848830 nChanged 122 SP:Iteration 53Q (2901.630182 sec): 3 clusters Score: Raw -29602834.948218 + Penalty 30365.444594 = -29572469.503623 nChanged 135 SP:Iteration 54Q (2902.043587 sec): 3 clusters Score: Raw -29602850.295419 + Penalty 30365.444594 = -29572484.850825 nChanged 109 SP:Iteration 55Q (2902.436496 sec): 3 clusters Score: Raw -29602862.813161 + Penalty 30365.444594 = -29572497.368567 nChanged 96 SP:Iteration 56Q (2902.833209 sec): 3 clusters Score: Raw -29602875.034900 + Penalty 30365.444594 = -29572509.590306 nChanged 122 SP:Iteration 57Q (2903.264597 sec): 3 clusters Score: Raw -29602889.139908 + Penalty 30365.444594 = -29572523.695314 nChanged 119 SP:Iteration 58Q (2903.692364 sec): 3 clusters Score: Raw -29602904.249644 + Penalty 30365.444594 = -29572538.805050 nChanged 120 SP:Iteration 59Q (2904.081031 sec): 3 clusters Score: Raw -29602919.828301 + Penalty 30365.444594 = -29572554.383707 nChanged 121 SP:Iteration 60F (2904.532068 sec): 3 clusters Score: Raw -29602936.750780 + Penalty 30365.444594 = -29572571.306186 nChanged 154 SP:Iteration 61Q (2904.964858 sec): 3 clusters Score: Raw -29602960.338690 + Penalty 30365.444594 = -29572594.894096 nChanged 171 SP:Iteration 62Q (2905.397446 sec): 3 clusters Score: Raw -29602985.890253 + Penalty 30365.444594 = -29572620.445659 nChanged 189 SP:Iteration 63Q (2905.815931 sec): 3 clusters Score: Raw -29603012.535764 + Penalty 30365.444594 = -29572647.091169 nChanged 184 SP:Iteration 64Q (2906.230471 sec): 3 clusters Score: Raw -29603039.427234 + Penalty 30365.444594 = -29572673.982640 nChanged 208 SP:Iteration 65Q (2906.676647 sec): 3 clusters Score: Raw -29603070.764751 + Penalty 30365.444594 = -29572705.320157 nChanged 199 SP:Iteration 66Q (2907.126941 sec): 3 clusters Score: Raw -29603099.828002 + Penalty 30365.444594 = -29572734.383408 nChanged 196 SP:Iteration 67Q (2907.540814 sec): 3 clusters Score: Raw -29603129.983231 + Penalty 30365.444594 = -29572764.538637 nChanged 212 SP:Iteration 68Q (2907.959634 sec): 3 clusters Score: Raw -29603166.132448 + Penalty 30365.444594 = -29572800.687854 nChanged 233 SP:Iteration 69Q (2908.403614 sec): 3 clusters Score: Raw -29603205.334724 + Penalty 30365.444594 = -29572839.890129 nChanged 236 SP:Iteration 70Q (2908.819020 sec): 3 clusters Score: Raw -29603244.539390 + Penalty 30365.444594 = -29572879.094795 nChanged 236 SP:Iteration 71Q (2909.191556 sec): 3 clusters Score: Raw -29603287.142734 + Penalty 30365.444594 = -29572921.698139 nChanged 273 SP:Iteration 72Q (2909.564683 sec): 3 clusters Score: Raw -29603337.013632 + Penalty 30365.444594 = -29572971.569038 nChanged 282 SP:Iteration 73Q (2909.957056 sec): 3 clusters Score: Raw -29603390.785531 + Penalty 30365.444594 = -29573025.340936 nChanged 286 SP:Iteration 74Q (2910.326542 sec): 3 clusters Score: Raw -29603449.452170 + Penalty 30365.444594 = -29573084.007576 nChanged 305 SP:Iteration 75Q (2910.686683 sec): 3 clusters Score: Raw -29603511.584618 + Penalty 30365.444594 = -29573146.140024 nChanged 322 SP:Iteration 76Q (2911.069391 sec): 3 clusters Score: Raw -29603578.136690 + Penalty 30365.444594 = -29573212.692096 nChanged 332 SP:Iteration 77Q (2911.446673 sec): 3 clusters Score: Raw -29603637.753861 + Penalty 30365.444594 = -29573272.309266 nChanged 299 SP:Iteration 78Q (2911.828377 sec): 3 clusters Score: Raw -29603691.505885 + Penalty 30365.444594 = -29573326.061291 nChanged 293 SP:Iteration 79Q (2912.212689 sec): 3 clusters Score: Raw -29603739.734600 + Penalty 30365.444594 = -29573374.290005 nChanged 282 SP:Iteration 80F (2912.606541 sec): 3 clusters Score: Raw -29603789.907423 + Penalty 30365.444594 = -29573424.462828 nChanged 275 SP:Iteration 81Q (2912.994952 sec): 3 clusters Score: Raw -29603834.485316 + Penalty 30365.444594 = -29573469.040721 nChanged 265 SP:Iteration 82Q (2913.418195 sec): 3 clusters Score: Raw -29603872.953122 + Penalty 30365.444594 = -29573507.508528 nChanged 233 SP:Iteration 83Q (2913.847544 sec): 3 clusters Score: Raw -29603907.986970 + Penalty 30365.444594 = -29573542.542376 nChanged 215 SP:Iteration 84Q (2914.278146 sec): 3 clusters Score: Raw -29603938.094130 + Penalty 30365.444594 = -29573572.649536 nChanged 195 SP:Iteration 85Q (2914.714180 sec): 3 clusters Score: Raw -29603964.474774 + Penalty 30365.444594 = -29573599.030180 nChanged 193 SP:Iteration 86Q (2915.115301 sec): 3 clusters Score: Raw -29603989.155200 + Penalty 30365.444594 = -29573623.710606 nChanged 156 SP:Iteration 87Q (2915.526805 sec): 3 clusters Score: Raw -29604008.938417 + Penalty 30365.444594 = -29573643.493822 nChanged 155 SP:Iteration 88Q (2915.931003 sec): 3 clusters Score: Raw -29604027.971835 + Penalty 30365.444594 = -29573662.527240 nChanged 138 SP:Iteration 89Q (2916.332827 sec): 3 clusters Score: Raw -29604044.051093 + Penalty 30365.444594 = -29573678.606499 nChanged 116 SP:Iteration 90Q (2916.758572 sec): 3 clusters Score: Raw -29604059.318839 + Penalty 30365.444594 = -29573693.874245 nChanged 125 SP:Iteration 91Q (2917.174802 sec): 3 clusters Score: Raw -29604074.744892 + Penalty 30365.444594 = -29573709.300298 nChanged 135 SP:Iteration 92Q (2917.608831 sec): 3 clusters Score: Raw -29604092.268119 + Penalty 30365.444594 = -29573726.823524 nChanged 145 SP:Iteration 93Q (2918.034018 sec): 3 clusters Score: Raw -29604109.057538 + Penalty 30365.444594 = -29573743.612944 nChanged 126 SP:Iteration 94Q (2918.467329 sec): 3 clusters Score: Raw -29604123.118309 + Penalty 30365.444594 = -29573757.673714 nChanged 102 SP:Iteration 95Q (2918.905271 sec): 3 clusters Score: Raw -29604133.839175 + Penalty 30365.444594 = -29573768.394580 nChanged 90 SP:Iteration 96Q (2919.331082 sec): 3 clusters Score: Raw -29604143.020139 + Penalty 30365.444594 = -29573777.575545 nChanged 72 SP:Iteration 97Q (2919.738953 sec): 3 clusters Score: Raw -29604150.195083 + Penalty 30365.444594 = -29573784.750489 nChanged 84 SP:Iteration 98Q (2920.149826 sec): 3 clusters Score: Raw -29604158.515038 + Penalty 30365.444594 = -29573793.070444 nChanged 55 SP:Iteration 99Q (2920.554706 sec): 3 clusters Score: Raw -29604163.953915 + Penalty 30365.444594 = -29573798.509321 nChanged 48 SP:Iteration 100F (2920.987072 sec): 3 clusters Score: Raw -29604168.650871 + Penalty 30365.444594 = -29573803.206277 nChanged 53 SP:Iteration 101Q (2921.415065 sec): 3 clusters Score: Raw -29604174.493130 + Penalty 30365.444594 = -29573809.048536 nChanged 52 SP:Iteration 102Q (2921.838329 sec): 3 clusters Score: Raw -29604179.836083 + Penalty 30365.444594 = -29573814.391488 nChanged 41 SP:Iteration 103Q (2922.284246 sec): 3 clusters Score: Raw -29604183.289966 + Penalty 30365.444594 = -29573817.845372 nChanged 29 SP:Iteration 104Q (2922.713794 sec): 3 clusters Score: Raw -29604185.906840 + Penalty 30365.444594 = -29573820.462245 nChanged 34 SP:Iteration 105Q (2923.147545 sec): 3 clusters Score: Raw -29604188.889133 + Penalty 30365.444594 = -29573823.444539 nChanged 37 SP:Iteration 106Q (2923.612901 sec): 3 clusters Score: Raw -29604192.324848 + Penalty 30365.444594 = -29573826.880254 nChanged 30 SP:Iteration 107Q (2924.062256 sec): 3 clusters Score: Raw -29604195.051413 + Penalty 30365.444594 = -29573829.606819 nChanged 27 SP:Iteration 108Q (2924.522003 sec): 3 clusters Score: Raw -29604197.364684 + Penalty 30365.444594 = -29573831.920090 nChanged 23 SP:Iteration 109Q (2924.946160 sec): 3 clusters Score: Raw -29604199.593064 + Penalty 30365.444594 = -29573834.148470 nChanged 23 SP:Iteration 110Q (2925.331345 sec): 3 clusters Score: Raw -29604202.009621 + Penalty 30365.444594 = -29573836.565027 nChanged 26 SP:Iteration 111Q (2925.763732 sec): 3 clusters Score: Raw -29604204.583260 + Penalty 30365.444594 = -29573839.138666 nChanged 31 SP:Iteration 112Q (2926.193766 sec): 3 clusters Score: Raw -29604207.051127 + Penalty 30365.444594 = -29573841.606533 nChanged 27 SP:Iteration 113Q (2926.629218 sec): 3 clusters Score: Raw -29604209.240050 + Penalty 30365.444594 = -29573843.795455 nChanged 29 SP:Iteration 114Q (2927.060157 sec): 3 clusters Score: Raw -29604211.591473 + Penalty 30365.444594 = -29573846.146879 nChanged 22 SP:Iteration 115Q (2927.480034 sec): 3 clusters Score: Raw -29604213.526678 + Penalty 30365.444594 = -29573848.082084 nChanged 18 SP:Iteration 116Q (2927.893802 sec): 3 clusters Score: Raw -29604215.166137 + Penalty 30365.444594 = -29573849.721543 nChanged 24 SP:Iteration 117Q (2928.317087 sec): 3 clusters Score: Raw -29604217.271345 + Penalty 30365.444594 = -29573851.826751 nChanged 21 SP:Iteration 118Q (2928.705475 sec): 3 clusters Score: Raw -29604218.991247 + Penalty 30365.444594 = -29573853.546653 nChanged 21 SP:Iteration 119Q (2929.149500 sec): 3 clusters Score: Raw -29604221.045086 + Penalty 30365.444594 = -29573855.600492 nChanged 17 SP:Iteration 120F (2929.589792 sec): 3 clusters Score: Raw -29604222.428356 + Penalty 30365.444594 = -29573856.983762 nChanged 19 SP:Iteration 121Q (2930.022918 sec): 3 clusters Score: Raw -29604223.946485 + Penalty 30365.444594 = -29573858.501891 nChanged 12 SP:Iteration 122Q (2930.456946 sec): 3 clusters Score: Raw -29604225.048074 + Penalty 30365.444594 = -29573859.603480 nChanged 12 SP:Iteration 123Q (2930.920150 sec): 3 clusters Score: Raw -29604226.114756 + Penalty 30365.444594 = -29573860.670162 nChanged 10 SP:Iteration 124Q (2931.344398 sec): 3 clusters Score: Raw -29604227.046103 + Penalty 30365.444594 = -29573861.601509 nChanged 10 SP:Iteration 125Q (2931.791288 sec): 3 clusters Score: Raw -29604227.841802 + Penalty 30365.444594 = -29573862.397208 nChanged 5 SP:Iteration 126Q (2932.229997 sec): 3 clusters Score: Raw -29604228.241767 + Penalty 30365.444594 = -29573862.797172 nChanged 7 SP:Iteration 127Q (2932.655422 sec): 3 clusters Score: Raw -29604228.787298 + Penalty 30365.444594 = -29573863.342703 nChanged 6 SP:Iteration 128Q (2933.092934 sec): 3 clusters Score: Raw -29604229.346823 + Penalty 30365.444594 = -29573863.902229 nChanged 6 SP:Iteration 129Q (2933.517120 sec): 3 clusters Score: Raw -29604229.801905 + Penalty 30365.444594 = -29573864.357310 nChanged 6 SP:Iteration 130Q (2933.947589 sec): 3 clusters Score: Raw -29604230.284397 + Penalty 30365.444594 = -29573864.839803 nChanged 6 SP:Iteration 131Q (2934.411385 sec): 3 clusters Score: Raw -29604230.803875 + Penalty 30365.444594 = -29573865.359281 nChanged 7 SP:Iteration 132Q (2934.856319 sec): 3 clusters Score: Raw -29604231.465732 + Penalty 30365.444594 = -29573866.021138 nChanged 6 SP:Iteration 133Q (2935.297703 sec): 3 clusters Score: Raw -29604231.956582 + Penalty 30365.444594 = -29573866.511988 nChanged 7 SP:Iteration 134Q (2935.748304 sec): 3 clusters Score: Raw -29604232.838750 + Penalty 30365.444594 = -29573867.394156 nChanged 14 SP:Iteration 135Q (2936.180924 sec): 3 clusters Score: Raw -29604234.158719 + Penalty 30365.444594 = -29573868.714125 nChanged 15 SP:Iteration 136Q (2936.613294 sec): 3 clusters Score: Raw -29604235.243876 + Penalty 30365.444594 = -29573869.799282 nChanged 9 SP:Iteration 137Q (2936.999804 sec): 3 clusters Score: Raw -29604235.909023 + Penalty 30365.444594 = -29573870.464428 nChanged 6 SP:Iteration 138Q (2937.398973 sec): 3 clusters Score: Raw -29604236.266904 + Penalty 30365.444594 = -29573870.822310 nChanged 5 SP:Iteration 139Q (2937.810849 sec): 3 clusters Score: Raw -29604236.732107 + Penalty 30365.444594 = -29573871.287513 nChanged 6 SP:Iteration 140F (2938.243433 sec): 3 clusters Score: Raw -29604237.129415 + Penalty 30365.444594 = -29573871.684821 nChanged 4 SP:Iteration 141Q (2938.666246 sec): 3 clusters Score: Raw -29604237.533028 + Penalty 30365.444594 = -29573872.088433 nChanged 6 SP:Iteration 142Q (2939.036640 sec): 3 clusters Score: Raw -29604237.912177 + Penalty 30365.444594 = -29573872.467583 nChanged 2 SP:Iteration 143Q (2939.402832 sec): 3 clusters Score: Raw -29604238.027477 + Penalty 30365.444594 = -29573872.582883 nChanged 2 SP:Iteration 144Q (2939.758081 sec): 3 clusters Score: Raw -29604238.168724 + Penalty 30365.444594 = -29573872.724130 nChanged 1 SP:Iteration 145Q (2940.133532 sec): 3 clusters Score: Raw -29604238.261081 + Penalty 30365.444594 = -29573872.816487 nChanged 1 SP:Iteration 146Q (2940.487657 sec): 3 clusters Score: Raw -29604238.322807 + Penalty 30365.444594 = -29573872.878213 nChanged 0 SP:Iteration 147F (2940.873197 sec): 3 clusters Score: Raw -29604238.322807 + Penalty 30365.444594 = -29573872.878213 nChanged 0 Trying to split cluster 18 (10336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2940.931199 sec): 2 clusters Score: Raw -3890156.322447 + Penalty 12483.195799 = -3877673.126648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2941.016396 sec): 3 clusters Score: Raw -3886364.154956 + Penalty 24966.391598 = -3861397.763358 nChanged 3192 SP:Iteration 1F (2941.112537 sec): 3 clusters Score: Raw -3888633.435535 + Penalty 24966.391598 = -3863667.043936 nChanged 738 SP:Iteration 2F (2941.195156 sec): 3 clusters Score: Raw -3889275.918240 + Penalty 24966.391598 = -3864309.526641 nChanged 434 SP:Iteration 3Q (2941.293860 sec): 3 clusters Score: Raw -3889636.227021 + Penalty 24966.391598 = -3864669.835422 nChanged 269 SP:Iteration 4Q (2941.389188 sec): 3 clusters Score: Raw -3889865.866585 + Penalty 24966.391598 = -3864899.474986 nChanged 191 SP:Iteration 5Q (2941.484447 sec): 3 clusters Score: Raw -3890009.186693 + Penalty 24966.391598 = -3865042.795095 nChanged 153 SP:Iteration 6Q (2941.579638 sec): 3 clusters Score: Raw -3890120.095508 + Penalty 24966.391598 = -3865153.703910 nChanged 127 SP:Iteration 7Q (2941.668436 sec): 3 clusters Score: Raw -3890203.959615 + Penalty 24966.391598 = -3865237.568016 nChanged 102 SP:Iteration 8Q (2941.762677 sec): 3 clusters Score: Raw -3890275.419625 + Penalty 24966.391598 = -3865309.028027 nChanged 80 SP:Iteration 9Q (2941.854989 sec): 3 clusters Score: Raw -3890329.532899 + Penalty 24966.391598 = -3865363.141301 nChanged 60 SP:Iteration 10Q (2941.948495 sec): 3 clusters Score: Raw -3890369.584941 + Penalty 24966.391598 = -3865403.193342 nChanged 56 SP:Iteration 11Q (2942.037150 sec): 3 clusters Score: Raw -3890406.974607 + Penalty 24966.391598 = -3865440.583008 nChanged 55 SP:Iteration 12Q (2942.126464 sec): 3 clusters Score: Raw -3890444.228724 + Penalty 24966.391598 = -3865477.837125 nChanged 48 SP:Iteration 13Q (2942.222746 sec): 3 clusters Score: Raw -3890479.347223 + Penalty 24966.391598 = -3865512.955624 nChanged 43 SP:Iteration 14Q (2942.313842 sec): 3 clusters Score: Raw -3890506.323886 + Penalty 24966.391598 = -3865539.932288 nChanged 32 SP:Iteration 15Q (2942.406451 sec): 3 clusters Score: Raw -3890526.706398 + Penalty 24966.391598 = -3865560.314799 nChanged 24 SP:Iteration 16Q (2942.502988 sec): 3 clusters Score: Raw -3890542.334131 + Penalty 24966.391598 = -3865575.942533 nChanged 26 SP:Iteration 17Q (2942.592084 sec): 3 clusters Score: Raw -3890557.225334 + Penalty 24966.391598 = -3865590.833735 nChanged 10 SP:Iteration 18Q (2942.677447 sec): 3 clusters Score: Raw -3890565.189179 + Penalty 24966.391598 = -3865598.797580 nChanged 14 SP:Iteration 19Q (2942.776424 sec): 3 clusters Score: Raw -3890572.906140 + Penalty 24966.391598 = -3865606.514541 nChanged 11 SP:Iteration 20F (2942.855328 sec): 3 clusters Score: Raw -3890578.958444 + Penalty 24966.391598 = -3865612.566846 nChanged 11 SP:Iteration 21Q (2942.957620 sec): 3 clusters Score: Raw -3890585.377947 + Penalty 24966.391598 = -3865618.986348 nChanged 9 SP:Iteration 22Q (2943.042483 sec): 3 clusters Score: Raw -3890590.046985 + Penalty 24966.391598 = -3865623.655387 nChanged 7 SP:Iteration 23Q (2943.129298 sec): 3 clusters Score: Raw -3890593.916047 + Penalty 24966.391598 = -3865627.524448 nChanged 9 SP:Iteration 24Q (2943.222115 sec): 3 clusters Score: Raw -3890599.231312 + Penalty 24966.391598 = -3865632.839713 nChanged 11 SP:Iteration 25Q (2943.297039 sec): 3 clusters Score: Raw -3890606.086719 + Penalty 24966.391598 = -3865639.695121 nChanged 10 SP:Iteration 26Q (2943.386311 sec): 3 clusters Score: Raw -3890611.349530 + Penalty 24966.391598 = -3865644.957932 nChanged 9 SP:Iteration 27Q (2943.486382 sec): 3 clusters Score: Raw -3890616.807694 + Penalty 24966.391598 = -3865650.416095 nChanged 10 SP:Iteration 28Q (2943.568017 sec): 3 clusters Score: Raw -3890622.669445 + Penalty 24966.391598 = -3865656.277847 nChanged 7 SP:Iteration 29Q (2943.659911 sec): 3 clusters Score: Raw -3890627.663298 + Penalty 24966.391598 = -3865661.271699 nChanged 2 SP:Iteration 30Q (2943.761810 sec): 3 clusters Score: Raw -3890628.582886 + Penalty 24966.391598 = -3865662.191287 nChanged 1 SP:Iteration 31Q (2943.853123 sec): 3 clusters Score: Raw -3890629.131017 + Penalty 24966.391598 = -3865662.739418 nChanged 1 SP:Iteration 32Q (2943.944381 sec): 3 clusters Score: Raw -3890630.054138 + Penalty 24966.391598 = -3865663.662539 nChanged 4 SP:Iteration 33Q (2944.039595 sec): 3 clusters Score: Raw -3890632.251674 + Penalty 24966.391598 = -3865665.860076 nChanged 7 SP:Iteration 34Q (2944.134845 sec): 3 clusters Score: Raw -3890635.735548 + Penalty 24966.391598 = -3865669.343949 nChanged 6 SP:Iteration 35Q (2944.237255 sec): 3 clusters Score: Raw -3890639.828000 + Penalty 24966.391598 = -3865673.436401 nChanged 3 SP:Iteration 36Q (2944.331648 sec): 3 clusters Score: Raw -3890641.757303 + Penalty 24966.391598 = -3865675.365705 nChanged 5 SP:Iteration 37Q (2944.411034 sec): 3 clusters Score: Raw -3890644.405637 + Penalty 24966.391598 = -3865678.014038 nChanged 4 SP:Iteration 38Q (2944.511553 sec): 3 clusters Score: Raw -3890646.435308 + Penalty 24966.391598 = -3865680.043710 nChanged 3 SP:Iteration 39Q (2944.597244 sec): 3 clusters Score: Raw -3890648.436308 + Penalty 24966.391598 = -3865682.044710 nChanged 2 SP:Iteration 40F (2944.688215 sec): 3 clusters Score: Raw -3890649.451024 + Penalty 24966.391598 = -3865683.059425 nChanged 3 SP:Iteration 41Q (2944.768581 sec): 3 clusters Score: Raw -3890650.959176 + Penalty 24966.391598 = -3865684.567578 nChanged 4 SP:Iteration 42Q (2944.853920 sec): 3 clusters Score: Raw -3890653.306825 + Penalty 24966.391598 = -3865686.915226 nChanged 5 SP:Iteration 43Q (2944.936522 sec): 3 clusters Score: Raw -3890655.048609 + Penalty 24966.391598 = -3865688.657011 nChanged 4 SP:Iteration 44Q (2945.026825 sec): 3 clusters Score: Raw -3890656.626804 + Penalty 24966.391598 = -3865690.235206 nChanged 2 SP:Iteration 45Q (2945.106887 sec): 3 clusters Score: Raw -3890658.729616 + Penalty 24966.391598 = -3865692.338018 nChanged 2 SP:Iteration 46Q (2945.194827 sec): 3 clusters Score: Raw -3890660.366923 + Penalty 24966.391598 = -3865693.975325 nChanged 3 SP:Iteration 47Q (2945.275427 sec): 3 clusters Score: Raw -3890661.591506 + Penalty 24966.391598 = -3865695.199907 nChanged 1 SP:Iteration 48Q (2945.355507 sec): 3 clusters Score: Raw -3890662.041279 + Penalty 24966.391598 = -3865695.649681 nChanged 0 SP:Iteration 49F (2945.442955 sec): 3 clusters Score: Raw -3890662.041279 + Penalty 24966.391598 = -3865695.649681 nChanged 0 Trying to split cluster 19 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2945.464395 sec): 2 clusters Score: Raw -98635.741924 + Penalty 7535.425130 = -91100.316794 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (124 points): covariance matrix is singular SP:Iteration 0F (2945.478290 sec): 3 clusters Score: Raw -104141.592725 + Penalty 15070.850260 = -89070.742465 nChanged 72 SP:Iteration 1F (2945.503947 sec): 2 clusters Score: Raw 5088682478.607706 + Penalty 7535.425130 = 5088690014.032836 nChanged 64 SP:Iteration 2F (2945.528207 sec): 2 clusters Score: Raw -98635.741924 + Penalty 7535.425130 = -91100.316794 nChanged 0 Trying to split cluster 20 (34463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2945.637932 sec): 2 clusters Score: Raw -13069012.077522 + Penalty 14109.539932 = -13054902.537590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2945.825410 sec): 3 clusters Score: Raw -13051934.770063 + Penalty 28219.079864 = -13023715.690199 nChanged 13397 SP:Iteration 1F (2946.002495 sec): 3 clusters Score: Raw -13059293.071572 + Penalty 28219.079864 = -13031073.991709 nChanged 2451 SP:Iteration 2F (2946.199252 sec): 3 clusters Score: Raw -13060683.617051 + Penalty 28219.079864 = -13032464.537187 nChanged 1800 SP:Iteration 3F (2946.408745 sec): 3 clusters Score: Raw -13061723.351043 + Penalty 28219.079864 = -13033504.271179 nChanged 1491 SP:Iteration 4Q (2946.625789 sec): 3 clusters Score: Raw -13062742.968953 + Penalty 28219.079864 = -13034523.889089 nChanged 1459 SP:Iteration 5Q (2946.834211 sec): 3 clusters Score: Raw -13063854.576634 + Penalty 28219.079864 = -13035635.496770 nChanged 1496 SP:Iteration 6Q (2947.051444 sec): 3 clusters Score: Raw -13065108.816072 + Penalty 28219.079864 = -13036889.736208 nChanged 1721 SP:Iteration 7Q (2947.252115 sec): 3 clusters Score: Raw -13066752.500408 + Penalty 28219.079864 = -13038533.420544 nChanged 2008 SP:Iteration 8F (2947.481999 sec): 3 clusters Score: Raw -13068764.904076 + Penalty 28219.079864 = -13040545.824212 nChanged 2160 SP:Iteration 9F (2947.695386 sec): 3 clusters Score: Raw -13070673.972205 + Penalty 28219.079864 = -13042454.892341 nChanged 1937 SP:Iteration 10F (2947.921531 sec): 3 clusters Score: Raw -13072161.436643 + Penalty 28219.079864 = -13043942.356779 nChanged 1625 SP:Iteration 11Q (2948.144324 sec): 3 clusters Score: Raw -13073289.778580 + Penalty 28219.079864 = -13045070.698716 nChanged 1245 SP:Iteration 12Q (2948.363958 sec): 3 clusters Score: Raw -13074042.447456 + Penalty 28219.079864 = -13045823.367593 nChanged 901 SP:Iteration 13Q (2948.592484 sec): 3 clusters Score: Raw -13074533.030203 + Penalty 28219.079864 = -13046313.950340 nChanged 655 SP:Iteration 14Q (2948.797575 sec): 3 clusters Score: Raw -13074858.364834 + Penalty 28219.079864 = -13046639.284970 nChanged 539 SP:Iteration 15Q (2949.004933 sec): 3 clusters Score: Raw -13075111.126261 + Penalty 28219.079864 = -13046892.046397 nChanged 409 SP:Iteration 16Q (2949.211845 sec): 3 clusters Score: Raw -13075302.241346 + Penalty 28219.079864 = -13047083.161482 nChanged 348 SP:Iteration 17Q (2949.423512 sec): 3 clusters Score: Raw -13075453.510092 + Penalty 28219.079864 = -13047234.430229 nChanged 269 SP:Iteration 18Q (2949.632828 sec): 3 clusters Score: Raw -13075562.599577 + Penalty 28219.079864 = -13047343.519713 nChanged 220 SP:Iteration 19Q (2949.851813 sec): 3 clusters Score: Raw -13075644.021853 + Penalty 28219.079864 = -13047424.941989 nChanged 179 SP:Iteration 20F (2950.055157 sec): 3 clusters Score: Raw -13075707.707988 + Penalty 28219.079864 = -13047488.628124 nChanged 144 SP:Iteration 21Q (2950.273829 sec): 3 clusters Score: Raw -13075756.884654 + Penalty 28219.079864 = -13047537.804791 nChanged 117 SP:Iteration 22Q (2950.475715 sec): 3 clusters Score: Raw -13075795.278577 + Penalty 28219.079864 = -13047576.198713 nChanged 131 SP:Iteration 23Q (2950.693023 sec): 3 clusters Score: Raw -13075835.555418 + Penalty 28219.079864 = -13047616.475554 nChanged 119 SP:Iteration 24Q (2950.888201 sec): 3 clusters Score: Raw -13075873.619829 + Penalty 28219.079864 = -13047654.539966 nChanged 123 SP:Iteration 25Q (2951.097386 sec): 3 clusters Score: Raw -13075915.448922 + Penalty 28219.079864 = -13047696.369059 nChanged 123 SP:Iteration 26Q (2951.312624 sec): 3 clusters Score: Raw -13075953.865374 + Penalty 28219.079864 = -13047734.785510 nChanged 100 SP:Iteration 27Q (2951.494302 sec): 3 clusters Score: Raw -13075985.028611 + Penalty 28219.079864 = -13047765.948748 nChanged 82 SP:Iteration 28Q (2951.685420 sec): 3 clusters Score: Raw -13076008.254550 + Penalty 28219.079864 = -13047789.174686 nChanged 60 SP:Iteration 29Q (2951.871134 sec): 3 clusters Score: Raw -13076025.332271 + Penalty 28219.079864 = -13047806.252407 nChanged 46 SP:Iteration 30Q (2952.062543 sec): 3 clusters Score: Raw -13076037.709993 + Penalty 28219.079864 = -13047818.630130 nChanged 32 SP:Iteration 31Q (2952.257102 sec): 3 clusters Score: Raw -13076046.460777 + Penalty 28219.079864 = -13047827.380913 nChanged 26 SP:Iteration 32Q (2952.435063 sec): 3 clusters Score: Raw -13076053.212093 + Penalty 28219.079864 = -13047834.132229 nChanged 19 SP:Iteration 33Q (2952.624594 sec): 3 clusters Score: Raw -13076058.242615 + Penalty 28219.079864 = -13047839.162751 nChanged 14 SP:Iteration 34Q (2952.823358 sec): 3 clusters Score: Raw -13076061.670242 + Penalty 28219.079864 = -13047842.590378 nChanged 13 SP:Iteration 35Q (2953.001136 sec): 3 clusters Score: Raw -13076065.838388 + Penalty 28219.079864 = -13047846.758524 nChanged 19 SP:Iteration 36Q (2953.198176 sec): 3 clusters Score: Raw -13076070.868610 + Penalty 28219.079864 = -13047851.788746 nChanged 15 SP:Iteration 37Q (2953.386771 sec): 3 clusters Score: Raw -13076074.395067 + Penalty 28219.079864 = -13047855.315203 nChanged 16 SP:Iteration 38Q (2953.578974 sec): 3 clusters Score: Raw -13076078.291493 + Penalty 28219.079864 = -13047859.211629 nChanged 19 SP:Iteration 39Q (2953.760822 sec): 3 clusters Score: Raw -13076082.738117 + Penalty 28219.079864 = -13047863.658253 nChanged 14 SP:Iteration 40F (2953.958747 sec): 3 clusters Score: Raw -13076086.538154 + Penalty 28219.079864 = -13047867.458290 nChanged 17 SP:Iteration 41Q (2954.144903 sec): 3 clusters Score: Raw -13076091.218132 + Penalty 28219.079864 = -13047872.138269 nChanged 12 SP:Iteration 42Q (2954.341868 sec): 3 clusters Score: Raw -13076094.770375 + Penalty 28219.079864 = -13047875.690511 nChanged 12 SP:Iteration 43Q (2954.531757 sec): 3 clusters Score: Raw -13076097.682759 + Penalty 28219.079864 = -13047878.602895 nChanged 12 SP:Iteration 44Q (2954.712729 sec): 3 clusters Score: Raw -13076100.441555 + Penalty 28219.079864 = -13047881.361691 nChanged 15 SP:Iteration 45Q (2954.912022 sec): 3 clusters Score: Raw -13076103.842504 + Penalty 28219.079864 = -13047884.762640 nChanged 9 SP:Iteration 46Q (2955.093742 sec): 3 clusters Score: Raw -13076105.803833 + Penalty 28219.079864 = -13047886.723969 nChanged 6 SP:Iteration 47Q (2955.286455 sec): 3 clusters Score: Raw -13076107.051194 + Penalty 28219.079864 = -13047887.971330 nChanged 5 SP:Iteration 48Q (2955.479764 sec): 3 clusters Score: Raw -13076108.285431 + Penalty 28219.079864 = -13047889.205567 nChanged 5 SP:Iteration 49Q (2955.665725 sec): 3 clusters Score: Raw -13076109.495675 + Penalty 28219.079864 = -13047890.415811 nChanged 3 SP:Iteration 50Q (2955.848770 sec): 3 clusters Score: Raw -13076110.182798 + Penalty 28219.079864 = -13047891.102934 nChanged 3 SP:Iteration 51Q (2956.043223 sec): 3 clusters Score: Raw -13076111.288846 + Penalty 28219.079864 = -13047892.208983 nChanged 4 SP:Iteration 52Q (2956.230633 sec): 3 clusters Score: Raw -13076112.231752 + Penalty 28219.079864 = -13047893.151888 nChanged 3 SP:Iteration 53Q (2956.426283 sec): 3 clusters Score: Raw -13076112.849022 + Penalty 28219.079864 = -13047893.769159 nChanged 3 SP:Iteration 54Q (2956.619143 sec): 3 clusters Score: Raw -13076113.569182 + Penalty 28219.079864 = -13047894.489318 nChanged 2 SP:Iteration 55Q (2956.804561 sec): 3 clusters Score: Raw -13076114.070823 + Penalty 28219.079864 = -13047894.990960 nChanged 2 SP:Iteration 56Q (2957.001409 sec): 3 clusters Score: Raw -13076114.301238 + Penalty 28219.079864 = -13047895.221374 nChanged 2 SP:Iteration 57Q (2957.184299 sec): 3 clusters Score: Raw -13076114.793679 + Penalty 28219.079864 = -13047895.713815 nChanged 2 SP:Iteration 58Q (2957.377161 sec): 3 clusters Score: Raw -13076115.301721 + Penalty 28219.079864 = -13047896.221858 nChanged 2 SP:Iteration 59Q (2957.570114 sec): 3 clusters Score: Raw -13076115.800593 + Penalty 28219.079864 = -13047896.720729 nChanged 2 SP:Iteration 60F (2957.763112 sec): 3 clusters Score: Raw -13076116.235418 + Penalty 28219.079864 = -13047897.155554 nChanged 5 SP:Iteration 61Q (2957.951352 sec): 3 clusters Score: Raw -13076117.335189 + Penalty 28219.079864 = -13047898.255325 nChanged 5 SP:Iteration 62Q (2958.130991 sec): 3 clusters Score: Raw -13076118.394588 + Penalty 28219.079864 = -13047899.314725 nChanged 3 SP:Iteration 63Q (2958.321149 sec): 3 clusters Score: Raw -13076119.029263 + Penalty 28219.079864 = -13047899.949399 nChanged 2 SP:Iteration 64Q (2958.514596 sec): 3 clusters Score: Raw -13076119.414107 + Penalty 28219.079864 = -13047900.334244 nChanged 0 SP:Iteration 65F (2958.712466 sec): 3 clusters Score: Raw -13076119.414107 + Penalty 28219.079864 = -13047900.334244 nChanged 0 Time taken for this iteration:1380.598875 seconds. 21->15 Clusters: Score -123984440.707062, best is -123987679.560520 Main iterations: 333 (time per iteration =5465.559815 ms) Total iterations: 7063 (time per iteration =257.685320 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2306546020800.000000 (time per metric unit =0.789072ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 166071313497600.000000 (time per metric unit=10.959337ps) That took 1820.031419 seconds.